warning: commands will be executed using /bin/sh job 3482 at Tue Jul 28 18:58:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150316/YutaMouse32-150316 ElecNo 7 UseFeatures 11111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 3.93 and 5.89 GB of RAM. Memory request: 1.96 GB would take us to total of 1.96 GB. ---------------------------------------------------------- Loaded 1182174 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.65 GB would take us to total of 2.62 GB. ------ Running on subset of 394058 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (0 points): Lose 0.000000 but Gain 586.233529 Iteration 0F (22.360000 sec): 19 clusters Score: Raw -15498977.811799 + Penalty 10552.203523 = -15488425.608276 nChanged 373587 Deleting Class 5 (30 points): Lose 49.509893 but Gain 586.233529 Iteration 1F (32.450000 sec): 17 clusters Score: Raw -23255048.873436 + Penalty 9379.736465 = -23245669.136971 nChanged 19166 Iteration 2Q (39.580000 sec): 17 clusters Score: Raw -23775255.315769 + Penalty 9379.736465 = -23765875.579304 nChanged 12918 Iteration 3Q (46.430000 sec): 17 clusters Score: Raw -23853695.969600 + Penalty 9379.736465 = -23844316.233135 nChanged 10737 Iteration 4Q (53.240000 sec): 17 clusters Score: Raw -23873151.195445 + Penalty 9379.736465 = -23863771.458981 nChanged 5951 Iteration 5Q (60.460000 sec): 17 clusters Score: Raw -23879784.829736 + Penalty 9379.736465 = -23870405.093272 nChanged 3866 Iteration 6Q (67.350000 sec): 17 clusters Score: Raw -23884103.534038 + Penalty 9379.736465 = -23874723.797573 nChanged 3198 Iteration 7Q (73.880000 sec): 17 clusters Score: Raw -23887634.149632 + Penalty 9379.736465 = -23878254.413167 nChanged 2713 Iteration 8Q (81.080000 sec): 17 clusters Score: Raw -23889774.660353 + Penalty 9379.736465 = -23880394.923888 nChanged 2304 Iteration 9Q (88.350000 sec): 17 clusters Score: Raw -23891532.033976 + Penalty 9379.736465 = -23882152.297512 nChanged 1932 Iteration 10Q (94.350000 sec): 17 clusters Score: Raw -23892788.163963 + Penalty 9379.736465 = -23883408.427498 nChanged 1587 Iteration 11Q (101.420000 sec): 17 clusters Score: Raw -23893666.736697 + Penalty 9379.736465 = -23884287.000232 nChanged 1319 Iteration 12Q (108.510000 sec): 17 clusters Score: Raw -23894319.187052 + Penalty 9379.736465 = -23884939.450587 nChanged 1134 Iteration 13Q (115.450000 sec): 17 clusters Score: Raw -23894774.586762 + Penalty 9379.736465 = -23885394.850298 nChanged 957 Iteration 14Q (122.920000 sec): 17 clusters Score: Raw -23895130.283888 + Penalty 9379.736465 = -23885750.547423 nChanged 833 Iteration 15Q (129.810000 sec): 17 clusters Score: Raw -23895464.845063 + Penalty 9379.736465 = -23886085.108598 nChanged 775 Iteration 16Q (136.750000 sec): 17 clusters Score: Raw -23895719.868123 + Penalty 9379.736465 = -23886340.131658 nChanged 697 Iteration 17Q (142.780000 sec): 17 clusters Score: Raw -23895956.747877 + Penalty 9379.736465 = -23886577.011413 nChanged 651 Iteration 18Q (149.550000 sec): 17 clusters Score: Raw -23896139.845100 + Penalty 9379.736465 = -23886760.108635 nChanged 603 Iteration 19Q (155.910000 sec): 17 clusters Score: Raw -23896292.867823 + Penalty 9379.736465 = -23886913.131359 nChanged 595 Writing temp clu file Because OldScore, -23886760.108635, is greater than current (better) Score,-23886913.131359 Compute initial score before splitting: Score: Raw -23896292.867823 + Penalty 9379.736465 = -23886913.131359 Memory request: 0.03 GB would take us to total of 2.65 GB. Trying to split cluster 1 (18936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.120000 sec): 2 clusters Score: Raw -1160243.503517 + Penalty 448.121317 = -1159795.382200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.350000 sec): 3 clusters Score: Raw -1148143.267442 + Penalty 896.242634 = -1147247.024808 nChanged 9060 SP:Iteration 1F (156.600000 sec): 3 clusters Score: Raw -1155634.020910 + Penalty 896.242634 = -1154737.778276 nChanged 1992 SP:Iteration 2F (156.790000 sec): 3 clusters Score: Raw -1157692.296413 + Penalty 896.242634 = -1156796.053779 nChanged 1875 SP:Iteration 3F (157.050000 sec): 3 clusters Score: Raw -1159162.447506 + Penalty 896.242634 = -1158266.204873 nChanged 1309 SP:Iteration 4F (157.290000 sec): 3 clusters Score: Raw -1160166.159867 + Penalty 896.242634 = -1159269.917233 nChanged 873 SP:Iteration 5Q (157.540000 sec): 3 clusters Score: Raw -1160762.820346 + Penalty 896.242634 = -1159866.577712 nChanged 593 SP:Iteration 6Q (157.750000 sec): 3 clusters Score: Raw -1161152.730542 + Penalty 896.242634 = -1160256.487908 nChanged 392 SP:Iteration 7Q (158.020000 sec): 3 clusters Score: Raw -1161456.601040 + Penalty 896.242634 = -1160560.358406 nChanged 299 SP:Iteration 8Q (158.230000 sec): 3 clusters Score: Raw -1161828.618104 + Penalty 896.242634 = -1160932.375470 nChanged 227 SP:Iteration 9Q (158.490000 sec): 3 clusters Score: Raw -1162517.227694 + Penalty 896.242634 = -1161620.985060 nChanged 134 SP:Iteration 10Q (158.700000 sec): 3 clusters Score: Raw -1162991.625098 + Penalty 896.242634 = -1162095.382464 nChanged 121 SP:Iteration 11Q (158.950000 sec): 3 clusters Score: Raw -1163052.412282 + Penalty 896.242634 = -1162156.169649 nChanged 83 SP:Iteration 12Q (159.230000 sec): 3 clusters Score: Raw -1163073.052481 + Penalty 896.242634 = -1162176.809847 nChanged 51 SP:Iteration 13Q (159.450000 sec): 3 clusters Score: Raw -1163081.623634 + Penalty 896.242634 = -1162185.381000 nChanged 32 SP:Iteration 14Q (159.700000 sec): 3 clusters Score: Raw -1163085.944400 + Penalty 896.242634 = -1162189.701766 nChanged 22 SP:Iteration 15Q (159.900000 sec): 3 clusters Score: Raw -1163087.845051 + Penalty 896.242634 = -1162191.602418 nChanged 9 SP:Iteration 16Q (160.180000 sec): 3 clusters Score: Raw -1163088.347091 + Penalty 896.242634 = -1162192.104458 nChanged 0 SP:Iteration 17F (160.390000 sec): 3 clusters Score: Raw -1163088.347091 + Penalty 896.242634 = -1162192.104458 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (1396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.520000 sec): 2 clusters Score: Raw -66843.969032 + Penalty 329.482166 = -66514.486866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.690000 sec): 3 clusters Score: Raw -66240.146272 + Penalty 658.964332 = -65581.181940 nChanged 598 SP:Iteration 1F (160.820000 sec): 3 clusters Score: Raw -66982.872945 + Penalty 658.964332 = -66323.908613 nChanged 251 SP:Iteration 2F (161.040000 sec): 3 clusters Score: Raw -67512.676751 + Penalty 658.964332 = -66853.712419 nChanged 175 SP:Iteration 3F (161.220000 sec): 3 clusters Score: Raw -67920.815749 + Penalty 658.964332 = -67261.851417 nChanged 104 SP:Iteration 4F (161.430000 sec): 3 clusters Score: Raw -68174.585105 + Penalty 658.964332 = -67515.620773 nChanged 61 SP:Iteration 5Q (161.610000 sec): 3 clusters Score: Raw -68292.353920 + Penalty 658.964332 = -67633.389588 nChanged 44 SP:Iteration 6Q (161.800000 sec): 3 clusters Score: Raw -68379.906968 + Penalty 658.964332 = -67720.942636 nChanged 14 SP:Iteration 7Q (162.000000 sec): 3 clusters Score: Raw -68396.992892 + Penalty 658.964332 = -67738.028560 nChanged 8 SP:Iteration 8Q (162.100000 sec): 3 clusters Score: Raw -68407.174263 + Penalty 658.964332 = -67748.209931 nChanged 10 SP:Iteration 9Q (162.320000 sec): 3 clusters Score: Raw -68417.287821 + Penalty 658.964332 = -67758.323489 nChanged 1 SP:Iteration 10Q (162.500000 sec): 3 clusters Score: Raw -68417.908305 + Penalty 658.964332 = -67758.943973 nChanged 1 SP:Iteration 11Q (162.690000 sec): 3 clusters Score: Raw -68418.079334 + Penalty 658.964332 = -67759.115002 nChanged 0 SP:Iteration 12F (162.850000 sec): 3 clusters Score: Raw -68423.259583 + Penalty 658.964332 = -67764.295252 nChanged 1 SP:Iteration 13Q (163.010000 sec): 3 clusters Score: Raw -68455.448304 + Penalty 658.964332 = -67796.483972 nChanged 4 SP:Iteration 14Q (163.200000 sec): 3 clusters Score: Raw -68509.055738 + Penalty 658.964332 = -67850.091406 nChanged 7 SP:Iteration 15Q (163.410000 sec): 3 clusters Score: Raw -68546.254866 + Penalty 658.964332 = -67887.290534 nChanged 9 SP:Iteration 16Q (163.590000 sec): 3 clusters Score: Raw -68567.641162 + Penalty 658.964332 = -67908.676830 nChanged 7 SP:Iteration 17Q (163.760000 sec): 3 clusters Score: Raw -68571.745542 + Penalty 658.964332 = -67912.781211 nChanged 4 SP:Iteration 18Q (163.920000 sec): 3 clusters Score: Raw -68573.215049 + Penalty 658.964332 = -67914.250717 nChanged 3 SP:Iteration 19Q (164.070000 sec): 3 clusters Score: Raw -68575.283065 + Penalty 658.964332 = -67916.318734 nChanged 3 SP:Iteration 20F (164.220000 sec): 3 clusters Score: Raw -68581.327814 + Penalty 658.964332 = -67922.363482 nChanged 3 SP:Iteration 21Q (164.400000 sec): 3 clusters Score: Raw -68587.488234 + Penalty 658.964332 = -67928.523902 nChanged 4 SP:Iteration 22Q (164.610000 sec): 3 clusters Score: Raw -68589.201955 + Penalty 658.964332 = -67930.237623 nChanged 4 SP:Iteration 23Q (164.760000 sec): 3 clusters Score: Raw -68591.004464 + Penalty 658.964332 = -67932.040133 nChanged 5 SP:Iteration 24Q (164.940000 sec): 3 clusters Score: Raw -68593.749471 + Penalty 658.964332 = -67934.785139 nChanged 5 SP:Iteration 25Q (165.080000 sec): 3 clusters Score: Raw -68597.281631 + Penalty 658.964332 = -67938.317300 nChanged 2 SP:Iteration 26Q (165.250000 sec): 3 clusters Score: Raw -68597.989561 + Penalty 658.964332 = -67939.025229 nChanged 1 SP:Iteration 27Q (165.450000 sec): 3 clusters Score: Raw -68598.100782 + Penalty 658.964332 = -67939.136450 nChanged 0 SP:Iteration 28F (165.620000 sec): 3 clusters Score: Raw -68598.100782 + Penalty 658.964332 = -67939.136450 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (165.680000 sec): 2 clusters Score: Raw -26948.276975 + Penalty 289.674405 = -26658.602570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (165.910000 sec): 3 clusters Score: Raw -26815.513666 + Penalty 579.348811 = -26236.164855 nChanged 221 SP:Iteration 1F (166.090000 sec): 3 clusters Score: Raw -27458.731741 + Penalty 579.348811 = -26879.382930 nChanged 63 SP:Iteration 2F (166.270000 sec): 3 clusters Score: Raw -27825.897953 + Penalty 579.348811 = -27246.549143 nChanged 22 SP:Iteration 3Q (166.410000 sec): 3 clusters Score: Raw -27981.539995 + Penalty 579.348811 = -27402.191184 nChanged 15 SP:Iteration 4Q (166.650000 sec): 3 clusters Score: Raw -28055.075237 + Penalty 579.348811 = -27475.726426 nChanged 7 SP:Iteration 5Q (166.910000 sec): 3 clusters Score: Raw -28079.608131 + Penalty 579.348811 = -27500.259320 nChanged 5 SP:Iteration 6Q (167.070000 sec): 3 clusters Score: Raw -28091.759513 + Penalty 579.348811 = -27512.410702 nChanged 4 SP:Iteration 7Q (167.230000 sec): 3 clusters Score: Raw -28117.412272 + Penalty 579.348811 = -27538.063462 nChanged 9 SP:Iteration 8Q (167.460000 sec): 3 clusters Score: Raw -28173.255626 + Penalty 579.348811 = -27593.906815 nChanged 4 SP:Iteration 9Q (167.640000 sec): 3 clusters Score: Raw -28237.392484 + Penalty 579.348811 = -27658.043674 nChanged 6 SP:Iteration 10Q (167.780000 sec): 3 clusters Score: Raw -28283.608239 + Penalty 579.348811 = -27704.259428 nChanged 5 SP:Iteration 11Q (167.980000 sec): 3 clusters Score: Raw -28340.748871 + Penalty 579.348811 = -27761.400060 nChanged 5 SP:Iteration 12Q (168.130000 sec): 3 clusters Score: Raw -28407.534806 + Penalty 579.348811 = -27828.185995 nChanged 4 SP:Iteration 13Q (168.280000 sec): 3 clusters Score: Raw -28465.395192 + Penalty 579.348811 = -27886.046381 nChanged 5 SP:Iteration 14Q (168.440000 sec): 3 clusters Score: Raw -28475.448646 + Penalty 579.348811 = -27896.099836 nChanged 2 SP:Iteration 15Q (168.630000 sec): 3 clusters Score: Raw -28478.464825 + Penalty 579.348811 = -27899.116014 nChanged 1 SP:Iteration 16Q (168.820000 sec): 3 clusters Score: Raw -28479.669630 + Penalty 579.348811 = -27900.320819 nChanged 0 SP:Iteration 17F (168.980000 sec): 3 clusters Score: Raw -28492.996274 + Penalty 579.348811 = -27913.647464 nChanged 2 SP:Iteration 18Q (169.120000 sec): 3 clusters Score: Raw -28508.630653 + Penalty 579.348811 = -27929.281842 nChanged 2 SP:Iteration 19Q (169.290000 sec): 3 clusters Score: Raw -28517.051743 + Penalty 579.348811 = -27937.702932 nChanged 6 SP:Iteration 20F (169.450000 sec): 3 clusters Score: Raw -28613.873844 + Penalty 579.348811 = -28034.525034 nChanged 4 SP:Iteration 21Q (169.630000 sec): 3 clusters Score: Raw -28789.481198 + Penalty 579.348811 = -28210.132388 nChanged 2 SP:Iteration 22Q (169.830000 sec): 3 clusters Score: Raw -28801.169011 + Penalty 579.348811 = -28221.820200 nChanged 0 SP:Iteration 23F (170.050000 sec): 3 clusters Score: Raw -28801.169011 + Penalty 579.348811 = -28221.820200 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.120000 sec): 2 clusters Score: Raw -215985.818518 + Penalty 371.160355 = -215614.658163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.330000 sec): 3 clusters Score: Raw -213958.085872 + Penalty 742.320710 = -213215.765162 nChanged 1566 SP:Iteration 1F (170.530000 sec): 3 clusters Score: Raw -215244.377643 + Penalty 742.320710 = -214502.056933 nChanged 426 SP:Iteration 2F (170.770000 sec): 3 clusters Score: Raw -215688.561274 + Penalty 742.320710 = -214946.240564 nChanged 397 SP:Iteration 3F (170.900000 sec): 3 clusters Score: Raw -216074.875504 + Penalty 742.320710 = -215332.554794 nChanged 309 SP:Iteration 4F (171.150000 sec): 3 clusters Score: Raw -216375.740635 + Penalty 742.320710 = -215633.419925 nChanged 232 SP:Iteration 5F (171.350000 sec): 3 clusters Score: Raw -216603.296195 + Penalty 742.320710 = -215860.975485 nChanged 170 SP:Iteration 6Q (171.510000 sec): 3 clusters Score: Raw -216770.574166 + Penalty 742.320710 = -216028.253456 nChanged 111 SP:Iteration 7Q (171.690000 sec): 3 clusters Score: Raw -216885.008979 + Penalty 742.320710 = -216142.688269 nChanged 80 SP:Iteration 8Q (171.870000 sec): 3 clusters Score: Raw -216978.965942 + Penalty 742.320710 = -216236.645232 nChanged 56 SP:Iteration 9Q (172.050000 sec): 3 clusters Score: Raw -217033.137405 + Penalty 742.320710 = -216290.816695 nChanged 26 SP:Iteration 10Q (172.190000 sec): 3 clusters Score: Raw -217058.984075 + Penalty 742.320710 = -216316.663364 nChanged 17 SP:Iteration 11Q (172.370000 sec): 3 clusters Score: Raw -217073.910139 + Penalty 742.320710 = -216331.589428 nChanged 12 SP:Iteration 12Q (172.580000 sec): 3 clusters Score: Raw -217084.384640 + Penalty 742.320710 = -216342.063930 nChanged 7 SP:Iteration 13Q (172.770000 sec): 3 clusters Score: Raw -217095.767900 + Penalty 742.320710 = -216353.447190 nChanged 7 SP:Iteration 14Q (172.920000 sec): 3 clusters Score: Raw -217107.722147 + Penalty 742.320710 = -216365.401437 nChanged 8 SP:Iteration 15Q (173.080000 sec): 3 clusters Score: Raw -217113.847589 + Penalty 742.320710 = -216371.526879 nChanged 2 SP:Iteration 16Q (173.250000 sec): 3 clusters Score: Raw -217116.258209 + Penalty 742.320710 = -216373.937499 nChanged 1 SP:Iteration 17Q (173.430000 sec): 3 clusters Score: Raw -217116.889898 + Penalty 742.320710 = -216374.569188 nChanged 0 SP:Iteration 18F (173.640000 sec): 3 clusters Score: Raw -217116.889898 + Penalty 742.320710 = -216374.569188 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.730000 sec): 2 clusters Score: Raw -6770.873708 + Penalty 217.066150 = -6553.807557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.930000 sec): 3 clusters Score: Raw -6815.782744 + Penalty 434.132301 = -6381.650443 nChanged 32 SP:Iteration 1F (174.150000 sec): 3 clusters Score: Raw -6876.313633 + Penalty 434.132301 = -6442.181332 nChanged 8 SP:Iteration 2F (174.370000 sec): 3 clusters Score: Raw -6908.863948 + Penalty 434.132301 = -6474.731647 nChanged 9 SP:Iteration 3F (174.610000 sec): 3 clusters Score: Raw -6987.983822 + Penalty 434.132301 = -6553.851521 nChanged 2 SP:Iteration 4Q (174.880000 sec): 3 clusters Score: Raw -7046.001347 + Penalty 434.132301 = -6611.869046 nChanged 1 SP:Iteration 5Q (175.070000 sec): 3 clusters Score: Raw -7048.739607 + Penalty 434.132301 = -6614.607306 nChanged 0 SP:Iteration 6F (175.270000 sec): 3 clusters Score: Raw -7048.739607 + Penalty 434.132301 = -6614.607306 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.370000 sec): 2 clusters Score: Raw -52123.283474 + Penalty 308.486447 = -51814.797027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.560000 sec): 3 clusters Score: Raw -51805.557266 + Penalty 616.972894 = -51188.584373 nChanged 348 SP:Iteration 1F (175.760000 sec): 3 clusters Score: Raw -52471.488941 + Penalty 616.972894 = -51854.516047 nChanged 106 SP:Iteration 2F (175.940000 sec): 3 clusters Score: Raw -52703.039623 + Penalty 616.972894 = -52086.066730 nChanged 44 SP:Iteration 3Q (176.140000 sec): 3 clusters Score: Raw -52886.243821 + Penalty 616.972894 = -52269.270927 nChanged 25 SP:Iteration 4Q (176.300000 sec): 3 clusters Score: Raw -52923.965184 + Penalty 616.972894 = -52306.992291 nChanged 9 SP:Iteration 5Q (176.450000 sec): 3 clusters Score: Raw -52937.639073 + Penalty 616.972894 = -52320.666179 nChanged 12 SP:Iteration 6Q (176.630000 sec): 3 clusters Score: Raw -52952.532951 + Penalty 616.972894 = -52335.560057 nChanged 8 SP:Iteration 7Q (176.780000 sec): 3 clusters Score: Raw -52976.202270 + Penalty 616.972894 = -52359.229377 nChanged 6 SP:Iteration 8Q (176.950000 sec): 3 clusters Score: Raw -52984.532995 + Penalty 616.972894 = -52367.560102 nChanged 8 SP:Iteration 9Q (177.040000 sec): 3 clusters Score: Raw -52990.846094 + Penalty 616.972894 = -52373.873200 nChanged 5 SP:Iteration 10Q (177.160000 sec): 3 clusters Score: Raw -52995.054018 + Penalty 616.972894 = -52378.081124 nChanged 4 SP:Iteration 11Q (177.300000 sec): 3 clusters Score: Raw -52996.645678 + Penalty 616.972894 = -52379.672785 nChanged 2 SP:Iteration 12Q (177.460000 sec): 3 clusters Score: Raw -52997.807521 + Penalty 616.972894 = -52380.834628 nChanged 0 SP:Iteration 13F (177.590000 sec): 3 clusters Score: Raw -52997.807521 + Penalty 616.972894 = -52380.834628 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (2498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (177.690000 sec): 2 clusters Score: Raw -121930.390847 + Penalty 355.957679 = -121574.433168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (177.910000 sec): 3 clusters Score: Raw -120713.442066 + Penalty 711.915358 = -120001.526708 nChanged 1079 SP:Iteration 1F (178.150000 sec): 3 clusters Score: Raw -122865.246762 + Penalty 711.915358 = -122153.331404 nChanged 402 SP:Iteration 2F (178.360000 sec): 3 clusters Score: Raw -124919.953024 + Penalty 711.915358 = -124208.037666 nChanged 178 SP:Iteration 3F (178.540000 sec): 3 clusters Score: Raw -125579.059231 + Penalty 711.915358 = -124867.143873 nChanged 74 SP:Iteration 4Q (178.700000 sec): 3 clusters Score: Raw -125918.291382 + Penalty 711.915358 = -125206.376025 nChanged 19 SP:Iteration 5Q (178.940000 sec): 3 clusters Score: Raw -126035.249481 + Penalty 711.915358 = -125323.334123 nChanged 11 SP:Iteration 6Q (179.180000 sec): 3 clusters Score: Raw -126046.699211 + Penalty 711.915358 = -125334.783854 nChanged 6 SP:Iteration 7Q (179.350000 sec): 3 clusters Score: Raw -126052.993185 + Penalty 711.915358 = -125341.077827 nChanged 2 SP:Iteration 8Q (179.540000 sec): 3 clusters Score: Raw -126056.874529 + Penalty 711.915358 = -125344.959171 nChanged 3 SP:Iteration 9Q (179.750000 sec): 3 clusters Score: Raw -126061.416461 + Penalty 711.915358 = -125349.501103 nChanged 0 SP:Iteration 10F (179.910000 sec): 3 clusters Score: Raw -126061.416461 + Penalty 711.915358 = -125349.501103 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.020000 sec): 2 clusters Score: Raw -27620.797690 + Penalty 278.273092 = -27342.524598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.180000 sec): 3 clusters Score: Raw -27448.774055 + Penalty 556.546183 = -26892.227871 nChanged 179 SP:Iteration 1F (180.330000 sec): 3 clusters Score: Raw -27696.819301 + Penalty 556.546183 = -27140.273118 nChanged 69 SP:Iteration 2F (180.560000 sec): 3 clusters Score: Raw -27848.962697 + Penalty 556.546183 = -27292.416514 nChanged 45 SP:Iteration 3F (180.740000 sec): 3 clusters Score: Raw -27941.102665 + Penalty 556.546183 = -27384.556481 nChanged 19 SP:Iteration 4Q (180.950000 sec): 3 clusters Score: Raw -28020.350083 + Penalty 556.546183 = -27463.803899 nChanged 19 SP:Iteration 5Q (181.120000 sec): 3 clusters Score: Raw -28171.660109 + Penalty 556.546183 = -27615.113926 nChanged 15 SP:Iteration 6Q (181.300000 sec): 3 clusters Score: Raw -28282.314310 + Penalty 556.546183 = -27725.768127 nChanged 10 SP:Iteration 7Q (181.470000 sec): 3 clusters Score: Raw -28333.197946 + Penalty 556.546183 = -27776.651762 nChanged 6 SP:Iteration 8Q (181.700000 sec): 3 clusters Score: Raw -28342.692660 + Penalty 556.546183 = -27786.146476 nChanged 2 SP:Iteration 9Q (181.890000 sec): 3 clusters Score: Raw -28345.727830 + Penalty 556.546183 = -27789.181647 nChanged 2 SP:Iteration 10Q (182.050000 sec): 3 clusters Score: Raw -28348.802033 + Penalty 556.546183 = -27792.255850 nChanged 2 SP:Iteration 11Q (182.220000 sec): 3 clusters Score: Raw -28351.944818 + Penalty 556.546183 = -27795.398634 nChanged 0 SP:Iteration 12F (182.470000 sec): 3 clusters Score: Raw -28351.944818 + Penalty 556.546183 = -27795.398634 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (182.540000 sec): 2 clusters Score: Raw -34893.065430 + Penalty 300.045812 = -34593.019618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (182.770000 sec): 3 clusters Score: Raw -34755.532658 + Penalty 600.091625 = -34155.441033 nChanged 309 SP:Iteration 1F (182.940000 sec): 3 clusters Score: Raw -35752.411782 + Penalty 600.091625 = -35152.320157 nChanged 97 SP:Iteration 2F (183.100000 sec): 3 clusters Score: Raw -36474.556768 + Penalty 600.091625 = -35874.465144 nChanged 43 SP:Iteration 3F (183.300000 sec): 3 clusters Score: Raw -36653.976829 + Penalty 600.091625 = -36053.885204 nChanged 20 SP:Iteration 4Q (183.530000 sec): 3 clusters Score: Raw -36679.688177 + Penalty 600.091625 = -36079.596552 nChanged 7 SP:Iteration 5Q (183.700000 sec): 3 clusters Score: Raw -36686.488801 + Penalty 600.091625 = -36086.397176 nChanged 5 SP:Iteration 6Q (183.860000 sec): 3 clusters Score: Raw -36691.997851 + Penalty 600.091625 = -36091.906226 nChanged 5 SP:Iteration 7Q (184.020000 sec): 3 clusters Score: Raw -36696.817089 + Penalty 600.091625 = -36096.725465 nChanged 3 SP:Iteration 8Q (184.220000 sec): 3 clusters Score: Raw -36698.434545 + Penalty 600.091625 = -36098.342920 nChanged 1 SP:Iteration 9Q (184.380000 sec): 3 clusters Score: Raw -36698.666174 + Penalty 600.091625 = -36098.574549 nChanged 0 SP:Iteration 10F (184.540000 sec): 3 clusters Score: Raw -36698.666174 + Penalty 600.091625 = -36098.574549 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.650000 sec): 2 clusters Score: Raw -47388.081426 + Penalty 308.641297 = -47079.440129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.810000 sec): 3 clusters Score: Raw -47005.283602 + Penalty 617.282593 = -46388.001009 nChanged 351 SP:Iteration 1F (184.960000 sec): 3 clusters Score: Raw -47615.886878 + Penalty 617.282593 = -46998.604285 nChanged 121 SP:Iteration 2F (185.170000 sec): 3 clusters Score: Raw -48120.343742 + Penalty 617.282593 = -47503.061149 nChanged 61 SP:Iteration 3F (185.370000 sec): 3 clusters Score: Raw -48297.133692 + Penalty 617.282593 = -47679.851099 nChanged 33 SP:Iteration 4Q (185.570000 sec): 3 clusters Score: Raw -48325.972877 + Penalty 617.282593 = -47708.690284 nChanged 13 SP:Iteration 5Q (185.820000 sec): 3 clusters Score: Raw -48332.800675 + Penalty 617.282593 = -47715.518081 nChanged 8 SP:Iteration 6Q (186.010000 sec): 3 clusters Score: Raw -48336.867503 + Penalty 617.282593 = -47719.584910 nChanged 11 SP:Iteration 7Q (186.180000 sec): 3 clusters Score: Raw -48342.281047 + Penalty 617.282593 = -47724.998454 nChanged 8 SP:Iteration 8Q (186.330000 sec): 3 clusters Score: Raw -48347.055301 + Penalty 617.282593 = -47729.772708 nChanged 7 SP:Iteration 9Q (186.520000 sec): 3 clusters Score: Raw -48352.754162 + Penalty 617.282593 = -47735.471569 nChanged 12 SP:Iteration 10Q (186.670000 sec): 3 clusters Score: Raw -48362.680396 + Penalty 617.282593 = -47745.397803 nChanged 13 SP:Iteration 11Q (186.860000 sec): 3 clusters Score: Raw -48374.688744 + Penalty 617.282593 = -47757.406151 nChanged 14 SP:Iteration 12Q (186.990000 sec): 3 clusters Score: Raw -48385.286741 + Penalty 617.282593 = -47768.004148 nChanged 16 SP:Iteration 13Q (187.160000 sec): 3 clusters Score: Raw -48400.202215 + Penalty 617.282593 = -47782.919621 nChanged 22 SP:Iteration 14Q (187.350000 sec): 3 clusters Score: Raw -48444.055616 + Penalty 617.282593 = -47826.773023 nChanged 23 SP:Iteration 15Q (187.550000 sec): 3 clusters Score: Raw -48507.840040 + Penalty 617.282593 = -47890.557447 nChanged 21 SP:Iteration 16Q (187.750000 sec): 3 clusters Score: Raw -48594.062413 + Penalty 617.282593 = -47976.779819 nChanged 22 SP:Iteration 17Q (187.920000 sec): 3 clusters Score: Raw -48719.655206 + Penalty 617.282593 = -48102.372612 nChanged 11 SP:Iteration 18Q (188.090000 sec): 3 clusters Score: Raw -48903.123260 + Penalty 617.282593 = -48285.840667 nChanged 1 SP:Iteration 19Q (188.230000 sec): 3 clusters Score: Raw -49049.941756 + Penalty 617.282593 = -48432.659163 nChanged 1 SP:Iteration 20F (188.390000 sec): 3 clusters Score: Raw -49055.000717 + Penalty 617.282593 = -48437.718124 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.520000 sec): 2 clusters Score: Raw -37631.051879 + Penalty 299.545120 = -37331.506759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.700000 sec): 3 clusters Score: Raw -37343.679608 + Penalty 599.090239 = -36744.589369 nChanged 299 SP:Iteration 1F (188.920000 sec): 3 clusters Score: Raw -37647.748450 + Penalty 599.090239 = -37048.658211 nChanged 85 SP:Iteration 2F (189.040000 sec): 3 clusters Score: Raw -37771.770396 + Penalty 599.090239 = -37172.680156 nChanged 65 SP:Iteration 3F (189.250000 sec): 3 clusters Score: Raw -37858.945598 + Penalty 599.090239 = -37259.855359 nChanged 39 SP:Iteration 4F (189.460000 sec): 3 clusters Score: Raw -37934.945471 + Penalty 599.090239 = -37335.855232 nChanged 29 SP:Iteration 5Q (189.620000 sec): 3 clusters Score: Raw -38014.705181 + Penalty 599.090239 = -37415.614942 nChanged 26 SP:Iteration 6Q (189.830000 sec): 3 clusters Score: Raw -38046.091462 + Penalty 599.090239 = -37447.001223 nChanged 10 SP:Iteration 7Q (190.030000 sec): 3 clusters Score: Raw -38056.544958 + Penalty 599.090239 = -37457.454719 nChanged 6 SP:Iteration 8Q (190.240000 sec): 3 clusters Score: Raw -38059.528376 + Penalty 599.090239 = -37460.438136 nChanged 0 SP:Iteration 9F (190.430000 sec): 3 clusters Score: Raw -38059.528376 + Penalty 599.090239 = -37460.438136 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (11236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.560000 sec): 2 clusters Score: Raw -648763.672578 + Penalty 424.372958 = -648339.299620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.790000 sec): 3 clusters Score: Raw -641697.134002 + Penalty 848.745915 = -640848.388087 nChanged 5272 SP:Iteration 1F (190.970000 sec): 3 clusters Score: Raw -645385.633505 + Penalty 848.745915 = -644536.887590 nChanged 1154 SP:Iteration 2F (191.180000 sec): 3 clusters Score: Raw -646558.650091 + Penalty 848.745915 = -645709.904176 nChanged 1190 SP:Iteration 3F (191.330000 sec): 3 clusters Score: Raw -647777.198416 + Penalty 848.745915 = -646928.452501 nChanged 895 SP:Iteration 4F (191.550000 sec): 3 clusters Score: Raw -648635.716215 + Penalty 848.745915 = -647786.970300 nChanged 662 SP:Iteration 5F (191.710000 sec): 3 clusters Score: Raw -649123.142198 + Penalty 848.745915 = -648274.396283 nChanged 446 SP:Iteration 6Q (191.930000 sec): 3 clusters Score: Raw -649346.884941 + Penalty 848.745915 = -648498.139025 nChanged 299 SP:Iteration 7Q (192.140000 sec): 3 clusters Score: Raw -649454.537872 + Penalty 848.745915 = -648605.791957 nChanged 199 SP:Iteration 8Q (192.320000 sec): 3 clusters Score: Raw -649510.087657 + Penalty 848.745915 = -648661.341741 nChanged 151 SP:Iteration 9Q (192.510000 sec): 3 clusters Score: Raw -649546.446667 + Penalty 848.745915 = -648697.700752 nChanged 122 SP:Iteration 10Q (192.770000 sec): 3 clusters Score: Raw -649571.744280 + Penalty 848.745915 = -648722.998365 nChanged 115 SP:Iteration 11Q (192.990000 sec): 3 clusters Score: Raw -649594.962807 + Penalty 848.745915 = -648746.216892 nChanged 104 SP:Iteration 12Q (193.170000 sec): 3 clusters Score: Raw -649609.018909 + Penalty 848.745915 = -648760.272994 nChanged 90 SP:Iteration 13Q (193.400000 sec): 3 clusters Score: Raw -649625.615200 + Penalty 848.745915 = -648776.869285 nChanged 118 SP:Iteration 14Q (193.570000 sec): 3 clusters Score: Raw -649648.323721 + Penalty 848.745915 = -648799.577806 nChanged 110 SP:Iteration 15Q (193.780000 sec): 3 clusters Score: Raw -649671.926570 + Penalty 848.745915 = -648823.180655 nChanged 143 SP:Iteration 16Q (193.970000 sec): 3 clusters Score: Raw -649711.772817 + Penalty 848.745915 = -648863.026902 nChanged 165 SP:Iteration 17Q (194.140000 sec): 3 clusters Score: Raw -649765.309931 + Penalty 848.745915 = -648916.564016 nChanged 201 SP:Iteration 18Q (194.370000 sec): 3 clusters Score: Raw -649849.370621 + Penalty 848.745915 = -649000.624706 nChanged 267 SP:Iteration 19Q (194.610000 sec): 3 clusters Score: Raw -649982.435019 + Penalty 848.745915 = -649133.689104 nChanged 323 SP:Iteration 20F (194.820000 sec): 3 clusters Score: Raw -650183.160421 + Penalty 848.745915 = -649334.414506 nChanged 362 SP:Iteration 21Q (194.980000 sec): 3 clusters Score: Raw -650453.734418 + Penalty 848.745915 = -649604.988503 nChanged 402 SP:Iteration 22Q (195.180000 sec): 3 clusters Score: Raw -650794.065459 + Penalty 848.745915 = -649945.319544 nChanged 458 SP:Iteration 23Q (195.380000 sec): 3 clusters Score: Raw -651250.586941 + Penalty 848.745915 = -650401.841026 nChanged 459 SP:Iteration 24Q (195.560000 sec): 3 clusters Score: Raw -651807.725627 + Penalty 848.745915 = -650958.979712 nChanged 432 SP:Iteration 25Q (195.810000 sec): 3 clusters Score: Raw -652458.663772 + Penalty 848.745915 = -651609.917857 nChanged 343 SP:Iteration 26Q (196.000000 sec): 3 clusters Score: Raw -652937.345363 + Penalty 848.745915 = -652088.599448 nChanged 255 SP:Iteration 27Q (196.190000 sec): 3 clusters Score: Raw -653196.342399 + Penalty 848.745915 = -652347.596484 nChanged 179 SP:Iteration 28Q (196.420000 sec): 3 clusters Score: Raw -653325.170959 + Penalty 848.745915 = -652476.425044 nChanged 142 SP:Iteration 29Q (196.590000 sec): 3 clusters Score: Raw -653420.979992 + Penalty 848.745915 = -652572.234077 nChanged 96 SP:Iteration 30Q (196.750000 sec): 3 clusters Score: Raw -653482.960652 + Penalty 848.745915 = -652634.214737 nChanged 87 SP:Iteration 31Q (196.950000 sec): 3 clusters Score: Raw -653536.796141 + Penalty 848.745915 = -652688.050226 nChanged 66 SP:Iteration 32Q (197.120000 sec): 3 clusters Score: Raw -653573.160725 + Penalty 848.745915 = -652724.414810 nChanged 49 SP:Iteration 33Q (197.320000 sec): 3 clusters Score: Raw -653591.295609 + Penalty 848.745915 = -652742.549693 nChanged 43 SP:Iteration 34Q (197.520000 sec): 3 clusters Score: Raw -653603.691528 + Penalty 848.745915 = -652754.945613 nChanged 25 SP:Iteration 35Q (197.750000 sec): 3 clusters Score: Raw -653607.222513 + Penalty 848.745915 = -652758.476598 nChanged 14 SP:Iteration 36Q (197.960000 sec): 3 clusters Score: Raw -653608.779551 + Penalty 848.745915 = -652760.033636 nChanged 13 SP:Iteration 37Q (198.120000 sec): 3 clusters Score: Raw -653610.762452 + Penalty 848.745915 = -652762.016537 nChanged 12 SP:Iteration 38Q (198.330000 sec): 3 clusters Score: Raw -653612.498625 + Penalty 848.745915 = -652763.752710 nChanged 12 SP:Iteration 39Q (198.530000 sec): 3 clusters Score: Raw -653614.220390 + Penalty 848.745915 = -652765.474475 nChanged 9 SP:Iteration 40F (198.740000 sec): 3 clusters Score: Raw -653615.043736 + Penalty 848.745915 = -652766.297821 nChanged 4 SP:Iteration 41Q (198.970000 sec): 3 clusters Score: Raw -653615.495026 + Penalty 848.745915 = -652766.749111 nChanged 6 SP:Iteration 42Q (199.170000 sec): 3 clusters Score: Raw -653616.015416 + Penalty 848.745915 = -652767.269501 nChanged 5 SP:Iteration 43Q (199.360000 sec): 3 clusters Score: Raw -653616.360072 + Penalty 848.745915 = -652767.614156 nChanged 2 SP:Iteration 44Q (199.550000 sec): 3 clusters Score: Raw -653616.471918 + Penalty 848.745915 = -652767.726003 nChanged 1 SP:Iteration 45Q (199.760000 sec): 3 clusters Score: Raw -653616.513524 + Penalty 848.745915 = -652767.767609 nChanged 0 SP:Iteration 46F (199.940000 sec): 3 clusters Score: Raw -653616.513524 + Penalty 848.745915 = -652767.767609 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.060000 sec): 2 clusters Score: Raw -389331.850742 + Penalty 400.212766 = -388931.637976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.300000 sec): 3 clusters Score: Raw -385344.223814 + Penalty 800.425532 = -384543.798281 nChanged 2990 SP:Iteration 1F (200.470000 sec): 3 clusters Score: Raw -387164.445474 + Penalty 800.425532 = -386364.019942 nChanged 534 SP:Iteration 2F (200.640000 sec): 3 clusters Score: Raw -387626.230966 + Penalty 800.425532 = -386825.805433 nChanged 609 SP:Iteration 3F (200.860000 sec): 3 clusters Score: Raw -388304.365951 + Penalty 800.425532 = -387503.940419 nChanged 597 SP:Iteration 4F (201.030000 sec): 3 clusters Score: Raw -388971.089367 + Penalty 800.425532 = -388170.663835 nChanged 490 SP:Iteration 5F (201.190000 sec): 3 clusters Score: Raw -389412.294633 + Penalty 800.425532 = -388611.869101 nChanged 307 SP:Iteration 6Q (201.370000 sec): 3 clusters Score: Raw -389752.552504 + Penalty 800.425532 = -388952.126972 nChanged 172 SP:Iteration 7Q (201.610000 sec): 3 clusters Score: Raw -390020.853166 + Penalty 800.425532 = -389220.427634 nChanged 128 SP:Iteration 8Q (201.790000 sec): 3 clusters Score: Raw -390112.852285 + Penalty 800.425532 = -389312.426753 nChanged 116 SP:Iteration 9Q (201.980000 sec): 3 clusters Score: Raw -390175.100815 + Penalty 800.425532 = -389374.675282 nChanged 116 SP:Iteration 10Q (202.160000 sec): 3 clusters Score: Raw -390233.354045 + Penalty 800.425532 = -389432.928512 nChanged 109 SP:Iteration 11Q (202.350000 sec): 3 clusters Score: Raw -390279.659780 + Penalty 800.425532 = -389479.234248 nChanged 119 SP:Iteration 12Q (202.510000 sec): 3 clusters Score: Raw -390337.142724 + Penalty 800.425532 = -389536.717191 nChanged 132 SP:Iteration 13Q (202.680000 sec): 3 clusters Score: Raw -390410.043268 + Penalty 800.425532 = -389609.617735 nChanged 155 SP:Iteration 14Q (202.880000 sec): 3 clusters Score: Raw -390493.575158 + Penalty 800.425532 = -389693.149626 nChanged 147 SP:Iteration 15Q (203.060000 sec): 3 clusters Score: Raw -390585.427757 + Penalty 800.425532 = -389785.002224 nChanged 143 SP:Iteration 16Q (203.240000 sec): 3 clusters Score: Raw -390653.174182 + Penalty 800.425532 = -389852.748649 nChanged 114 SP:Iteration 17Q (203.440000 sec): 3 clusters Score: Raw -390697.672439 + Penalty 800.425532 = -389897.246906 nChanged 110 SP:Iteration 18Q (203.600000 sec): 3 clusters Score: Raw -390735.505626 + Penalty 800.425532 = -389935.080094 nChanged 94 SP:Iteration 19Q (203.800000 sec): 3 clusters Score: Raw -390764.106483 + Penalty 800.425532 = -389963.680950 nChanged 80 SP:Iteration 20F (203.990000 sec): 3 clusters Score: Raw -390793.333945 + Penalty 800.425532 = -389992.908412 nChanged 77 SP:Iteration 21Q (204.160000 sec): 3 clusters Score: Raw -390816.806047 + Penalty 800.425532 = -390016.380514 nChanged 71 SP:Iteration 22Q (204.310000 sec): 3 clusters Score: Raw -390834.185084 + Penalty 800.425532 = -390033.759551 nChanged 60 SP:Iteration 23Q (204.480000 sec): 3 clusters Score: Raw -390846.427393 + Penalty 800.425532 = -390046.001861 nChanged 43 SP:Iteration 24Q (204.700000 sec): 3 clusters Score: Raw -390854.209565 + Penalty 800.425532 = -390053.784033 nChanged 47 SP:Iteration 25Q (204.910000 sec): 3 clusters Score: Raw -390861.717222 + Penalty 800.425532 = -390061.291689 nChanged 39 SP:Iteration 26Q (205.120000 sec): 3 clusters Score: Raw -390866.745790 + Penalty 800.425532 = -390066.320258 nChanged 32 SP:Iteration 27Q (205.340000 sec): 3 clusters Score: Raw -390870.116308 + Penalty 800.425532 = -390069.690775 nChanged 20 SP:Iteration 28Q (205.540000 sec): 3 clusters Score: Raw -390872.108904 + Penalty 800.425532 = -390071.683372 nChanged 22 SP:Iteration 29Q (205.710000 sec): 3 clusters Score: Raw -390874.298614 + Penalty 800.425532 = -390073.873082 nChanged 20 SP:Iteration 30Q (205.910000 sec): 3 clusters Score: Raw -390876.670749 + Penalty 800.425532 = -390076.245217 nChanged 17 SP:Iteration 31Q (206.110000 sec): 3 clusters Score: Raw -390877.652822 + Penalty 800.425532 = -390077.227289 nChanged 11 SP:Iteration 32Q (206.310000 sec): 3 clusters Score: Raw -390878.506616 + Penalty 800.425532 = -390078.081084 nChanged 14 SP:Iteration 33Q (206.490000 sec): 3 clusters Score: Raw -390879.948893 + Penalty 800.425532 = -390079.523361 nChanged 11 SP:Iteration 34Q (206.700000 sec): 3 clusters Score: Raw -390881.157008 + Penalty 800.425532 = -390080.731475 nChanged 13 SP:Iteration 35Q (206.890000 sec): 3 clusters Score: Raw -390882.198343 + Penalty 800.425532 = -390081.772811 nChanged 9 SP:Iteration 36Q (207.110000 sec): 3 clusters Score: Raw -390882.894055 + Penalty 800.425532 = -390082.468523 nChanged 4 SP:Iteration 37Q (207.310000 sec): 3 clusters Score: Raw -390883.477862 + Penalty 800.425532 = -390083.052330 nChanged 5 SP:Iteration 38Q (207.520000 sec): 3 clusters Score: Raw -390883.810908 + Penalty 800.425532 = -390083.385376 nChanged 3 SP:Iteration 39Q (207.690000 sec): 3 clusters Score: Raw -390883.932409 + Penalty 800.425532 = -390083.506877 nChanged 2 SP:Iteration 40F (207.890000 sec): 3 clusters Score: Raw -390884.022331 + Penalty 800.425532 = -390083.596799 nChanged 2 SP:Iteration 41Q (208.100000 sec): 3 clusters Score: Raw -390884.123612 + Penalty 800.425532 = -390083.698080 nChanged 2 SP:Iteration 42Q (208.290000 sec): 3 clusters Score: Raw -390884.237353 + Penalty 800.425532 = -390083.811820 nChanged 2 SP:Iteration 43Q (208.490000 sec): 3 clusters Score: Raw -390884.291448 + Penalty 800.425532 = -390083.865915 nChanged 1 SP:Iteration 44Q (208.690000 sec): 3 clusters Score: Raw -390884.347814 + Penalty 800.425532 = -390083.922282 nChanged 2 SP:Iteration 45Q (208.880000 sec): 3 clusters Score: Raw -390884.396921 + Penalty 800.425532 = -390083.971388 nChanged 1 SP:Iteration 46Q (209.060000 sec): 3 clusters Score: Raw -390884.411323 + Penalty 800.425532 = -390083.985790 nChanged 0 SP:Iteration 47F (209.260000 sec): 3 clusters Score: Raw -390884.411323 + Penalty 800.425532 = -390083.985790 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (1142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.350000 sec): 2 clusters Score: Raw -61419.658495 + Penalty 320.344406 = -61099.314089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.550000 sec): 3 clusters Score: Raw -60844.351982 + Penalty 640.688812 = -60203.663170 nChanged 453 SP:Iteration 1F (209.710000 sec): 3 clusters Score: Raw -61268.380729 + Penalty 640.688812 = -60627.691917 nChanged 133 SP:Iteration 2F (209.880000 sec): 3 clusters Score: Raw -61580.405538 + Penalty 640.688812 = -60939.716726 nChanged 110 SP:Iteration 3F (210.040000 sec): 3 clusters Score: Raw -61825.533658 + Penalty 640.688812 = -61184.844847 nChanged 63 SP:Iteration 4F (210.200000 sec): 3 clusters Score: Raw -61935.742811 + Penalty 640.688812 = -61295.054000 nChanged 41 SP:Iteration 5Q (210.380000 sec): 3 clusters Score: Raw -61970.388300 + Penalty 640.688812 = -61329.699489 nChanged 21 SP:Iteration 6Q (210.570000 sec): 3 clusters Score: Raw -61984.231849 + Penalty 640.688812 = -61343.543037 nChanged 14 SP:Iteration 7Q (210.710000 sec): 3 clusters Score: Raw -61998.542184 + Penalty 640.688812 = -61357.853372 nChanged 19 SP:Iteration 8Q (210.910000 sec): 3 clusters Score: Raw -62022.917048 + Penalty 640.688812 = -61382.228236 nChanged 12 SP:Iteration 9Q (211.050000 sec): 3 clusters Score: Raw -62053.554104 + Penalty 640.688812 = -61412.865293 nChanged 15 SP:Iteration 10Q (211.230000 sec): 3 clusters Score: Raw -62067.640658 + Penalty 640.688812 = -61426.951846 nChanged 11 SP:Iteration 11Q (211.410000 sec): 3 clusters Score: Raw -62072.117720 + Penalty 640.688812 = -61431.428908 nChanged 9 SP:Iteration 12Q (211.580000 sec): 3 clusters Score: Raw -62074.615964 + Penalty 640.688812 = -61433.927153 nChanged 6 SP:Iteration 13Q (211.780000 sec): 3 clusters Score: Raw -62077.224357 + Penalty 640.688812 = -61436.535546 nChanged 7 SP:Iteration 14Q (212.010000 sec): 3 clusters Score: Raw -62080.900124 + Penalty 640.688812 = -61440.211312 nChanged 9 SP:Iteration 15Q (212.200000 sec): 3 clusters Score: Raw -62088.174554 + Penalty 640.688812 = -61447.485742 nChanged 12 SP:Iteration 16Q (212.350000 sec): 3 clusters Score: Raw -62100.334658 + Penalty 640.688812 = -61459.645846 nChanged 8 SP:Iteration 17Q (212.570000 sec): 3 clusters Score: Raw -62106.823455 + Penalty 640.688812 = -61466.134644 nChanged 5 SP:Iteration 18Q (212.740000 sec): 3 clusters Score: Raw -62108.911805 + Penalty 640.688812 = -61468.222993 nChanged 3 SP:Iteration 19Q (212.890000 sec): 3 clusters Score: Raw -62110.339024 + Penalty 640.688812 = -61469.650213 nChanged 2 SP:Iteration 20F (213.080000 sec): 3 clusters Score: Raw -62111.786267 + Penalty 640.688812 = -61471.097455 nChanged 4 SP:Iteration 21Q (213.270000 sec): 3 clusters Score: Raw -62116.967264 + Penalty 640.688812 = -61476.278452 nChanged 7 SP:Iteration 22Q (213.430000 sec): 3 clusters Score: Raw -62121.709377 + Penalty 640.688812 = -61481.020565 nChanged 2 SP:Iteration 23Q (213.600000 sec): 3 clusters Score: Raw -62124.027268 + Penalty 640.688812 = -61483.338456 nChanged 3 SP:Iteration 24Q (213.800000 sec): 3 clusters Score: Raw -62126.015367 + Penalty 640.688812 = -61485.326556 nChanged 3 SP:Iteration 25Q (214.000000 sec): 3 clusters Score: Raw -62128.755412 + Penalty 640.688812 = -61488.066601 nChanged 4 SP:Iteration 26Q (214.210000 sec): 3 clusters Score: Raw -62130.999141 + Penalty 640.688812 = -61490.310330 nChanged 2 SP:Iteration 27Q (214.410000 sec): 3 clusters Score: Raw -62132.306183 + Penalty 640.688812 = -61491.617372 nChanged 2 SP:Iteration 28Q (214.630000 sec): 3 clusters Score: Raw -62133.165521 + Penalty 640.688812 = -61492.476709 nChanged 4 SP:Iteration 29Q (214.820000 sec): 3 clusters Score: Raw -62135.131147 + Penalty 640.688812 = -61494.442336 nChanged 4 SP:Iteration 30Q (214.980000 sec): 3 clusters Score: Raw -62138.300662 + Penalty 640.688812 = -61497.611851 nChanged 3 SP:Iteration 31Q (215.210000 sec): 3 clusters Score: Raw -62140.031805 + Penalty 640.688812 = -61499.342993 nChanged 3 SP:Iteration 32Q (215.350000 sec): 3 clusters Score: Raw -62141.269841 + Penalty 640.688812 = -61500.581029 nChanged 0 SP:Iteration 33F (215.530000 sec): 3 clusters Score: Raw -62141.269841 + Penalty 640.688812 = -61500.581029 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (337406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.430000 sec): 2 clusters Score: Raw -21219393.427366 + Penalty 579.171422 = -21218814.255945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (218.540000 sec): 3 clusters Score: Raw -20990043.196967 + Penalty 1158.342843 = -20988884.854124 nChanged 166455 SP:Iteration 1F (219.620000 sec): 3 clusters Score: Raw -21098773.199992 + Penalty 1158.342843 = -21097614.857149 nChanged 19311 SP:Iteration 2F (220.680000 sec): 3 clusters Score: Raw -21109757.785153 + Penalty 1158.342843 = -21108599.442309 nChanged 21564 SP:Iteration 3F (221.810000 sec): 3 clusters Score: Raw -21124717.617941 + Penalty 1158.342843 = -21123559.275098 nChanged 23306 SP:Iteration 4F (222.840000 sec): 3 clusters Score: Raw -21141329.855630 + Penalty 1158.342843 = -21140171.512787 nChanged 23015 SP:Iteration 5F (223.970000 sec): 3 clusters Score: Raw -21156608.658776 + Penalty 1158.342843 = -21155450.315933 nChanged 20048 SP:Iteration 6F (225.160000 sec): 3 clusters Score: Raw -21168252.745997 + Penalty 1158.342843 = -21167094.403154 nChanged 15918 SP:Iteration 7Q (226.340000 sec): 3 clusters Score: Raw -21176429.874506 + Penalty 1158.342843 = -21175271.531663 nChanged 12107 SP:Iteration 8Q (227.540000 sec): 3 clusters Score: Raw -21182282.114878 + Penalty 1158.342843 = -21181123.772035 nChanged 9538 SP:Iteration 9Q (228.590000 sec): 3 clusters Score: Raw -21186673.367908 + Penalty 1158.342843 = -21185515.025065 nChanged 7946 SP:Iteration 10Q (229.640000 sec): 3 clusters Score: Raw -21189945.097890 + Penalty 1158.342843 = -21188786.755047 nChanged 6766 SP:Iteration 11Q (230.590000 sec): 3 clusters Score: Raw -21192306.102841 + Penalty 1158.342843 = -21191147.759998 nChanged 5725 SP:Iteration 12Q (231.640000 sec): 3 clusters Score: Raw -21194026.857583 + Penalty 1158.342843 = -21192868.514740 nChanged 4997 SP:Iteration 13Q (232.620000 sec): 3 clusters Score: Raw -21195307.047553 + Penalty 1158.342843 = -21194148.704710 nChanged 4576 SP:Iteration 14Q (233.740000 sec): 3 clusters Score: Raw -21196410.110900 + Penalty 1158.342843 = -21195251.768057 nChanged 4318 SP:Iteration 15Q (234.920000 sec): 3 clusters Score: Raw -21197413.241414 + Penalty 1158.342843 = -21196254.898571 nChanged 4132 SP:Iteration 16Q (236.160000 sec): 3 clusters Score: Raw -21198330.523188 + Penalty 1158.342843 = -21197172.180345 nChanged 4162 SP:Iteration 17Q (237.560000 sec): 3 clusters Score: Raw -21199241.022645 + Penalty 1158.342843 = -21198082.679802 nChanged 4242 SP:Iteration 18Q (238.600000 sec): 3 clusters Score: Raw -21200170.883239 + Penalty 1158.342843 = -21199012.540396 nChanged 4402 SP:Iteration 19Q (239.640000 sec): 3 clusters Score: Raw -21201171.829850 + Penalty 1158.342843 = -21200013.487007 nChanged 4543 SP:Iteration 20F (240.620000 sec): 3 clusters Score: Raw -21202252.141482 + Penalty 1158.342843 = -21201093.798639 nChanged 4656 SP:Iteration 21Q (241.720000 sec): 3 clusters Score: Raw -21203409.086708 + Penalty 1158.342843 = -21202250.743865 nChanged 4694 SP:Iteration 22Q (242.890000 sec): 3 clusters Score: Raw -21204593.375096 + Penalty 1158.342843 = -21203435.032252 nChanged 4540 SP:Iteration 23Q (244.020000 sec): 3 clusters Score: Raw -21205755.094223 + Penalty 1158.342843 = -21204596.751380 nChanged 4365 SP:Iteration 24Q (245.150000 sec): 3 clusters Score: Raw -21206873.575776 + Penalty 1158.342843 = -21205715.232933 nChanged 4220 SP:Iteration 25Q (246.160000 sec): 3 clusters Score: Raw -21207987.351722 + Penalty 1158.342843 = -21206829.008879 nChanged 4075 SP:Iteration 26Q (247.120000 sec): 3 clusters Score: Raw -21209079.978742 + Penalty 1158.342843 = -21207921.635899 nChanged 3861 SP:Iteration 27Q (248.150000 sec): 3 clusters Score: Raw -21210114.155874 + Penalty 1158.342843 = -21208955.813031 nChanged 3637 SP:Iteration 28Q (249.040000 sec): 3 clusters Score: Raw -21211103.592514 + Penalty 1158.342843 = -21209945.249671 nChanged 3522 SP:Iteration 29Q (249.890000 sec): 3 clusters Score: Raw -21212086.602310 + Penalty 1158.342843 = -21210928.259467 nChanged 3307 SP:Iteration 30Q (250.730000 sec): 3 clusters Score: Raw -21213008.389804 + Penalty 1158.342843 = -21211850.046961 nChanged 3081 SP:Iteration 31Q (251.630000 sec): 3 clusters Score: Raw -21213834.821179 + Penalty 1158.342843 = -21212676.478336 nChanged 2687 SP:Iteration 32Q (252.560000 sec): 3 clusters Score: Raw -21214534.922549 + Penalty 1158.342843 = -21213376.579706 nChanged 2524 SP:Iteration 33Q (253.570000 sec): 3 clusters Score: Raw -21215199.620803 + Penalty 1158.342843 = -21214041.277960 nChanged 2397 SP:Iteration 34Q (254.700000 sec): 3 clusters Score: Raw -21215844.855529 + Penalty 1158.342843 = -21214686.512686 nChanged 2199 SP:Iteration 35Q (255.830000 sec): 3 clusters Score: Raw -21216444.133090 + Penalty 1158.342843 = -21215285.790246 nChanged 2097 SP:Iteration 36Q (256.990000 sec): 3 clusters Score: Raw -21217025.334051 + Penalty 1158.342843 = -21215866.991208 nChanged 1902 SP:Iteration 37Q (258.040000 sec): 3 clusters Score: Raw -21217538.763347 + Penalty 1158.342843 = -21216380.420504 nChanged 1686 SP:Iteration 38Q (259.120000 sec): 3 clusters Score: Raw -21218007.818740 + Penalty 1158.342843 = -21216849.475897 nChanged 1598 SP:Iteration 39Q (260.030000 sec): 3 clusters Score: Raw -21218483.469613 + Penalty 1158.342843 = -21217325.126770 nChanged 1519 SP:Iteration 40F (260.980000 sec): 3 clusters Score: Raw -21218948.374088 + Penalty 1158.342843 = -21217790.031245 nChanged 1411 SP:Iteration 41Q (262.000000 sec): 3 clusters Score: Raw -21219389.657673 + Penalty 1158.342843 = -21218231.314830 nChanged 1324 SP:Iteration 42Q (263.210000 sec): 3 clusters Score: Raw -21219819.367047 + Penalty 1158.342843 = -21218661.024203 nChanged 1248 SP:Iteration 43Q (264.250000 sec): 3 clusters Score: Raw -21220271.183043 + Penalty 1158.342843 = -21219112.840200 nChanged 1130 SP:Iteration 44Q (265.380000 sec): 3 clusters Score: Raw -21220685.197879 + Penalty 1158.342843 = -21219526.855036 nChanged 1019 SP:Iteration 45Q (266.590000 sec): 3 clusters Score: Raw -21221044.069304 + Penalty 1158.342843 = -21219885.726461 nChanged 913 SP:Iteration 46Q (267.690000 sec): 3 clusters Score: Raw -21221363.454732 + Penalty 1158.342843 = -21220205.111889 nChanged 855 SP:Iteration 47Q (268.830000 sec): 3 clusters Score: Raw -21221657.502103 + Penalty 1158.342843 = -21220499.159260 nChanged 732 SP:Iteration 48Q (269.990000 sec): 3 clusters Score: Raw -21221901.908212 + Penalty 1158.342843 = -21220743.565369 nChanged 608 SP:Iteration 49Q (270.990000 sec): 3 clusters Score: Raw -21222115.539152 + Penalty 1158.342843 = -21220957.196309 nChanged 579 SP:Iteration 50Q (272.070000 sec): 3 clusters Score: Raw -21222311.528086 + Penalty 1158.342843 = -21221153.185242 nChanged 542 SP:Iteration 51Q (273.140000 sec): 3 clusters Score: Raw -21222486.570604 + Penalty 1158.342843 = -21221328.227761 nChanged 457 SP:Iteration 52Q (274.370000 sec): 3 clusters Score: Raw -21222610.732404 + Penalty 1158.342843 = -21221452.389561 nChanged 376 SP:Iteration 53Q (275.520000 sec): 3 clusters Score: Raw -21222715.344381 + Penalty 1158.342843 = -21221557.001538 nChanged 343 SP:Iteration 54Q (276.630000 sec): 3 clusters Score: Raw -21222799.713348 + Penalty 1158.342843 = -21221641.370505 nChanged 303 SP:Iteration 55Q (277.830000 sec): 3 clusters Score: Raw -21222871.265955 + Penalty 1158.342843 = -21221712.923112 nChanged 265 SP:Iteration 56Q (278.910000 sec): 3 clusters Score: Raw -21222928.295897 + Penalty 1158.342843 = -21221769.953054 nChanged 237 SP:Iteration 57Q (279.950000 sec): 3 clusters Score: Raw -21222973.963823 + Penalty 1158.342843 = -21221815.620980 nChanged 203 SP:Iteration 58Q (280.930000 sec): 3 clusters Score: Raw -21223016.177747 + Penalty 1158.342843 = -21221857.834904 nChanged 206 SP:Iteration 59Q (281.910000 sec): 3 clusters Score: Raw -21223058.291630 + Penalty 1158.342843 = -21221899.948787 nChanged 179 SP:Iteration 60F (282.910000 sec): 3 clusters Score: Raw -21223090.862283 + Penalty 1158.342843 = -21221932.519440 nChanged 173 SP:Iteration 61Q (283.910000 sec): 3 clusters Score: Raw -21223118.397116 + Penalty 1158.342843 = -21221960.054273 nChanged 187 SP:Iteration 62Q (284.870000 sec): 3 clusters Score: Raw -21223142.247092 + Penalty 1158.342843 = -21221983.904249 nChanged 163 SP:Iteration 63Q (285.910000 sec): 3 clusters Score: Raw -21223159.950305 + Penalty 1158.342843 = -21222001.607461 nChanged 133 SP:Iteration 64Q (286.880000 sec): 3 clusters Score: Raw -21223170.622788 + Penalty 1158.342843 = -21222012.279945 nChanged 97 SP:Iteration 65Q (287.810000 sec): 3 clusters Score: Raw -21223176.831705 + Penalty 1158.342843 = -21222018.488861 nChanged 69 SP:Iteration 66Q (288.640000 sec): 3 clusters Score: Raw -21223181.630796 + Penalty 1158.342843 = -21222023.287953 nChanged 76 SP:Iteration 67Q (289.490000 sec): 3 clusters Score: Raw -21223187.897190 + Penalty 1158.342843 = -21222029.554347 nChanged 88 SP:Iteration 68Q (290.440000 sec): 3 clusters Score: Raw -21223194.687768 + Penalty 1158.342843 = -21222036.344925 nChanged 73 SP:Iteration 69Q (291.390000 sec): 3 clusters Score: Raw -21223201.108731 + Penalty 1158.342843 = -21222042.765887 nChanged 76 SP:Iteration 70Q (292.280000 sec): 3 clusters Score: Raw -21223206.180021 + Penalty 1158.342843 = -21222047.837178 nChanged 60 SP:Iteration 71Q (293.220000 sec): 3 clusters Score: Raw -21223210.008940 + Penalty 1158.342843 = -21222051.666097 nChanged 52 SP:Iteration 72Q (294.530000 sec): 3 clusters Score: Raw -21223212.666475 + Penalty 1158.342843 = -21222054.323632 nChanged 47 SP:Iteration 73Q (295.440000 sec): 3 clusters Score: Raw -21223214.456449 + Penalty 1158.342843 = -21222056.113606 nChanged 32 SP:Iteration 74Q (296.260000 sec): 3 clusters Score: Raw -21223215.461758 + Penalty 1158.342843 = -21222057.118915 nChanged 25 SP:Iteration 75Q (297.100000 sec): 3 clusters Score: Raw -21223216.147676 + Penalty 1158.342843 = -21222057.804832 nChanged 24 SP:Iteration 76Q (297.920000 sec): 3 clusters Score: Raw -21223216.943663 + Penalty 1158.342843 = -21222058.600820 nChanged 28 SP:Iteration 77Q (298.750000 sec): 3 clusters Score: Raw -21223217.755319 + Penalty 1158.342843 = -21222059.412476 nChanged 26 SP:Iteration 78Q (299.660000 sec): 3 clusters Score: Raw -21223218.685853 + Penalty 1158.342843 = -21222060.343010 nChanged 25 SP:Iteration 79Q (300.550000 sec): 3 clusters Score: Raw -21223219.442424 + Penalty 1158.342843 = -21222061.099580 nChanged 23 SP:Iteration 80F (301.510000 sec): 3 clusters Score: Raw -21223220.058446 + Penalty 1158.342843 = -21222061.715603 nChanged 22 SP:Iteration 81Q (302.490000 sec): 3 clusters Score: Raw -21223220.722859 + Penalty 1158.342843 = -21222062.380016 nChanged 18 SP:Iteration 82Q (303.440000 sec): 3 clusters Score: Raw -21223221.491097 + Penalty 1158.342843 = -21222063.148253 nChanged 26 SP:Iteration 83Q (304.440000 sec): 3 clusters Score: Raw -21223222.604566 + Penalty 1158.342843 = -21222064.261723 nChanged 28 SP:Iteration 84Q (305.430000 sec): 3 clusters Score: Raw -21223223.555893 + Penalty 1158.342843 = -21222065.213050 nChanged 21 SP:Iteration 85Q (306.590000 sec): 3 clusters Score: Raw -21223223.996932 + Penalty 1158.342843 = -21222065.654089 nChanged 17 SP:Iteration 86Q (307.640000 sec): 3 clusters Score: Raw -21223224.332741 + Penalty 1158.342843 = -21222065.989898 nChanged 17 SP:Iteration 87Q (308.830000 sec): 3 clusters Score: Raw -21223224.780712 + Penalty 1158.342843 = -21222066.437869 nChanged 11 SP:Iteration 88Q (309.840000 sec): 3 clusters Score: Raw -21223224.973913 + Penalty 1158.342843 = -21222066.631070 nChanged 7 SP:Iteration 89Q (310.950000 sec): 3 clusters Score: Raw -21223225.076510 + Penalty 1158.342843 = -21222066.733667 nChanged 5 SP:Iteration 90Q (312.030000 sec): 3 clusters Score: Raw -21223225.096954 + Penalty 1158.342843 = -21222066.754110 nChanged 2 SP:Iteration 91Q (313.330000 sec): 3 clusters Score: Raw -21223225.116754 + Penalty 1158.342843 = -21222066.773911 nChanged 3 SP:Iteration 92Q (314.600000 sec): 3 clusters Score: Raw -21223225.137749 + Penalty 1158.342843 = -21222066.794906 nChanged 5 SP:Iteration 93Q (315.650000 sec): 3 clusters Score: Raw -21223225.220289 + Penalty 1158.342843 = -21222066.877446 nChanged 7 SP:Iteration 94Q (316.760000 sec): 3 clusters Score: Raw -21223225.333012 + Penalty 1158.342843 = -21222066.990169 nChanged 8 SP:Iteration 95Q (317.850000 sec): 3 clusters Score: Raw -21223225.476541 + Penalty 1158.342843 = -21222067.133698 nChanged 7 SP:Iteration 96Q (318.940000 sec): 3 clusters Score: Raw -21223225.629996 + Penalty 1158.342843 = -21222067.287153 nChanged 9 SP:Iteration 97Q (320.120000 sec): 3 clusters Score: Raw -21223225.756526 + Penalty 1158.342843 = -21222067.413683 nChanged 7 SP:Iteration 98Q (321.170000 sec): 3 clusters Score: Raw -21223225.863780 + Penalty 1158.342843 = -21222067.520937 nChanged 3 SP:Iteration 99Q (322.150000 sec): 3 clusters Score: Raw -21223225.901409 + Penalty 1158.342843 = -21222067.558566 nChanged 4 SP:Iteration 100F (323.390000 sec): 3 clusters Score: Raw -21223225.931158 + Penalty 1158.342843 = -21222067.588315 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (1138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.720000 sec): 2 clusters Score: Raw -58528.096561 + Penalty 320.184756 = -58207.911804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.920000 sec): 3 clusters Score: Raw -57975.244202 + Penalty 640.369513 = -57334.874689 nChanged 483 SP:Iteration 1F (324.120000 sec): 3 clusters Score: Raw -58921.642735 + Penalty 640.369513 = -58281.273222 nChanged 172 SP:Iteration 2F (324.280000 sec): 3 clusters Score: Raw -59725.722653 + Penalty 640.369513 = -59085.353140 nChanged 120 SP:Iteration 3F (324.460000 sec): 3 clusters Score: Raw -60121.240818 + Penalty 640.369513 = -59480.871305 nChanged 70 SP:Iteration 4F (324.710000 sec): 3 clusters Score: Raw -60234.623812 + Penalty 640.369513 = -59594.254299 nChanged 51 SP:Iteration 5Q (324.920000 sec): 3 clusters Score: Raw -60295.509801 + Penalty 640.369513 = -59655.140288 nChanged 33 SP:Iteration 6Q (325.070000 sec): 3 clusters Score: Raw -60323.635829 + Penalty 640.369513 = -59683.266316 nChanged 33 SP:Iteration 7Q (325.300000 sec): 3 clusters Score: Raw -60359.165244 + Penalty 640.369513 = -59718.795731 nChanged 31 SP:Iteration 8Q (325.440000 sec): 3 clusters Score: Raw -60394.415523 + Penalty 640.369513 = -59754.046010 nChanged 22 SP:Iteration 9Q (325.640000 sec): 3 clusters Score: Raw -60435.879269 + Penalty 640.369513 = -59795.509756 nChanged 27 SP:Iteration 10Q (325.810000 sec): 3 clusters Score: Raw -60492.034526 + Penalty 640.369513 = -59851.665013 nChanged 16 SP:Iteration 11Q (326.030000 sec): 3 clusters Score: Raw -60516.393595 + Penalty 640.369513 = -59876.024082 nChanged 14 SP:Iteration 12Q (326.210000 sec): 3 clusters Score: Raw -60538.392434 + Penalty 640.369513 = -59898.022922 nChanged 7 SP:Iteration 13Q (326.400000 sec): 3 clusters Score: Raw -60559.264569 + Penalty 640.369513 = -59918.895056 nChanged 7 SP:Iteration 14Q (326.570000 sec): 3 clusters Score: Raw -60565.701396 + Penalty 640.369513 = -59925.331883 nChanged 5 SP:Iteration 15Q (326.730000 sec): 3 clusters Score: Raw -60590.607658 + Penalty 640.369513 = -59950.238145 nChanged 4 SP:Iteration 16Q (326.950000 sec): 3 clusters Score: Raw -60616.069119 + Penalty 640.369513 = -59975.699606 nChanged 3 SP:Iteration 17Q (327.150000 sec): 3 clusters Score: Raw -60618.453636 + Penalty 640.369513 = -59978.084123 nChanged 1 SP:Iteration 18Q (327.290000 sec): 3 clusters Score: Raw -60619.061716 + Penalty 640.369513 = -59978.692203 nChanged 0 SP:Iteration 19F (327.470000 sec): 3 clusters Score: Raw -60619.061716 + Penalty 640.369513 = -59978.692203 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Deleting Class 4 (212 points): Lose 381.900328 but Gain 586.233529 Iteration 20F (343.550000 sec): 32 clusters Score: Raw -23940753.042214 + Penalty 18173.239400 = -23922579.802813 nChanged 8316 Iteration 21Q (354.890000 sec): 32 clusters Score: Raw -23952225.014146 + Penalty 18173.239400 = -23934051.774746 nChanged 4464 Iteration 22Q (369.040000 sec): 32 clusters Score: Raw -23955092.658782 + Penalty 18173.239400 = -23936919.419382 nChanged 3155 Iteration 23Q (381.930000 sec): 32 clusters Score: Raw -23956525.887538 + Penalty 18173.239400 = -23938352.648138 nChanged 2467 Iteration 24Q (396.800000 sec): 32 clusters Score: Raw -23957322.703333 + Penalty 18173.239400 = -23939149.463932 nChanged 2007 Iteration 25Q (409.720000 sec): 32 clusters Score: Raw -23958033.218651 + Penalty 18173.239400 = -23939859.979251 nChanged 1682 Iteration 26Q (424.030000 sec): 32 clusters Score: Raw -23958483.162300 + Penalty 18173.239400 = -23940309.922900 nChanged 1513 Iteration 27Q (436.570000 sec): 32 clusters Score: Raw -23958873.629339 + Penalty 18173.239400 = -23940700.389939 nChanged 1339 Iteration 28Q (449.130000 sec): 32 clusters Score: Raw -23959285.669063 + Penalty 18173.239400 = -23941112.429662 nChanged 1253 Iteration 29Q (462.370000 sec): 32 clusters Score: Raw -23959662.460064 + Penalty 18173.239400 = -23941489.220664 nChanged 1146 Iteration 30Q (477.470000 sec): 32 clusters Score: Raw -23959967.977074 + Penalty 18173.239400 = -23941794.737674 nChanged 1118 Iteration 31Q (490.810000 sec): 32 clusters Score: Raw -23960181.634469 + Penalty 18173.239400 = -23942008.395069 nChanged 943 Iteration 32Q (505.810000 sec): 32 clusters Score: Raw -23960371.347456 + Penalty 18173.239400 = -23942198.108055 nChanged 868 Iteration 33Q (517.880000 sec): 32 clusters Score: Raw -23960555.922874 + Penalty 18173.239400 = -23942382.683474 nChanged 757 Iteration 34Q (532.260000 sec): 32 clusters Score: Raw -23960747.890031 + Penalty 18173.239400 = -23942574.650631 nChanged 675 Iteration 35Q (545.020000 sec): 32 clusters Score: Raw -23960879.478534 + Penalty 18173.239400 = -23942706.239134 nChanged 635 Iteration 36Q (558.770000 sec): 32 clusters Score: Raw -23960963.665180 + Penalty 18173.239400 = -23942790.425780 nChanged 615 Iteration 37Q (571.180000 sec): 32 clusters Score: Raw -23961020.706118 + Penalty 18173.239400 = -23942847.466717 nChanged 522 Iteration 38Q (585.080000 sec): 32 clusters Score: Raw -23961071.674509 + Penalty 18173.239400 = -23942898.435108 nChanged 533 Iteration 39Q (597.130000 sec): 32 clusters Score: Raw -23961127.721164 + Penalty 18173.239400 = -23942954.481763 nChanged 536 Iteration 40F (614.630000 sec): 32 clusters Score: Raw -23965781.172517 + Penalty 18173.239400 = -23947607.933117 nChanged 1007 Iteration 41Q (627.390000 sec): 32 clusters Score: Raw -23967971.702793 + Penalty 18173.239400 = -23949798.463393 nChanged 938 Iteration 42Q (641.450000 sec): 32 clusters Score: Raw -23968272.465020 + Penalty 18173.239400 = -23950099.225620 nChanged 937 Iteration 43Q (655.650000 sec): 32 clusters Score: Raw -23968650.674656 + Penalty 18173.239400 = -23950477.435255 nChanged 930 Iteration 44Q (675.200000 sec): 32 clusters Score: Raw -23969179.732935 + Penalty 18173.239400 = -23951006.493534 nChanged 915 Iteration 45Q (689.660000 sec): 32 clusters Score: Raw -23969483.002020 + Penalty 18173.239400 = -23951309.762619 nChanged 945 Iteration 46Q (702.870000 sec): 32 clusters Score: Raw -23969650.885467 + Penalty 18173.239400 = -23951477.646067 nChanged 954 Iteration 47Q (714.600000 sec): 32 clusters Score: Raw -23969811.714065 + Penalty 18173.239400 = -23951638.474664 nChanged 1000 Iteration 48Q (727.670000 sec): 32 clusters Score: Raw -23969973.142735 + Penalty 18173.239400 = -23951799.903335 nChanged 1022 Iteration 49Q (741.190000 sec): 32 clusters Score: Raw -23970147.196862 + Penalty 18173.239400 = -23951973.957462 nChanged 1066 Iteration 50Q (754.500000 sec): 32 clusters Score: Raw -23970335.154953 + Penalty 18173.239400 = -23952161.915553 nChanged 1158 Iteration 51Q (767.520000 sec): 32 clusters Score: Raw -23970556.091531 + Penalty 18173.239400 = -23952382.852131 nChanged 1294 Iteration 52Q (780.520000 sec): 32 clusters Score: Raw -23970841.208267 + Penalty 18173.239400 = -23952667.968866 nChanged 1512 Iteration 53Q (794.470000 sec): 32 clusters Score: Raw -23971228.269638 + Penalty 18173.239400 = -23953055.030238 nChanged 1712 Iteration 54Q (806.920000 sec): 32 clusters Score: Raw -23971704.235908 + Penalty 18173.239400 = -23953530.996507 nChanged 1916 Iteration 55Q (820.290000 sec): 32 clusters Score: Raw -23972296.506586 + Penalty 18173.239400 = -23954123.267186 nChanged 2140 Iteration 56Q (832.800000 sec): 32 clusters Score: Raw -23973017.551499 + Penalty 18173.239400 = -23954844.312098 nChanged 2325 Iteration 57Q (846.700000 sec): 32 clusters Score: Raw -23973814.885993 + Penalty 18173.239400 = -23955641.646592 nChanged 2448 Iteration 58Q (859.340000 sec): 32 clusters Score: Raw -23974626.119961 + Penalty 18173.239400 = -23956452.880560 nChanged 2508 Writing temp clu file Because OldScore, -23955641.646592, is greater than current (better) Score,-23956452.880560 Compute initial score before splitting: Score: Raw -23974626.119961 + Penalty 18173.239400 = -23956452.880560 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (24575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (859.690000 sec): 2 clusters Score: Raw -1536912.634459 + Penalty 459.981565 = -1536452.652894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (859.930000 sec): 3 clusters Score: Raw -1520976.742156 + Penalty 919.963130 = -1520056.779026 nChanged 11710 SP:Iteration 1F (860.150000 sec): 3 clusters Score: Raw -1527783.319104 + Penalty 919.963130 = -1526863.355974 nChanged 1446 SP:Iteration 2F (860.390000 sec): 3 clusters Score: Raw -1528414.948011 + Penalty 919.963130 = -1527494.984881 nChanged 1683 SP:Iteration 3F (860.660000 sec): 3 clusters Score: Raw -1529479.549588 + Penalty 919.963130 = -1528559.586458 nChanged 2090 SP:Iteration 4F (860.910000 sec): 3 clusters Score: Raw -1531218.804714 + Penalty 919.963130 = -1530298.841584 nChanged 2162 SP:Iteration 5F (861.220000 sec): 3 clusters Score: Raw -1533401.164110 + Penalty 919.963130 = -1532481.200980 nChanged 1797 SP:Iteration 6F (861.400000 sec): 3 clusters Score: Raw -1535381.122086 + Penalty 919.963130 = -1534461.158956 nChanged 1084 SP:Iteration 7Q (861.650000 sec): 3 clusters Score: Raw -1536538.091605 + Penalty 919.963130 = -1535618.128475 nChanged 408 SP:Iteration 8Q (861.920000 sec): 3 clusters Score: Raw -1537023.314289 + Penalty 919.963130 = -1536103.351159 nChanged 140 SP:Iteration 9Q (862.190000 sec): 3 clusters Score: Raw -1537311.978773 + Penalty 919.963130 = -1536392.015643 nChanged 87 SP:Iteration 10Q (862.380000 sec): 3 clusters Score: Raw -1537477.671365 + Penalty 919.963130 = -1536557.708235 nChanged 75 SP:Iteration 11Q (862.650000 sec): 3 clusters Score: Raw -1537548.812219 + Penalty 919.963130 = -1536628.849089 nChanged 42 SP:Iteration 12Q (862.910000 sec): 3 clusters Score: Raw -1537567.978177 + Penalty 919.963130 = -1536648.015047 nChanged 22 SP:Iteration 13Q (863.210000 sec): 3 clusters Score: Raw -1537579.277915 + Penalty 919.963130 = -1536659.314785 nChanged 22 SP:Iteration 14Q (863.450000 sec): 3 clusters Score: Raw -1537585.960602 + Penalty 919.963130 = -1536665.997472 nChanged 12 SP:Iteration 15Q (863.690000 sec): 3 clusters Score: Raw -1537589.389470 + Penalty 919.963130 = -1536669.426340 nChanged 11 SP:Iteration 16Q (863.940000 sec): 3 clusters Score: Raw -1537592.345591 + Penalty 919.963130 = -1536672.382461 nChanged 11 SP:Iteration 17Q (864.230000 sec): 3 clusters Score: Raw -1537595.537744 + Penalty 919.963130 = -1536675.574614 nChanged 12 SP:Iteration 18Q (864.450000 sec): 3 clusters Score: Raw -1537599.643940 + Penalty 919.963130 = -1536679.680810 nChanged 4 SP:Iteration 19Q (864.700000 sec): 3 clusters Score: Raw -1537600.334305 + Penalty 919.963130 = -1536680.371175 nChanged 2 SP:Iteration 20F (865.030000 sec): 3 clusters Score: Raw -1537611.087919 + Penalty 919.963130 = -1536691.124789 nChanged 12 SP:Iteration 21Q (865.270000 sec): 3 clusters Score: Raw -1537617.194734 + Penalty 919.963130 = -1536697.231604 nChanged 8 SP:Iteration 22Q (865.530000 sec): 3 clusters Score: Raw -1537618.403769 + Penalty 919.963130 = -1536698.440639 nChanged 5 SP:Iteration 23Q (865.800000 sec): 3 clusters Score: Raw -1537618.937083 + Penalty 919.963130 = -1536698.973953 nChanged 0 SP:Iteration 24F (866.120000 sec): 3 clusters Score: Raw -1537618.937083 + Penalty 919.963130 = -1536698.973953 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (866.210000 sec): 2 clusters Score: Raw -52270.683410 + Penalty 315.559355 = -51955.124054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (866.430000 sec): 3 clusters Score: Raw -51796.710492 + Penalty 631.118711 = -51165.591781 nChanged 422 SP:Iteration 1F (866.570000 sec): 3 clusters Score: Raw -52457.934920 + Penalty 631.118711 = -51826.816209 nChanged 136 SP:Iteration 2F (866.740000 sec): 3 clusters Score: Raw -52717.099165 + Penalty 631.118711 = -52085.980454 nChanged 68 SP:Iteration 3F (866.950000 sec): 3 clusters Score: Raw -52830.300890 + Penalty 631.118711 = -52199.182179 nChanged 37 SP:Iteration 4Q (867.080000 sec): 3 clusters Score: Raw -52913.026048 + Penalty 631.118711 = -52281.907337 nChanged 34 SP:Iteration 5Q (867.300000 sec): 3 clusters Score: Raw -52979.483406 + Penalty 631.118711 = -52348.364696 nChanged 28 SP:Iteration 6Q (867.470000 sec): 3 clusters Score: Raw -53045.267978 + Penalty 631.118711 = -52414.149267 nChanged 19 SP:Iteration 7Q (867.640000 sec): 3 clusters Score: Raw -53078.152434 + Penalty 631.118711 = -52447.033724 nChanged 14 SP:Iteration 8Q (867.860000 sec): 3 clusters Score: Raw -53099.117075 + Penalty 631.118711 = -52467.998364 nChanged 11 SP:Iteration 9Q (868.010000 sec): 3 clusters Score: Raw -53112.356903 + Penalty 631.118711 = -52481.238193 nChanged 7 SP:Iteration 10Q (868.170000 sec): 3 clusters Score: Raw -53124.125681 + Penalty 631.118711 = -52493.006970 nChanged 6 SP:Iteration 11Q (868.320000 sec): 3 clusters Score: Raw -53137.643347 + Penalty 631.118711 = -52506.524636 nChanged 4 SP:Iteration 12Q (868.510000 sec): 3 clusters Score: Raw -53148.477241 + Penalty 631.118711 = -52517.358530 nChanged 6 SP:Iteration 13Q (868.640000 sec): 3 clusters Score: Raw -53160.045558 + Penalty 631.118711 = -52528.926848 nChanged 7 SP:Iteration 14Q (868.840000 sec): 3 clusters Score: Raw -53178.218286 + Penalty 631.118711 = -52547.099576 nChanged 13 SP:Iteration 15Q (869.040000 sec): 3 clusters Score: Raw -53222.510513 + Penalty 631.118711 = -52591.391802 nChanged 16 SP:Iteration 16Q (869.210000 sec): 3 clusters Score: Raw -53316.360854 + Penalty 631.118711 = -52685.242143 nChanged 11 SP:Iteration 17Q (869.420000 sec): 3 clusters Score: Raw -53495.410323 + Penalty 631.118711 = -52864.291612 nChanged 9 SP:Iteration 18Q (869.600000 sec): 3 clusters Score: Raw -53780.962575 + Penalty 631.118711 = -53149.843865 nChanged 1 SP:Iteration 19Q (869.790000 sec): 3 clusters Score: Raw -53789.640958 + Penalty 631.118711 = -53158.522247 nChanged 2 SP:Iteration 20F (869.980000 sec): 3 clusters Score: Raw -53794.522595 + Penalty 631.118711 = -53163.403884 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.090000 sec): 2 clusters Score: Raw -6357.698690 + Penalty 218.208470 = -6139.490221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.240000 sec): 3 clusters Score: Raw -6392.701241 + Penalty 436.416940 = -5956.284302 nChanged 31 SP:Iteration 1F (870.370000 sec): 3 clusters Score: Raw -6454.001585 + Penalty 436.416940 = -6017.584646 nChanged 11 SP:Iteration 2F (870.490000 sec): 3 clusters Score: Raw -6510.248134 + Penalty 436.416940 = -6073.831195 nChanged 14 SP:Iteration 3F (870.690000 sec): 3 clusters Score: Raw -6564.496617 + Penalty 436.416940 = -6128.079677 nChanged 10 SP:Iteration 4F (870.850000 sec): 3 clusters Score: Raw -6655.970689 + Penalty 436.416940 = -6219.553749 nChanged 5 SP:Iteration 5Q (871.030000 sec): 3 clusters Score: Raw -6762.052396 + Penalty 436.416940 = -6325.635457 nChanged 5 SP:Iteration 6Q (871.220000 sec): 3 clusters Score: Raw -6850.971638 + Penalty 436.416940 = -6414.554698 nChanged 2 SP:Iteration 7Q (871.450000 sec): 3 clusters Score: Raw -6928.603387 + Penalty 436.416940 = -6492.186447 nChanged 1 SP:Iteration 8Q (871.600000 sec): 3 clusters Score: Raw -7020.605836 + Penalty 436.416940 = -6584.188897 nChanged 1 SP:Iteration 9Q (871.860000 sec): 3 clusters Score: Raw -7053.697787 + Penalty 436.416940 = -6617.280848 nChanged 0 SP:Iteration 10F (872.030000 sec): 3 clusters Score: Raw -7053.697787 + Penalty 436.416940 = -6617.280848 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.160000 sec): 2 clusters Score: Raw -348424.753830 + Penalty 393.962620 = -348030.791210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.330000 sec): 3 clusters Score: Raw -344910.473576 + Penalty 787.925241 = -344122.548335 nChanged 2630 SP:Iteration 1F (872.560000 sec): 3 clusters Score: Raw -346511.356691 + Penalty 787.925241 = -345723.431450 nChanged 459 SP:Iteration 2F (872.720000 sec): 3 clusters Score: Raw -346868.778184 + Penalty 787.925241 = -346080.852944 nChanged 511 SP:Iteration 3F (872.900000 sec): 3 clusters Score: Raw -347347.709179 + Penalty 787.925241 = -346559.783938 nChanged 501 SP:Iteration 4F (873.070000 sec): 3 clusters Score: Raw -347832.972656 + Penalty 787.925241 = -347045.047415 nChanged 386 SP:Iteration 5F (873.260000 sec): 3 clusters Score: Raw -348172.059868 + Penalty 787.925241 = -347384.134628 nChanged 248 SP:Iteration 6Q (873.470000 sec): 3 clusters Score: Raw -348364.963719 + Penalty 787.925241 = -347577.038479 nChanged 145 SP:Iteration 7Q (873.660000 sec): 3 clusters Score: Raw -348465.652240 + Penalty 787.925241 = -347677.727000 nChanged 92 SP:Iteration 8Q (873.880000 sec): 3 clusters Score: Raw -348510.972440 + Penalty 787.925241 = -347723.047199 nChanged 51 SP:Iteration 9Q (874.100000 sec): 3 clusters Score: Raw -348532.527414 + Penalty 787.925241 = -347744.602174 nChanged 35 SP:Iteration 10Q (874.260000 sec): 3 clusters Score: Raw -348547.537647 + Penalty 787.925241 = -347759.612407 nChanged 22 SP:Iteration 11Q (874.470000 sec): 3 clusters Score: Raw -348555.480493 + Penalty 787.925241 = -347767.555252 nChanged 20 SP:Iteration 12Q (874.700000 sec): 3 clusters Score: Raw -348565.048812 + Penalty 787.925241 = -347777.123571 nChanged 13 SP:Iteration 13Q (874.920000 sec): 3 clusters Score: Raw -348570.453953 + Penalty 787.925241 = -347782.528712 nChanged 12 SP:Iteration 14Q (875.170000 sec): 3 clusters Score: Raw -348578.085599 + Penalty 787.925241 = -347790.160359 nChanged 7 SP:Iteration 15Q (875.350000 sec): 3 clusters Score: Raw -348580.518903 + Penalty 787.925241 = -347792.593663 nChanged 4 SP:Iteration 16Q (875.540000 sec): 3 clusters Score: Raw -348581.110429 + Penalty 787.925241 = -347793.185189 nChanged 2 SP:Iteration 17Q (875.730000 sec): 3 clusters Score: Raw -348581.252503 + Penalty 787.925241 = -347793.327262 nChanged 0 SP:Iteration 18F (875.900000 sec): 3 clusters Score: Raw -348581.252503 + Penalty 787.925241 = -347793.327262 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.000000 sec): 2 clusters Score: Raw -3581.734142 + Penalty 193.951934 = -3387.782207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.240000 sec): 3 clusters Score: Raw -3636.297471 + Penalty 387.903869 = -3248.393602 nChanged 9 SP:Iteration 1F (876.430000 sec): 3 clusters Score: Raw -3667.979699 + Penalty 387.903869 = -3280.075830 nChanged 1 SP:Iteration 2Q (876.630000 sec): 3 clusters Score: Raw -3671.505536 + Penalty 387.903869 = -3283.601667 nChanged 1 SP:Iteration 3Q (876.830000 sec): 3 clusters Score: Raw -3673.126268 + Penalty 387.903869 = -3285.222400 nChanged 0 SP:Iteration 4F (877.050000 sec): 3 clusters Score: Raw -3673.126268 + Penalty 387.903869 = -3285.222400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.090000 sec): 2 clusters Score: Raw -89080.413848 + Penalty 330.065092 = -88750.348756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.270000 sec): 3 clusters Score: Raw -88351.223539 + Penalty 660.130184 = -87691.093355 nChanged 573 SP:Iteration 1F (877.470000 sec): 3 clusters Score: Raw -88714.544365 + Penalty 660.130184 = -88054.414181 nChanged 119 SP:Iteration 2F (877.600000 sec): 3 clusters Score: Raw -88816.581874 + Penalty 660.130184 = -88156.451690 nChanged 93 SP:Iteration 3F (877.790000 sec): 3 clusters Score: Raw -88916.039284 + Penalty 660.130184 = -88255.909100 nChanged 92 SP:Iteration 4F (878.010000 sec): 3 clusters Score: Raw -89014.749377 + Penalty 660.130184 = -88354.619193 nChanged 93 SP:Iteration 5F (878.240000 sec): 3 clusters Score: Raw -89124.097217 + Penalty 660.130184 = -88463.967033 nChanged 81 SP:Iteration 6F (878.420000 sec): 3 clusters Score: Raw -89224.361487 + Penalty 660.130184 = -88564.231303 nChanged 67 SP:Iteration 7Q (878.570000 sec): 3 clusters Score: Raw -89304.864988 + Penalty 660.130184 = -88644.734804 nChanged 47 SP:Iteration 8Q (878.730000 sec): 3 clusters Score: Raw -89349.802874 + Penalty 660.130184 = -88689.672690 nChanged 30 SP:Iteration 9Q (878.890000 sec): 3 clusters Score: Raw -89372.191466 + Penalty 660.130184 = -88712.061282 nChanged 26 SP:Iteration 10Q (879.090000 sec): 3 clusters Score: Raw -89392.267234 + Penalty 660.130184 = -88732.137050 nChanged 14 SP:Iteration 11Q (879.290000 sec): 3 clusters Score: Raw -89401.047880 + Penalty 660.130184 = -88740.917695 nChanged 11 SP:Iteration 12Q (879.490000 sec): 3 clusters Score: Raw -89411.716950 + Penalty 660.130184 = -88751.586766 nChanged 14 SP:Iteration 13Q (879.690000 sec): 3 clusters Score: Raw -89431.875040 + Penalty 660.130184 = -88771.744856 nChanged 14 SP:Iteration 14Q (879.900000 sec): 3 clusters Score: Raw -89442.601133 + Penalty 660.130184 = -88782.470949 nChanged 18 SP:Iteration 15Q (880.070000 sec): 3 clusters Score: Raw -89456.575122 + Penalty 660.130184 = -88796.444938 nChanged 13 SP:Iteration 16Q (880.250000 sec): 3 clusters Score: Raw -89464.802420 + Penalty 660.130184 = -88804.672235 nChanged 8 SP:Iteration 17Q (880.450000 sec): 3 clusters Score: Raw -89469.900976 + Penalty 660.130184 = -88809.770792 nChanged 6 SP:Iteration 18Q (880.630000 sec): 3 clusters Score: Raw -89473.118420 + Penalty 660.130184 = -88812.988236 nChanged 5 SP:Iteration 19Q (880.750000 sec): 3 clusters Score: Raw -89476.995270 + Penalty 660.130184 = -88816.865086 nChanged 8 SP:Iteration 20F (880.900000 sec): 3 clusters Score: Raw -89481.622641 + Penalty 660.130184 = -88821.492457 nChanged 4 SP:Iteration 21Q (881.090000 sec): 3 clusters Score: Raw -89483.933987 + Penalty 660.130184 = -88823.803803 nChanged 5 SP:Iteration 22Q (881.300000 sec): 3 clusters Score: Raw -89486.513021 + Penalty 660.130184 = -88826.382837 nChanged 4 SP:Iteration 23Q (881.470000 sec): 3 clusters Score: Raw -89487.385733 + Penalty 660.130184 = -88827.255549 nChanged 2 SP:Iteration 24Q (881.700000 sec): 3 clusters Score: Raw -89487.574400 + Penalty 660.130184 = -88827.444216 nChanged 1 SP:Iteration 25Q (881.870000 sec): 3 clusters Score: Raw -89487.947952 + Penalty 660.130184 = -88827.817768 nChanged 0 SP:Iteration 26F (882.080000 sec): 3 clusters Score: Raw -89487.947952 + Penalty 660.130184 = -88827.817768 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 2.65 GB. Trying to split cluster 8 (1782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.240000 sec): 2 clusters Score: Raw -92648.105544 + Penalty 340.589868 = -92307.515676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.420000 sec): 3 clusters Score: Raw -91742.587898 + Penalty 681.179736 = -91061.408161 nChanged 748 SP:Iteration 1F (882.640000 sec): 3 clusters Score: Raw -92731.567996 + Penalty 681.179736 = -92050.388259 nChanged 283 SP:Iteration 2F (882.850000 sec): 3 clusters Score: Raw -93643.554977 + Penalty 681.179736 = -92962.375240 nChanged 176 SP:Iteration 3F (883.060000 sec): 3 clusters Score: Raw -94174.420818 + Penalty 681.179736 = -93493.241082 nChanged 58 SP:Iteration 4Q (883.250000 sec): 3 clusters Score: Raw -94265.536718 + Penalty 681.179736 = -93584.356981 nChanged 33 SP:Iteration 5Q (883.480000 sec): 3 clusters Score: Raw -94295.838779 + Penalty 681.179736 = -93614.659043 nChanged 24 SP:Iteration 6Q (883.640000 sec): 3 clusters Score: Raw -94329.210827 + Penalty 681.179736 = -93648.031091 nChanged 25 SP:Iteration 7Q (883.840000 sec): 3 clusters Score: Raw -94357.124327 + Penalty 681.179736 = -93675.944591 nChanged 24 SP:Iteration 8Q (884.020000 sec): 3 clusters Score: Raw -94388.879115 + Penalty 681.179736 = -93707.699378 nChanged 25 SP:Iteration 9Q (884.160000 sec): 3 clusters Score: Raw -94444.757210 + Penalty 681.179736 = -93763.577473 nChanged 41 SP:Iteration 10Q (884.370000 sec): 3 clusters Score: Raw -94582.155563 + Penalty 681.179736 = -93900.975827 nChanged 28 SP:Iteration 11Q (884.540000 sec): 3 clusters Score: Raw -94690.666215 + Penalty 681.179736 = -94009.486479 nChanged 25 SP:Iteration 12Q (884.720000 sec): 3 clusters Score: Raw -94752.891140 + Penalty 681.179736 = -94071.711404 nChanged 18 SP:Iteration 13Q (884.890000 sec): 3 clusters Score: Raw -94779.063642 + Penalty 681.179736 = -94097.883906 nChanged 16 SP:Iteration 14Q (885.120000 sec): 3 clusters Score: Raw -94792.172982 + Penalty 681.179736 = -94110.993245 nChanged 7 SP:Iteration 15Q (885.320000 sec): 3 clusters Score: Raw -94795.891813 + Penalty 681.179736 = -94114.712077 nChanged 2 SP:Iteration 16Q (885.530000 sec): 3 clusters Score: Raw -94796.509430 + Penalty 681.179736 = -94115.329694 nChanged 2 SP:Iteration 17Q (885.700000 sec): 3 clusters Score: Raw -94797.433980 + Penalty 681.179736 = -94116.254244 nChanged 2 SP:Iteration 18Q (885.880000 sec): 3 clusters Score: Raw -94799.270101 + Penalty 681.179736 = -94118.090365 nChanged 1 SP:Iteration 19Q (886.080000 sec): 3 clusters Score: Raw -94805.493520 + Penalty 681.179736 = -94124.313784 nChanged 2 SP:Iteration 20F (886.260000 sec): 3 clusters Score: Raw -94832.912136 + Penalty 681.179736 = -94151.732400 nChanged 13 SP:Iteration 21Q (886.500000 sec): 3 clusters Score: Raw -94852.774260 + Penalty 681.179736 = -94171.594523 nChanged 14 SP:Iteration 22Q (886.660000 sec): 3 clusters Score: Raw -94867.636170 + Penalty 681.179736 = -94186.456433 nChanged 7 SP:Iteration 23Q (886.840000 sec): 3 clusters Score: Raw -94871.979004 + Penalty 681.179736 = -94190.799268 nChanged 2 SP:Iteration 24Q (887.010000 sec): 3 clusters Score: Raw -94872.583443 + Penalty 681.179736 = -94191.403707 nChanged 1 SP:Iteration 25Q (887.200000 sec): 3 clusters Score: Raw -94872.887786 + Penalty 681.179736 = -94191.708050 nChanged 0 SP:Iteration 26F (887.350000 sec): 3 clusters Score: Raw -94872.887786 + Penalty 681.179736 = -94191.708050 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 2.65 GB. Trying to split cluster 9 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (887.460000 sec): 2 clusters Score: Raw -9843.281801 + Penalty 232.595444 = -9610.686357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.630000 sec): 3 clusters Score: Raw -9808.736680 + Penalty 465.190889 = -9343.545791 nChanged 44 SP:Iteration 1F (887.840000 sec): 3 clusters Score: Raw -9874.902680 + Penalty 465.190889 = -9409.711791 nChanged 15 SP:Iteration 2F (887.970000 sec): 3 clusters Score: Raw -9902.104379 + Penalty 465.190889 = -9436.913490 nChanged 6 SP:Iteration 3Q (888.150000 sec): 3 clusters Score: Raw -9929.722538 + Penalty 465.190889 = -9464.531649 nChanged 3 SP:Iteration 4Q (888.320000 sec): 3 clusters Score: Raw -9947.995066 + Penalty 465.190889 = -9482.804177 nChanged 5 SP:Iteration 5Q (888.480000 sec): 3 clusters Score: Raw -9965.893251 + Penalty 465.190889 = -9500.702362 nChanged 1 SP:Iteration 6Q (888.670000 sec): 3 clusters Score: Raw -9970.850447 + Penalty 465.190889 = -9505.659559 nChanged 1 SP:Iteration 7Q (888.860000 sec): 3 clusters Score: Raw -9973.887451 + Penalty 465.190889 = -9508.696563 nChanged 1 SP:Iteration 8Q (889.010000 sec): 3 clusters Score: Raw -9976.559629 + Penalty 465.190889 = -9511.368740 nChanged 0 SP:Iteration 9F (889.220000 sec): 3 clusters Score: Raw -9976.559629 + Penalty 465.190889 = -9511.368740 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.310000 sec): 2 clusters Score: Raw -25932.363781 + Penalty 283.217409 = -25649.146372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.500000 sec): 3 clusters Score: Raw -25809.756089 + Penalty 566.434817 = -25243.321272 nChanged 186 SP:Iteration 1F (889.700000 sec): 3 clusters Score: Raw -26397.408716 + Penalty 566.434817 = -25830.973899 nChanged 82 SP:Iteration 2F (889.840000 sec): 3 clusters Score: Raw -27082.287438 + Penalty 566.434817 = -26515.852621 nChanged 45 SP:Iteration 3F (889.990000 sec): 3 clusters Score: Raw -27737.825500 + Penalty 566.434817 = -27171.390683 nChanged 8 SP:Iteration 4Q (890.200000 sec): 3 clusters Score: Raw -28393.226747 + Penalty 566.434817 = -27826.791930 nChanged 0 SP:Iteration 5F (890.370000 sec): 3 clusters Score: Raw -28393.226747 + Penalty 566.434817 = -27826.791930 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 2.65 GB. Trying to split cluster 11 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.500000 sec): 2 clusters Score: Raw -47297.201677 + Penalty 307.914112 = -46989.287565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.670000 sec): 3 clusters Score: Raw -46907.718115 + Penalty 615.828224 = -46291.889891 nChanged 347 SP:Iteration 1F (890.830000 sec): 3 clusters Score: Raw -47265.840244 + Penalty 615.828224 = -46650.012020 nChanged 91 SP:Iteration 2F (891.080000 sec): 3 clusters Score: Raw -47410.959768 + Penalty 615.828224 = -46795.131544 nChanged 65 SP:Iteration 3F (891.300000 sec): 3 clusters Score: Raw -47554.102745 + Penalty 615.828224 = -46938.274521 nChanged 44 SP:Iteration 4F (891.520000 sec): 3 clusters Score: Raw -47700.990646 + Penalty 615.828224 = -47085.162421 nChanged 32 SP:Iteration 5Q (891.730000 sec): 3 clusters Score: Raw -47770.937934 + Penalty 615.828224 = -47155.109710 nChanged 33 SP:Iteration 6Q (891.920000 sec): 3 clusters Score: Raw -47832.451384 + Penalty 615.828224 = -47216.623160 nChanged 21 SP:Iteration 7Q (892.080000 sec): 3 clusters Score: Raw -47868.512586 + Penalty 615.828224 = -47252.684362 nChanged 18 SP:Iteration 8Q (892.260000 sec): 3 clusters Score: Raw -47907.560084 + Penalty 615.828224 = -47291.731860 nChanged 33 SP:Iteration 9Q (892.460000 sec): 3 clusters Score: Raw -47969.665989 + Penalty 615.828224 = -47353.837764 nChanged 34 SP:Iteration 10Q (892.610000 sec): 3 clusters Score: Raw -48050.244307 + Penalty 615.828224 = -47434.416083 nChanged 38 SP:Iteration 11Q (892.760000 sec): 3 clusters Score: Raw -48133.581387 + Penalty 615.828224 = -47517.753163 nChanged 23 SP:Iteration 12Q (892.970000 sec): 3 clusters Score: Raw -48232.956260 + Penalty 615.828224 = -47617.128036 nChanged 17 SP:Iteration 13Q (893.120000 sec): 3 clusters Score: Raw -48335.544126 + Penalty 615.828224 = -47719.715902 nChanged 7 SP:Iteration 14Q (893.300000 sec): 3 clusters Score: Raw -48369.407042 + Penalty 615.828224 = -47753.578817 nChanged 1 SP:Iteration 15Q (893.500000 sec): 3 clusters Score: Raw -48372.351348 + Penalty 615.828224 = -47756.523124 nChanged 0 SP:Iteration 16F (893.650000 sec): 3 clusters Score: Raw -48372.351348 + Penalty 615.828224 = -47756.523124 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 2.65 GB. Trying to split cluster 12 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.760000 sec): 2 clusters Score: Raw -6189.583151 + Penalty 225.809431 = -5963.773720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.930000 sec): 3 clusters Score: Raw -6213.822635 + Penalty 451.618861 = -5762.203773 nChanged 51 SP:Iteration 1F (894.210000 sec): 3 clusters Score: Raw -6302.316199 + Penalty 451.618861 = -5850.697337 nChanged 5 SP:Iteration 2Q (894.380000 sec): 3 clusters Score: Raw -6309.586235 + Penalty 451.618861 = -5857.967373 nChanged 4 SP:Iteration 3Q (894.580000 sec): 3 clusters Score: Raw -6316.906827 + Penalty 451.618861 = -5865.287965 nChanged 2 SP:Iteration 4Q (894.790000 sec): 3 clusters Score: Raw -6324.869737 + Penalty 451.618861 = -5873.250876 nChanged 0 SP:Iteration 5F (895.020000 sec): 3 clusters Score: Raw -6324.869737 + Penalty 451.618861 = -5873.250876 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (22735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.170000 sec): 2 clusters Score: Raw -1493731.633351 + Penalty 456.440569 = -1493275.192782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.380000 sec): 3 clusters Score: Raw -1478961.726486 + Penalty 912.881139 = -1478048.845348 nChanged 10768 SP:Iteration 1F (895.660000 sec): 3 clusters Score: Raw -1485387.457512 + Penalty 912.881139 = -1484474.576373 nChanged 1397 SP:Iteration 2F (895.870000 sec): 3 clusters Score: Raw -1486239.838849 + Penalty 912.881139 = -1485326.957710 nChanged 1624 SP:Iteration 3F (896.110000 sec): 3 clusters Score: Raw -1487449.030485 + Penalty 912.881139 = -1486536.149346 nChanged 1628 SP:Iteration 4F (896.470000 sec): 3 clusters Score: Raw -1488744.364877 + Penalty 912.881139 = -1487831.483738 nChanged 1394 SP:Iteration 5F (896.770000 sec): 3 clusters Score: Raw -1489645.288482 + Penalty 912.881139 = -1488732.407343 nChanged 1024 SP:Iteration 6Q (897.020000 sec): 3 clusters Score: Raw -1490049.623998 + Penalty 912.881139 = -1489136.742859 nChanged 575 SP:Iteration 7Q (897.310000 sec): 3 clusters Score: Raw -1490202.442540 + Penalty 912.881139 = -1489289.561401 nChanged 375 SP:Iteration 8Q (897.530000 sec): 3 clusters Score: Raw -1490282.500297 + Penalty 912.881139 = -1489369.619159 nChanged 287 SP:Iteration 9Q (897.760000 sec): 3 clusters Score: Raw -1490335.019932 + Penalty 912.881139 = -1489422.138793 nChanged 250 SP:Iteration 10Q (898.020000 sec): 3 clusters Score: Raw -1490382.076626 + Penalty 912.881139 = -1489469.195487 nChanged 220 SP:Iteration 11Q (898.340000 sec): 3 clusters Score: Raw -1490425.176046 + Penalty 912.881139 = -1489512.294907 nChanged 229 SP:Iteration 12Q (898.560000 sec): 3 clusters Score: Raw -1490475.395882 + Penalty 912.881139 = -1489562.514743 nChanged 236 SP:Iteration 13Q (898.790000 sec): 3 clusters Score: Raw -1490526.268880 + Penalty 912.881139 = -1489613.387742 nChanged 223 SP:Iteration 14Q (899.070000 sec): 3 clusters Score: Raw -1490572.937702 + Penalty 912.881139 = -1489660.056563 nChanged 209 SP:Iteration 15Q (899.310000 sec): 3 clusters Score: Raw -1490610.803974 + Penalty 912.881139 = -1489697.922836 nChanged 201 SP:Iteration 16Q (899.560000 sec): 3 clusters Score: Raw -1490649.046742 + Penalty 912.881139 = -1489736.165603 nChanged 195 SP:Iteration 17Q (899.790000 sec): 3 clusters Score: Raw -1490685.226018 + Penalty 912.881139 = -1489772.344879 nChanged 193 SP:Iteration 18Q (900.020000 sec): 3 clusters Score: Raw -1490722.601416 + Penalty 912.881139 = -1489809.720277 nChanged 192 SP:Iteration 19Q (900.300000 sec): 3 clusters Score: Raw -1490761.839138 + Penalty 912.881139 = -1489848.957999 nChanged 211 SP:Iteration 20F (900.570000 sec): 3 clusters Score: Raw -1490800.893757 + Penalty 912.881139 = -1489888.012618 nChanged 190 SP:Iteration 21Q (900.800000 sec): 3 clusters Score: Raw -1490835.888060 + Penalty 912.881139 = -1489923.006921 nChanged 179 SP:Iteration 22Q (901.060000 sec): 3 clusters Score: Raw -1490866.575742 + Penalty 912.881139 = -1489953.694604 nChanged 182 SP:Iteration 23Q (901.360000 sec): 3 clusters Score: Raw -1490903.897528 + Penalty 912.881139 = -1489991.016389 nChanged 208 SP:Iteration 24Q (901.580000 sec): 3 clusters Score: Raw -1490949.989717 + Penalty 912.881139 = -1490037.108578 nChanged 199 SP:Iteration 25Q (901.890000 sec): 3 clusters Score: Raw -1490992.289339 + Penalty 912.881139 = -1490079.408200 nChanged 185 SP:Iteration 26Q (902.070000 sec): 3 clusters Score: Raw -1491032.026568 + Penalty 912.881139 = -1490119.145429 nChanged 198 SP:Iteration 27Q (902.350000 sec): 3 clusters Score: Raw -1491084.201563 + Penalty 912.881139 = -1490171.320424 nChanged 204 SP:Iteration 28Q (902.620000 sec): 3 clusters Score: Raw -1491148.846233 + Penalty 912.881139 = -1490235.965094 nChanged 244 SP:Iteration 29Q (902.890000 sec): 3 clusters Score: Raw -1491251.500820 + Penalty 912.881139 = -1490338.619681 nChanged 278 SP:Iteration 30Q (903.130000 sec): 3 clusters Score: Raw -1491378.476387 + Penalty 912.881139 = -1490465.595248 nChanged 261 SP:Iteration 31Q (903.360000 sec): 3 clusters Score: Raw -1491480.463591 + Penalty 912.881139 = -1490567.582452 nChanged 258 SP:Iteration 32Q (903.610000 sec): 3 clusters Score: Raw -1491559.440732 + Penalty 912.881139 = -1490646.559593 nChanged 216 SP:Iteration 33Q (903.840000 sec): 3 clusters Score: Raw -1491617.924105 + Penalty 912.881139 = -1490705.042966 nChanged 217 SP:Iteration 34Q (904.120000 sec): 3 clusters Score: Raw -1491681.740444 + Penalty 912.881139 = -1490768.859306 nChanged 225 SP:Iteration 35Q (904.390000 sec): 3 clusters Score: Raw -1491748.017701 + Penalty 912.881139 = -1490835.136563 nChanged 233 SP:Iteration 36Q (904.560000 sec): 3 clusters Score: Raw -1491813.085937 + Penalty 912.881139 = -1490900.204798 nChanged 239 SP:Iteration 37Q (904.850000 sec): 3 clusters Score: Raw -1491879.304939 + Penalty 912.881139 = -1490966.423801 nChanged 216 SP:Iteration 38Q (905.120000 sec): 3 clusters Score: Raw -1491931.568347 + Penalty 912.881139 = -1491018.687209 nChanged 200 SP:Iteration 39Q (905.350000 sec): 3 clusters Score: Raw -1491974.378736 + Penalty 912.881139 = -1491061.497598 nChanged 186 SP:Iteration 40F (905.630000 sec): 3 clusters Score: Raw -1492017.467773 + Penalty 912.881139 = -1491104.586634 nChanged 204 SP:Iteration 41Q (905.910000 sec): 3 clusters Score: Raw -1492067.555073 + Penalty 912.881139 = -1491154.673934 nChanged 226 SP:Iteration 42Q (906.150000 sec): 3 clusters Score: Raw -1492130.958182 + Penalty 912.881139 = -1491218.077043 nChanged 231 SP:Iteration 43Q (906.370000 sec): 3 clusters Score: Raw -1492201.055810 + Penalty 912.881139 = -1491288.174672 nChanged 255 SP:Iteration 44Q (906.650000 sec): 3 clusters Score: Raw -1492286.491073 + Penalty 912.881139 = -1491373.609935 nChanged 290 SP:Iteration 45Q (906.830000 sec): 3 clusters Score: Raw -1492389.221400 + Penalty 912.881139 = -1491476.340261 nChanged 295 SP:Iteration 46Q (907.040000 sec): 3 clusters Score: Raw -1492505.691808 + Penalty 912.881139 = -1491592.810669 nChanged 295 SP:Iteration 47Q (907.310000 sec): 3 clusters Score: Raw -1492624.698100 + Penalty 912.881139 = -1491711.816962 nChanged 289 SP:Iteration 48Q (907.590000 sec): 3 clusters Score: Raw -1492736.280462 + Penalty 912.881139 = -1491823.399323 nChanged 301 SP:Iteration 49Q (907.830000 sec): 3 clusters Score: Raw -1492833.766699 + Penalty 912.881139 = -1491920.885560 nChanged 261 SP:Iteration 50Q (908.140000 sec): 3 clusters Score: Raw -1492910.893485 + Penalty 912.881139 = -1491998.012346 nChanged 266 SP:Iteration 51Q (908.370000 sec): 3 clusters Score: Raw -1492991.408484 + Penalty 912.881139 = -1492078.527346 nChanged 262 SP:Iteration 52Q (908.620000 sec): 3 clusters Score: Raw -1493067.566300 + Penalty 912.881139 = -1492154.685162 nChanged 228 SP:Iteration 53Q (908.900000 sec): 3 clusters Score: Raw -1493134.861242 + Penalty 912.881139 = -1492221.980103 nChanged 215 SP:Iteration 54Q (909.140000 sec): 3 clusters Score: Raw -1493197.158299 + Penalty 912.881139 = -1492284.277160 nChanged 221 SP:Iteration 55Q (909.350000 sec): 3 clusters Score: Raw -1493266.685484 + Penalty 912.881139 = -1492353.804345 nChanged 215 SP:Iteration 56Q (909.600000 sec): 3 clusters Score: Raw -1493336.471486 + Penalty 912.881139 = -1492423.590347 nChanged 214 SP:Iteration 57Q (909.830000 sec): 3 clusters Score: Raw -1493407.821863 + Penalty 912.881139 = -1492494.940725 nChanged 179 SP:Iteration 58Q (910.140000 sec): 3 clusters Score: Raw -1493461.734633 + Penalty 912.881139 = -1492548.853494 nChanged 149 SP:Iteration 59Q (910.370000 sec): 3 clusters Score: Raw -1493503.807368 + Penalty 912.881139 = -1492590.926229 nChanged 130 SP:Iteration 60F (910.670000 sec): 3 clusters Score: Raw -1493540.268620 + Penalty 912.881139 = -1492627.387481 nChanged 128 SP:Iteration 61Q (910.950000 sec): 3 clusters Score: Raw -1493584.426962 + Penalty 912.881139 = -1492671.545824 nChanged 125 SP:Iteration 62Q (911.200000 sec): 3 clusters Score: Raw -1493626.781698 + Penalty 912.881139 = -1492713.900559 nChanged 117 SP:Iteration 63Q (911.430000 sec): 3 clusters Score: Raw -1493662.255706 + Penalty 912.881139 = -1492749.374567 nChanged 98 SP:Iteration 64Q (911.670000 sec): 3 clusters Score: Raw -1493688.677451 + Penalty 912.881139 = -1492775.796312 nChanged 93 SP:Iteration 65Q (911.910000 sec): 3 clusters Score: Raw -1493718.552999 + Penalty 912.881139 = -1492805.671860 nChanged 98 SP:Iteration 66Q (912.140000 sec): 3 clusters Score: Raw -1493744.701320 + Penalty 912.881139 = -1492831.820181 nChanged 87 SP:Iteration 67Q (912.420000 sec): 3 clusters Score: Raw -1493774.710292 + Penalty 912.881139 = -1492861.829153 nChanged 93 SP:Iteration 68Q (912.670000 sec): 3 clusters Score: Raw -1493805.556111 + Penalty 912.881139 = -1492892.674972 nChanged 73 SP:Iteration 69Q (912.990000 sec): 3 clusters Score: Raw -1493823.774734 + Penalty 912.881139 = -1492910.893595 nChanged 50 SP:Iteration 70Q (913.210000 sec): 3 clusters Score: Raw -1493836.554556 + Penalty 912.881139 = -1492923.673417 nChanged 52 SP:Iteration 71Q (913.440000 sec): 3 clusters Score: Raw -1493849.292225 + Penalty 912.881139 = -1492936.411086 nChanged 56 SP:Iteration 72Q (913.780000 sec): 3 clusters Score: Raw -1493862.994369 + Penalty 912.881139 = -1492950.113230 nChanged 45 SP:Iteration 73Q (914.050000 sec): 3 clusters Score: Raw -1493877.295260 + Penalty 912.881139 = -1492964.414121 nChanged 39 SP:Iteration 74Q (914.300000 sec): 3 clusters Score: Raw -1493889.458955 + Penalty 912.881139 = -1492976.577816 nChanged 30 SP:Iteration 75Q (914.610000 sec): 3 clusters Score: Raw -1493897.915366 + Penalty 912.881139 = -1492985.034227 nChanged 36 SP:Iteration 76Q (914.840000 sec): 3 clusters Score: Raw -1493910.507602 + Penalty 912.881139 = -1492997.626464 nChanged 36 SP:Iteration 77Q (915.140000 sec): 3 clusters Score: Raw -1493921.889648 + Penalty 912.881139 = -1493009.008510 nChanged 32 SP:Iteration 78Q (915.370000 sec): 3 clusters Score: Raw -1493930.749810 + Penalty 912.881139 = -1493017.868671 nChanged 27 SP:Iteration 79Q (915.680000 sec): 3 clusters Score: Raw -1493936.355773 + Penalty 912.881139 = -1493023.474635 nChanged 15 SP:Iteration 80F (915.910000 sec): 3 clusters Score: Raw -1493939.002482 + Penalty 912.881139 = -1493026.121343 nChanged 12 SP:Iteration 81Q (916.180000 sec): 3 clusters Score: Raw -1493941.033093 + Penalty 912.881139 = -1493028.151954 nChanged 12 SP:Iteration 82Q (916.410000 sec): 3 clusters Score: Raw -1493943.081966 + Penalty 912.881139 = -1493030.200827 nChanged 11 SP:Iteration 83Q (916.680000 sec): 3 clusters Score: Raw -1493945.511504 + Penalty 912.881139 = -1493032.630365 nChanged 13 SP:Iteration 84Q (916.940000 sec): 3 clusters Score: Raw -1493949.283049 + Penalty 912.881139 = -1493036.401910 nChanged 10 SP:Iteration 85Q (917.230000 sec): 3 clusters Score: Raw -1493953.544929 + Penalty 912.881139 = -1493040.663790 nChanged 13 SP:Iteration 86Q (917.490000 sec): 3 clusters Score: Raw -1493957.665412 + Penalty 912.881139 = -1493044.784273 nChanged 12 SP:Iteration 87Q (917.770000 sec): 3 clusters Score: Raw -1493961.548200 + Penalty 912.881139 = -1493048.667062 nChanged 13 SP:Iteration 88Q (917.980000 sec): 3 clusters Score: Raw -1493965.315111 + Penalty 912.881139 = -1493052.433972 nChanged 18 SP:Iteration 89Q (918.320000 sec): 3 clusters Score: Raw -1493969.562070 + Penalty 912.881139 = -1493056.680931 nChanged 12 SP:Iteration 90Q (918.570000 sec): 3 clusters Score: Raw -1493974.331809 + Penalty 912.881139 = -1493061.450670 nChanged 12 SP:Iteration 91Q (918.860000 sec): 3 clusters Score: Raw -1493977.739862 + Penalty 912.881139 = -1493064.858723 nChanged 16 SP:Iteration 92Q (919.140000 sec): 3 clusters Score: Raw -1493982.271327 + Penalty 912.881139 = -1493069.390188 nChanged 16 SP:Iteration 93Q (919.410000 sec): 3 clusters Score: Raw -1493985.347567 + Penalty 912.881139 = -1493072.466428 nChanged 9 SP:Iteration 94Q (919.680000 sec): 3 clusters Score: Raw -1493986.981895 + Penalty 912.881139 = -1493074.100756 nChanged 8 SP:Iteration 95Q (919.900000 sec): 3 clusters Score: Raw -1493988.465158 + Penalty 912.881139 = -1493075.584019 nChanged 8 SP:Iteration 96Q (920.210000 sec): 3 clusters Score: Raw -1493989.738100 + Penalty 912.881139 = -1493076.856961 nChanged 9 SP:Iteration 97Q (920.430000 sec): 3 clusters Score: Raw -1493991.498337 + Penalty 912.881139 = -1493078.617198 nChanged 10 SP:Iteration 98Q (920.720000 sec): 3 clusters Score: Raw -1493993.371407 + Penalty 912.881139 = -1493080.490268 nChanged 9 SP:Iteration 99Q (920.950000 sec): 3 clusters Score: Raw -1493994.590707 + Penalty 912.881139 = -1493081.709569 nChanged 7 SP:Iteration 100F (921.160000 sec): 3 clusters Score: Raw -1493995.772883 + Penalty 912.881139 = -1493082.891744 nChanged 5 SP:Iteration 101Q (921.490000 sec): 3 clusters Score: Raw -1493996.383706 + Penalty 912.881139 = -1493083.502567 nChanged 5 SP:Iteration 102Q (921.690000 sec): 3 clusters Score: Raw -1493997.261590 + Penalty 912.881139 = -1493084.380451 nChanged 4 SP:Iteration 103Q (921.950000 sec): 3 clusters Score: Raw -1493998.389988 + Penalty 912.881139 = -1493085.508849 nChanged 5 SP:Iteration 104Q (922.200000 sec): 3 clusters Score: Raw -1493999.415415 + Penalty 912.881139 = -1493086.534276 nChanged 5 SP:Iteration 105Q (922.470000 sec): 3 clusters Score: Raw -1494000.129577 + Penalty 912.881139 = -1493087.248438 nChanged 3 SP:Iteration 106Q (922.710000 sec): 3 clusters Score: Raw -1494000.908601 + Penalty 912.881139 = -1493088.027462 nChanged 6 SP:Iteration 107Q (922.950000 sec): 3 clusters Score: Raw -1494002.196978 + Penalty 912.881139 = -1493089.315839 nChanged 6 SP:Iteration 108Q (923.220000 sec): 3 clusters Score: Raw -1494003.472893 + Penalty 912.881139 = -1493090.591755 nChanged 5 SP:Iteration 109Q (923.460000 sec): 3 clusters Score: Raw -1494005.223712 + Penalty 912.881139 = -1493092.342573 nChanged 9 SP:Iteration 110Q (923.640000 sec): 3 clusters Score: Raw -1494008.164308 + Penalty 912.881139 = -1493095.283169 nChanged 7 SP:Iteration 111Q (923.910000 sec): 3 clusters Score: Raw -1494009.590711 + Penalty 912.881139 = -1493096.709572 nChanged 4 SP:Iteration 112Q (924.150000 sec): 3 clusters Score: Raw -1494010.082242 + Penalty 912.881139 = -1493097.201103 nChanged 2 SP:Iteration 113Q (924.420000 sec): 3 clusters Score: Raw -1494010.275449 + Penalty 912.881139 = -1493097.394310 nChanged 1 SP:Iteration 114Q (924.690000 sec): 3 clusters Score: Raw -1494010.349598 + Penalty 912.881139 = -1493097.468459 nChanged 0 SP:Iteration 115F (924.940000 sec): 3 clusters Score: Raw -1494010.349598 + Penalty 912.881139 = -1493097.468459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (925.010000 sec): 2 clusters Score: Raw -16247.347586 + Penalty 269.064387 = -15978.283199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (925.220000 sec): 3 clusters Score: Raw -16140.812231 + Penalty 538.128774 = -15602.683457 nChanged 137 SP:Iteration 1F (925.440000 sec): 3 clusters Score: Raw -16354.891353 + Penalty 538.128774 = -15816.762579 nChanged 37 SP:Iteration 2F (925.610000 sec): 3 clusters Score: Raw -16455.648974 + Penalty 538.128774 = -15917.520200 nChanged 32 SP:Iteration 3F (925.760000 sec): 3 clusters Score: Raw -16554.930705 + Penalty 538.128774 = -16016.801932 nChanged 29 SP:Iteration 4F (925.900000 sec): 3 clusters Score: Raw -16636.785916 + Penalty 538.128774 = -16098.657142 nChanged 27 SP:Iteration 5F (926.070000 sec): 3 clusters Score: Raw -16727.872135 + Penalty 538.128774 = -16189.743362 nChanged 16 SP:Iteration 6Q (926.260000 sec): 3 clusters Score: Raw -16754.851314 + Penalty 538.128774 = -16216.722541 nChanged 7 SP:Iteration 7Q (926.430000 sec): 3 clusters Score: Raw -16761.016827 + Penalty 538.128774 = -16222.888054 nChanged 3 SP:Iteration 8Q (926.640000 sec): 3 clusters Score: Raw -16762.884183 + Penalty 538.128774 = -16224.755409 nChanged 2 SP:Iteration 9Q (926.820000 sec): 3 clusters Score: Raw -16764.527052 + Penalty 538.128774 = -16226.398278 nChanged 0 SP:Iteration 10F (926.990000 sec): 3 clusters Score: Raw -16764.527052 + Penalty 538.128774 = -16226.398278 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 2.65 GB. Trying to split cluster 15 (4969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.080000 sec): 2 clusters Score: Raw -298920.042245 + Penalty 387.249312 = -298532.792933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.250000 sec): 3 clusters Score: Raw -296012.057102 + Penalty 774.498624 = -295237.558478 nChanged 2157 SP:Iteration 1F (927.430000 sec): 3 clusters Score: Raw -297297.644911 + Penalty 774.498624 = -296523.146287 nChanged 411 SP:Iteration 2F (927.610000 sec): 3 clusters Score: Raw -297584.536849 + Penalty 774.498624 = -296810.038224 nChanged 435 SP:Iteration 3F (927.760000 sec): 3 clusters Score: Raw -297930.008080 + Penalty 774.498624 = -297155.509456 nChanged 412 SP:Iteration 4F (927.890000 sec): 3 clusters Score: Raw -298267.437176 + Penalty 774.498624 = -297492.938552 nChanged 312 SP:Iteration 5F (928.090000 sec): 3 clusters Score: Raw -298507.389169 + Penalty 774.498624 = -297732.890545 nChanged 201 SP:Iteration 6Q (928.300000 sec): 3 clusters Score: Raw -298632.991944 + Penalty 774.498624 = -297858.493320 nChanged 126 SP:Iteration 7Q (928.480000 sec): 3 clusters Score: Raw -298693.990631 + Penalty 774.498624 = -297919.492007 nChanged 74 SP:Iteration 8Q (928.660000 sec): 3 clusters Score: Raw -298721.358529 + Penalty 774.498624 = -297946.859905 nChanged 49 SP:Iteration 9Q (928.810000 sec): 3 clusters Score: Raw -298737.538485 + Penalty 774.498624 = -297963.039861 nChanged 36 SP:Iteration 10Q (928.990000 sec): 3 clusters Score: Raw -298752.169725 + Penalty 774.498624 = -297977.671101 nChanged 38 SP:Iteration 11Q (929.170000 sec): 3 clusters Score: Raw -298769.262752 + Penalty 774.498624 = -297994.764128 nChanged 31 SP:Iteration 12Q (929.340000 sec): 3 clusters Score: Raw -298779.219543 + Penalty 774.498624 = -298004.720919 nChanged 23 SP:Iteration 13Q (929.500000 sec): 3 clusters Score: Raw -298785.192408 + Penalty 774.498624 = -298010.693784 nChanged 17 SP:Iteration 14Q (929.680000 sec): 3 clusters Score: Raw -298791.818016 + Penalty 774.498624 = -298017.319392 nChanged 24 SP:Iteration 15Q (929.850000 sec): 3 clusters Score: Raw -298798.956669 + Penalty 774.498624 = -298024.458044 nChanged 28 SP:Iteration 16Q (930.080000 sec): 3 clusters Score: Raw -298805.669138 + Penalty 774.498624 = -298031.170514 nChanged 23 SP:Iteration 17Q (930.210000 sec): 3 clusters Score: Raw -298811.597025 + Penalty 774.498624 = -298037.098401 nChanged 17 SP:Iteration 18Q (930.420000 sec): 3 clusters Score: Raw -298815.199668 + Penalty 774.498624 = -298040.701044 nChanged 18 SP:Iteration 19Q (930.610000 sec): 3 clusters Score: Raw -298818.919100 + Penalty 774.498624 = -298044.420476 nChanged 16 SP:Iteration 20F (930.760000 sec): 3 clusters Score: Raw -298822.017642 + Penalty 774.498624 = -298047.519018 nChanged 9 SP:Iteration 21Q (930.970000 sec): 3 clusters Score: Raw -298823.811578 + Penalty 774.498624 = -298049.312954 nChanged 7 SP:Iteration 22Q (931.160000 sec): 3 clusters Score: Raw -298824.371835 + Penalty 774.498624 = -298049.873211 nChanged 5 SP:Iteration 23Q (931.430000 sec): 3 clusters Score: Raw -298825.179436 + Penalty 774.498624 = -298050.680812 nChanged 5 SP:Iteration 24Q (931.640000 sec): 3 clusters Score: Raw -298826.868875 + Penalty 774.498624 = -298052.370250 nChanged 11 SP:Iteration 25Q (931.850000 sec): 3 clusters Score: Raw -298829.301311 + Penalty 774.498624 = -298054.802687 nChanged 11 SP:Iteration 26Q (932.040000 sec): 3 clusters Score: Raw -298833.148086 + Penalty 774.498624 = -298058.649462 nChanged 14 SP:Iteration 27Q (932.180000 sec): 3 clusters Score: Raw -298838.272194 + Penalty 774.498624 = -298063.773570 nChanged 22 SP:Iteration 28Q (932.340000 sec): 3 clusters Score: Raw -298843.700552 + Penalty 774.498624 = -298069.201928 nChanged 18 SP:Iteration 29Q (932.550000 sec): 3 clusters Score: Raw -298847.949753 + Penalty 774.498624 = -298073.451129 nChanged 14 SP:Iteration 30Q (932.760000 sec): 3 clusters Score: Raw -298851.599194 + Penalty 774.498624 = -298077.100570 nChanged 19 SP:Iteration 31Q (932.970000 sec): 3 clusters Score: Raw -298858.072408 + Penalty 774.498624 = -298083.573784 nChanged 26 SP:Iteration 32Q (933.140000 sec): 3 clusters Score: Raw -298867.671151 + Penalty 774.498624 = -298093.172526 nChanged 32 SP:Iteration 33Q (933.400000 sec): 3 clusters Score: Raw -298878.281189 + Penalty 774.498624 = -298103.782565 nChanged 43 SP:Iteration 34Q (933.630000 sec): 3 clusters Score: Raw -298892.874616 + Penalty 774.498624 = -298118.375992 nChanged 44 SP:Iteration 35Q (933.890000 sec): 3 clusters Score: Raw -298905.159075 + Penalty 774.498624 = -298130.660451 nChanged 41 SP:Iteration 36Q (934.050000 sec): 3 clusters Score: Raw -298913.575349 + Penalty 774.498624 = -298139.076725 nChanged 35 SP:Iteration 37Q (934.230000 sec): 3 clusters Score: Raw -298921.883367 + Penalty 774.498624 = -298147.384742 nChanged 35 SP:Iteration 38Q (934.410000 sec): 3 clusters Score: Raw -298930.782311 + Penalty 774.498624 = -298156.283687 nChanged 32 SP:Iteration 39Q (934.610000 sec): 3 clusters Score: Raw -298937.413698 + Penalty 774.498624 = -298162.915074 nChanged 27 SP:Iteration 40F (934.790000 sec): 3 clusters Score: Raw -298942.470518 + Penalty 774.498624 = -298167.971894 nChanged 25 SP:Iteration 41Q (934.930000 sec): 3 clusters Score: Raw -298946.348992 + Penalty 774.498624 = -298171.850368 nChanged 29 SP:Iteration 42Q (935.100000 sec): 3 clusters Score: Raw -298952.166953 + Penalty 774.498624 = -298177.668329 nChanged 30 SP:Iteration 43Q (935.270000 sec): 3 clusters Score: Raw -298959.997567 + Penalty 774.498624 = -298185.498942 nChanged 31 SP:Iteration 44Q (935.460000 sec): 3 clusters Score: Raw -298967.675935 + Penalty 774.498624 = -298193.177311 nChanged 32 SP:Iteration 45Q (935.650000 sec): 3 clusters Score: Raw -298973.560312 + Penalty 774.498624 = -298199.061688 nChanged 26 SP:Iteration 46Q (935.810000 sec): 3 clusters Score: Raw -298977.583320 + Penalty 774.498624 = -298203.084695 nChanged 17 SP:Iteration 47Q (935.970000 sec): 3 clusters Score: Raw -298980.047481 + Penalty 774.498624 = -298205.548857 nChanged 16 SP:Iteration 48Q (936.170000 sec): 3 clusters Score: Raw -298981.806768 + Penalty 774.498624 = -298207.308144 nChanged 16 SP:Iteration 49Q (936.350000 sec): 3 clusters Score: Raw -298983.988950 + Penalty 774.498624 = -298209.490326 nChanged 15 SP:Iteration 50Q (936.540000 sec): 3 clusters Score: Raw -298986.145145 + Penalty 774.498624 = -298211.646520 nChanged 13 SP:Iteration 51Q (936.750000 sec): 3 clusters Score: Raw -298987.624427 + Penalty 774.498624 = -298213.125803 nChanged 11 SP:Iteration 52Q (936.930000 sec): 3 clusters Score: Raw -298988.943805 + Penalty 774.498624 = -298214.445180 nChanged 12 SP:Iteration 53Q (937.120000 sec): 3 clusters Score: Raw -298990.542017 + Penalty 774.498624 = -298216.043393 nChanged 8 SP:Iteration 54Q (937.370000 sec): 3 clusters Score: Raw -298991.551763 + Penalty 774.498624 = -298217.053139 nChanged 9 SP:Iteration 55Q (937.560000 sec): 3 clusters Score: Raw -298992.363846 + Penalty 774.498624 = -298217.865222 nChanged 4 SP:Iteration 56Q (937.740000 sec): 3 clusters Score: Raw -298992.573025 + Penalty 774.498624 = -298218.074401 nChanged 0 SP:Iteration 57F (937.890000 sec): 3 clusters Score: Raw -298992.573025 + Penalty 774.498624 = -298218.074401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (937.990000 sec): 2 clusters Score: Raw -41821.685565 + Penalty 302.292433 = -41519.393132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (938.130000 sec): 3 clusters Score: Raw -41418.257078 + Penalty 604.584866 = -40813.672212 nChanged 304 SP:Iteration 1F (938.370000 sec): 3 clusters Score: Raw -41732.215221 + Penalty 604.584866 = -41127.630355 nChanged 102 SP:Iteration 2F (938.570000 sec): 3 clusters Score: Raw -41902.742950 + Penalty 604.584866 = -41298.158085 nChanged 78 SP:Iteration 3F (938.780000 sec): 3 clusters Score: Raw -42047.304951 + Penalty 604.584866 = -41442.720086 nChanged 51 SP:Iteration 4F (938.940000 sec): 3 clusters Score: Raw -42151.018728 + Penalty 604.584866 = -41546.433862 nChanged 36 SP:Iteration 5Q (939.100000 sec): 3 clusters Score: Raw -42255.296986 + Penalty 604.584866 = -41650.712120 nChanged 31 SP:Iteration 6Q (939.320000 sec): 3 clusters Score: Raw -42450.309536 + Penalty 604.584866 = -41845.724670 nChanged 18 SP:Iteration 7Q (939.450000 sec): 3 clusters Score: Raw -42543.604544 + Penalty 604.584866 = -41939.019678 nChanged 19 SP:Iteration 8Q (939.630000 sec): 3 clusters Score: Raw -42578.147363 + Penalty 604.584866 = -41973.562497 nChanged 21 SP:Iteration 9Q (939.810000 sec): 3 clusters Score: Raw -42621.410253 + Penalty 604.584866 = -42016.825387 nChanged 24 SP:Iteration 10Q (939.980000 sec): 3 clusters Score: Raw -42683.354620 + Penalty 604.584866 = -42078.769754 nChanged 31 SP:Iteration 11Q (940.130000 sec): 3 clusters Score: Raw -42817.657358 + Penalty 604.584866 = -42213.072493 nChanged 26 SP:Iteration 12Q (940.310000 sec): 3 clusters Score: Raw -42916.915784 + Penalty 604.584866 = -42312.330918 nChanged 13 SP:Iteration 13Q (940.480000 sec): 3 clusters Score: Raw -42949.873579 + Penalty 604.584866 = -42345.288713 nChanged 8 SP:Iteration 14Q (940.690000 sec): 3 clusters Score: Raw -42971.202021 + Penalty 604.584866 = -42366.617155 nChanged 9 SP:Iteration 15Q (940.860000 sec): 3 clusters Score: Raw -42991.463178 + Penalty 604.584866 = -42386.878312 nChanged 9 SP:Iteration 16Q (941.060000 sec): 3 clusters Score: Raw -43008.513118 + Penalty 604.584866 = -42403.928252 nChanged 8 SP:Iteration 17Q (941.210000 sec): 3 clusters Score: Raw -43017.129611 + Penalty 604.584866 = -42412.544745 nChanged 7 SP:Iteration 18Q (941.400000 sec): 3 clusters Score: Raw -43024.790824 + Penalty 604.584866 = -42420.205958 nChanged 8 SP:Iteration 19Q (941.630000 sec): 3 clusters Score: Raw -43033.480764 + Penalty 604.584866 = -42428.895898 nChanged 7 SP:Iteration 20F (941.820000 sec): 3 clusters Score: Raw -43038.494610 + Penalty 604.584866 = -42433.909744 nChanged 4 SP:Iteration 21Q (942.050000 sec): 3 clusters Score: Raw -43041.475564 + Penalty 604.584866 = -42436.890698 nChanged 5 SP:Iteration 22Q (942.250000 sec): 3 clusters Score: Raw -43043.687379 + Penalty 604.584866 = -42439.102513 nChanged 2 SP:Iteration 23Q (942.420000 sec): 3 clusters Score: Raw -43044.195365 + Penalty 604.584866 = -42439.610499 nChanged 2 SP:Iteration 24Q (942.650000 sec): 3 clusters Score: Raw -43044.776041 + Penalty 604.584866 = -42440.191176 nChanged 1 SP:Iteration 25Q (942.820000 sec): 3 clusters Score: Raw -43045.308462 + Penalty 604.584866 = -42440.723596 nChanged 1 SP:Iteration 26Q (943.020000 sec): 3 clusters Score: Raw -43045.616487 + Penalty 604.584866 = -42441.031621 nChanged 2 SP:Iteration 27Q (943.230000 sec): 3 clusters Score: Raw -43046.424853 + Penalty 604.584866 = -42441.839987 nChanged 1 SP:Iteration 28Q (943.440000 sec): 3 clusters Score: Raw -43046.647416 + Penalty 604.584866 = -42442.062550 nChanged 1 SP:Iteration 29Q (943.630000 sec): 3 clusters Score: Raw -43046.900777 + Penalty 604.584866 = -42442.315912 nChanged 2 SP:Iteration 30Q (943.780000 sec): 3 clusters Score: Raw -43047.807309 + Penalty 604.584866 = -42443.222444 nChanged 2 SP:Iteration 31Q (943.970000 sec): 3 clusters Score: Raw -43048.382147 + Penalty 604.584866 = -42443.797281 nChanged 1 SP:Iteration 32Q (944.180000 sec): 3 clusters Score: Raw -43048.795163 + Penalty 604.584866 = -42444.210297 nChanged 1 SP:Iteration 33Q (944.390000 sec): 3 clusters Score: Raw -43049.116483 + Penalty 604.584866 = -42444.531618 nChanged 1 SP:Iteration 34Q (944.550000 sec): 3 clusters Score: Raw -43049.351261 + Penalty 604.584866 = -42444.766396 nChanged 2 SP:Iteration 35Q (944.710000 sec): 3 clusters Score: Raw -43050.831861 + Penalty 604.584866 = -42446.246995 nChanged 1 SP:Iteration 36Q (944.920000 sec): 3 clusters Score: Raw -43051.086539 + Penalty 604.584866 = -42446.501673 nChanged 1 SP:Iteration 37Q (945.070000 sec): 3 clusters Score: Raw -43051.679807 + Penalty 604.584866 = -42447.094942 nChanged 0 SP:Iteration 38F (945.230000 sec): 3 clusters Score: Raw -43051.679807 + Penalty 604.584866 = -42447.094942 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 2.65 GB. Trying to split cluster 17 (293328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.050000 sec): 2 clusters Score: Raw -18563740.018153 + Penalty 572.801626 = -18563167.216527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.830000 sec): 3 clusters Score: Raw -18364374.317960 + Penalty 1145.603251 = -18363228.714709 nChanged 144658 SP:Iteration 1F (947.660000 sec): 3 clusters Score: Raw -18460987.097736 + Penalty 1145.603251 = -18459841.494485 nChanged 15442 SP:Iteration 2F (948.570000 sec): 3 clusters Score: Raw -18470787.036242 + Penalty 1145.603251 = -18469641.432991 nChanged 18695 SP:Iteration 3F (949.530000 sec): 3 clusters Score: Raw -18485617.048303 + Penalty 1145.603251 = -18484471.445051 nChanged 20309 SP:Iteration 4F (950.490000 sec): 3 clusters Score: Raw -18502296.637636 + Penalty 1145.603251 = -18501151.034384 nChanged 18097 SP:Iteration 5F (951.580000 sec): 3 clusters Score: Raw -18514039.189021 + Penalty 1145.603251 = -18512893.585769 nChanged 13032 SP:Iteration 6Q (952.570000 sec): 3 clusters Score: Raw -18519437.530674 + Penalty 1145.603251 = -18518291.927423 nChanged 8081 SP:Iteration 7Q (953.580000 sec): 3 clusters Score: Raw -18521526.212892 + Penalty 1145.603251 = -18520380.609641 nChanged 5222 SP:Iteration 8Q (954.500000 sec): 3 clusters Score: Raw -18522690.230461 + Penalty 1145.603251 = -18521544.627210 nChanged 4222 SP:Iteration 9Q (955.430000 sec): 3 clusters Score: Raw -18523699.769737 + Penalty 1145.603251 = -18522554.166486 nChanged 4323 SP:Iteration 10Q (956.340000 sec): 3 clusters Score: Raw -18524853.669741 + Penalty 1145.603251 = -18523708.066489 nChanged 4694 SP:Iteration 11Q (957.360000 sec): 3 clusters Score: Raw -18526237.876686 + Penalty 1145.603251 = -18525092.273435 nChanged 4994 SP:Iteration 12Q (958.360000 sec): 3 clusters Score: Raw -18527847.231831 + Penalty 1145.603251 = -18526701.628580 nChanged 5318 SP:Iteration 13Q (959.340000 sec): 3 clusters Score: Raw -18529796.296331 + Penalty 1145.603251 = -18528650.693080 nChanged 5672 SP:Iteration 14Q (960.380000 sec): 3 clusters Score: Raw -18532086.802996 + Penalty 1145.603251 = -18530941.199745 nChanged 5839 SP:Iteration 15Q (961.350000 sec): 3 clusters Score: Raw -18534699.588195 + Penalty 1145.603251 = -18533553.984944 nChanged 5979 SP:Iteration 16Q (962.390000 sec): 3 clusters Score: Raw -18537670.304553 + Penalty 1145.603251 = -18536524.701302 nChanged 6156 SP:Iteration 17Q (963.310000 sec): 3 clusters Score: Raw -18541033.545506 + Penalty 1145.603251 = -18539887.942255 nChanged 5905 SP:Iteration 18Q (964.170000 sec): 3 clusters Score: Raw -18544397.366533 + Penalty 1145.603251 = -18543251.763282 nChanged 5558 SP:Iteration 19Q (965.150000 sec): 3 clusters Score: Raw -18547641.420227 + Penalty 1145.603251 = -18546495.816976 nChanged 5152 SP:Iteration 20F (966.210000 sec): 3 clusters Score: Raw -18550734.660994 + Penalty 1145.603251 = -18549589.057743 nChanged 4651 SP:Iteration 21Q (967.170000 sec): 3 clusters Score: Raw -18553536.184033 + Penalty 1145.603251 = -18552390.580781 nChanged 4080 SP:Iteration 22Q (967.990000 sec): 3 clusters Score: Raw -18556010.075504 + Penalty 1145.603251 = -18554864.472253 nChanged 3533 SP:Iteration 23Q (968.750000 sec): 3 clusters Score: Raw -18558335.838521 + Penalty 1145.603251 = -18557190.235270 nChanged 3076 SP:Iteration 24Q (969.590000 sec): 3 clusters Score: Raw -18560477.190909 + Penalty 1145.603251 = -18559331.587658 nChanged 2401 SP:Iteration 25Q (970.490000 sec): 3 clusters Score: Raw -18562157.227073 + Penalty 1145.603251 = -18561011.623822 nChanged 1823 SP:Iteration 26Q (971.350000 sec): 3 clusters Score: Raw -18563268.458017 + Penalty 1145.603251 = -18562122.854766 nChanged 1348 SP:Iteration 27Q (972.300000 sec): 3 clusters Score: Raw -18563932.538339 + Penalty 1145.603251 = -18562786.935088 nChanged 980 SP:Iteration 28Q (973.190000 sec): 3 clusters Score: Raw -18564324.364991 + Penalty 1145.603251 = -18563178.761740 nChanged 738 SP:Iteration 29Q (973.980000 sec): 3 clusters Score: Raw -18564554.949144 + Penalty 1145.603251 = -18563409.345893 nChanged 582 SP:Iteration 30Q (974.850000 sec): 3 clusters Score: Raw -18564718.410393 + Penalty 1145.603251 = -18563572.807142 nChanged 443 SP:Iteration 31Q (975.760000 sec): 3 clusters Score: Raw -18564821.146286 + Penalty 1145.603251 = -18563675.543035 nChanged 330 SP:Iteration 32Q (976.680000 sec): 3 clusters Score: Raw -18564884.343427 + Penalty 1145.603251 = -18563738.740176 nChanged 257 SP:Iteration 33Q (977.590000 sec): 3 clusters Score: Raw -18564924.569990 + Penalty 1145.603251 = -18563778.966739 nChanged 232 SP:Iteration 34Q (978.530000 sec): 3 clusters Score: Raw -18564959.824847 + Penalty 1145.603251 = -18563814.221596 nChanged 180 SP:Iteration 35Q (979.440000 sec): 3 clusters Score: Raw -18564983.497559 + Penalty 1145.603251 = -18563837.894307 nChanged 135 SP:Iteration 36Q (980.430000 sec): 3 clusters Score: Raw -18564996.759799 + Penalty 1145.603251 = -18563851.156548 nChanged 98 SP:Iteration 37Q (981.240000 sec): 3 clusters Score: Raw -18565006.854299 + Penalty 1145.603251 = -18563861.251048 nChanged 88 SP:Iteration 38Q (982.120000 sec): 3 clusters Score: Raw -18565014.220985 + Penalty 1145.603251 = -18563868.617734 nChanged 67 SP:Iteration 39Q (983.000000 sec): 3 clusters Score: Raw -18565018.706974 + Penalty 1145.603251 = -18563873.103723 nChanged 51 SP:Iteration 40F (983.960000 sec): 3 clusters Score: Raw -18565022.008118 + Penalty 1145.603251 = -18563876.404867 nChanged 50 SP:Iteration 41Q (984.900000 sec): 3 clusters Score: Raw -18565025.170952 + Penalty 1145.603251 = -18563879.567701 nChanged 49 SP:Iteration 42Q (985.770000 sec): 3 clusters Score: Raw -18565027.667416 + Penalty 1145.603251 = -18563882.064165 nChanged 35 SP:Iteration 43Q (986.640000 sec): 3 clusters Score: Raw -18565029.559001 + Penalty 1145.603251 = -18563883.955750 nChanged 28 SP:Iteration 44Q (987.470000 sec): 3 clusters Score: Raw -18565030.898114 + Penalty 1145.603251 = -18563885.294863 nChanged 16 SP:Iteration 45Q (988.380000 sec): 3 clusters Score: Raw -18565031.714057 + Penalty 1145.603251 = -18563886.110806 nChanged 21 SP:Iteration 46Q (989.280000 sec): 3 clusters Score: Raw -18565032.516597 + Penalty 1145.603251 = -18563886.913346 nChanged 19 SP:Iteration 47Q (990.310000 sec): 3 clusters Score: Raw -18565033.171342 + Penalty 1145.603251 = -18563887.568091 nChanged 12 SP:Iteration 48Q (991.200000 sec): 3 clusters Score: Raw -18565033.572838 + Penalty 1145.603251 = -18563887.969587 nChanged 9 SP:Iteration 49Q (992.140000 sec): 3 clusters Score: Raw -18565033.861815 + Penalty 1145.603251 = -18563888.258563 nChanged 9 SP:Iteration 50Q (993.110000 sec): 3 clusters Score: Raw -18565034.194291 + Penalty 1145.603251 = -18563888.591040 nChanged 5 SP:Iteration 51Q (994.080000 sec): 3 clusters Score: Raw -18565034.301498 + Penalty 1145.603251 = -18563888.698247 nChanged 2 SP:Iteration 52Q (995.160000 sec): 3 clusters Score: Raw -18565034.324935 + Penalty 1145.603251 = -18563888.721684 nChanged 0 SP:Iteration 53F (996.310000 sec): 3 clusters Score: Raw -18565034.324935 + Penalty 1145.603251 = -18563888.721684 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 2.65 GB. Trying to split cluster 18 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (996.590000 sec): 2 clusters Score: Raw -19507.292857 + Penalty 274.723127 = -19232.569730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (996.800000 sec): 3 clusters Score: Raw -19373.703273 + Penalty 549.446254 = -18824.257020 nChanged 160 SP:Iteration 1F (996.970000 sec): 3 clusters Score: Raw -19560.404770 + Penalty 549.446254 = -19010.958517 nChanged 47 SP:Iteration 2F (997.160000 sec): 3 clusters Score: Raw -19685.499703 + Penalty 549.446254 = -19136.053449 nChanged 30 SP:Iteration 3F (997.350000 sec): 3 clusters Score: Raw -19804.485085 + Penalty 549.446254 = -19255.038832 nChanged 39 SP:Iteration 4F (997.560000 sec): 3 clusters Score: Raw -19901.046933 + Penalty 549.446254 = -19351.600679 nChanged 21 SP:Iteration 5F (997.740000 sec): 3 clusters Score: Raw -19986.071938 + Penalty 549.446254 = -19436.625684 nChanged 15 SP:Iteration 6Q (997.910000 sec): 3 clusters Score: Raw -20007.318219 + Penalty 549.446254 = -19457.871965 nChanged 11 SP:Iteration 7Q (998.080000 sec): 3 clusters Score: Raw -20020.165560 + Penalty 549.446254 = -19470.719307 nChanged 3 SP:Iteration 8Q (998.330000 sec): 3 clusters Score: Raw -20022.514109 + Penalty 549.446254 = -19473.067855 nChanged 3 SP:Iteration 9Q (998.430000 sec): 3 clusters Score: Raw -20028.322936 + Penalty 549.446254 = -19478.876682 nChanged 3 SP:Iteration 10Q (998.620000 sec): 3 clusters Score: Raw -20038.181560 + Penalty 549.446254 = -19488.735306 nChanged 0 SP:Iteration 11F (998.840000 sec): 3 clusters Score: Raw -20038.181560 + Penalty 549.446254 = -19488.735306 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 2.65 GB. Trying to split cluster 19 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (998.940000 sec): 2 clusters Score: Raw -42550.652691 + Penalty 300.908982 = -42249.743709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.110000 sec): 3 clusters Score: Raw -42246.408217 + Penalty 601.817964 = -41644.590253 nChanged 283 SP:Iteration 1F (999.300000 sec): 3 clusters Score: Raw -42581.920786 + Penalty 601.817964 = -41980.102822 nChanged 83 SP:Iteration 2F (999.500000 sec): 3 clusters Score: Raw -42695.031939 + Penalty 601.817964 = -42093.213975 nChanged 38 SP:Iteration 3F (999.660000 sec): 3 clusters Score: Raw -42745.364329 + Penalty 601.817964 = -42143.546365 nChanged 36 SP:Iteration 4Q (999.840000 sec): 3 clusters Score: Raw -42837.188307 + Penalty 601.817964 = -42235.370343 nChanged 31 SP:Iteration 5Q (1000.030000 sec): 3 clusters Score: Raw -42889.774403 + Penalty 601.817964 = -42287.956439 nChanged 25 SP:Iteration 6Q (1000.220000 sec): 3 clusters Score: Raw -42959.844315 + Penalty 601.817964 = -42358.026351 nChanged 24 SP:Iteration 7Q (1000.410000 sec): 3 clusters Score: Raw -43053.642671 + Penalty 601.817964 = -42451.824707 nChanged 23 SP:Iteration 8Q (1000.600000 sec): 3 clusters Score: Raw -43120.797909 + Penalty 601.817964 = -42518.979945 nChanged 16 SP:Iteration 9Q (1000.810000 sec): 3 clusters Score: Raw -43149.908922 + Penalty 601.817964 = -42548.090958 nChanged 8 SP:Iteration 10Q (1001.040000 sec): 3 clusters Score: Raw -43156.998170 + Penalty 601.817964 = -42555.180207 nChanged 5 SP:Iteration 11Q (1001.210000 sec): 3 clusters Score: Raw -43161.480477 + Penalty 601.817964 = -42559.662514 nChanged 3 SP:Iteration 12Q (1001.400000 sec): 3 clusters Score: Raw -43163.898821 + Penalty 601.817964 = -42562.080857 nChanged 4 SP:Iteration 13Q (1001.590000 sec): 3 clusters Score: Raw -43166.654728 + Penalty 601.817964 = -42564.836764 nChanged 1 SP:Iteration 14Q (1001.840000 sec): 3 clusters Score: Raw -43168.577891 + Penalty 601.817964 = -42566.759927 nChanged 0 SP:Iteration 15F (1002.020000 sec): 3 clusters Score: Raw -43168.577891 + Penalty 601.817964 = -42566.759927 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 2.65 GB. Trying to split cluster 20 (5658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1002.140000 sec): 2 clusters Score: Raw -358878.600511 + Penalty 393.157572 = -358485.442939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1002.340000 sec): 3 clusters Score: Raw -355497.173112 + Penalty 786.315143 = -354710.857968 nChanged 2553 SP:Iteration 1F (1002.590000 sec): 3 clusters Score: Raw -356981.653444 + Penalty 786.315143 = -356195.338301 nChanged 348 SP:Iteration 2F (1002.750000 sec): 3 clusters Score: Raw -357167.365693 + Penalty 786.315143 = -356381.050550 nChanged 361 SP:Iteration 3F (1002.920000 sec): 3 clusters Score: Raw -357405.067207 + Penalty 786.315143 = -356618.752064 nChanged 371 SP:Iteration 4F (1003.150000 sec): 3 clusters Score: Raw -357710.540711 + Penalty 786.315143 = -356924.225568 nChanged 438 SP:Iteration 5F (1003.300000 sec): 3 clusters Score: Raw -358150.905775 + Penalty 786.315143 = -357364.590632 nChanged 397 SP:Iteration 6F (1003.490000 sec): 3 clusters Score: Raw -358549.384681 + Penalty 786.315143 = -357763.069538 nChanged 261 SP:Iteration 7Q (1003.720000 sec): 3 clusters Score: Raw -358818.680353 + Penalty 786.315143 = -358032.365209 nChanged 154 SP:Iteration 8Q (1003.940000 sec): 3 clusters Score: Raw -358973.934035 + Penalty 786.315143 = -358187.618892 nChanged 99 SP:Iteration 9Q (1004.170000 sec): 3 clusters Score: Raw -359066.171166 + Penalty 786.315143 = -358279.856023 nChanged 75 SP:Iteration 10Q (1004.380000 sec): 3 clusters Score: Raw -359135.465429 + Penalty 786.315143 = -358349.150285 nChanged 72 SP:Iteration 11Q (1004.620000 sec): 3 clusters Score: Raw -359190.471422 + Penalty 786.315143 = -358404.156278 nChanged 50 SP:Iteration 12Q (1004.800000 sec): 3 clusters Score: Raw -359212.855128 + Penalty 786.315143 = -358426.539984 nChanged 25 SP:Iteration 13Q (1005.050000 sec): 3 clusters Score: Raw -359220.492790 + Penalty 786.315143 = -358434.177646 nChanged 18 SP:Iteration 14Q (1005.280000 sec): 3 clusters Score: Raw -359224.138377 + Penalty 786.315143 = -358437.823234 nChanged 14 SP:Iteration 15Q (1005.500000 sec): 3 clusters Score: Raw -359226.589881 + Penalty 786.315143 = -358440.274738 nChanged 5 SP:Iteration 16Q (1005.660000 sec): 3 clusters Score: Raw -359227.566062 + Penalty 786.315143 = -358441.250919 nChanged 3 SP:Iteration 17Q (1005.860000 sec): 3 clusters Score: Raw -359228.147064 + Penalty 786.315143 = -358441.831921 nChanged 4 SP:Iteration 18Q (1006.060000 sec): 3 clusters Score: Raw -359229.004623 + Penalty 786.315143 = -358442.689480 nChanged 2 SP:Iteration 19Q (1006.270000 sec): 3 clusters Score: Raw -359229.275973 + Penalty 786.315143 = -358442.960829 nChanged 0 SP:Iteration 20F (1006.480000 sec): 3 clusters Score: Raw -359229.275973 + Penalty 786.315143 = -358442.960829 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1006.580000 sec): 2 clusters Score: Raw -10954.864539 + Penalty 235.514813 = -10719.349726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1006.770000 sec): 3 clusters Score: Raw -10947.951236 + Penalty 471.029626 = -10476.921611 nChanged 42 SP:Iteration 1F (1006.940000 sec): 3 clusters Score: Raw -10991.947842 + Penalty 471.029626 = -10520.918216 nChanged 11 SP:Iteration 2F (1007.090000 sec): 3 clusters Score: Raw -11006.353049 + Penalty 471.029626 = -10535.323423 nChanged 3 SP:Iteration 3Q (1007.340000 sec): 3 clusters Score: Raw -11008.661369 + Penalty 471.029626 = -10537.631743 nChanged 3 SP:Iteration 4Q (1007.530000 sec): 3 clusters Score: Raw -11012.669253 + Penalty 471.029626 = -10541.639627 nChanged 4 SP:Iteration 5Q (1007.700000 sec): 3 clusters Score: Raw -11021.257663 + Penalty 471.029626 = -10550.228037 nChanged 1 SP:Iteration 6Q (1007.890000 sec): 3 clusters Score: Raw -11023.062370 + Penalty 471.029626 = -10552.032745 nChanged 1 SP:Iteration 7Q (1008.130000 sec): 3 clusters Score: Raw -11023.292766 + Penalty 471.029626 = -10552.263140 nChanged 0 SP:Iteration 8F (1008.320000 sec): 3 clusters Score: Raw -11023.292766 + Penalty 471.029626 = -10552.263140 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1008.380000 sec): 2 clusters Score: Raw -8123.944963 + Penalty 222.167487 = -7901.777475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1008.630000 sec): 3 clusters Score: Raw -8120.120864 + Penalty 444.334975 = -7675.785889 nChanged 25 SP:Iteration 1F (1008.820000 sec): 3 clusters Score: Raw -8181.593552 + Penalty 444.334975 = -7737.258577 nChanged 10 SP:Iteration 2F (1009.030000 sec): 3 clusters Score: Raw -8201.007233 + Penalty 444.334975 = -7756.672258 nChanged 2 SP:Iteration 3Q (1009.200000 sec): 3 clusters Score: Raw -8204.425033 + Penalty 444.334975 = -7760.090058 nChanged 0 SP:Iteration 4F (1009.370000 sec): 3 clusters Score: Raw -8204.425033 + Penalty 444.334975 = -7760.090058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1009.490000 sec): 2 clusters Score: Raw -19661.649926 + Penalty 270.397372 = -19391.252555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1009.660000 sec): 3 clusters Score: Raw -19562.199598 + Penalty 540.794743 = -19021.404855 nChanged 130 SP:Iteration 1F (1009.890000 sec): 3 clusters Score: Raw -19809.865900 + Penalty 540.794743 = -19269.071157 nChanged 46 SP:Iteration 2F (1010.080000 sec): 3 clusters Score: Raw -19970.293423 + Penalty 540.794743 = -19429.498680 nChanged 32 SP:Iteration 3F (1010.250000 sec): 3 clusters Score: Raw -20126.565227 + Penalty 540.794743 = -19585.770484 nChanged 26 SP:Iteration 4F (1010.490000 sec): 3 clusters Score: Raw -20250.619795 + Penalty 540.794743 = -19709.825052 nChanged 13 SP:Iteration 5Q (1010.670000 sec): 3 clusters Score: Raw -20281.005796 + Penalty 540.794743 = -19740.211053 nChanged 9 SP:Iteration 6Q (1010.850000 sec): 3 clusters Score: Raw -20292.881189 + Penalty 540.794743 = -19752.086446 nChanged 5 SP:Iteration 7Q (1011.110000 sec): 3 clusters Score: Raw -20301.788330 + Penalty 540.794743 = -19760.993587 nChanged 5 SP:Iteration 8Q (1011.300000 sec): 3 clusters Score: Raw -20310.987902 + Penalty 540.794743 = -19770.193159 nChanged 3 SP:Iteration 9Q (1011.480000 sec): 3 clusters Score: Raw -20314.529427 + Penalty 540.794743 = -19773.734684 nChanged 1 SP:Iteration 10Q (1011.670000 sec): 3 clusters Score: Raw -20315.495588 + Penalty 540.794743 = -19774.700845 nChanged 0 SP:Iteration 11F (1011.890000 sec): 3 clusters Score: Raw -20315.495588 + Penalty 540.794743 = -19774.700845 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 2.65 GB. Trying to split cluster 24 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1012.000000 sec): 2 clusters Score: Raw -30673.273142 + Penalty 279.266581 = -30394.006561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.170000 sec): 3 clusters Score: Raw -30468.725109 + Penalty 558.533162 = -29910.191947 nChanged 164 SP:Iteration 1F (1012.350000 sec): 3 clusters Score: Raw -30596.091240 + Penalty 558.533162 = -30037.558078 nChanged 42 SP:Iteration 2F (1012.550000 sec): 3 clusters Score: Raw -30640.196755 + Penalty 558.533162 = -30081.663593 nChanged 25 SP:Iteration 3F (1012.720000 sec): 3 clusters Score: Raw -30663.215954 + Penalty 558.533162 = -30104.682792 nChanged 20 SP:Iteration 4Q (1012.910000 sec): 3 clusters Score: Raw -30684.964400 + Penalty 558.533162 = -30126.431238 nChanged 16 SP:Iteration 5Q (1013.090000 sec): 3 clusters Score: Raw -30698.600003 + Penalty 558.533162 = -30140.066841 nChanged 11 SP:Iteration 6Q (1013.230000 sec): 3 clusters Score: Raw -30708.421693 + Penalty 558.533162 = -30149.888531 nChanged 13 SP:Iteration 7Q (1013.450000 sec): 3 clusters Score: Raw -30727.305409 + Penalty 558.533162 = -30168.772247 nChanged 16 SP:Iteration 8Q (1013.630000 sec): 3 clusters Score: Raw -30743.210298 + Penalty 558.533162 = -30184.677136 nChanged 14 SP:Iteration 9Q (1013.780000 sec): 3 clusters Score: Raw -30768.997286 + Penalty 558.533162 = -30210.464124 nChanged 20 SP:Iteration 10Q (1013.960000 sec): 3 clusters Score: Raw -30806.037654 + Penalty 558.533162 = -30247.504492 nChanged 20 SP:Iteration 11Q (1014.150000 sec): 3 clusters Score: Raw -30830.119142 + Penalty 558.533162 = -30271.585980 nChanged 9 SP:Iteration 12Q (1014.350000 sec): 3 clusters Score: Raw -30842.398847 + Penalty 558.533162 = -30283.865685 nChanged 3 SP:Iteration 13Q (1014.510000 sec): 3 clusters Score: Raw -30845.449230 + Penalty 558.533162 = -30286.916068 nChanged 1 SP:Iteration 14Q (1014.750000 sec): 3 clusters Score: Raw -30845.645885 + Penalty 558.533162 = -30287.112723 nChanged 0 SP:Iteration 15F (1014.920000 sec): 3 clusters Score: Raw -30847.235885 + Penalty 558.533162 = -30288.702723 nChanged 1 SP:Iteration 16Q (1015.150000 sec): 3 clusters Score: Raw -30848.873193 + Penalty 558.533162 = -30290.340032 nChanged 0 SP:Iteration 17F (1015.330000 sec): 3 clusters Score: Raw -30848.873193 + Penalty 558.533162 = -30290.340032 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.390000 sec): 2 clusters Score: Raw -19994.161665 + Penalty 272.269101 = -19721.892565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.570000 sec): 3 clusters Score: Raw -19867.169217 + Penalty 544.538202 = -19322.631015 nChanged 149 SP:Iteration 1F (1015.730000 sec): 3 clusters Score: Raw -20208.295639 + Penalty 544.538202 = -19663.757437 nChanged 51 SP:Iteration 2F (1015.940000 sec): 3 clusters Score: Raw -20427.177274 + Penalty 544.538202 = -19882.639072 nChanged 21 SP:Iteration 3F (1016.070000 sec): 3 clusters Score: Raw -20472.290138 + Penalty 544.538202 = -19927.751936 nChanged 14 SP:Iteration 4Q (1016.230000 sec): 3 clusters Score: Raw -20500.619703 + Penalty 544.538202 = -19956.081501 nChanged 11 SP:Iteration 5Q (1016.390000 sec): 3 clusters Score: Raw -20518.156171 + Penalty 544.538202 = -19973.617970 nChanged 12 SP:Iteration 6Q (1016.570000 sec): 3 clusters Score: Raw -20534.314457 + Penalty 544.538202 = -19989.776255 nChanged 11 SP:Iteration 7Q (1016.710000 sec): 3 clusters Score: Raw -20556.008714 + Penalty 544.538202 = -20011.470513 nChanged 14 SP:Iteration 8Q (1016.870000 sec): 3 clusters Score: Raw -20603.224769 + Penalty 544.538202 = -20058.686568 nChanged 19 SP:Iteration 9Q (1016.980000 sec): 3 clusters Score: Raw -20725.943281 + Penalty 544.538202 = -20181.405079 nChanged 6 SP:Iteration 10Q (1017.170000 sec): 3 clusters Score: Raw -20838.738544 + Penalty 544.538202 = -20294.200342 nChanged 2 SP:Iteration 11Q (1017.360000 sec): 3 clusters Score: Raw -20907.521230 + Penalty 544.538202 = -20362.983028 nChanged 0 SP:Iteration 12F (1017.600000 sec): 3 clusters Score: Raw -20907.934772 + Penalty 544.538202 = -20363.396571 nChanged 1 SP:Iteration 13Q (1017.820000 sec): 3 clusters Score: Raw -20917.197359 + Penalty 544.538202 = -20372.659157 nChanged 1 SP:Iteration 14Q (1017.950000 sec): 3 clusters Score: Raw -20918.863345 + Penalty 544.538202 = -20374.325143 nChanged 0 SP:Iteration 15F (1018.100000 sec): 3 clusters Score: Raw -20918.863345 + Penalty 544.538202 = -20374.325143 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 2.65 GB. Trying to split cluster 26 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1018.220000 sec): 2 clusters Score: Raw -20435.602622 + Penalty 261.597381 = -20174.005241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1018.410000 sec): 3 clusters Score: Raw -20335.566542 + Penalty 523.194762 = -19812.371781 nChanged 101 SP:Iteration 1F (1018.590000 sec): 3 clusters Score: Raw -20444.565618 + Penalty 523.194762 = -19921.370857 nChanged 25 SP:Iteration 2F (1018.770000 sec): 3 clusters Score: Raw -20475.671195 + Penalty 523.194762 = -19952.476434 nChanged 19 SP:Iteration 3F (1018.950000 sec): 3 clusters Score: Raw -20502.601615 + Penalty 523.194762 = -19979.406854 nChanged 14 SP:Iteration 4Q (1019.120000 sec): 3 clusters Score: Raw -20517.736623 + Penalty 523.194762 = -19994.541862 nChanged 9 SP:Iteration 5Q (1019.290000 sec): 3 clusters Score: Raw -20529.832502 + Penalty 523.194762 = -20006.637741 nChanged 8 SP:Iteration 6Q (1019.440000 sec): 3 clusters Score: Raw -20542.514363 + Penalty 523.194762 = -20019.319601 nChanged 8 SP:Iteration 7Q (1019.590000 sec): 3 clusters Score: Raw -20556.161520 + Penalty 523.194762 = -20032.966758 nChanged 5 SP:Iteration 8Q (1019.740000 sec): 3 clusters Score: Raw -20564.856401 + Penalty 523.194762 = -20041.661640 nChanged 5 SP:Iteration 9Q (1019.940000 sec): 3 clusters Score: Raw -20574.474239 + Penalty 523.194762 = -20051.279477 nChanged 5 SP:Iteration 10Q (1020.090000 sec): 3 clusters Score: Raw -20585.224761 + Penalty 523.194762 = -20062.029999 nChanged 3 SP:Iteration 11Q (1020.290000 sec): 3 clusters Score: Raw -20590.097133 + Penalty 523.194762 = -20066.902372 nChanged 1 SP:Iteration 12Q (1020.470000 sec): 3 clusters Score: Raw -20592.154864 + Penalty 523.194762 = -20068.960102 nChanged 0 SP:Iteration 13F (1020.690000 sec): 3 clusters Score: Raw -20592.154864 + Penalty 523.194762 = -20068.960102 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (1007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.730000 sec): 2 clusters Score: Raw -54684.762804 + Penalty 314.620256 = -54370.142549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.910000 sec): 3 clusters Score: Raw -54214.145599 + Penalty 629.240511 = -53584.905087 nChanged 407 SP:Iteration 1F (1021.040000 sec): 3 clusters Score: Raw -54651.827420 + Penalty 629.240511 = -54022.586909 nChanged 110 SP:Iteration 2F (1021.250000 sec): 3 clusters Score: Raw -54785.064792 + Penalty 629.240511 = -54155.824281 nChanged 72 SP:Iteration 3F (1021.450000 sec): 3 clusters Score: Raw -54897.240281 + Penalty 629.240511 = -54267.999770 nChanged 63 SP:Iteration 4F (1021.640000 sec): 3 clusters Score: Raw -54994.686832 + Penalty 629.240511 = -54365.446320 nChanged 54 SP:Iteration 5F (1021.790000 sec): 3 clusters Score: Raw -55071.387858 + Penalty 629.240511 = -54442.147347 nChanged 42 SP:Iteration 6Q (1021.940000 sec): 3 clusters Score: Raw -55121.621891 + Penalty 629.240511 = -54492.381380 nChanged 20 SP:Iteration 7Q (1022.110000 sec): 3 clusters Score: Raw -55144.342950 + Penalty 629.240511 = -54515.102439 nChanged 10 SP:Iteration 8Q (1022.330000 sec): 3 clusters Score: Raw -55148.900049 + Penalty 629.240511 = -54519.659537 nChanged 2 SP:Iteration 9Q (1022.510000 sec): 3 clusters Score: Raw -55149.467426 + Penalty 629.240511 = -54520.226915 nChanged 0 SP:Iteration 10F (1022.680000 sec): 3 clusters Score: Raw -55149.467426 + Penalty 629.240511 = -54520.226915 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 2.65 GB. Trying to split cluster 28 (8804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.790000 sec): 2 clusters Score: Raw -509331.303031 + Penalty 413.274746 = -508918.028285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.000000 sec): 3 clusters Score: Raw -503930.351648 + Penalty 826.549491 = -503103.802156 nChanged 4090 SP:Iteration 1F (1023.170000 sec): 3 clusters Score: Raw -506385.788485 + Penalty 826.549491 = -505559.238994 nChanged 591 SP:Iteration 2F (1023.370000 sec): 3 clusters Score: Raw -506680.631546 + Penalty 826.549491 = -505854.082054 nChanged 557 SP:Iteration 3F (1023.570000 sec): 3 clusters Score: Raw -506978.190376 + Penalty 826.549491 = -506151.640885 nChanged 502 SP:Iteration 4F (1023.790000 sec): 3 clusters Score: Raw -507270.328882 + Penalty 826.549491 = -506443.779390 nChanged 470 SP:Iteration 5F (1023.990000 sec): 3 clusters Score: Raw -507549.352026 + Penalty 826.549491 = -506722.802535 nChanged 433 SP:Iteration 6Q (1024.170000 sec): 3 clusters Score: Raw -507809.546669 + Penalty 826.549491 = -506982.997178 nChanged 397 SP:Iteration 7Q (1024.440000 sec): 3 clusters Score: Raw -508049.850662 + Penalty 826.549491 = -507223.301171 nChanged 371 SP:Iteration 8Q (1024.620000 sec): 3 clusters Score: Raw -508263.841232 + Penalty 826.549491 = -507437.291740 nChanged 307 SP:Iteration 9Q (1024.790000 sec): 3 clusters Score: Raw -508450.949932 + Penalty 826.549491 = -507624.400441 nChanged 265 SP:Iteration 10Q (1025.030000 sec): 3 clusters Score: Raw -508618.042426 + Penalty 826.549491 = -507791.492935 nChanged 265 SP:Iteration 11Q (1025.270000 sec): 3 clusters Score: Raw -508799.609350 + Penalty 826.549491 = -507973.059858 nChanged 251 SP:Iteration 12Q (1025.460000 sec): 3 clusters Score: Raw -508963.439966 + Penalty 826.549491 = -508136.890475 nChanged 250 SP:Iteration 13Q (1025.680000 sec): 3 clusters Score: Raw -509117.088365 + Penalty 826.549491 = -508290.538874 nChanged 246 SP:Iteration 14Q (1025.900000 sec): 3 clusters Score: Raw -509270.220361 + Penalty 826.549491 = -508443.670870 nChanged 236 SP:Iteration 15Q (1026.040000 sec): 3 clusters Score: Raw -509439.799157 + Penalty 826.549491 = -508613.249665 nChanged 242 SP:Iteration 16Q (1026.290000 sec): 3 clusters Score: Raw -509608.210581 + Penalty 826.549491 = -508781.661090 nChanged 228 SP:Iteration 17Q (1026.480000 sec): 3 clusters Score: Raw -509771.271166 + Penalty 826.549491 = -508944.721675 nChanged 212 SP:Iteration 18Q (1026.700000 sec): 3 clusters Score: Raw -509936.123781 + Penalty 826.549491 = -509109.574290 nChanged 180 SP:Iteration 19Q (1026.900000 sec): 3 clusters Score: Raw -510086.630504 + Penalty 826.549491 = -509260.081013 nChanged 154 SP:Iteration 20F (1027.060000 sec): 3 clusters Score: Raw -510237.149633 + Penalty 826.549491 = -509410.600142 nChanged 172 SP:Iteration 21Q (1027.270000 sec): 3 clusters Score: Raw -510445.824166 + Penalty 826.549491 = -509619.274674 nChanged 167 SP:Iteration 22Q (1027.490000 sec): 3 clusters Score: Raw -510702.110639 + Penalty 826.549491 = -509875.561147 nChanged 145 SP:Iteration 23Q (1027.670000 sec): 3 clusters Score: Raw -510875.361381 + Penalty 826.549491 = -510048.811889 nChanged 114 SP:Iteration 24Q (1027.930000 sec): 3 clusters Score: Raw -510969.393776 + Penalty 826.549491 = -510142.844285 nChanged 79 SP:Iteration 25Q (1028.170000 sec): 3 clusters Score: Raw -511014.040201 + Penalty 826.549491 = -510187.490709 nChanged 58 SP:Iteration 26Q (1028.370000 sec): 3 clusters Score: Raw -511035.279500 + Penalty 826.549491 = -510208.730008 nChanged 30 SP:Iteration 27Q (1028.570000 sec): 3 clusters Score: Raw -511042.857502 + Penalty 826.549491 = -510216.308011 nChanged 25 SP:Iteration 28Q (1028.780000 sec): 3 clusters Score: Raw -511051.640052 + Penalty 826.549491 = -510225.090560 nChanged 17 SP:Iteration 29Q (1028.950000 sec): 3 clusters Score: Raw -511055.658885 + Penalty 826.549491 = -510229.109394 nChanged 13 SP:Iteration 30Q (1029.140000 sec): 3 clusters Score: Raw -511058.499731 + Penalty 826.549491 = -510231.950239 nChanged 14 SP:Iteration 31Q (1029.290000 sec): 3 clusters Score: Raw -511060.985533 + Penalty 826.549491 = -510234.436042 nChanged 9 SP:Iteration 32Q (1029.430000 sec): 3 clusters Score: Raw -511062.190675 + Penalty 826.549491 = -510235.641184 nChanged 5 SP:Iteration 33Q (1029.610000 sec): 3 clusters Score: Raw -511062.898677 + Penalty 826.549491 = -510236.349186 nChanged 2 SP:Iteration 34Q (1029.840000 sec): 3 clusters Score: Raw -511063.346123 + Penalty 826.549491 = -510236.796632 nChanged 2 SP:Iteration 35Q (1030.010000 sec): 3 clusters Score: Raw -511063.544471 + Penalty 826.549491 = -510236.994979 nChanged 1 SP:Iteration 36Q (1030.220000 sec): 3 clusters Score: Raw -511063.802376 + Penalty 826.549491 = -510237.252885 nChanged 1 SP:Iteration 37Q (1030.430000 sec): 3 clusters Score: Raw -511064.051057 + Penalty 826.549491 = -510237.501566 nChanged 1 SP:Iteration 38Q (1030.650000 sec): 3 clusters Score: Raw -511064.197626 + Penalty 826.549491 = -510237.648134 nChanged 1 SP:Iteration 39Q (1030.810000 sec): 3 clusters Score: Raw -511064.277756 + Penalty 826.549491 = -510237.728265 nChanged 1 SP:Iteration 40F (1031.020000 sec): 3 clusters Score: Raw -511064.406593 + Penalty 826.549491 = -510237.857102 nChanged 1 SP:Iteration 41Q (1031.200000 sec): 3 clusters Score: Raw -511064.452860 + Penalty 826.549491 = -510237.903369 nChanged 0 SP:Iteration 42F (1031.430000 sec): 3 clusters Score: Raw -511064.452860 + Penalty 826.549491 = -510237.903369 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 2.65 GB. Trying to split cluster 29 (2207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1031.530000 sec): 2 clusters Score: Raw -136846.388180 + Penalty 350.322218 = -136496.065962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.700000 sec): 3 clusters Score: Raw -135616.694772 + Penalty 700.644436 = -134916.050336 nChanged 916 SP:Iteration 1F (1031.880000 sec): 3 clusters Score: Raw -136209.188649 + Penalty 700.644436 = -135508.544213 nChanged 208 SP:Iteration 2F (1032.010000 sec): 3 clusters Score: Raw -136420.472047 + Penalty 700.644436 = -135719.827611 nChanged 190 SP:Iteration 3F (1032.220000 sec): 3 clusters Score: Raw -136585.201912 + Penalty 700.644436 = -135884.557476 nChanged 160 SP:Iteration 4F (1032.430000 sec): 3 clusters Score: Raw -136726.745622 + Penalty 700.644436 = -136026.101186 nChanged 146 SP:Iteration 5F (1032.590000 sec): 3 clusters Score: Raw -136864.651758 + Penalty 700.644436 = -136164.007322 nChanged 114 SP:Iteration 6F (1032.740000 sec): 3 clusters Score: Raw -136969.413625 + Penalty 700.644436 = -136268.769189 nChanged 79 SP:Iteration 7Q (1032.960000 sec): 3 clusters Score: Raw -137028.939352 + Penalty 700.644436 = -136328.294916 nChanged 35 SP:Iteration 8Q (1033.130000 sec): 3 clusters Score: Raw -137051.670737 + Penalty 700.644436 = -136351.026301 nChanged 23 SP:Iteration 9Q (1033.320000 sec): 3 clusters Score: Raw -137062.440830 + Penalty 700.644436 = -136361.796394 nChanged 15 SP:Iteration 10Q (1033.530000 sec): 3 clusters Score: Raw -137066.817985 + Penalty 700.644436 = -136366.173549 nChanged 3 SP:Iteration 11Q (1033.710000 sec): 3 clusters Score: Raw -137067.316060 + Penalty 700.644436 = -136366.671624 nChanged 3 SP:Iteration 12Q (1033.900000 sec): 3 clusters Score: Raw -137068.231484 + Penalty 700.644436 = -136367.587048 nChanged 3 SP:Iteration 13Q (1034.090000 sec): 3 clusters Score: Raw -137068.886752 + Penalty 700.644436 = -136368.242316 nChanged 1 SP:Iteration 14Q (1034.230000 sec): 3 clusters Score: Raw -137069.045106 + Penalty 700.644436 = -136368.400670 nChanged 1 SP:Iteration 15Q (1034.420000 sec): 3 clusters Score: Raw -137069.123520 + Penalty 700.644436 = -136368.479084 nChanged 1 SP:Iteration 16Q (1034.560000 sec): 3 clusters Score: Raw -137069.402766 + Penalty 700.644436 = -136368.758330 nChanged 1 SP:Iteration 17Q (1034.760000 sec): 3 clusters Score: Raw -137069.474314 + Penalty 700.644436 = -136368.829878 nChanged 0 SP:Iteration 18F (1034.940000 sec): 3 clusters Score: Raw -137069.474314 + Penalty 700.644436 = -136368.829878 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1035.020000 sec): 2 clusters Score: Raw -37143.432695 + Penalty 294.350889 = -36849.081806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1035.200000 sec): 3 clusters Score: Raw -36888.064497 + Penalty 588.701779 = -36299.362718 nChanged 242 SP:Iteration 1F (1035.410000 sec): 3 clusters Score: Raw -37236.682500 + Penalty 588.701779 = -36647.980721 nChanged 78 SP:Iteration 2F (1035.540000 sec): 3 clusters Score: Raw -37369.917056 + Penalty 588.701779 = -36781.215277 nChanged 47 SP:Iteration 3F (1035.710000 sec): 3 clusters Score: Raw -37455.150746 + Penalty 588.701779 = -36866.448967 nChanged 29 SP:Iteration 4Q (1035.950000 sec): 3 clusters Score: Raw -37484.165995 + Penalty 588.701779 = -36895.464216 nChanged 18 SP:Iteration 5Q (1036.170000 sec): 3 clusters Score: Raw -37500.168674 + Penalty 588.701779 = -36911.466895 nChanged 17 SP:Iteration 6Q (1036.410000 sec): 3 clusters Score: Raw -37511.934058 + Penalty 588.701779 = -36923.232279 nChanged 15 SP:Iteration 7Q (1036.600000 sec): 3 clusters Score: Raw -37522.698470 + Penalty 588.701779 = -36933.996691 nChanged 11 SP:Iteration 8Q (1036.810000 sec): 3 clusters Score: Raw -37531.019861 + Penalty 588.701779 = -36942.318082 nChanged 20 SP:Iteration 9Q (1037.040000 sec): 3 clusters Score: Raw -37559.655687 + Penalty 588.701779 = -36970.953908 nChanged 26 SP:Iteration 10Q (1037.180000 sec): 3 clusters Score: Raw -37599.819694 + Penalty 588.701779 = -37011.117916 nChanged 25 SP:Iteration 11Q (1037.390000 sec): 3 clusters Score: Raw -37633.615812 + Penalty 588.701779 = -37044.914033 nChanged 23 SP:Iteration 12Q (1037.540000 sec): 3 clusters Score: Raw -37686.335171 + Penalty 588.701779 = -37097.633392 nChanged 15 SP:Iteration 13Q (1037.750000 sec): 3 clusters Score: Raw -37730.457711 + Penalty 588.701779 = -37141.755933 nChanged 12 SP:Iteration 14Q (1037.950000 sec): 3 clusters Score: Raw -37765.767151 + Penalty 588.701779 = -37177.065372 nChanged 7 SP:Iteration 15Q (1038.140000 sec): 3 clusters Score: Raw -37776.050743 + Penalty 588.701779 = -37187.348964 nChanged 7 SP:Iteration 16Q (1038.290000 sec): 3 clusters Score: Raw -37784.631369 + Penalty 588.701779 = -37195.929590 nChanged 3 SP:Iteration 17Q (1038.500000 sec): 3 clusters Score: Raw -37788.103646 + Penalty 588.701779 = -37199.401867 nChanged 3 SP:Iteration 18Q (1038.660000 sec): 3 clusters Score: Raw -37789.736921 + Penalty 588.701779 = -37201.035142 nChanged 2 SP:Iteration 19Q (1038.840000 sec): 3 clusters Score: Raw -37790.363275 + Penalty 588.701779 = -37201.661496 nChanged 2 SP:Iteration 20F (1039.000000 sec): 3 clusters Score: Raw -37791.684368 + Penalty 588.701779 = -37202.982589 nChanged 3 SP:Iteration 21Q (1039.210000 sec): 3 clusters Score: Raw -37793.638821 + Penalty 588.701779 = -37204.937043 nChanged 1 SP:Iteration 22Q (1039.410000 sec): 3 clusters Score: Raw -37793.903796 + Penalty 588.701779 = -37205.202017 nChanged 0 SP:Iteration 23F (1039.620000 sec): 3 clusters Score: Raw -37793.903796 + Penalty 588.701779 = -37205.202017 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 2.65 GB. Trying to split cluster 31 (7499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.720000 sec): 2 clusters Score: Raw -477630.367659 + Penalty 405.974886 = -477224.392774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.970000 sec): 3 clusters Score: Raw -473009.368446 + Penalty 811.949771 = -472197.418675 nChanged 3469 SP:Iteration 1F (1040.120000 sec): 3 clusters Score: Raw -475012.315778 + Penalty 811.949771 = -474200.366007 nChanged 427 SP:Iteration 2F (1040.340000 sec): 3 clusters Score: Raw -475161.277238 + Penalty 811.949771 = -474349.327467 nChanged 347 SP:Iteration 3Q (1040.500000 sec): 3 clusters Score: Raw -475271.969229 + Penalty 811.949771 = -474460.019457 nChanged 301 SP:Iteration 4Q (1040.680000 sec): 3 clusters Score: Raw -475381.447358 + Penalty 811.949771 = -474569.497587 nChanged 317 SP:Iteration 5Q (1040.880000 sec): 3 clusters Score: Raw -475517.745362 + Penalty 811.949771 = -474705.795591 nChanged 302 SP:Iteration 6Q (1041.080000 sec): 3 clusters Score: Raw -475656.461247 + Penalty 811.949771 = -474844.511476 nChanged 335 SP:Iteration 7Q (1041.260000 sec): 3 clusters Score: Raw -475874.771248 + Penalty 811.949771 = -475062.821477 nChanged 366 SP:Iteration 8Q (1041.440000 sec): 3 clusters Score: Raw -476123.206050 + Penalty 811.949771 = -475311.256279 nChanged 336 SP:Iteration 9Q (1041.580000 sec): 3 clusters Score: Raw -476351.129824 + Penalty 811.949771 = -475539.180053 nChanged 310 SP:Iteration 10Q (1041.840000 sec): 3 clusters Score: Raw -476564.772698 + Penalty 811.949771 = -475752.822927 nChanged 291 SP:Iteration 11Q (1042.020000 sec): 3 clusters Score: Raw -476720.645742 + Penalty 811.949771 = -475908.695970 nChanged 203 SP:Iteration 12Q (1042.180000 sec): 3 clusters Score: Raw -476800.387968 + Penalty 811.949771 = -475988.438197 nChanged 140 SP:Iteration 13Q (1042.360000 sec): 3 clusters Score: Raw -476849.324481 + Penalty 811.949771 = -476037.374710 nChanged 124 SP:Iteration 14Q (1042.560000 sec): 3 clusters Score: Raw -476892.450029 + Penalty 811.949771 = -476080.500258 nChanged 94 SP:Iteration 15Q (1042.730000 sec): 3 clusters Score: Raw -476924.626658 + Penalty 811.949771 = -476112.676887 nChanged 105 SP:Iteration 16Q (1042.930000 sec): 3 clusters Score: Raw -476963.105074 + Penalty 811.949771 = -476151.155303 nChanged 112 SP:Iteration 17Q (1043.040000 sec): 3 clusters Score: Raw -477008.679784 + Penalty 811.949771 = -476196.730013 nChanged 106 SP:Iteration 18Q (1043.310000 sec): 3 clusters Score: Raw -477055.214441 + Penalty 811.949771 = -476243.264669 nChanged 100 SP:Iteration 19Q (1043.450000 sec): 3 clusters Score: Raw -477089.503135 + Penalty 811.949771 = -476277.553364 nChanged 91 SP:Iteration 20F (1043.620000 sec): 3 clusters Score: Raw -477121.229209 + Penalty 811.949771 = -476309.279438 nChanged 100 SP:Iteration 21Q (1043.780000 sec): 3 clusters Score: Raw -477156.662157 + Penalty 811.949771 = -476344.712386 nChanged 86 SP:Iteration 22Q (1044.010000 sec): 3 clusters Score: Raw -477185.550111 + Penalty 811.949771 = -476373.600340 nChanged 86 SP:Iteration 23Q (1044.160000 sec): 3 clusters Score: Raw -477212.684742 + Penalty 811.949771 = -476400.734971 nChanged 82 SP:Iteration 24Q (1044.320000 sec): 3 clusters Score: Raw -477237.246263 + Penalty 811.949771 = -476425.296492 nChanged 60 SP:Iteration 25Q (1044.480000 sec): 3 clusters Score: Raw -477254.077003 + Penalty 811.949771 = -476442.127231 nChanged 50 SP:Iteration 26Q (1044.670000 sec): 3 clusters Score: Raw -477262.244150 + Penalty 811.949771 = -476450.294379 nChanged 38 SP:Iteration 27Q (1044.870000 sec): 3 clusters Score: Raw -477269.888178 + Penalty 811.949771 = -476457.938407 nChanged 37 SP:Iteration 28Q (1045.070000 sec): 3 clusters Score: Raw -477279.520526 + Penalty 811.949771 = -476467.570755 nChanged 37 SP:Iteration 29Q (1045.260000 sec): 3 clusters Score: Raw -477287.181170 + Penalty 811.949771 = -476475.231399 nChanged 41 SP:Iteration 30Q (1045.440000 sec): 3 clusters Score: Raw -477295.021350 + Penalty 811.949771 = -476483.071579 nChanged 38 SP:Iteration 31Q (1045.600000 sec): 3 clusters Score: Raw -477303.941892 + Penalty 811.949771 = -476491.992121 nChanged 37 SP:Iteration 32Q (1045.820000 sec): 3 clusters Score: Raw -477310.657836 + Penalty 811.949771 = -476498.708065 nChanged 35 SP:Iteration 33Q (1046.010000 sec): 3 clusters Score: Raw -477319.828538 + Penalty 811.949771 = -476507.878767 nChanged 34 SP:Iteration 34Q (1046.180000 sec): 3 clusters Score: Raw -477327.236099 + Penalty 811.949771 = -476515.286328 nChanged 30 SP:Iteration 35Q (1046.420000 sec): 3 clusters Score: Raw -477334.142901 + Penalty 811.949771 = -476522.193130 nChanged 30 SP:Iteration 36Q (1046.590000 sec): 3 clusters Score: Raw -477340.463224 + Penalty 811.949771 = -476528.513453 nChanged 36 SP:Iteration 37Q (1046.770000 sec): 3 clusters Score: Raw -477347.989386 + Penalty 811.949771 = -476536.039615 nChanged 33 SP:Iteration 38Q (1046.990000 sec): 3 clusters Score: Raw -477352.536002 + Penalty 811.949771 = -476540.586231 nChanged 22 SP:Iteration 39Q (1047.150000 sec): 3 clusters Score: Raw -477355.512668 + Penalty 811.949771 = -476543.562897 nChanged 26 SP:Iteration 40F (1047.410000 sec): 3 clusters Score: Raw -477359.722404 + Penalty 811.949771 = -476547.772633 nChanged 23 SP:Iteration 41Q (1047.610000 sec): 3 clusters Score: Raw -477362.434110 + Penalty 811.949771 = -476550.484339 nChanged 19 SP:Iteration 42Q (1047.770000 sec): 3 clusters Score: Raw -477364.277943 + Penalty 811.949771 = -476552.328172 nChanged 14 SP:Iteration 43Q (1047.980000 sec): 3 clusters Score: Raw -477366.027343 + Penalty 811.949771 = -476554.077572 nChanged 18 SP:Iteration 44Q (1048.190000 sec): 3 clusters Score: Raw -477367.530542 + Penalty 811.949771 = -476555.580771 nChanged 12 SP:Iteration 45Q (1048.390000 sec): 3 clusters Score: Raw -477368.404881 + Penalty 811.949771 = -476556.455110 nChanged 12 SP:Iteration 46Q (1048.580000 sec): 3 clusters Score: Raw -477369.599886 + Penalty 811.949771 = -476557.650115 nChanged 11 SP:Iteration 47Q (1048.740000 sec): 3 clusters Score: Raw -477370.722062 + Penalty 811.949771 = -476558.772291 nChanged 9 SP:Iteration 48Q (1048.920000 sec): 3 clusters Score: Raw -477371.968740 + Penalty 811.949771 = -476560.018969 nChanged 9 SP:Iteration 49Q (1049.160000 sec): 3 clusters Score: Raw -477372.922731 + Penalty 811.949771 = -476560.972960 nChanged 10 SP:Iteration 50Q (1049.340000 sec): 3 clusters Score: Raw -477374.331818 + Penalty 811.949771 = -476562.382047 nChanged 17 SP:Iteration 51Q (1049.490000 sec): 3 clusters Score: Raw -477376.482077 + Penalty 811.949771 = -476564.532306 nChanged 11 SP:Iteration 52Q (1049.680000 sec): 3 clusters Score: Raw -477377.501421 + Penalty 811.949771 = -476565.551650 nChanged 11 SP:Iteration 53Q (1049.850000 sec): 3 clusters Score: Raw -477378.480888 + Penalty 811.949771 = -476566.531117 nChanged 19 SP:Iteration 54Q (1050.010000 sec): 3 clusters Score: Raw -477380.852053 + Penalty 811.949771 = -476568.902282 nChanged 20 SP:Iteration 55Q (1050.200000 sec): 3 clusters Score: Raw -477384.784023 + Penalty 811.949771 = -476572.834251 nChanged 17 SP:Iteration 56Q (1050.360000 sec): 3 clusters Score: Raw -477387.316297 + Penalty 811.949771 = -476575.366526 nChanged 17 SP:Iteration 57Q (1050.540000 sec): 3 clusters Score: Raw -477389.564618 + Penalty 811.949771 = -476577.614847 nChanged 22 SP:Iteration 58Q (1050.800000 sec): 3 clusters Score: Raw -477392.733316 + Penalty 811.949771 = -476580.783544 nChanged 18 SP:Iteration 59Q (1050.980000 sec): 3 clusters Score: Raw -477396.200610 + Penalty 811.949771 = -476584.250838 nChanged 22 SP:Iteration 60F (1051.200000 sec): 3 clusters Score: Raw -477401.780294 + Penalty 811.949771 = -476589.830523 nChanged 27 SP:Iteration 61Q (1051.400000 sec): 3 clusters Score: Raw -477407.337956 + Penalty 811.949771 = -476595.388185 nChanged 27 SP:Iteration 62Q (1051.610000 sec): 3 clusters Score: Raw -477413.267848 + Penalty 811.949771 = -476601.318077 nChanged 23 SP:Iteration 63Q (1051.760000 sec): 3 clusters Score: Raw -477417.041051 + Penalty 811.949771 = -476605.091279 nChanged 27 SP:Iteration 64Q (1051.970000 sec): 3 clusters Score: Raw -477423.351986 + Penalty 811.949771 = -476611.402215 nChanged 33 SP:Iteration 65Q (1052.170000 sec): 3 clusters Score: Raw -477431.756894 + Penalty 811.949771 = -476619.807123 nChanged 36 SP:Iteration 66Q (1052.380000 sec): 3 clusters Score: Raw -477438.381207 + Penalty 811.949771 = -476626.431436 nChanged 26 SP:Iteration 67Q (1052.590000 sec): 3 clusters Score: Raw -477443.740808 + Penalty 811.949771 = -476631.791037 nChanged 24 SP:Iteration 68Q (1052.770000 sec): 3 clusters Score: Raw -477448.429274 + Penalty 811.949771 = -476636.479503 nChanged 14 SP:Iteration 69Q (1052.990000 sec): 3 clusters Score: Raw -477450.825940 + Penalty 811.949771 = -476638.876169 nChanged 13 SP:Iteration 70Q (1053.130000 sec): 3 clusters Score: Raw -477453.672136 + Penalty 811.949771 = -476641.722365 nChanged 16 SP:Iteration 71Q (1053.340000 sec): 3 clusters Score: Raw -477457.105943 + Penalty 811.949771 = -476645.156172 nChanged 18 SP:Iteration 72Q (1053.520000 sec): 3 clusters Score: Raw -477461.265197 + Penalty 811.949771 = -476649.315426 nChanged 22 SP:Iteration 73Q (1053.710000 sec): 3 clusters Score: Raw -477465.955383 + Penalty 811.949771 = -476654.005612 nChanged 18 SP:Iteration 74Q (1053.870000 sec): 3 clusters Score: Raw -477468.828959 + Penalty 811.949771 = -476656.879188 nChanged 22 SP:Iteration 75Q (1054.050000 sec): 3 clusters Score: Raw -477472.384861 + Penalty 811.949771 = -476660.435090 nChanged 12 SP:Iteration 76Q (1054.270000 sec): 3 clusters Score: Raw -477474.485427 + Penalty 811.949771 = -476662.535656 nChanged 14 SP:Iteration 77Q (1054.410000 sec): 3 clusters Score: Raw -477476.168291 + Penalty 811.949771 = -476664.218520 nChanged 7 SP:Iteration 78Q (1054.610000 sec): 3 clusters Score: Raw -477476.848648 + Penalty 811.949771 = -476664.898876 nChanged 5 SP:Iteration 79Q (1054.810000 sec): 3 clusters Score: Raw -477477.772381 + Penalty 811.949771 = -476665.822610 nChanged 7 SP:Iteration 80F (1055.000000 sec): 3 clusters Score: Raw -477478.461398 + Penalty 811.949771 = -476666.511626 nChanged 9 SP:Iteration 81Q (1055.150000 sec): 3 clusters Score: Raw -477480.025167 + Penalty 811.949771 = -476668.075396 nChanged 18 SP:Iteration 82Q (1055.350000 sec): 3 clusters Score: Raw -477484.471907 + Penalty 811.949771 = -476672.522136 nChanged 18 SP:Iteration 83Q (1055.510000 sec): 3 clusters Score: Raw -477489.223334 + Penalty 811.949771 = -476677.273563 nChanged 23 SP:Iteration 84Q (1055.710000 sec): 3 clusters Score: Raw -477494.849354 + Penalty 811.949771 = -476682.899583 nChanged 25 SP:Iteration 85Q (1055.850000 sec): 3 clusters Score: Raw -477500.542729 + Penalty 811.949771 = -476688.592958 nChanged 21 SP:Iteration 86Q (1056.050000 sec): 3 clusters Score: Raw -477505.191367 + Penalty 811.949771 = -476693.241596 nChanged 22 SP:Iteration 87Q (1056.200000 sec): 3 clusters Score: Raw -477509.728432 + Penalty 811.949771 = -476697.778661 nChanged 18 SP:Iteration 88Q (1056.350000 sec): 3 clusters Score: Raw -477513.606469 + Penalty 811.949771 = -476701.656698 nChanged 30 SP:Iteration 89Q (1056.550000 sec): 3 clusters Score: Raw -477520.740580 + Penalty 811.949771 = -476708.790809 nChanged 24 SP:Iteration 90Q (1056.730000 sec): 3 clusters Score: Raw -477525.666248 + Penalty 811.949771 = -476713.716477 nChanged 20 SP:Iteration 91Q (1056.890000 sec): 3 clusters Score: Raw -477529.314899 + Penalty 811.949771 = -476717.365128 nChanged 14 SP:Iteration 92Q (1057.080000 sec): 3 clusters Score: Raw -477531.604534 + Penalty 811.949771 = -476719.654763 nChanged 17 SP:Iteration 93Q (1057.260000 sec): 3 clusters Score: Raw -477535.913149 + Penalty 811.949771 = -476723.963378 nChanged 17 SP:Iteration 94Q (1057.430000 sec): 3 clusters Score: Raw -477539.268933 + Penalty 811.949771 = -476727.319162 nChanged 12 SP:Iteration 95Q (1057.650000 sec): 3 clusters Score: Raw -477541.690205 + Penalty 811.949771 = -476729.740434 nChanged 13 SP:Iteration 96Q (1057.850000 sec): 3 clusters Score: Raw -477544.974395 + Penalty 811.949771 = -476733.024624 nChanged 20 SP:Iteration 97Q (1058.030000 sec): 3 clusters Score: Raw -477551.905292 + Penalty 811.949771 = -476739.955521 nChanged 24 SP:Iteration 98Q (1058.210000 sec): 3 clusters Score: Raw -477559.021608 + Penalty 811.949771 = -476747.071837 nChanged 20 SP:Iteration 99Q (1058.390000 sec): 3 clusters Score: Raw -477562.548579 + Penalty 811.949771 = -476750.598808 nChanged 18 SP:Iteration 100F (1058.550000 sec): 3 clusters Score: Raw -477566.760019 + Penalty 811.949771 = -476754.810248 nChanged 13 SP:Iteration 101Q (1058.750000 sec): 3 clusters Score: Raw -477569.307763 + Penalty 811.949771 = -476757.357991 nChanged 11 SP:Iteration 102Q (1058.890000 sec): 3 clusters Score: Raw -477571.582602 + Penalty 811.949771 = -476759.632831 nChanged 13 SP:Iteration 103Q (1059.080000 sec): 3 clusters Score: Raw -477574.766127 + Penalty 811.949771 = -476762.816356 nChanged 17 SP:Iteration 104Q (1059.230000 sec): 3 clusters Score: Raw -477580.924334 + Penalty 811.949771 = -476768.974563 nChanged 19 SP:Iteration 105Q (1059.380000 sec): 3 clusters Score: Raw -477589.624211 + Penalty 811.949771 = -476777.674440 nChanged 16 SP:Iteration 106Q (1059.520000 sec): 3 clusters Score: Raw -477594.546590 + Penalty 811.949771 = -476782.596819 nChanged 19 SP:Iteration 107Q (1059.680000 sec): 3 clusters Score: Raw -477601.405577 + Penalty 811.949771 = -476789.455806 nChanged 20 SP:Iteration 108Q (1059.840000 sec): 3 clusters Score: Raw -477607.730222 + Penalty 811.949771 = -476795.780451 nChanged 16 SP:Iteration 109Q (1060.040000 sec): 3 clusters Score: Raw -477611.118157 + Penalty 811.949771 = -476799.168386 nChanged 10 SP:Iteration 110Q (1060.200000 sec): 3 clusters Score: Raw -477613.169494 + Penalty 811.949771 = -476801.219723 nChanged 10 SP:Iteration 111Q (1060.360000 sec): 3 clusters Score: Raw -477615.953763 + Penalty 811.949771 = -476804.003992 nChanged 10 SP:Iteration 112Q (1060.510000 sec): 3 clusters Score: Raw -477619.098802 + Penalty 811.949771 = -476807.149031 nChanged 10 SP:Iteration 113Q (1060.740000 sec): 3 clusters Score: Raw -477622.137093 + Penalty 811.949771 = -476810.187322 nChanged 10 SP:Iteration 114Q (1060.880000 sec): 3 clusters Score: Raw -477624.635693 + Penalty 811.949771 = -476812.685922 nChanged 17 SP:Iteration 115Q (1061.100000 sec): 3 clusters Score: Raw -477629.528888 + Penalty 811.949771 = -476817.579117 nChanged 13 SP:Iteration 116Q (1061.250000 sec): 3 clusters Score: Raw -477632.804350 + Penalty 811.949771 = -476820.854579 nChanged 10 SP:Iteration 117Q (1061.460000 sec): 3 clusters Score: Raw -477634.777737 + Penalty 811.949771 = -476822.827966 nChanged 10 SP:Iteration 118Q (1061.630000 sec): 3 clusters Score: Raw -477636.296782 + Penalty 811.949771 = -476824.347011 nChanged 4 SP:Iteration 119Q (1061.840000 sec): 3 clusters Score: Raw -477637.107174 + Penalty 811.949771 = -476825.157403 nChanged 5 SP:Iteration 120F (1062.020000 sec): 3 clusters Score: Raw -477637.875146 + Penalty 811.949771 = -476825.925375 nChanged 5 SP:Iteration 121Q (1062.180000 sec): 3 clusters Score: Raw -477639.174485 + Penalty 811.949771 = -476827.224714 nChanged 4 SP:Iteration 122Q (1062.390000 sec): 3 clusters Score: Raw -477639.772476 + Penalty 811.949771 = -476827.822705 nChanged 3 SP:Iteration 123Q (1062.560000 sec): 3 clusters Score: Raw -477640.331669 + Penalty 811.949771 = -476828.381898 nChanged 4 SP:Iteration 124Q (1062.750000 sec): 3 clusters Score: Raw -477641.811999 + Penalty 811.949771 = -476829.862228 nChanged 4 SP:Iteration 125Q (1062.960000 sec): 3 clusters Score: Raw -477642.846830 + Penalty 811.949771 = -476830.897059 nChanged 4 SP:Iteration 126Q (1063.190000 sec): 3 clusters Score: Raw -477643.718268 + Penalty 811.949771 = -476831.768497 nChanged 5 SP:Iteration 127Q (1063.420000 sec): 3 clusters Score: Raw -477645.006042 + Penalty 811.949771 = -476833.056271 nChanged 8 SP:Iteration 128Q (1063.570000 sec): 3 clusters Score: Raw -477647.811055 + Penalty 811.949771 = -476835.861284 nChanged 12 SP:Iteration 129Q (1063.800000 sec): 3 clusters Score: Raw -477654.073946 + Penalty 811.949771 = -476842.124175 nChanged 13 SP:Iteration 130Q (1064.000000 sec): 3 clusters Score: Raw -477659.554851 + Penalty 811.949771 = -476847.605080 nChanged 9 SP:Iteration 131Q (1064.220000 sec): 3 clusters Score: Raw -477663.277532 + Penalty 811.949771 = -476851.327760 nChanged 10 SP:Iteration 132Q (1064.460000 sec): 3 clusters Score: Raw -477665.953742 + Penalty 811.949771 = -476854.003971 nChanged 9 SP:Iteration 133Q (1064.630000 sec): 3 clusters Score: Raw -477669.064920 + Penalty 811.949771 = -476857.115149 nChanged 8 SP:Iteration 134Q (1064.810000 sec): 3 clusters Score: Raw -477671.678357 + Penalty 811.949771 = -476859.728586 nChanged 10 SP:Iteration 135Q (1065.060000 sec): 3 clusters Score: Raw -477675.042109 + Penalty 811.949771 = -476863.092338 nChanged 11 SP:Iteration 136Q (1065.240000 sec): 3 clusters Score: Raw -477677.650569 + Penalty 811.949771 = -476865.700798 nChanged 9 SP:Iteration 137Q (1065.480000 sec): 3 clusters Score: Raw -477682.861156 + Penalty 811.949771 = -476870.911385 nChanged 11 SP:Iteration 138Q (1065.740000 sec): 3 clusters Score: Raw -477686.933376 + Penalty 811.949771 = -476874.983605 nChanged 10 SP:Iteration 139Q (1065.980000 sec): 3 clusters Score: Raw -477691.688976 + Penalty 811.949771 = -476879.739205 nChanged 10 SP:Iteration 140F (1066.200000 sec): 3 clusters Score: Raw -477696.618849 + Penalty 811.949771 = -476884.669078 nChanged 7 SP:Iteration 141Q (1066.340000 sec): 3 clusters Score: Raw -477701.100317 + Penalty 811.949771 = -476889.150546 nChanged 11 SP:Iteration 142Q (1066.540000 sec): 3 clusters Score: Raw -477703.410520 + Penalty 811.949771 = -476891.460749 nChanged 9 SP:Iteration 143Q (1066.740000 sec): 3 clusters Score: Raw -477705.247577 + Penalty 811.949771 = -476893.297806 nChanged 6 SP:Iteration 144Q (1066.920000 sec): 3 clusters Score: Raw -477706.888686 + Penalty 811.949771 = -476894.938915 nChanged 2 SP:Iteration 145Q (1067.090000 sec): 3 clusters Score: Raw -477707.105873 + Penalty 811.949771 = -476895.156102 nChanged 1 SP:Iteration 146Q (1067.240000 sec): 3 clusters Score: Raw -477707.325883 + Penalty 811.949771 = -476895.376112 nChanged 2 SP:Iteration 147Q (1067.460000 sec): 3 clusters Score: Raw -477707.655154 + Penalty 811.949771 = -476895.705383 nChanged 2 SP:Iteration 148Q (1067.680000 sec): 3 clusters Score: Raw -477709.604755 + Penalty 811.949771 = -476897.654984 nChanged 5 SP:Iteration 149Q (1067.930000 sec): 3 clusters Score: Raw -477711.644748 + Penalty 811.949771 = -476899.694977 nChanged 4 SP:Iteration 150Q (1068.110000 sec): 3 clusters Score: Raw -477712.957616 + Penalty 811.949771 = -476901.007845 nChanged 1 SP:Iteration 151Q (1068.320000 sec): 3 clusters Score: Raw -477714.069964 + Penalty 811.949771 = -476902.120193 nChanged 1 SP:Iteration 152Q (1068.500000 sec): 3 clusters Score: Raw -477714.223378 + Penalty 811.949771 = -476902.273607 nChanged 0 SP:Iteration 153F (1068.680000 sec): 3 clusters Score: Raw -477714.223378 + Penalty 811.949771 = -476902.273607 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1068.800000 sec): 2 clusters Score: Raw -64671.609916 + Penalty 322.749910 = -64348.860006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1068.940000 sec): 3 clusters Score: Raw -64082.448704 + Penalty 645.499821 = -63436.948883 nChanged 482 SP:Iteration 1F (1069.130000 sec): 3 clusters Score: Raw -64402.019354 + Penalty 645.499821 = -63756.519533 nChanged 118 SP:Iteration 2F (1069.300000 sec): 3 clusters Score: Raw -64502.545194 + Penalty 645.499821 = -63857.045373 nChanged 98 SP:Iteration 3F (1069.530000 sec): 3 clusters Score: Raw -64629.359603 + Penalty 645.499821 = -63983.859782 nChanged 92 SP:Iteration 4F (1069.690000 sec): 3 clusters Score: Raw -64741.530233 + Penalty 645.499821 = -64096.030412 nChanged 71 SP:Iteration 5F (1069.830000 sec): 3 clusters Score: Raw -64804.317769 + Penalty 645.499821 = -64158.817948 nChanged 61 SP:Iteration 6F (1070.070000 sec): 3 clusters Score: Raw -64859.768260 + Penalty 645.499821 = -64214.268439 nChanged 47 SP:Iteration 7Q (1070.270000 sec): 3 clusters Score: Raw -64897.588074 + Penalty 645.499821 = -64252.088253 nChanged 37 SP:Iteration 8Q (1070.450000 sec): 3 clusters Score: Raw -64921.190993 + Penalty 645.499821 = -64275.691172 nChanged 32 SP:Iteration 9Q (1070.630000 sec): 3 clusters Score: Raw -64943.981287 + Penalty 645.499821 = -64298.481466 nChanged 36 SP:Iteration 10Q (1070.790000 sec): 3 clusters Score: Raw -64980.993251 + Penalty 645.499821 = -64335.493430 nChanged 35 SP:Iteration 11Q (1070.970000 sec): 3 clusters Score: Raw -65064.390191 + Penalty 645.499821 = -64418.890370 nChanged 30 SP:Iteration 12Q (1071.180000 sec): 3 clusters Score: Raw -65130.907869 + Penalty 645.499821 = -64485.408048 nChanged 24 SP:Iteration 13Q (1071.380000 sec): 3 clusters Score: Raw -65146.795769 + Penalty 645.499821 = -64501.295948 nChanged 18 SP:Iteration 14Q (1071.580000 sec): 3 clusters Score: Raw -65160.424736 + Penalty 645.499821 = -64514.924915 nChanged 18 SP:Iteration 15Q (1071.790000 sec): 3 clusters Score: Raw -65170.740502 + Penalty 645.499821 = -64525.240681 nChanged 13 SP:Iteration 16Q (1071.970000 sec): 3 clusters Score: Raw -65175.948016 + Penalty 645.499821 = -64530.448195 nChanged 10 SP:Iteration 17Q (1072.180000 sec): 3 clusters Score: Raw -65179.243496 + Penalty 645.499821 = -64533.743675 nChanged 8 SP:Iteration 18Q (1072.430000 sec): 3 clusters Score: Raw -65181.345054 + Penalty 645.499821 = -64535.845233 nChanged 5 SP:Iteration 19Q (1072.590000 sec): 3 clusters Score: Raw -65182.365901 + Penalty 645.499821 = -64536.866080 nChanged 4 SP:Iteration 20F (1072.790000 sec): 3 clusters Score: Raw -65183.008478 + Penalty 645.499821 = -64537.508657 nChanged 2 SP:Iteration 21Q (1073.020000 sec): 3 clusters Score: Raw -65183.522592 + Penalty 645.499821 = -64538.022771 nChanged 4 SP:Iteration 22Q (1073.290000 sec): 3 clusters Score: Raw -65184.181337 + Penalty 645.499821 = -64538.681516 nChanged 1 SP:Iteration 23Q (1073.450000 sec): 3 clusters Score: Raw -65184.509254 + Penalty 645.499821 = -64539.009433 nChanged 2 SP:Iteration 24Q (1073.620000 sec): 3 clusters Score: Raw -65184.767946 + Penalty 645.499821 = -64539.268125 nChanged 0 SP:Iteration 25F (1073.820000 sec): 3 clusters Score: Raw -65184.767946 + Penalty 645.499821 = -64539.268125 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Iteration 59Q (1100.030000 sec): 50 clusters Score: Raw -23995225.036871 + Penalty 28725.442923 = -23966499.593948 nChanged 3383 Deleting Class 3 (43 points): Lose 537.093601 but Gain 586.233529 Iteration 60F (1125.810000 sec): 49 clusters Score: Raw -23998294.683203 + Penalty 28139.209394 = -23970155.473809 nChanged 3510 Iteration 61Q (1146.050000 sec): 49 clusters Score: Raw -24001415.350500 + Penalty 28139.209394 = -23973276.141106 nChanged 2704 Iteration 62Q (1166.160000 sec): 49 clusters Score: Raw -24002302.353895 + Penalty 28139.209394 = -23974163.144501 nChanged 2245 Iteration 63Q (1185.880000 sec): 49 clusters Score: Raw -24002918.413662 + Penalty 28139.209394 = -23974779.204268 nChanged 1906 Iteration 64Q (1206.800000 sec): 49 clusters Score: Raw -24003396.795886 + Penalty 28139.209394 = -23975257.586492 nChanged 1677 Iteration 65Q (1229.100000 sec): 49 clusters Score: Raw -24003771.803880 + Penalty 28139.209394 = -23975632.594486 nChanged 1554 Iteration 66Q (1250.820000 sec): 49 clusters Score: Raw -24004063.026769 + Penalty 28139.209394 = -23975923.817375 nChanged 1267 Iteration 67Q (1275.000000 sec): 49 clusters Score: Raw -24004352.340989 + Penalty 28139.209394 = -23976213.131595 nChanged 1073 Iteration 68Q (1296.790000 sec): 49 clusters Score: Raw -24004690.406709 + Penalty 28139.209394 = -23976551.197315 nChanged 919 Iteration 69Q (1319.140000 sec): 49 clusters Score: Raw -24004968.802865 + Penalty 28139.209394 = -23976829.593471 nChanged 854 Iteration 70Q (1344.840000 sec): 49 clusters Score: Raw -24005151.467293 + Penalty 28139.209394 = -23977012.257899 nChanged 790 Iteration 71Q (1377.760000 sec): 49 clusters Score: Raw -24005322.812113 + Penalty 28139.209394 = -23977183.602719 nChanged 706 Iteration 72Q (1400.430000 sec): 49 clusters Score: Raw -24005432.628435 + Penalty 28139.209394 = -23977293.419041 nChanged 650 Iteration 73Q (1420.670000 sec): 49 clusters Score: Raw -24005517.033618 + Penalty 28139.209394 = -23977377.824223 nChanged 650 Iteration 74Q (1442.630000 sec): 49 clusters Score: Raw -24005596.513968 + Penalty 28139.209394 = -23977457.304573 nChanged 609 Iteration 75Q (1464.790000 sec): 49 clusters Score: Raw -24005658.834423 + Penalty 28139.209394 = -23977519.625029 nChanged 547 Iteration 76Q (1485.910000 sec): 49 clusters Score: Raw -24005713.364325 + Penalty 28139.209394 = -23977574.154931 nChanged 484 Iteration 77Q (1507.850000 sec): 49 clusters Score: Raw -24005756.334656 + Penalty 28139.209394 = -23977617.125262 nChanged 431 Iteration 78Q (1528.910000 sec): 49 clusters Score: Raw -24005788.327435 + Penalty 28139.209394 = -23977649.118041 nChanged 400 Iteration 79Q (1550.290000 sec): 49 clusters Score: Raw -24005818.443505 + Penalty 28139.209394 = -23977679.234111 nChanged 363 Iteration 80F (1573.930000 sec): 49 clusters Score: Raw -24008342.927783 + Penalty 28139.209394 = -23980203.718389 nChanged 529 Iteration 81Q (1595.020000 sec): 49 clusters Score: Raw -24011730.895623 + Penalty 28139.209394 = -23983591.686229 nChanged 454 Iteration 82Q (1618.940000 sec): 49 clusters Score: Raw -24011874.090234 + Penalty 28139.209394 = -23983734.880840 nChanged 416 Iteration 83Q (1641.490000 sec): 49 clusters Score: Raw -24011948.215079 + Penalty 28139.209394 = -23983809.005685 nChanged 408 Iteration 84Q (1664.180000 sec): 49 clusters Score: Raw -24012008.417827 + Penalty 28139.209394 = -23983869.208433 nChanged 401 Iteration 85Q (1687.350000 sec): 49 clusters Score: Raw -24012074.774312 + Penalty 28139.209394 = -23983935.564918 nChanged 360 Iteration 86Q (1710.880000 sec): 49 clusters Score: Raw -24012130.170683 + Penalty 28139.209394 = -23983990.961289 nChanged 356 Iteration 87Q (1733.740000 sec): 49 clusters Score: Raw -24012205.351837 + Penalty 28139.209394 = -23984066.142443 nChanged 355 Iteration 88Q (1756.940000 sec): 49 clusters Score: Raw -24012315.866994 + Penalty 28139.209394 = -23984176.657600 nChanged 308 Iteration 89Q (1779.850000 sec): 49 clusters Score: Raw -24012430.050075 + Penalty 28139.209394 = -23984290.840681 nChanged 293 Iteration 90Q (1801.680000 sec): 49 clusters Score: Raw -24012490.618592 + Penalty 28139.209394 = -23984351.409198 nChanged 265 Iteration 91Q (1822.950000 sec): 49 clusters Score: Raw -24012531.896272 + Penalty 28139.209394 = -23984392.686878 nChanged 225 Iteration 92Q (1843.010000 sec): 49 clusters Score: Raw -24012573.205970 + Penalty 28139.209394 = -23984433.996576 nChanged 201 Iteration 93Q (1865.620000 sec): 49 clusters Score: Raw -24012628.249862 + Penalty 28139.209394 = -23984489.040468 nChanged 190 Iteration 94Q (1885.070000 sec): 49 clusters Score: Raw -24012725.955640 + Penalty 28139.209394 = -23984586.746246 nChanged 211 Iteration 95Q (1905.040000 sec): 49 clusters Score: Raw -24013142.867981 + Penalty 28139.209394 = -23985003.658587 nChanged 197 Iteration 96Q (1927.640000 sec): 49 clusters Score: Raw -24013186.909908 + Penalty 28139.209394 = -23985047.700514 nChanged 167 Iteration 97Q (1948.220000 sec): 49 clusters Score: Raw -24013208.275806 + Penalty 28139.209394 = -23985069.066412 nChanged 168 Iteration 98Q (1968.780000 sec): 49 clusters Score: Raw -24013219.136732 + Penalty 28139.209394 = -23985079.927338 nChanged 138 Writing temp clu file Because OldScore, -23985069.066412, is greater than current (better) Score,-23985079.927338 Compute initial score before splitting: Score: Raw -24013219.136732 + Penalty 28139.209394 = -23985079.927338 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.150000 sec): 2 clusters Score: Raw -1742667.184330 + Penalty 465.542877 = -1742201.641454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.410000 sec): 3 clusters Score: Raw -1724524.901625 + Penalty 931.085754 = -1723593.815871 nChanged 13264 SP:Iteration 1F (1969.680000 sec): 3 clusters Score: Raw -1732457.478587 + Penalty 931.085754 = -1731526.392834 nChanged 1457 SP:Iteration 2F (1969.910000 sec): 3 clusters Score: Raw -1733204.072661 + Penalty 931.085754 = -1732272.986907 nChanged 1823 SP:Iteration 3F (1970.190000 sec): 3 clusters Score: Raw -1734551.317385 + Penalty 931.085754 = -1733620.231631 nChanged 1978 SP:Iteration 4F (1970.480000 sec): 3 clusters Score: Raw -1736457.790577 + Penalty 931.085754 = -1735526.704823 nChanged 1841 SP:Iteration 5F (1970.700000 sec): 3 clusters Score: Raw -1738399.574380 + Penalty 931.085754 = -1737468.488626 nChanged 1440 SP:Iteration 6F (1970.990000 sec): 3 clusters Score: Raw -1739574.908713 + Penalty 931.085754 = -1738643.822960 nChanged 921 SP:Iteration 7Q (1971.290000 sec): 3 clusters Score: Raw -1740105.291657 + Penalty 931.085754 = -1739174.205903 nChanged 657 SP:Iteration 8Q (1971.570000 sec): 3 clusters Score: Raw -1740479.093226 + Penalty 931.085754 = -1739548.007473 nChanged 586 SP:Iteration 9Q (1971.800000 sec): 3 clusters Score: Raw -1740782.313805 + Penalty 931.085754 = -1739851.228051 nChanged 531 SP:Iteration 10Q (1972.100000 sec): 3 clusters Score: Raw -1741042.967356 + Penalty 931.085754 = -1740111.881602 nChanged 495 SP:Iteration 11Q (1972.390000 sec): 3 clusters Score: Raw -1741292.347848 + Penalty 931.085754 = -1740361.262094 nChanged 460 SP:Iteration 12Q (1972.690000 sec): 3 clusters Score: Raw -1741524.831725 + Penalty 931.085754 = -1740593.745972 nChanged 404 SP:Iteration 13Q (1972.930000 sec): 3 clusters Score: Raw -1741733.388553 + Penalty 931.085754 = -1740802.302799 nChanged 338 SP:Iteration 14Q (1973.260000 sec): 3 clusters Score: Raw -1741907.001098 + Penalty 931.085754 = -1740975.915345 nChanged 272 SP:Iteration 15Q (1973.510000 sec): 3 clusters Score: Raw -1742045.081927 + Penalty 931.085754 = -1741113.996173 nChanged 230 SP:Iteration 16Q (1973.850000 sec): 3 clusters Score: Raw -1742169.202113 + Penalty 931.085754 = -1741238.116360 nChanged 201 SP:Iteration 17Q (1974.140000 sec): 3 clusters Score: Raw -1742283.236275 + Penalty 931.085754 = -1741352.150521 nChanged 175 SP:Iteration 18Q (1974.370000 sec): 3 clusters Score: Raw -1742381.228782 + Penalty 931.085754 = -1741450.143028 nChanged 140 SP:Iteration 19Q (1974.720000 sec): 3 clusters Score: Raw -1742461.974816 + Penalty 931.085754 = -1741530.889062 nChanged 120 SP:Iteration 20F (1974.990000 sec): 3 clusters Score: Raw -1742537.765898 + Penalty 931.085754 = -1741606.680144 nChanged 80 SP:Iteration 21Q (1975.280000 sec): 3 clusters Score: Raw -1742592.492985 + Penalty 931.085754 = -1741661.407231 nChanged 54 SP:Iteration 22Q (1975.530000 sec): 3 clusters Score: Raw -1742627.961450 + Penalty 931.085754 = -1741696.875696 nChanged 49 SP:Iteration 23Q (1975.730000 sec): 3 clusters Score: Raw -1742662.097111 + Penalty 931.085754 = -1741731.011358 nChanged 30 SP:Iteration 24Q (1976.010000 sec): 3 clusters Score: Raw -1742682.648504 + Penalty 931.085754 = -1741751.562750 nChanged 25 SP:Iteration 25Q (1976.260000 sec): 3 clusters Score: Raw -1742705.642981 + Penalty 931.085754 = -1741774.557227 nChanged 22 SP:Iteration 26Q (1976.520000 sec): 3 clusters Score: Raw -1742718.233231 + Penalty 931.085754 = -1741787.147477 nChanged 11 SP:Iteration 27Q (1976.780000 sec): 3 clusters Score: Raw -1742727.904962 + Penalty 931.085754 = -1741796.819208 nChanged 10 SP:Iteration 28Q (1977.050000 sec): 3 clusters Score: Raw -1742735.220444 + Penalty 931.085754 = -1741804.134691 nChanged 8 SP:Iteration 29Q (1977.290000 sec): 3 clusters Score: Raw -1742740.128889 + Penalty 931.085754 = -1741809.043135 nChanged 5 SP:Iteration 30Q (1977.560000 sec): 3 clusters Score: Raw -1742741.990326 + Penalty 931.085754 = -1741810.904572 nChanged 1 SP:Iteration 31Q (1977.790000 sec): 3 clusters Score: Raw -1742742.398202 + Penalty 931.085754 = -1741811.312448 nChanged 2 SP:Iteration 32Q (1978.100000 sec): 3 clusters Score: Raw -1742743.404707 + Penalty 931.085754 = -1741812.318954 nChanged 1 SP:Iteration 33Q (1978.410000 sec): 3 clusters Score: Raw -1742744.369368 + Penalty 931.085754 = -1741813.283614 nChanged 1 SP:Iteration 34Q (1978.750000 sec): 3 clusters Score: Raw -1742744.871621 + Penalty 931.085754 = -1741813.785867 nChanged 0 SP:Iteration 35F (1979.010000 sec): 3 clusters Score: Raw -1742744.871621 + Penalty 931.085754 = -1741813.785867 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.140000 sec): 2 clusters Score: Raw -25770.198067 + Penalty 281.190758 = -25489.007310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.390000 sec): 3 clusters Score: Raw -25620.287061 + Penalty 562.381515 = -25057.905545 nChanged 182 SP:Iteration 1F (1979.640000 sec): 3 clusters Score: Raw -25911.080427 + Penalty 562.381515 = -25348.698911 nChanged 69 SP:Iteration 2F (1979.840000 sec): 3 clusters Score: Raw -26192.180569 + Penalty 562.381515 = -25629.799053 nChanged 59 SP:Iteration 3F (1980.130000 sec): 3 clusters Score: Raw -26504.200676 + Penalty 562.381515 = -25941.819160 nChanged 35 SP:Iteration 4F (1980.360000 sec): 3 clusters Score: Raw -27102.028836 + Penalty 562.381515 = -26539.647321 nChanged 7 SP:Iteration 5Q (1980.590000 sec): 3 clusters Score: Raw -27516.844804 + Penalty 562.381515 = -26954.463288 nChanged 1 SP:Iteration 6Q (1980.850000 sec): 3 clusters Score: Raw -27621.552346 + Penalty 562.381515 = -27059.170831 nChanged 0 SP:Iteration 7F (1981.060000 sec): 3 clusters Score: Raw -27621.552346 + Penalty 562.381515 = -27059.170831 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1981.140000 sec): 2 clusters Score: Raw -90023.641199 + Penalty 330.957277 = -89692.683922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1981.370000 sec): 3 clusters Score: Raw -89248.278236 + Penalty 661.914555 = -88586.363681 nChanged 618 SP:Iteration 1F (1981.540000 sec): 3 clusters Score: Raw -89635.137407 + Penalty 661.914555 = -88973.222852 nChanged 125 SP:Iteration 2F (1981.700000 sec): 3 clusters Score: Raw -89738.735538 + Penalty 661.914555 = -89076.820983 nChanged 101 SP:Iteration 3F (1981.920000 sec): 3 clusters Score: Raw -89817.645935 + Penalty 661.914555 = -89155.731380 nChanged 81 SP:Iteration 4F (1982.130000 sec): 3 clusters Score: Raw -89886.792127 + Penalty 661.914555 = -89224.877572 nChanged 71 SP:Iteration 5Q (1982.310000 sec): 3 clusters Score: Raw -89942.203187 + Penalty 661.914555 = -89280.288632 nChanged 54 SP:Iteration 6Q (1982.510000 sec): 3 clusters Score: Raw -89976.473853 + Penalty 661.914555 = -89314.559298 nChanged 52 SP:Iteration 7Q (1982.700000 sec): 3 clusters Score: Raw -90009.852505 + Penalty 661.914555 = -89347.937950 nChanged 56 SP:Iteration 8Q (1982.910000 sec): 3 clusters Score: Raw -90051.754094 + Penalty 661.914555 = -89389.839539 nChanged 35 SP:Iteration 9Q (1983.130000 sec): 3 clusters Score: Raw -90072.797446 + Penalty 661.914555 = -89410.882891 nChanged 24 SP:Iteration 10Q (1983.330000 sec): 3 clusters Score: Raw -90087.813101 + Penalty 661.914555 = -89425.898546 nChanged 22 SP:Iteration 11Q (1983.490000 sec): 3 clusters Score: Raw -90100.586923 + Penalty 661.914555 = -89438.672368 nChanged 13 SP:Iteration 12Q (1983.650000 sec): 3 clusters Score: Raw -90104.153058 + Penalty 661.914555 = -89442.238503 nChanged 8 SP:Iteration 13Q (1983.870000 sec): 3 clusters Score: Raw -90107.517099 + Penalty 661.914555 = -89445.602544 nChanged 2 SP:Iteration 14Q (1984.130000 sec): 3 clusters Score: Raw -90108.091693 + Penalty 661.914555 = -89446.177138 nChanged 1 SP:Iteration 15Q (1984.280000 sec): 3 clusters Score: Raw -90108.210676 + Penalty 661.914555 = -89446.296121 nChanged 0 SP:Iteration 16F (1984.510000 sec): 3 clusters Score: Raw -90108.210676 + Penalty 661.914555 = -89446.296121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1984.640000 sec): 2 clusters Score: Raw -351461.514128 + Penalty 393.970520 = -351067.543608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1984.770000 sec): 3 clusters Score: Raw -348011.574217 + Penalty 787.941041 = -347223.633177 nChanged 2571 SP:Iteration 1F (1984.970000 sec): 3 clusters Score: Raw -349570.240069 + Penalty 787.941041 = -348782.299029 nChanged 424 SP:Iteration 2F (1985.120000 sec): 3 clusters Score: Raw -349905.286486 + Penalty 787.941041 = -349117.345445 nChanged 444 SP:Iteration 3F (1985.270000 sec): 3 clusters Score: Raw -350257.160997 + Penalty 787.941041 = -349469.219956 nChanged 394 SP:Iteration 4F (1985.420000 sec): 3 clusters Score: Raw -350532.176994 + Penalty 787.941041 = -349744.235954 nChanged 317 SP:Iteration 5F (1985.570000 sec): 3 clusters Score: Raw -350717.656579 + Penalty 787.941041 = -349929.715539 nChanged 262 SP:Iteration 6Q (1985.730000 sec): 3 clusters Score: Raw -350844.923439 + Penalty 787.941041 = -350056.982398 nChanged 182 SP:Iteration 7Q (1985.890000 sec): 3 clusters Score: Raw -350913.956277 + Penalty 787.941041 = -350126.015236 nChanged 142 SP:Iteration 8Q (1986.090000 sec): 3 clusters Score: Raw -350958.441935 + Penalty 787.941041 = -350170.500894 nChanged 100 SP:Iteration 9Q (1986.280000 sec): 3 clusters Score: Raw -350986.417406 + Penalty 787.941041 = -350198.476366 nChanged 79 SP:Iteration 10Q (1986.530000 sec): 3 clusters Score: Raw -351010.668126 + Penalty 787.941041 = -350222.727085 nChanged 89 SP:Iteration 11Q (1986.720000 sec): 3 clusters Score: Raw -351036.341062 + Penalty 787.941041 = -350248.400021 nChanged 80 SP:Iteration 12Q (1986.920000 sec): 3 clusters Score: Raw -351061.791880 + Penalty 787.941041 = -350273.850839 nChanged 80 SP:Iteration 13Q (1987.130000 sec): 3 clusters Score: Raw -351082.602035 + Penalty 787.941041 = -350294.660994 nChanged 65 SP:Iteration 14Q (1987.360000 sec): 3 clusters Score: Raw -351098.942810 + Penalty 787.941041 = -350311.001770 nChanged 50 SP:Iteration 15Q (1987.540000 sec): 3 clusters Score: Raw -351111.121421 + Penalty 787.941041 = -350323.180381 nChanged 49 SP:Iteration 16Q (1987.710000 sec): 3 clusters Score: Raw -351122.876643 + Penalty 787.941041 = -350334.935602 nChanged 51 SP:Iteration 17Q (1987.880000 sec): 3 clusters Score: Raw -351135.907483 + Penalty 787.941041 = -350347.966443 nChanged 59 SP:Iteration 18Q (1988.040000 sec): 3 clusters Score: Raw -351148.949727 + Penalty 787.941041 = -350361.008686 nChanged 54 SP:Iteration 19Q (1988.180000 sec): 3 clusters Score: Raw -351160.200850 + Penalty 787.941041 = -350372.259809 nChanged 43 SP:Iteration 20F (1988.280000 sec): 3 clusters Score: Raw -351168.881340 + Penalty 787.941041 = -350380.940299 nChanged 44 SP:Iteration 21Q (1988.430000 sec): 3 clusters Score: Raw -351176.359064 + Penalty 787.941041 = -350388.418024 nChanged 41 SP:Iteration 22Q (1988.570000 sec): 3 clusters Score: Raw -351186.015849 + Penalty 787.941041 = -350398.074808 nChanged 52 SP:Iteration 23Q (1988.710000 sec): 3 clusters Score: Raw -351199.336762 + Penalty 787.941041 = -350411.395721 nChanged 49 SP:Iteration 24Q (1988.940000 sec): 3 clusters Score: Raw -351211.273143 + Penalty 787.941041 = -350423.332103 nChanged 57 SP:Iteration 25Q (1989.110000 sec): 3 clusters Score: Raw -351226.417197 + Penalty 787.941041 = -350438.476157 nChanged 61 SP:Iteration 26Q (1989.290000 sec): 3 clusters Score: Raw -351240.343849 + Penalty 787.941041 = -350452.402808 nChanged 51 SP:Iteration 27Q (1989.470000 sec): 3 clusters Score: Raw -351252.925977 + Penalty 787.941041 = -350464.984936 nChanged 59 SP:Iteration 28Q (1989.710000 sec): 3 clusters Score: Raw -351266.315666 + Penalty 787.941041 = -350478.374625 nChanged 59 SP:Iteration 29Q (1989.880000 sec): 3 clusters Score: Raw -351279.602414 + Penalty 787.941041 = -350491.661374 nChanged 56 SP:Iteration 30Q (1990.070000 sec): 3 clusters Score: Raw -351294.683926 + Penalty 787.941041 = -350506.742886 nChanged 60 SP:Iteration 31Q (1990.230000 sec): 3 clusters Score: Raw -351313.108336 + Penalty 787.941041 = -350525.167295 nChanged 64 SP:Iteration 32Q (1990.400000 sec): 3 clusters Score: Raw -351332.750091 + Penalty 787.941041 = -350544.809050 nChanged 61 SP:Iteration 33Q (1990.570000 sec): 3 clusters Score: Raw -351347.460851 + Penalty 787.941041 = -350559.519810 nChanged 54 SP:Iteration 34Q (1990.760000 sec): 3 clusters Score: Raw -351359.237930 + Penalty 787.941041 = -350571.296889 nChanged 58 SP:Iteration 35Q (1990.900000 sec): 3 clusters Score: Raw -351373.366711 + Penalty 787.941041 = -350585.425670 nChanged 62 SP:Iteration 36Q (1991.090000 sec): 3 clusters Score: Raw -351389.520064 + Penalty 787.941041 = -350601.579023 nChanged 49 SP:Iteration 37Q (1991.180000 sec): 3 clusters Score: Raw -351401.444775 + Penalty 787.941041 = -350613.503734 nChanged 49 SP:Iteration 38Q (1991.360000 sec): 3 clusters Score: Raw -351412.141852 + Penalty 787.941041 = -350624.200812 nChanged 44 SP:Iteration 39Q (1991.530000 sec): 3 clusters Score: Raw -351423.189690 + Penalty 787.941041 = -350635.248649 nChanged 39 SP:Iteration 40F (1991.670000 sec): 3 clusters Score: Raw -351434.354426 + Penalty 787.941041 = -350646.413386 nChanged 38 SP:Iteration 41Q (1991.800000 sec): 3 clusters Score: Raw -351446.566173 + Penalty 787.941041 = -350658.625132 nChanged 42 SP:Iteration 42Q (1992.060000 sec): 3 clusters Score: Raw -351459.635759 + Penalty 787.941041 = -350671.694719 nChanged 31 SP:Iteration 43Q (1992.260000 sec): 3 clusters Score: Raw -351468.191666 + Penalty 787.941041 = -350680.250625 nChanged 30 SP:Iteration 44Q (1992.440000 sec): 3 clusters Score: Raw -351476.770662 + Penalty 787.941041 = -350688.829622 nChanged 32 SP:Iteration 45Q (1992.710000 sec): 3 clusters Score: Raw -351483.552180 + Penalty 787.941041 = -350695.611139 nChanged 22 SP:Iteration 46Q (1992.930000 sec): 3 clusters Score: Raw -351488.565422 + Penalty 787.941041 = -350700.624381 nChanged 33 SP:Iteration 47Q (1993.190000 sec): 3 clusters Score: Raw -351497.358231 + Penalty 787.941041 = -350709.417190 nChanged 27 SP:Iteration 48Q (1993.370000 sec): 3 clusters Score: Raw -351504.030559 + Penalty 787.941041 = -350716.089518 nChanged 26 SP:Iteration 49Q (1993.580000 sec): 3 clusters Score: Raw -351509.373038 + Penalty 787.941041 = -350721.431997 nChanged 22 SP:Iteration 50Q (1993.750000 sec): 3 clusters Score: Raw -351514.559225 + Penalty 787.941041 = -350726.618184 nChanged 21 SP:Iteration 51Q (1994.000000 sec): 3 clusters Score: Raw -351519.896491 + Penalty 787.941041 = -350731.955450 nChanged 16 SP:Iteration 52Q (1994.190000 sec): 3 clusters Score: Raw -351523.363177 + Penalty 787.941041 = -350735.422136 nChanged 19 SP:Iteration 53Q (1994.400000 sec): 3 clusters Score: Raw -351527.496597 + Penalty 787.941041 = -350739.555557 nChanged 17 SP:Iteration 54Q (1994.690000 sec): 3 clusters Score: Raw -351530.488045 + Penalty 787.941041 = -350742.547005 nChanged 17 SP:Iteration 55Q (1994.890000 sec): 3 clusters Score: Raw -351532.861008 + Penalty 787.941041 = -350744.919968 nChanged 13 SP:Iteration 56Q (1995.120000 sec): 3 clusters Score: Raw -351535.620732 + Penalty 787.941041 = -350747.679691 nChanged 16 SP:Iteration 57Q (1995.300000 sec): 3 clusters Score: Raw -351539.348150 + Penalty 787.941041 = -350751.407109 nChanged 17 SP:Iteration 58Q (1995.470000 sec): 3 clusters Score: Raw -351542.197713 + Penalty 787.941041 = -350754.256672 nChanged 20 SP:Iteration 59Q (1995.680000 sec): 3 clusters Score: Raw -351546.181752 + Penalty 787.941041 = -350758.240712 nChanged 15 SP:Iteration 60F (1995.890000 sec): 3 clusters Score: Raw -351547.841098 + Penalty 787.941041 = -350759.900057 nChanged 6 SP:Iteration 61Q (1996.070000 sec): 3 clusters Score: Raw -351548.797639 + Penalty 787.941041 = -350760.856598 nChanged 3 SP:Iteration 62Q (1996.270000 sec): 3 clusters Score: Raw -351549.283715 + Penalty 787.941041 = -350761.342674 nChanged 10 SP:Iteration 63Q (1996.440000 sec): 3 clusters Score: Raw -351550.897037 + Penalty 787.941041 = -350762.955996 nChanged 7 SP:Iteration 64Q (1996.660000 sec): 3 clusters Score: Raw -351551.667813 + Penalty 787.941041 = -350763.726772 nChanged 10 SP:Iteration 65Q (1996.870000 sec): 3 clusters Score: Raw -351553.224639 + Penalty 787.941041 = -350765.283599 nChanged 9 SP:Iteration 66Q (1997.130000 sec): 3 clusters Score: Raw -351554.751849 + Penalty 787.941041 = -350766.810809 nChanged 13 SP:Iteration 67Q (1997.290000 sec): 3 clusters Score: Raw -351558.126112 + Penalty 787.941041 = -350770.185071 nChanged 14 SP:Iteration 68Q (1997.460000 sec): 3 clusters Score: Raw -351560.995889 + Penalty 787.941041 = -350773.054848 nChanged 13 SP:Iteration 69Q (1997.640000 sec): 3 clusters Score: Raw -351563.824259 + Penalty 787.941041 = -350775.883219 nChanged 15 SP:Iteration 70Q (1997.870000 sec): 3 clusters Score: Raw -351568.144371 + Penalty 787.941041 = -350780.203331 nChanged 12 SP:Iteration 71Q (1998.030000 sec): 3 clusters Score: Raw -351571.239438 + Penalty 787.941041 = -350783.298397 nChanged 10 SP:Iteration 72Q (1998.170000 sec): 3 clusters Score: Raw -351573.756662 + Penalty 787.941041 = -350785.815621 nChanged 8 SP:Iteration 73Q (1998.370000 sec): 3 clusters Score: Raw -351575.248607 + Penalty 787.941041 = -350787.307566 nChanged 4 SP:Iteration 74Q (1998.590000 sec): 3 clusters Score: Raw -351575.723477 + Penalty 787.941041 = -350787.782437 nChanged 2 SP:Iteration 75Q (1998.760000 sec): 3 clusters Score: Raw -351576.303924 + Penalty 787.941041 = -350788.362883 nChanged 1 SP:Iteration 76Q (1998.980000 sec): 3 clusters Score: Raw -351576.537891 + Penalty 787.941041 = -350788.596850 nChanged 0 SP:Iteration 77F (1999.170000 sec): 3 clusters Score: Raw -351576.537891 + Penalty 787.941041 = -350788.596850 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1999.250000 sec): 2 clusters Score: Raw -8405.084675 + Penalty 237.279577 = -8167.805098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1999.420000 sec): 3 clusters Score: Raw -8436.561792 + Penalty 474.559154 = -7962.002638 nChanged 61 SP:Iteration 1F (1999.580000 sec): 3 clusters Score: Raw -8563.423286 + Penalty 474.559154 = -8088.864132 nChanged 18 SP:Iteration 2F (1999.780000 sec): 3 clusters Score: Raw -8637.978144 + Penalty 474.559154 = -8163.418990 nChanged 7 SP:Iteration 3Q (1999.900000 sec): 3 clusters Score: Raw -8663.535346 + Penalty 474.559154 = -8188.976192 nChanged 4 SP:Iteration 4Q (2000.080000 sec): 3 clusters Score: Raw -8677.512569 + Penalty 474.559154 = -8202.953415 nChanged 5 SP:Iteration 5Q (2000.260000 sec): 3 clusters Score: Raw -8706.670970 + Penalty 474.559154 = -8232.111816 nChanged 3 SP:Iteration 6Q (2000.460000 sec): 3 clusters Score: Raw -8723.346623 + Penalty 474.559154 = -8248.787469 nChanged 0 SP:Iteration 7F (2000.600000 sec): 3 clusters Score: Raw -8730.922156 + Penalty 474.559154 = -8256.363002 nChanged 1 SP:Iteration 8Q (2000.780000 sec): 3 clusters Score: Raw -8759.449387 + Penalty 474.559154 = -8284.890233 nChanged 3 SP:Iteration 9Q (2000.980000 sec): 3 clusters Score: Raw -8763.761019 + Penalty 474.559154 = -8289.201865 nChanged 0 SP:Iteration 10F (2001.180000 sec): 3 clusters Score: Raw -8763.761019 + Penalty 474.559154 = -8289.201865 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.280000 sec): 2 clusters Score: Raw -58563.949796 + Penalty 309.153689 = -58254.796107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.480000 sec): 3 clusters Score: Raw -58132.562648 + Penalty 618.307379 = -57514.255269 nChanged 345 SP:Iteration 1F (2001.710000 sec): 3 clusters Score: Raw -58376.369242 + Penalty 618.307379 = -57758.061863 nChanged 67 SP:Iteration 2F (2001.920000 sec): 3 clusters Score: Raw -58418.127818 + Penalty 618.307379 = -57799.820439 nChanged 41 SP:Iteration 3Q (2002.120000 sec): 3 clusters Score: Raw -58443.281614 + Penalty 618.307379 = -57824.974235 nChanged 36 SP:Iteration 4Q (2002.360000 sec): 3 clusters Score: Raw -58459.756313 + Penalty 618.307379 = -57841.448934 nChanged 21 SP:Iteration 5Q (2002.570000 sec): 3 clusters Score: Raw -58470.098102 + Penalty 618.307379 = -57851.790723 nChanged 17 SP:Iteration 6Q (2002.760000 sec): 3 clusters Score: Raw -58481.057445 + Penalty 618.307379 = -57862.750066 nChanged 17 SP:Iteration 7Q (2002.940000 sec): 3 clusters Score: Raw -58490.688225 + Penalty 618.307379 = -57872.380846 nChanged 13 SP:Iteration 8Q (2003.120000 sec): 3 clusters Score: Raw -58496.766672 + Penalty 618.307379 = -57878.459293 nChanged 11 SP:Iteration 9Q (2003.360000 sec): 3 clusters Score: Raw -58501.523427 + Penalty 618.307379 = -57883.216048 nChanged 14 SP:Iteration 10Q (2003.560000 sec): 3 clusters Score: Raw -58508.480507 + Penalty 618.307379 = -57890.173129 nChanged 12 SP:Iteration 11Q (2003.750000 sec): 3 clusters Score: Raw -58514.962307 + Penalty 618.307379 = -57896.654928 nChanged 12 SP:Iteration 12Q (2003.910000 sec): 3 clusters Score: Raw -58525.682409 + Penalty 618.307379 = -57907.375031 nChanged 12 SP:Iteration 13Q (2004.120000 sec): 3 clusters Score: Raw -58533.870359 + Penalty 618.307379 = -57915.562980 nChanged 8 SP:Iteration 14Q (2004.260000 sec): 3 clusters Score: Raw -58539.804538 + Penalty 618.307379 = -57921.497159 nChanged 8 SP:Iteration 15Q (2004.420000 sec): 3 clusters Score: Raw -58545.098906 + Penalty 618.307379 = -57926.791527 nChanged 7 SP:Iteration 16Q (2004.580000 sec): 3 clusters Score: Raw -58548.425468 + Penalty 618.307379 = -57930.118089 nChanged 2 SP:Iteration 17Q (2004.800000 sec): 3 clusters Score: Raw -58549.473255 + Penalty 618.307379 = -57931.165876 nChanged 2 SP:Iteration 18Q (2005.000000 sec): 3 clusters Score: Raw -58550.143067 + Penalty 618.307379 = -57931.835688 nChanged 0 SP:Iteration 19F (2005.150000 sec): 3 clusters Score: Raw -58550.143067 + Penalty 618.307379 = -57931.835688 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (1104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2005.260000 sec): 2 clusters Score: Raw -60330.196339 + Penalty 318.804633 = -60011.391706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.410000 sec): 3 clusters Score: Raw -59800.418264 + Penalty 637.609266 = -59162.808998 nChanged 435 SP:Iteration 1F (2005.570000 sec): 3 clusters Score: Raw -60190.962938 + Penalty 637.609266 = -59553.353672 nChanged 107 SP:Iteration 2F (2005.810000 sec): 3 clusters Score: Raw -60399.890130 + Penalty 637.609266 = -59762.280864 nChanged 112 SP:Iteration 3F (2006.040000 sec): 3 clusters Score: Raw -60698.927619 + Penalty 637.609266 = -60061.318353 nChanged 149 SP:Iteration 4F (2006.220000 sec): 3 clusters Score: Raw -61132.847262 + Penalty 637.609266 = -60495.237996 nChanged 129 SP:Iteration 5F (2006.410000 sec): 3 clusters Score: Raw -61504.211018 + Penalty 637.609266 = -60866.601753 nChanged 47 SP:Iteration 6Q (2006.600000 sec): 3 clusters Score: Raw -61691.991507 + Penalty 637.609266 = -61054.382241 nChanged 13 SP:Iteration 7Q (2006.780000 sec): 3 clusters Score: Raw -61745.762922 + Penalty 637.609266 = -61108.153657 nChanged 7 SP:Iteration 8Q (2006.970000 sec): 3 clusters Score: Raw -61779.450678 + Penalty 637.609266 = -61141.841413 nChanged 5 SP:Iteration 9Q (2007.180000 sec): 3 clusters Score: Raw -61785.878580 + Penalty 637.609266 = -61148.269315 nChanged 1 SP:Iteration 10Q (2007.350000 sec): 3 clusters Score: Raw -61786.017815 + Penalty 637.609266 = -61148.408549 nChanged 0 SP:Iteration 11F (2007.530000 sec): 3 clusters Score: Raw -61786.017815 + Penalty 637.609266 = -61148.408549 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 2.65 GB. Trying to split cluster 9 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2007.590000 sec): 2 clusters Score: Raw -9552.853264 + Penalty 231.203899 = -9321.649366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2007.820000 sec): 3 clusters Score: Raw -9535.002348 + Penalty 462.407797 = -9072.594551 nChanged 35 SP:Iteration 1F (2007.990000 sec): 3 clusters Score: Raw -9590.792665 + Penalty 462.407797 = -9128.384867 nChanged 11 SP:Iteration 2F (2008.240000 sec): 3 clusters Score: Raw -9607.568420 + Penalty 462.407797 = -9145.160623 nChanged 8 SP:Iteration 3Q (2008.530000 sec): 3 clusters Score: Raw -9623.352706 + Penalty 462.407797 = -9160.944908 nChanged 8 SP:Iteration 4Q (2008.680000 sec): 3 clusters Score: Raw -9639.775335 + Penalty 462.407797 = -9177.367538 nChanged 7 SP:Iteration 5Q (2008.870000 sec): 3 clusters Score: Raw -9657.068207 + Penalty 462.407797 = -9194.660409 nChanged 8 SP:Iteration 6Q (2009.070000 sec): 3 clusters Score: Raw -9679.589186 + Penalty 462.407797 = -9217.181388 nChanged 8 SP:Iteration 7Q (2009.330000 sec): 3 clusters Score: Raw -9710.566424 + Penalty 462.407797 = -9248.158627 nChanged 4 SP:Iteration 8Q (2009.540000 sec): 3 clusters Score: Raw -9730.814684 + Penalty 462.407797 = -9268.406887 nChanged 3 SP:Iteration 9Q (2009.790000 sec): 3 clusters Score: Raw -9750.095304 + Penalty 462.407797 = -9287.687506 nChanged 3 SP:Iteration 10Q (2009.940000 sec): 3 clusters Score: Raw -9770.346447 + Penalty 462.407797 = -9307.938649 nChanged 5 SP:Iteration 11Q (2010.170000 sec): 3 clusters Score: Raw -9788.386786 + Penalty 462.407797 = -9325.978989 nChanged 3 SP:Iteration 12Q (2010.310000 sec): 3 clusters Score: Raw -9817.070180 + Penalty 462.407797 = -9354.662382 nChanged 3 SP:Iteration 13Q (2010.560000 sec): 3 clusters Score: Raw -9833.337288 + Penalty 462.407797 = -9370.929490 nChanged 1 SP:Iteration 14Q (2010.720000 sec): 3 clusters Score: Raw -9836.228659 + Penalty 462.407797 = -9373.820861 nChanged 0 SP:Iteration 15F (2010.970000 sec): 3 clusters Score: Raw -9846.645962 + Penalty 462.407797 = -9384.238164 nChanged 2 SP:Iteration 16Q (2011.140000 sec): 3 clusters Score: Raw -9903.537737 + Penalty 462.407797 = -9441.129940 nChanged 3 SP:Iteration 17Q (2011.360000 sec): 3 clusters Score: Raw -9956.789181 + Penalty 462.407797 = -9494.381384 nChanged 3 SP:Iteration 18Q (2011.520000 sec): 3 clusters Score: Raw -9966.197039 + Penalty 462.407797 = -9503.789242 nChanged 1 SP:Iteration 19Q (2011.740000 sec): 3 clusters Score: Raw -9967.769788 + Penalty 462.407797 = -9505.361991 nChanged 0 SP:Iteration 20F (2011.910000 sec): 3 clusters Score: Raw -9967.769788 + Penalty 462.407797 = -9505.361991 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 2.65 GB. Trying to split cluster 10 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.060000 sec): 2 clusters Score: Raw -12893.013338 + Penalty 245.410053 = -12647.603285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.230000 sec): 3 clusters Score: Raw -12833.753223 + Penalty 490.820107 = -12342.933116 nChanged 53 SP:Iteration 1F (2012.400000 sec): 3 clusters Score: Raw -12901.341679 + Penalty 490.820107 = -12410.521572 nChanged 17 SP:Iteration 2F (2012.640000 sec): 3 clusters Score: Raw -12918.951706 + Penalty 490.820107 = -12428.131600 nChanged 7 SP:Iteration 3Q (2012.820000 sec): 3 clusters Score: Raw -12930.181797 + Penalty 490.820107 = -12439.361690 nChanged 2 SP:Iteration 4Q (2013.040000 sec): 3 clusters Score: Raw -12933.750926 + Penalty 490.820107 = -12442.930819 nChanged 1 SP:Iteration 5Q (2013.220000 sec): 3 clusters Score: Raw -12934.759416 + Penalty 490.820107 = -12443.939309 nChanged 0 SP:Iteration 6F (2013.440000 sec): 3 clusters Score: Raw -12934.759416 + Penalty 490.820107 = -12443.939309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.520000 sec): 2 clusters Score: Raw -21929.545353 + Penalty 273.176862 = -21656.368492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.700000 sec): 3 clusters Score: Raw -21772.513317 + Penalty 546.353723 = -21226.159594 nChanged 145 SP:Iteration 1F (2013.870000 sec): 3 clusters Score: Raw -21904.554215 + Penalty 546.353723 = -21358.200492 nChanged 40 SP:Iteration 2F (2014.080000 sec): 3 clusters Score: Raw -21968.927658 + Penalty 546.353723 = -21422.573935 nChanged 39 SP:Iteration 3F (2014.220000 sec): 3 clusters Score: Raw -22039.734893 + Penalty 546.353723 = -21493.381170 nChanged 41 SP:Iteration 4F (2014.400000 sec): 3 clusters Score: Raw -22147.637282 + Penalty 546.353723 = -21601.283559 nChanged 43 SP:Iteration 5F (2014.580000 sec): 3 clusters Score: Raw -22308.310295 + Penalty 546.353723 = -21761.956572 nChanged 24 SP:Iteration 6F (2014.820000 sec): 3 clusters Score: Raw -22441.236033 + Penalty 546.353723 = -21894.882310 nChanged 18 SP:Iteration 7Q (2015.060000 sec): 3 clusters Score: Raw -22546.612103 + Penalty 546.353723 = -22000.258380 nChanged 8 SP:Iteration 8Q (2015.220000 sec): 3 clusters Score: Raw -22565.217906 + Penalty 546.353723 = -22018.864183 nChanged 5 SP:Iteration 9Q (2015.460000 sec): 3 clusters Score: Raw -22572.712183 + Penalty 546.353723 = -22026.358460 nChanged 1 SP:Iteration 10Q (2015.580000 sec): 3 clusters Score: Raw -22577.524352 + Penalty 546.353723 = -22031.170629 nChanged 3 SP:Iteration 11Q (2015.760000 sec): 3 clusters Score: Raw -22598.137013 + Penalty 546.353723 = -22051.783290 nChanged 2 SP:Iteration 12Q (2015.990000 sec): 3 clusters Score: Raw -22612.603870 + Penalty 546.353723 = -22066.250147 nChanged 1 SP:Iteration 13Q (2016.160000 sec): 3 clusters Score: Raw -22627.281859 + Penalty 546.353723 = -22080.928135 nChanged 2 SP:Iteration 14Q (2016.360000 sec): 3 clusters Score: Raw -22639.668461 + Penalty 546.353723 = -22093.314737 nChanged 0 SP:Iteration 15F (2016.550000 sec): 3 clusters Score: Raw -22641.469084 + Penalty 546.353723 = -22095.115361 nChanged 1 SP:Iteration 16Q (2016.720000 sec): 3 clusters Score: Raw -22645.577858 + Penalty 546.353723 = -22099.224135 nChanged 0 SP:Iteration 17F (2016.950000 sec): 3 clusters Score: Raw -22645.577858 + Penalty 546.353723 = -22099.224135 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 2.65 GB. Trying to split cluster 12 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.070000 sec): 2 clusters Score: Raw -6149.086242 + Penalty 225.490131 = -5923.596111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.170000 sec): 3 clusters Score: Raw -6155.224598 + Penalty 450.980262 = -5704.244336 nChanged 32 SP:Iteration 1F (2017.330000 sec): 3 clusters Score: Raw -6198.953958 + Penalty 450.980262 = -5747.973696 nChanged 7 SP:Iteration 2Q (2017.510000 sec): 3 clusters Score: Raw -6206.728331 + Penalty 450.980262 = -5755.748068 nChanged 4 SP:Iteration 3Q (2017.680000 sec): 3 clusters Score: Raw -6208.948067 + Penalty 450.980262 = -5757.967805 nChanged 0 SP:Iteration 4F (2017.890000 sec): 3 clusters Score: Raw -6208.948067 + Penalty 450.980262 = -5757.967805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.110000 sec): 2 clusters Score: Raw -2110890.996814 + Penalty 472.169821 = -2110418.826994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.460000 sec): 3 clusters Score: Raw -2089832.790970 + Penalty 944.339641 = -2088888.451329 nChanged 15525 SP:Iteration 1F (2018.810000 sec): 3 clusters Score: Raw -2099084.507231 + Penalty 944.339641 = -2098140.167590 nChanged 1456 SP:Iteration 2Q (2019.070000 sec): 3 clusters Score: Raw -2099601.100801 + Penalty 944.339641 = -2098656.761159 nChanged 1554 SP:Iteration 3Q (2019.440000 sec): 3 clusters Score: Raw -2100238.981823 + Penalty 944.339641 = -2099294.642182 nChanged 1699 SP:Iteration 4F (2019.750000 sec): 3 clusters Score: Raw -2101047.990747 + Penalty 944.339641 = -2100103.651106 nChanged 1820 SP:Iteration 5F (2020.050000 sec): 3 clusters Score: Raw -2102034.923606 + Penalty 944.339641 = -2101090.583965 nChanged 1889 SP:Iteration 6F (2020.350000 sec): 3 clusters Score: Raw -2103184.474813 + Penalty 944.339641 = -2102240.135172 nChanged 1788 SP:Iteration 7F (2020.660000 sec): 3 clusters Score: Raw -2104427.598655 + Penalty 944.339641 = -2103483.259014 nChanged 1583 SP:Iteration 8Q (2020.980000 sec): 3 clusters Score: Raw -2105534.023248 + Penalty 944.339641 = -2104589.683606 nChanged 1282 SP:Iteration 9Q (2021.300000 sec): 3 clusters Score: Raw -2106394.045176 + Penalty 944.339641 = -2105449.705535 nChanged 985 SP:Iteration 10Q (2021.640000 sec): 3 clusters Score: Raw -2106915.100393 + Penalty 944.339641 = -2105970.760752 nChanged 791 SP:Iteration 11Q (2021.970000 sec): 3 clusters Score: Raw -2107264.405155 + Penalty 944.339641 = -2106320.065514 nChanged 729 SP:Iteration 12Q (2022.230000 sec): 3 clusters Score: Raw -2107565.053771 + Penalty 944.339641 = -2106620.714129 nChanged 686 SP:Iteration 13Q (2022.560000 sec): 3 clusters Score: Raw -2107847.790832 + Penalty 944.339641 = -2106903.451191 nChanged 672 SP:Iteration 14Q (2022.790000 sec): 3 clusters Score: Raw -2108134.643572 + Penalty 944.339641 = -2107190.303931 nChanged 651 SP:Iteration 15Q (2023.090000 sec): 3 clusters Score: Raw -2108418.641929 + Penalty 944.339641 = -2107474.302287 nChanged 578 SP:Iteration 16Q (2023.370000 sec): 3 clusters Score: Raw -2108672.905269 + Penalty 944.339641 = -2107728.565628 nChanged 584 SP:Iteration 17Q (2023.620000 sec): 3 clusters Score: Raw -2108940.986918 + Penalty 944.339641 = -2107996.647277 nChanged 528 SP:Iteration 18Q (2023.940000 sec): 3 clusters Score: Raw -2109185.524237 + Penalty 944.339641 = -2108241.184596 nChanged 476 SP:Iteration 19Q (2024.140000 sec): 3 clusters Score: Raw -2109409.050909 + Penalty 944.339641 = -2108464.711268 nChanged 472 SP:Iteration 20F (2024.440000 sec): 3 clusters Score: Raw -2109651.202195 + Penalty 944.339641 = -2108706.862554 nChanged 427 SP:Iteration 21Q (2024.690000 sec): 3 clusters Score: Raw -2109872.857594 + Penalty 944.339641 = -2108928.517953 nChanged 371 SP:Iteration 22Q (2024.960000 sec): 3 clusters Score: Raw -2110060.934326 + Penalty 944.339641 = -2109116.594685 nChanged 331 SP:Iteration 23Q (2025.290000 sec): 3 clusters Score: Raw -2110240.577477 + Penalty 944.339641 = -2109296.237836 nChanged 275 SP:Iteration 24Q (2025.560000 sec): 3 clusters Score: Raw -2110395.159511 + Penalty 944.339641 = -2109450.819870 nChanged 235 SP:Iteration 25Q (2025.830000 sec): 3 clusters Score: Raw -2110528.477210 + Penalty 944.339641 = -2109584.137569 nChanged 190 SP:Iteration 26Q (2026.050000 sec): 3 clusters Score: Raw -2110629.968245 + Penalty 944.339641 = -2109685.628604 nChanged 133 SP:Iteration 27Q (2026.330000 sec): 3 clusters Score: Raw -2110701.491767 + Penalty 944.339641 = -2109757.152126 nChanged 112 SP:Iteration 28Q (2026.590000 sec): 3 clusters Score: Raw -2110762.597549 + Penalty 944.339641 = -2109818.257907 nChanged 88 SP:Iteration 29Q (2026.800000 sec): 3 clusters Score: Raw -2110804.609425 + Penalty 944.339641 = -2109860.269784 nChanged 63 SP:Iteration 30Q (2027.120000 sec): 3 clusters Score: Raw -2110832.907941 + Penalty 944.339641 = -2109888.568300 nChanged 55 SP:Iteration 31Q (2027.500000 sec): 3 clusters Score: Raw -2110862.978313 + Penalty 944.339641 = -2109918.638672 nChanged 33 SP:Iteration 32Q (2027.770000 sec): 3 clusters Score: Raw -2110881.051134 + Penalty 944.339641 = -2109936.711492 nChanged 23 SP:Iteration 33Q (2028.060000 sec): 3 clusters Score: Raw -2110897.166160 + Penalty 944.339641 = -2109952.826518 nChanged 33 SP:Iteration 34Q (2028.380000 sec): 3 clusters Score: Raw -2110918.353056 + Penalty 944.339641 = -2109974.013415 nChanged 18 SP:Iteration 35Q (2028.620000 sec): 3 clusters Score: Raw -2110926.964035 + Penalty 944.339641 = -2109982.624394 nChanged 14 SP:Iteration 36Q (2028.910000 sec): 3 clusters Score: Raw -2110938.998831 + Penalty 944.339641 = -2109994.659190 nChanged 15 SP:Iteration 37Q (2029.190000 sec): 3 clusters Score: Raw -2110949.888703 + Penalty 944.339641 = -2110005.549062 nChanged 13 SP:Iteration 38Q (2029.480000 sec): 3 clusters Score: Raw -2110961.968971 + Penalty 944.339641 = -2110017.629330 nChanged 12 SP:Iteration 39Q (2029.730000 sec): 3 clusters Score: Raw -2110967.875474 + Penalty 944.339641 = -2110023.535832 nChanged 11 SP:Iteration 40F (2030.050000 sec): 3 clusters Score: Raw -2110976.818565 + Penalty 944.339641 = -2110032.478924 nChanged 6 SP:Iteration 41Q (2030.360000 sec): 3 clusters Score: Raw -2110981.276098 + Penalty 944.339641 = -2110036.936457 nChanged 6 SP:Iteration 42Q (2030.650000 sec): 3 clusters Score: Raw -2110985.803771 + Penalty 944.339641 = -2110041.464130 nChanged 4 SP:Iteration 43Q (2030.920000 sec): 3 clusters Score: Raw -2110988.675539 + Penalty 944.339641 = -2110044.335898 nChanged 3 SP:Iteration 44Q (2031.170000 sec): 3 clusters Score: Raw -2110990.524376 + Penalty 944.339641 = -2110046.184735 nChanged 3 SP:Iteration 45Q (2031.430000 sec): 3 clusters Score: Raw -2110992.764911 + Penalty 944.339641 = -2110048.425270 nChanged 3 SP:Iteration 46Q (2031.720000 sec): 3 clusters Score: Raw -2110995.512226 + Penalty 944.339641 = -2110051.172585 nChanged 3 SP:Iteration 47Q (2031.990000 sec): 3 clusters Score: Raw -2110998.304377 + Penalty 944.339641 = -2110053.964736 nChanged 2 SP:Iteration 48Q (2032.250000 sec): 3 clusters Score: Raw -2110999.666527 + Penalty 944.339641 = -2110055.326886 nChanged 2 SP:Iteration 49Q (2032.570000 sec): 3 clusters Score: Raw -2111000.605663 + Penalty 944.339641 = -2110056.266022 nChanged 0 SP:Iteration 50F (2032.900000 sec): 3 clusters Score: Raw -2111000.605663 + Penalty 944.339641 = -2110056.266022 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2033.000000 sec): 2 clusters Score: Raw -17697.557732 + Penalty 269.431818 = -17428.125914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.090000 sec): 3 clusters Score: Raw -17564.375250 + Penalty 538.863636 = -17025.511614 nChanged 139 SP:Iteration 1F (2033.220000 sec): 3 clusters Score: Raw -17814.876766 + Penalty 538.863636 = -17276.013130 nChanged 52 SP:Iteration 2F (2033.360000 sec): 3 clusters Score: Raw -18049.243470 + Penalty 538.863636 = -17510.379833 nChanged 34 SP:Iteration 3F (2033.490000 sec): 3 clusters Score: Raw -18198.886131 + Penalty 538.863636 = -17660.022495 nChanged 21 SP:Iteration 4F (2033.620000 sec): 3 clusters Score: Raw -18262.555294 + Penalty 538.863636 = -17723.691658 nChanged 10 SP:Iteration 5Q (2033.750000 sec): 3 clusters Score: Raw -18293.374006 + Penalty 538.863636 = -17754.510370 nChanged 5 SP:Iteration 6Q (2033.880000 sec): 3 clusters Score: Raw -18298.415640 + Penalty 538.863636 = -17759.552004 nChanged 2 SP:Iteration 7Q (2034.010000 sec): 3 clusters Score: Raw -18299.872460 + Penalty 538.863636 = -17761.008823 nChanged 1 SP:Iteration 8Q (2034.140000 sec): 3 clusters Score: Raw -18300.378527 + Penalty 538.863636 = -17761.514891 nChanged 0 SP:Iteration 9F (2034.260000 sec): 3 clusters Score: Raw -18300.378527 + Penalty 538.863636 = -17761.514891 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 2.65 GB. Trying to split cluster 15 (6075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2034.370000 sec): 2 clusters Score: Raw -373605.651773 + Penalty 396.393146 = -373209.258627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2034.520000 sec): 3 clusters Score: Raw -369928.627417 + Penalty 792.786291 = -369135.841126 nChanged 2716 SP:Iteration 1F (2034.650000 sec): 3 clusters Score: Raw -371599.127661 + Penalty 792.786291 = -370806.341370 nChanged 492 SP:Iteration 2F (2034.780000 sec): 3 clusters Score: Raw -371940.983588 + Penalty 792.786291 = -371148.197297 nChanged 481 SP:Iteration 3F (2034.910000 sec): 3 clusters Score: Raw -372350.462252 + Penalty 792.786291 = -371557.675961 nChanged 480 SP:Iteration 4F (2035.040000 sec): 3 clusters Score: Raw -372821.568800 + Penalty 792.786291 = -372028.782509 nChanged 376 SP:Iteration 5F (2035.160000 sec): 3 clusters Score: Raw -373208.675207 + Penalty 792.786291 = -372415.888915 nChanged 206 SP:Iteration 6Q (2035.290000 sec): 3 clusters Score: Raw -373431.772544 + Penalty 792.786291 = -372638.986253 nChanged 119 SP:Iteration 7Q (2035.420000 sec): 3 clusters Score: Raw -373549.076150 + Penalty 792.786291 = -372756.289858 nChanged 77 SP:Iteration 8Q (2035.540000 sec): 3 clusters Score: Raw -373603.941931 + Penalty 792.786291 = -372811.155640 nChanged 52 SP:Iteration 9Q (2035.670000 sec): 3 clusters Score: Raw -373654.756706 + Penalty 792.786291 = -372861.970415 nChanged 35 SP:Iteration 10Q (2035.860000 sec): 3 clusters Score: Raw -373696.825713 + Penalty 792.786291 = -372904.039422 nChanged 24 SP:Iteration 11Q (2035.980000 sec): 3 clusters Score: Raw -373726.530161 + Penalty 792.786291 = -372933.743869 nChanged 32 SP:Iteration 12Q (2036.100000 sec): 3 clusters Score: Raw -373751.548563 + Penalty 792.786291 = -372958.762271 nChanged 27 SP:Iteration 13Q (2036.230000 sec): 3 clusters Score: Raw -373776.377054 + Penalty 792.786291 = -372983.590763 nChanged 26 SP:Iteration 14Q (2036.360000 sec): 3 clusters Score: Raw -373794.635421 + Penalty 792.786291 = -373001.849130 nChanged 26 SP:Iteration 15Q (2036.490000 sec): 3 clusters Score: Raw -373813.245846 + Penalty 792.786291 = -373020.459555 nChanged 25 SP:Iteration 16Q (2036.620000 sec): 3 clusters Score: Raw -373828.603525 + Penalty 792.786291 = -373035.817234 nChanged 21 SP:Iteration 17Q (2036.740000 sec): 3 clusters Score: Raw -373842.154450 + Penalty 792.786291 = -373049.368158 nChanged 23 SP:Iteration 18Q (2036.870000 sec): 3 clusters Score: Raw -373856.670365 + Penalty 792.786291 = -373063.884073 nChanged 27 SP:Iteration 19Q (2037.000000 sec): 3 clusters Score: Raw -373872.080941 + Penalty 792.786291 = -373079.294650 nChanged 27 SP:Iteration 20F (2037.130000 sec): 3 clusters Score: Raw -373883.261634 + Penalty 792.786291 = -373090.475342 nChanged 23 SP:Iteration 21Q (2037.260000 sec): 3 clusters Score: Raw -373892.658744 + Penalty 792.786291 = -373099.872453 nChanged 26 SP:Iteration 22Q (2037.390000 sec): 3 clusters Score: Raw -373903.660374 + Penalty 792.786291 = -373110.874083 nChanged 24 SP:Iteration 23Q (2037.550000 sec): 3 clusters Score: Raw -373912.307880 + Penalty 792.786291 = -373119.521589 nChanged 23 SP:Iteration 24Q (2037.690000 sec): 3 clusters Score: Raw -373918.814091 + Penalty 792.786291 = -373126.027799 nChanged 13 SP:Iteration 25Q (2037.810000 sec): 3 clusters Score: Raw -373922.118620 + Penalty 792.786291 = -373129.332328 nChanged 13 SP:Iteration 26Q (2037.940000 sec): 3 clusters Score: Raw -373927.110405 + Penalty 792.786291 = -373134.324114 nChanged 11 SP:Iteration 27Q (2038.070000 sec): 3 clusters Score: Raw -373932.001518 + Penalty 792.786291 = -373139.215227 nChanged 10 SP:Iteration 28Q (2038.200000 sec): 3 clusters Score: Raw -373935.714240 + Penalty 792.786291 = -373142.927948 nChanged 12 SP:Iteration 29Q (2038.320000 sec): 3 clusters Score: Raw -373939.844375 + Penalty 792.786291 = -373147.058084 nChanged 8 SP:Iteration 30Q (2038.450000 sec): 3 clusters Score: Raw -373941.063554 + Penalty 792.786291 = -373148.277263 nChanged 3 SP:Iteration 31Q (2038.580000 sec): 3 clusters Score: Raw -373941.440409 + Penalty 792.786291 = -373148.654118 nChanged 2 SP:Iteration 32Q (2038.710000 sec): 3 clusters Score: Raw -373941.721803 + Penalty 792.786291 = -373148.935511 nChanged 3 SP:Iteration 33Q (2038.820000 sec): 3 clusters Score: Raw -373942.010506 + Penalty 792.786291 = -373149.224214 nChanged 2 SP:Iteration 34Q (2038.930000 sec): 3 clusters Score: Raw -373942.221011 + Penalty 792.786291 = -373149.434720 nChanged 0 SP:Iteration 35F (2039.040000 sec): 3 clusters Score: Raw -373942.221011 + Penalty 792.786291 = -373149.434720 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2039.100000 sec): 2 clusters Score: Raw -21653.893386 + Penalty 270.872572 = -21383.020814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2039.210000 sec): 3 clusters Score: Raw -21528.067383 + Penalty 541.745143 = -20986.322240 nChanged 111 SP:Iteration 1F (2039.320000 sec): 3 clusters Score: Raw -21678.986811 + Penalty 541.745143 = -21137.241667 nChanged 31 SP:Iteration 2F (2039.430000 sec): 3 clusters Score: Raw -21788.943558 + Penalty 541.745143 = -21247.198415 nChanged 26 SP:Iteration 3F (2039.540000 sec): 3 clusters Score: Raw -21918.672379 + Penalty 541.745143 = -21376.927236 nChanged 26 SP:Iteration 4F (2039.660000 sec): 3 clusters Score: Raw -22012.579866 + Penalty 541.745143 = -21470.834723 nChanged 17 SP:Iteration 5Q (2039.770000 sec): 3 clusters Score: Raw -22086.922080 + Penalty 541.745143 = -21545.176936 nChanged 15 SP:Iteration 6Q (2039.880000 sec): 3 clusters Score: Raw -22140.994052 + Penalty 541.745143 = -21599.248908 nChanged 4 SP:Iteration 7Q (2040.020000 sec): 3 clusters Score: Raw -22145.857313 + Penalty 541.745143 = -21604.112170 nChanged 1 SP:Iteration 8Q (2040.130000 sec): 3 clusters Score: Raw -22147.945377 + Penalty 541.745143 = -21606.200234 nChanged 1 SP:Iteration 9Q (2040.240000 sec): 3 clusters Score: Raw -22150.825714 + Penalty 541.745143 = -21609.080571 nChanged 3 SP:Iteration 10Q (2040.350000 sec): 3 clusters Score: Raw -22155.538236 + Penalty 541.745143 = -21613.793092 nChanged 2 SP:Iteration 11Q (2040.460000 sec): 3 clusters Score: Raw -22159.036124 + Penalty 541.745143 = -21617.290981 nChanged 2 SP:Iteration 12Q (2040.580000 sec): 3 clusters Score: Raw -22161.908202 + Penalty 541.745143 = -21620.163058 nChanged 0 SP:Iteration 13F (2040.710000 sec): 3 clusters Score: Raw -22161.999429 + Penalty 541.745143 = -21620.254286 nChanged 1 SP:Iteration 14Q (2040.830000 sec): 3 clusters Score: Raw -22162.907406 + Penalty 541.745143 = -21621.162262 nChanged 1 SP:Iteration 15Q (2040.960000 sec): 3 clusters Score: Raw -22163.190389 + Penalty 541.745143 = -21621.445246 nChanged 0 SP:Iteration 16F (2041.080000 sec): 3 clusters Score: Raw -22163.190389 + Penalty 541.745143 = -21621.445246 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 2.65 GB. Trying to split cluster 17 (3462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.180000 sec): 2 clusters Score: Raw -233763.303821 + Penalty 370.806879 = -233392.496942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.360000 sec): 3 clusters Score: Raw -231758.820995 + Penalty 741.613758 = -231017.207237 nChanged 1501 SP:Iteration 1F (2041.490000 sec): 3 clusters Score: Raw -232605.063052 + Penalty 741.613758 = -231863.449294 nChanged 221 SP:Iteration 2F (2041.610000 sec): 3 clusters Score: Raw -232707.501081 + Penalty 741.613758 = -231965.887323 nChanged 212 SP:Iteration 3F (2041.740000 sec): 3 clusters Score: Raw -232835.398293 + Penalty 741.613758 = -232093.784535 nChanged 236 SP:Iteration 4F (2041.830000 sec): 3 clusters Score: Raw -232981.419767 + Penalty 741.613758 = -232239.806009 nChanged 225 SP:Iteration 5F (2041.960000 sec): 3 clusters Score: Raw -233155.959164 + Penalty 741.613758 = -232414.345406 nChanged 224 SP:Iteration 6F (2042.080000 sec): 3 clusters Score: Raw -233372.272029 + Penalty 741.613758 = -232630.658271 nChanged 190 SP:Iteration 7F (2042.210000 sec): 3 clusters Score: Raw -233559.271114 + Penalty 741.613758 = -232817.657356 nChanged 115 SP:Iteration 8Q (2042.340000 sec): 3 clusters Score: Raw -233670.054810 + Penalty 741.613758 = -232928.441052 nChanged 65 SP:Iteration 9Q (2042.470000 sec): 3 clusters Score: Raw -233729.635835 + Penalty 741.613758 = -232988.022077 nChanged 37 SP:Iteration 10Q (2042.600000 sec): 3 clusters Score: Raw -233767.033237 + Penalty 741.613758 = -233025.419479 nChanged 12 SP:Iteration 11Q (2042.720000 sec): 3 clusters Score: Raw -233778.040600 + Penalty 741.613758 = -233036.426842 nChanged 9 SP:Iteration 12Q (2042.850000 sec): 3 clusters Score: Raw -233787.162869 + Penalty 741.613758 = -233045.549111 nChanged 7 SP:Iteration 13Q (2042.980000 sec): 3 clusters Score: Raw -233795.531817 + Penalty 741.613758 = -233053.918059 nChanged 5 SP:Iteration 14Q (2043.100000 sec): 3 clusters Score: Raw -233798.278255 + Penalty 741.613758 = -233056.664497 nChanged 5 SP:Iteration 15Q (2043.270000 sec): 3 clusters Score: Raw -233803.551678 + Penalty 741.613758 = -233061.937920 nChanged 4 SP:Iteration 16Q (2043.420000 sec): 3 clusters Score: Raw -233808.211869 + Penalty 741.613758 = -233066.598111 nChanged 4 SP:Iteration 17Q (2043.590000 sec): 3 clusters Score: Raw -233810.388957 + Penalty 741.613758 = -233068.775199 nChanged 1 SP:Iteration 18Q (2043.720000 sec): 3 clusters Score: Raw -233811.022528 + Penalty 741.613758 = -233069.408770 nChanged 1 SP:Iteration 19Q (2043.900000 sec): 3 clusters Score: Raw -233811.658429 + Penalty 741.613758 = -233070.044671 nChanged 0 SP:Iteration 20F (2044.090000 sec): 3 clusters Score: Raw -233811.658429 + Penalty 741.613758 = -233070.044671 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2044.180000 sec): 2 clusters Score: Raw -10109.761231 + Penalty 249.934296 = -9859.826936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2044.360000 sec): 3 clusters Score: Raw -10081.581435 + Penalty 499.868591 = -9581.712844 nChanged 91 SP:Iteration 1F (2044.510000 sec): 3 clusters Score: Raw -10296.893268 + Penalty 499.868591 = -9797.024677 nChanged 23 SP:Iteration 2F (2044.650000 sec): 3 clusters Score: Raw -10339.254206 + Penalty 499.868591 = -9839.385614 nChanged 7 SP:Iteration 3Q (2044.760000 sec): 3 clusters Score: Raw -10357.779759 + Penalty 499.868591 = -9857.911167 nChanged 3 SP:Iteration 4Q (2044.920000 sec): 3 clusters Score: Raw -10359.984146 + Penalty 499.868591 = -9860.115554 nChanged 1 SP:Iteration 5Q (2045.050000 sec): 3 clusters Score: Raw -10361.401202 + Penalty 499.868591 = -9861.532610 nChanged 4 SP:Iteration 6Q (2045.250000 sec): 3 clusters Score: Raw -10378.953231 + Penalty 499.868591 = -9879.084640 nChanged 2 SP:Iteration 7Q (2045.440000 sec): 3 clusters Score: Raw -10385.986784 + Penalty 499.868591 = -9886.118193 nChanged 4 SP:Iteration 8Q (2045.650000 sec): 3 clusters Score: Raw -10395.786951 + Penalty 499.868591 = -9895.918360 nChanged 6 SP:Iteration 9Q (2045.790000 sec): 3 clusters Score: Raw -10420.003316 + Penalty 499.868591 = -9920.134725 nChanged 8 SP:Iteration 10Q (2045.950000 sec): 3 clusters Score: Raw -10458.007102 + Penalty 499.868591 = -9958.138511 nChanged 11 SP:Iteration 11Q (2046.140000 sec): 3 clusters Score: Raw -10515.077166 + Penalty 499.868591 = -10015.208575 nChanged 6 SP:Iteration 12Q (2046.300000 sec): 3 clusters Score: Raw -10547.851099 + Penalty 499.868591 = -10047.982508 nChanged 1 SP:Iteration 13Q (2046.440000 sec): 3 clusters Score: Raw -10554.483246 + Penalty 499.868591 = -10054.614655 nChanged 0 SP:Iteration 14F (2046.630000 sec): 3 clusters Score: Raw -10568.790503 + Penalty 499.868591 = -10068.921911 nChanged 5 SP:Iteration 15Q (2046.860000 sec): 3 clusters Score: Raw -10621.464507 + Penalty 499.868591 = -10121.595915 nChanged 6 SP:Iteration 16Q (2047.040000 sec): 3 clusters Score: Raw -10673.219728 + Penalty 499.868591 = -10173.351137 nChanged 3 SP:Iteration 17Q (2047.180000 sec): 3 clusters Score: Raw -10679.313341 + Penalty 499.868591 = -10179.444749 nChanged 1 SP:Iteration 18Q (2047.310000 sec): 3 clusters Score: Raw -10686.638182 + Penalty 499.868591 = -10186.769591 nChanged 5 SP:Iteration 19Q (2047.500000 sec): 3 clusters Score: Raw -10719.527910 + Penalty 499.868591 = -10219.659318 nChanged 5 SP:Iteration 20F (2047.620000 sec): 3 clusters Score: Raw -10745.541262 + Penalty 499.868591 = -10245.672671 nChanged 5 SP:Iteration 21Q (2047.780000 sec): 3 clusters Score: Raw -10777.780102 + Penalty 499.868591 = -10277.911510 nChanged 9 SP:Iteration 22Q (2047.940000 sec): 3 clusters Score: Raw -10833.606402 + Penalty 499.868591 = -10333.737810 nChanged 4 SP:Iteration 23Q (2048.110000 sec): 3 clusters Score: Raw -10856.294049 + Penalty 499.868591 = -10356.425458 nChanged 2 SP:Iteration 24Q (2048.330000 sec): 3 clusters Score: Raw -10870.395732 + Penalty 499.868591 = -10370.527141 nChanged 1 SP:Iteration 25Q (2048.500000 sec): 3 clusters Score: Raw -10886.787503 + Penalty 499.868591 = -10386.918912 nChanged 1 SP:Iteration 26Q (2048.650000 sec): 3 clusters Score: Raw -10925.601702 + Penalty 499.868591 = -10425.733110 nChanged 1 SP:Iteration 27Q (2048.830000 sec): 3 clusters Score: Raw -10964.570483 + Penalty 499.868591 = -10464.701892 nChanged 0 SP:Iteration 28F (2049.000000 sec): 3 clusters Score: Raw -10964.570483 + Penalty 499.868591 = -10464.701892 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 2.65 GB. Trying to split cluster 19 (593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.130000 sec): 2 clusters Score: Raw -34686.001956 + Penalty 290.526345 = -34395.475611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.260000 sec): 3 clusters Score: Raw -34432.979895 + Penalty 581.052690 = -33851.927205 nChanged 227 SP:Iteration 1F (2049.440000 sec): 3 clusters Score: Raw -34648.147249 + Penalty 581.052690 = -34067.094559 nChanged 54 SP:Iteration 2F (2049.580000 sec): 3 clusters Score: Raw -34718.706364 + Penalty 581.052690 = -34137.653674 nChanged 38 SP:Iteration 3F (2049.810000 sec): 3 clusters Score: Raw -34762.933062 + Penalty 581.052690 = -34181.880372 nChanged 23 SP:Iteration 4Q (2049.950000 sec): 3 clusters Score: Raw -34777.953252 + Penalty 581.052690 = -34196.900562 nChanged 22 SP:Iteration 5Q (2050.180000 sec): 3 clusters Score: Raw -34791.762268 + Penalty 581.052690 = -34210.709578 nChanged 11 SP:Iteration 6Q (2050.320000 sec): 3 clusters Score: Raw -34803.439612 + Penalty 581.052690 = -34222.386922 nChanged 9 SP:Iteration 7Q (2050.500000 sec): 3 clusters Score: Raw -34810.126882 + Penalty 581.052690 = -34229.074191 nChanged 8 SP:Iteration 8Q (2050.700000 sec): 3 clusters Score: Raw -34818.414571 + Penalty 581.052690 = -34237.361881 nChanged 11 SP:Iteration 9Q (2050.880000 sec): 3 clusters Score: Raw -34825.746272 + Penalty 581.052690 = -34244.693582 nChanged 8 SP:Iteration 10Q (2051.100000 sec): 3 clusters Score: Raw -34835.092866 + Penalty 581.052690 = -34254.040176 nChanged 5 SP:Iteration 11Q (2051.300000 sec): 3 clusters Score: Raw -34838.164486 + Penalty 581.052690 = -34257.111796 nChanged 2 SP:Iteration 12Q (2051.470000 sec): 3 clusters Score: Raw -34839.208403 + Penalty 581.052690 = -34258.155713 nChanged 0 SP:Iteration 13F (2051.650000 sec): 3 clusters Score: Raw -34839.208403 + Penalty 581.052690 = -34258.155713 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2051.780000 sec): 2 clusters Score: Raw -149866.063987 + Penalty 353.256144 = -149512.807844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2051.920000 sec): 3 clusters Score: Raw -148615.052781 + Penalty 706.512287 = -147908.540494 nChanged 984 SP:Iteration 1F (2052.020000 sec): 3 clusters Score: Raw -149214.578951 + Penalty 706.512287 = -148508.066664 nChanged 177 SP:Iteration 2F (2052.180000 sec): 3 clusters Score: Raw -149347.555436 + Penalty 706.512287 = -148641.043148 nChanged 154 SP:Iteration 3F (2052.330000 sec): 3 clusters Score: Raw -149458.297170 + Penalty 706.512287 = -148751.784883 nChanged 126 SP:Iteration 4F (2052.470000 sec): 3 clusters Score: Raw -149545.997044 + Penalty 706.512287 = -148839.484757 nChanged 129 SP:Iteration 5F (2052.580000 sec): 3 clusters Score: Raw -149638.098327 + Penalty 706.512287 = -148931.586040 nChanged 104 SP:Iteration 6Q (2052.730000 sec): 3 clusters Score: Raw -149723.735896 + Penalty 706.512287 = -149017.223609 nChanged 84 SP:Iteration 7Q (2052.910000 sec): 3 clusters Score: Raw -149794.729482 + Penalty 706.512287 = -149088.217195 nChanged 71 SP:Iteration 8Q (2053.120000 sec): 3 clusters Score: Raw -149847.679456 + Penalty 706.512287 = -149141.167169 nChanged 57 SP:Iteration 9Q (2053.230000 sec): 3 clusters Score: Raw -149892.085931 + Penalty 706.512287 = -149185.573644 nChanged 42 SP:Iteration 10Q (2053.420000 sec): 3 clusters Score: Raw -149925.681061 + Penalty 706.512287 = -149219.168773 nChanged 33 SP:Iteration 11Q (2053.540000 sec): 3 clusters Score: Raw -149959.082554 + Penalty 706.512287 = -149252.570266 nChanged 28 SP:Iteration 12Q (2053.770000 sec): 3 clusters Score: Raw -149985.286137 + Penalty 706.512287 = -149278.773850 nChanged 29 SP:Iteration 13Q (2053.940000 sec): 3 clusters Score: Raw -150004.236027 + Penalty 706.512287 = -149297.723740 nChanged 18 SP:Iteration 14Q (2054.120000 sec): 3 clusters Score: Raw -150012.152710 + Penalty 706.512287 = -149305.640423 nChanged 13 SP:Iteration 15Q (2054.280000 sec): 3 clusters Score: Raw -150018.127846 + Penalty 706.512287 = -149311.615559 nChanged 6 SP:Iteration 16Q (2054.460000 sec): 3 clusters Score: Raw -150021.022109 + Penalty 706.512287 = -149314.509821 nChanged 6 SP:Iteration 17Q (2054.650000 sec): 3 clusters Score: Raw -150022.655324 + Penalty 706.512287 = -149316.143037 nChanged 6 SP:Iteration 18Q (2054.800000 sec): 3 clusters Score: Raw -150024.542216 + Penalty 706.512287 = -149318.029929 nChanged 3 SP:Iteration 19Q (2054.990000 sec): 3 clusters Score: Raw -150024.907647 + Penalty 706.512287 = -149318.395360 nChanged 0 SP:Iteration 20F (2055.180000 sec): 3 clusters Score: Raw -150024.907647 + Penalty 706.512287 = -149318.395360 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.270000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.450000 sec): 3 clusters Score: Raw -7766.958045 + Penalty 440.101654 = -7326.856391 nChanged 17 SP:Iteration 1F (2055.640000 sec): 3 clusters Score: Raw -7799.127987 + Penalty 440.101654 = -7359.026333 nChanged 9 SP:Iteration 2F (2055.820000 sec): 3 clusters Score: Raw -7819.242850 + Penalty 440.101654 = -7379.141197 nChanged 1 SP:Iteration 3Q (2056.010000 sec): 3 clusters Score: Raw -7819.755864 + Penalty 440.101654 = -7379.654211 nChanged 1 SP:Iteration 4Q (2056.180000 sec): 3 clusters Score: Raw -7820.511343 + Penalty 440.101654 = -7380.409689 nChanged 0 SP:Iteration 5F (2056.350000 sec): 3 clusters Score: Raw -7820.511343 + Penalty 440.101654 = -7380.409689 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.400000 sec): 2 clusters Score: Raw -7818.139490 + Penalty 220.410512 = -7597.728977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.560000 sec): 3 clusters Score: Raw -7809.187486 + Penalty 440.821025 = -7368.366461 nChanged 27 SP:Iteration 1F (2056.700000 sec): 3 clusters Score: Raw -7855.956468 + Penalty 440.821025 = -7415.135443 nChanged 12 SP:Iteration 2F (2056.850000 sec): 3 clusters Score: Raw -7881.421455 + Penalty 440.821025 = -7440.600431 nChanged 5 SP:Iteration 3Q (2057.000000 sec): 3 clusters Score: Raw -7890.800468 + Penalty 440.821025 = -7449.979443 nChanged 1 SP:Iteration 4Q (2057.140000 sec): 3 clusters Score: Raw -7893.027363 + Penalty 440.821025 = -7452.206338 nChanged 2 SP:Iteration 5Q (2057.280000 sec): 3 clusters Score: Raw -7896.082215 + Penalty 440.821025 = -7455.261190 nChanged 0 SP:Iteration 6F (2057.480000 sec): 3 clusters Score: Raw -7896.082215 + Penalty 440.821025 = -7455.261190 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2057.540000 sec): 2 clusters Score: Raw -7523.959086 + Penalty 223.859132 = -7300.099954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2057.720000 sec): 3 clusters Score: Raw -7511.779359 + Penalty 447.718264 = -7064.061095 nChanged 44 SP:Iteration 1F (2057.960000 sec): 3 clusters Score: Raw -7601.397775 + Penalty 447.718264 = -7153.679511 nChanged 11 SP:Iteration 2F (2058.160000 sec): 3 clusters Score: Raw -7640.051110 + Penalty 447.718264 = -7192.332846 nChanged 3 SP:Iteration 3Q (2058.340000 sec): 3 clusters Score: Raw -7651.014423 + Penalty 447.718264 = -7203.296159 nChanged 2 SP:Iteration 4Q (2058.470000 sec): 3 clusters Score: Raw -7655.749509 + Penalty 447.718264 = -7208.031245 nChanged 2 SP:Iteration 5Q (2058.630000 sec): 3 clusters Score: Raw -7661.170282 + Penalty 447.718264 = -7213.452018 nChanged 0 SP:Iteration 6F (2058.780000 sec): 3 clusters Score: Raw -7661.170282 + Penalty 447.718264 = -7213.452018 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.830000 sec): 2 clusters Score: Raw -29703.194185 + Penalty 277.869541 = -29425.324643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.970000 sec): 3 clusters Score: Raw -29525.210418 + Penalty 555.739083 = -28969.471335 nChanged 150 SP:Iteration 1F (2059.150000 sec): 3 clusters Score: Raw -29646.867234 + Penalty 555.739083 = -29091.128151 nChanged 41 SP:Iteration 2F (2059.320000 sec): 3 clusters Score: Raw -29677.294005 + Penalty 555.739083 = -29121.554922 nChanged 15 SP:Iteration 3Q (2059.460000 sec): 3 clusters Score: Raw -29689.313526 + Penalty 555.739083 = -29133.574443 nChanged 11 SP:Iteration 4Q (2059.640000 sec): 3 clusters Score: Raw -29704.701016 + Penalty 555.739083 = -29148.961933 nChanged 8 SP:Iteration 5Q (2059.780000 sec): 3 clusters Score: Raw -29706.849587 + Penalty 555.739083 = -29151.110504 nChanged 3 SP:Iteration 6Q (2059.960000 sec): 3 clusters Score: Raw -29707.867025 + Penalty 555.739083 = -29152.127942 nChanged 3 SP:Iteration 7Q (2060.070000 sec): 3 clusters Score: Raw -29708.701937 + Penalty 555.739083 = -29152.962854 nChanged 0 SP:Iteration 8F (2060.200000 sec): 3 clusters Score: Raw -29708.701937 + Penalty 555.739083 = -29152.962854 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2060.310000 sec): 2 clusters Score: Raw -11511.047423 + Penalty 243.724675 = -11267.322748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2060.480000 sec): 3 clusters Score: Raw -11451.909115 + Penalty 487.449351 = -10964.459764 nChanged 68 SP:Iteration 1F (2060.630000 sec): 3 clusters Score: Raw -11631.419133 + Penalty 487.449351 = -11143.969782 nChanged 23 SP:Iteration 2F (2060.800000 sec): 3 clusters Score: Raw -11721.238146 + Penalty 487.449351 = -11233.788795 nChanged 15 SP:Iteration 3F (2061.050000 sec): 3 clusters Score: Raw -11785.885010 + Penalty 487.449351 = -11298.435659 nChanged 10 SP:Iteration 4Q (2061.220000 sec): 3 clusters Score: Raw -11822.854288 + Penalty 487.449351 = -11335.404937 nChanged 8 SP:Iteration 5Q (2061.390000 sec): 3 clusters Score: Raw -11864.459668 + Penalty 487.449351 = -11377.010317 nChanged 4 SP:Iteration 6Q (2061.620000 sec): 3 clusters Score: Raw -11878.862253 + Penalty 487.449351 = -11391.412902 nChanged 3 SP:Iteration 7Q (2061.810000 sec): 3 clusters Score: Raw -11887.333775 + Penalty 487.449351 = -11399.884425 nChanged 1 SP:Iteration 8Q (2061.960000 sec): 3 clusters Score: Raw -11918.900401 + Penalty 487.449351 = -11431.451050 nChanged 0 SP:Iteration 9F (2062.170000 sec): 3 clusters Score: Raw -11918.900401 + Penalty 487.449351 = -11431.451050 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 2.65 GB. Trying to split cluster 26 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.290000 sec): 2 clusters Score: Raw -20551.529942 + Penalty 261.886271 = -20289.643671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.470000 sec): 3 clusters Score: Raw -20450.136264 + Penalty 523.772541 = -19926.363722 nChanged 98 SP:Iteration 1F (2062.660000 sec): 3 clusters Score: Raw -20538.072758 + Penalty 523.772541 = -20014.300216 nChanged 26 SP:Iteration 2F (2062.880000 sec): 3 clusters Score: Raw -20570.342609 + Penalty 523.772541 = -20046.570068 nChanged 25 SP:Iteration 3F (2063.060000 sec): 3 clusters Score: Raw -20593.376502 + Penalty 523.772541 = -20069.603960 nChanged 12 SP:Iteration 4Q (2063.280000 sec): 3 clusters Score: Raw -20607.242794 + Penalty 523.772541 = -20083.470253 nChanged 14 SP:Iteration 5Q (2063.500000 sec): 3 clusters Score: Raw -20627.800067 + Penalty 523.772541 = -20104.027525 nChanged 14 SP:Iteration 6Q (2063.660000 sec): 3 clusters Score: Raw -20648.771811 + Penalty 523.772541 = -20124.999269 nChanged 12 SP:Iteration 7Q (2063.860000 sec): 3 clusters Score: Raw -20665.633893 + Penalty 523.772541 = -20141.861351 nChanged 8 SP:Iteration 8Q (2064.030000 sec): 3 clusters Score: Raw -20677.792588 + Penalty 523.772541 = -20154.020046 nChanged 7 SP:Iteration 9Q (2064.240000 sec): 3 clusters Score: Raw -20689.920922 + Penalty 523.772541 = -20166.148381 nChanged 3 SP:Iteration 10Q (2064.420000 sec): 3 clusters Score: Raw -20696.868278 + Penalty 523.772541 = -20173.095736 nChanged 4 SP:Iteration 11Q (2064.600000 sec): 3 clusters Score: Raw -20703.486439 + Penalty 523.772541 = -20179.713897 nChanged 4 SP:Iteration 12Q (2064.780000 sec): 3 clusters Score: Raw -20712.702093 + Penalty 523.772541 = -20188.929552 nChanged 2 SP:Iteration 13Q (2064.960000 sec): 3 clusters Score: Raw -20718.054539 + Penalty 523.772541 = -20194.281997 nChanged 0 SP:Iteration 14F (2065.150000 sec): 3 clusters Score: Raw -20718.054539 + Penalty 523.772541 = -20194.281997 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.250000 sec): 2 clusters Score: Raw -33960.931506 + Penalty 290.679544 = -33670.251962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.410000 sec): 3 clusters Score: Raw -33706.710673 + Penalty 581.359088 = -33125.351585 nChanged 205 SP:Iteration 1F (2065.590000 sec): 3 clusters Score: Raw -33824.258065 + Penalty 581.359088 = -33242.898977 nChanged 47 SP:Iteration 2F (2065.740000 sec): 3 clusters Score: Raw -33851.626139 + Penalty 581.359088 = -33270.267051 nChanged 26 SP:Iteration 3Q (2065.950000 sec): 3 clusters Score: Raw -33869.809974 + Penalty 581.359088 = -33288.450886 nChanged 21 SP:Iteration 4Q (2066.150000 sec): 3 clusters Score: Raw -33886.451593 + Penalty 581.359088 = -33305.092505 nChanged 18 SP:Iteration 5Q (2066.330000 sec): 3 clusters Score: Raw -33897.629592 + Penalty 581.359088 = -33316.270504 nChanged 12 SP:Iteration 6Q (2066.580000 sec): 3 clusters Score: Raw -33904.859444 + Penalty 581.359088 = -33323.500356 nChanged 9 SP:Iteration 7Q (2066.800000 sec): 3 clusters Score: Raw -33912.074762 + Penalty 581.359088 = -33330.715674 nChanged 11 SP:Iteration 8Q (2067.000000 sec): 3 clusters Score: Raw -33921.057478 + Penalty 581.359088 = -33339.698390 nChanged 14 SP:Iteration 9Q (2067.160000 sec): 3 clusters Score: Raw -33932.281081 + Penalty 581.359088 = -33350.921993 nChanged 11 SP:Iteration 10Q (2067.390000 sec): 3 clusters Score: Raw -33945.893898 + Penalty 581.359088 = -33364.534810 nChanged 10 SP:Iteration 11Q (2067.590000 sec): 3 clusters Score: Raw -33956.264563 + Penalty 581.359088 = -33374.905475 nChanged 8 SP:Iteration 12Q (2067.790000 sec): 3 clusters Score: Raw -33964.853934 + Penalty 581.359088 = -33383.494846 nChanged 10 SP:Iteration 13Q (2067.950000 sec): 3 clusters Score: Raw -33972.345633 + Penalty 581.359088 = -33390.986546 nChanged 7 SP:Iteration 14Q (2068.090000 sec): 3 clusters Score: Raw -33978.023910 + Penalty 581.359088 = -33396.664822 nChanged 8 SP:Iteration 15Q (2068.250000 sec): 3 clusters Score: Raw -33982.050003 + Penalty 581.359088 = -33400.690915 nChanged 8 SP:Iteration 16Q (2068.490000 sec): 3 clusters Score: Raw -33987.854712 + Penalty 581.359088 = -33406.495624 nChanged 6 SP:Iteration 17Q (2068.650000 sec): 3 clusters Score: Raw -33992.672601 + Penalty 581.359088 = -33411.313514 nChanged 8 SP:Iteration 18Q (2068.830000 sec): 3 clusters Score: Raw -33998.741354 + Penalty 581.359088 = -33417.382266 nChanged 6 SP:Iteration 19Q (2069.000000 sec): 3 clusters Score: Raw -34003.903214 + Penalty 581.359088 = -33422.544126 nChanged 6 SP:Iteration 20F (2069.180000 sec): 3 clusters Score: Raw -34008.366220 + Penalty 581.359088 = -33427.007133 nChanged 7 SP:Iteration 21Q (2069.400000 sec): 3 clusters Score: Raw -34014.824259 + Penalty 581.359088 = -33433.465171 nChanged 6 SP:Iteration 22Q (2069.600000 sec): 3 clusters Score: Raw -34019.079836 + Penalty 581.359088 = -33437.720748 nChanged 3 SP:Iteration 23Q (2069.800000 sec): 3 clusters Score: Raw -34022.004606 + Penalty 581.359088 = -33440.645518 nChanged 3 SP:Iteration 24Q (2069.960000 sec): 3 clusters Score: Raw -34024.277973 + Penalty 581.359088 = -33442.918885 nChanged 1 SP:Iteration 25Q (2070.160000 sec): 3 clusters Score: Raw -34024.582750 + Penalty 581.359088 = -33443.223662 nChanged 0 SP:Iteration 26F (2070.350000 sec): 3 clusters Score: Raw -34024.582750 + Penalty 581.359088 = -33443.223662 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2070.450000 sec): 2 clusters Score: Raw -439238.548236 + Penalty 406.535690 = -438832.012546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2070.630000 sec): 3 clusters Score: Raw -434569.809643 + Penalty 813.071381 = -433756.738262 nChanged 3474 SP:Iteration 1F (2070.790000 sec): 3 clusters Score: Raw -436972.183412 + Penalty 813.071381 = -436159.112031 nChanged 857 SP:Iteration 2F (2070.960000 sec): 3 clusters Score: Raw -437836.864005 + Penalty 813.071381 = -437023.792624 nChanged 810 SP:Iteration 3F (2071.180000 sec): 3 clusters Score: Raw -438604.466344 + Penalty 813.071381 = -437791.394963 nChanged 603 SP:Iteration 4F (2071.350000 sec): 3 clusters Score: Raw -439073.247877 + Penalty 813.071381 = -438260.176496 nChanged 355 SP:Iteration 5Q (2071.520000 sec): 3 clusters Score: Raw -439286.195883 + Penalty 813.071381 = -438473.124503 nChanged 198 SP:Iteration 6Q (2071.690000 sec): 3 clusters Score: Raw -439361.886650 + Penalty 813.071381 = -438548.815269 nChanged 113 SP:Iteration 7Q (2071.920000 sec): 3 clusters Score: Raw -439389.893794 + Penalty 813.071381 = -438576.822413 nChanged 73 SP:Iteration 8Q (2072.110000 sec): 3 clusters Score: Raw -439401.958735 + Penalty 813.071381 = -438588.887354 nChanged 43 SP:Iteration 9Q (2072.290000 sec): 3 clusters Score: Raw -439409.310053 + Penalty 813.071381 = -438596.238673 nChanged 34 SP:Iteration 10Q (2072.500000 sec): 3 clusters Score: Raw -439414.425497 + Penalty 813.071381 = -438601.354116 nChanged 35 SP:Iteration 11Q (2072.680000 sec): 3 clusters Score: Raw -439419.552719 + Penalty 813.071381 = -438606.481338 nChanged 30 SP:Iteration 12Q (2072.890000 sec): 3 clusters Score: Raw -439423.588820 + Penalty 813.071381 = -438610.517439 nChanged 34 SP:Iteration 13Q (2073.060000 sec): 3 clusters Score: Raw -439428.325920 + Penalty 813.071381 = -438615.254539 nChanged 29 SP:Iteration 14Q (2073.240000 sec): 3 clusters Score: Raw -439431.858473 + Penalty 813.071381 = -438618.787092 nChanged 25 SP:Iteration 15Q (2073.400000 sec): 3 clusters Score: Raw -439434.821131 + Penalty 813.071381 = -438621.749750 nChanged 19 SP:Iteration 16Q (2073.640000 sec): 3 clusters Score: Raw -439437.056731 + Penalty 813.071381 = -438623.985350 nChanged 19 SP:Iteration 17Q (2073.830000 sec): 3 clusters Score: Raw -439440.977552 + Penalty 813.071381 = -438627.906171 nChanged 22 SP:Iteration 18Q (2074.020000 sec): 3 clusters Score: Raw -439444.879860 + Penalty 813.071381 = -438631.808479 nChanged 25 SP:Iteration 19Q (2074.220000 sec): 3 clusters Score: Raw -439447.937333 + Penalty 813.071381 = -438634.865952 nChanged 18 SP:Iteration 20F (2074.440000 sec): 3 clusters Score: Raw -439450.158394 + Penalty 813.071381 = -438637.087013 nChanged 20 SP:Iteration 21Q (2074.610000 sec): 3 clusters Score: Raw -439453.178073 + Penalty 813.071381 = -438640.106692 nChanged 17 SP:Iteration 22Q (2074.840000 sec): 3 clusters Score: Raw -439455.248527 + Penalty 813.071381 = -438642.177147 nChanged 12 SP:Iteration 23Q (2075.030000 sec): 3 clusters Score: Raw -439456.854321 + Penalty 813.071381 = -438643.782940 nChanged 12 SP:Iteration 24Q (2075.250000 sec): 3 clusters Score: Raw -439458.933325 + Penalty 813.071381 = -438645.861944 nChanged 14 SP:Iteration 25Q (2075.440000 sec): 3 clusters Score: Raw -439462.399778 + Penalty 813.071381 = -438649.328398 nChanged 29 SP:Iteration 26Q (2075.680000 sec): 3 clusters Score: Raw -439468.630097 + Penalty 813.071381 = -438655.558716 nChanged 27 SP:Iteration 27Q (2075.860000 sec): 3 clusters Score: Raw -439473.294459 + Penalty 813.071381 = -438660.223078 nChanged 18 SP:Iteration 28Q (2076.030000 sec): 3 clusters Score: Raw -439476.751939 + Penalty 813.071381 = -438663.680558 nChanged 29 SP:Iteration 29Q (2076.230000 sec): 3 clusters Score: Raw -439482.372089 + Penalty 813.071381 = -438669.300708 nChanged 22 SP:Iteration 30Q (2076.500000 sec): 3 clusters Score: Raw -439485.277461 + Penalty 813.071381 = -438672.206080 nChanged 14 SP:Iteration 31Q (2076.690000 sec): 3 clusters Score: Raw -439487.663712 + Penalty 813.071381 = -438674.592331 nChanged 9 SP:Iteration 32Q (2076.900000 sec): 3 clusters Score: Raw -439488.953267 + Penalty 813.071381 = -438675.881886 nChanged 9 SP:Iteration 33Q (2077.100000 sec): 3 clusters Score: Raw -439490.533809 + Penalty 813.071381 = -438677.462428 nChanged 14 SP:Iteration 34Q (2077.260000 sec): 3 clusters Score: Raw -439493.262623 + Penalty 813.071381 = -438680.191242 nChanged 15 SP:Iteration 35Q (2077.450000 sec): 3 clusters Score: Raw -439496.220358 + Penalty 813.071381 = -438683.148977 nChanged 15 SP:Iteration 36Q (2077.620000 sec): 3 clusters Score: Raw -439499.135833 + Penalty 813.071381 = -438686.064452 nChanged 15 SP:Iteration 37Q (2077.820000 sec): 3 clusters Score: Raw -439501.845973 + Penalty 813.071381 = -438688.774592 nChanged 17 SP:Iteration 38Q (2078.020000 sec): 3 clusters Score: Raw -439505.174220 + Penalty 813.071381 = -438692.102839 nChanged 16 SP:Iteration 39Q (2078.190000 sec): 3 clusters Score: Raw -439507.500252 + Penalty 813.071381 = -438694.428871 nChanged 7 SP:Iteration 40F (2078.400000 sec): 3 clusters Score: Raw -439508.455456 + Penalty 813.071381 = -438695.384075 nChanged 5 SP:Iteration 41Q (2078.590000 sec): 3 clusters Score: Raw -439509.398530 + Penalty 813.071381 = -438696.327149 nChanged 5 SP:Iteration 42Q (2078.780000 sec): 3 clusters Score: Raw -439509.907848 + Penalty 813.071381 = -438696.836467 nChanged 6 SP:Iteration 43Q (2079.000000 sec): 3 clusters Score: Raw -439511.023589 + Penalty 813.071381 = -438697.952208 nChanged 7 SP:Iteration 44Q (2079.180000 sec): 3 clusters Score: Raw -439511.739948 + Penalty 813.071381 = -438698.668567 nChanged 6 SP:Iteration 45Q (2079.390000 sec): 3 clusters Score: Raw -439512.380038 + Penalty 813.071381 = -438699.308657 nChanged 3 SP:Iteration 46Q (2079.550000 sec): 3 clusters Score: Raw -439512.744497 + Penalty 813.071381 = -438699.673116 nChanged 3 SP:Iteration 47Q (2079.720000 sec): 3 clusters Score: Raw -439513.181195 + Penalty 813.071381 = -438700.109815 nChanged 3 SP:Iteration 48Q (2079.950000 sec): 3 clusters Score: Raw -439513.781003 + Penalty 813.071381 = -438700.709622 nChanged 4 SP:Iteration 49Q (2080.170000 sec): 3 clusters Score: Raw -439514.675369 + Penalty 813.071381 = -438701.603988 nChanged 4 SP:Iteration 50Q (2080.330000 sec): 3 clusters Score: Raw -439515.082874 + Penalty 813.071381 = -438702.011493 nChanged 5 SP:Iteration 51Q (2080.560000 sec): 3 clusters Score: Raw -439515.350215 + Penalty 813.071381 = -438702.278834 nChanged 2 SP:Iteration 52Q (2080.720000 sec): 3 clusters Score: Raw -439515.465896 + Penalty 813.071381 = -438702.394515 nChanged 2 SP:Iteration 53Q (2080.930000 sec): 3 clusters Score: Raw -439515.592094 + Penalty 813.071381 = -438702.520713 nChanged 0 SP:Iteration 54F (2081.140000 sec): 3 clusters Score: Raw -439515.592094 + Penalty 813.071381 = -438702.520713 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2081.240000 sec): 2 clusters Score: Raw -120298.880901 + Penalty 344.243594 = -119954.637307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2081.430000 sec): 3 clusters Score: Raw -119254.927924 + Penalty 688.487189 = -118566.440735 nChanged 784 SP:Iteration 1F (2081.600000 sec): 3 clusters Score: Raw -119691.000316 + Penalty 688.487189 = -119002.513127 nChanged 134 SP:Iteration 2F (2081.810000 sec): 3 clusters Score: Raw -119775.690015 + Penalty 688.487189 = -119087.202827 nChanged 129 SP:Iteration 3F (2082.030000 sec): 3 clusters Score: Raw -119874.735115 + Penalty 688.487189 = -119186.247927 nChanged 147 SP:Iteration 4F (2082.190000 sec): 3 clusters Score: Raw -120007.268233 + Penalty 688.487189 = -119318.781045 nChanged 131 SP:Iteration 5F (2082.400000 sec): 3 clusters Score: Raw -120131.694946 + Penalty 688.487189 = -119443.207758 nChanged 112 SP:Iteration 6F (2082.590000 sec): 3 clusters Score: Raw -120231.589665 + Penalty 688.487189 = -119543.102477 nChanged 84 SP:Iteration 7Q (2082.760000 sec): 3 clusters Score: Raw -120293.071894 + Penalty 688.487189 = -119604.584706 nChanged 63 SP:Iteration 8Q (2082.990000 sec): 3 clusters Score: Raw -120330.950129 + Penalty 688.487189 = -119642.462940 nChanged 43 SP:Iteration 9Q (2083.180000 sec): 3 clusters Score: Raw -120360.933633 + Penalty 688.487189 = -119672.446445 nChanged 38 SP:Iteration 10Q (2083.380000 sec): 3 clusters Score: Raw -120390.970024 + Penalty 688.487189 = -119702.482835 nChanged 32 SP:Iteration 11Q (2083.560000 sec): 3 clusters Score: Raw -120417.259657 + Penalty 688.487189 = -119728.772468 nChanged 26 SP:Iteration 12Q (2083.780000 sec): 3 clusters Score: Raw -120441.111620 + Penalty 688.487189 = -119752.624432 nChanged 24 SP:Iteration 13Q (2084.010000 sec): 3 clusters Score: Raw -120458.054115 + Penalty 688.487189 = -119769.566926 nChanged 18 SP:Iteration 14Q (2084.150000 sec): 3 clusters Score: Raw -120468.799433 + Penalty 688.487189 = -119780.312244 nChanged 15 SP:Iteration 15Q (2084.370000 sec): 3 clusters Score: Raw -120474.850993 + Penalty 688.487189 = -119786.363804 nChanged 3 SP:Iteration 16Q (2084.500000 sec): 3 clusters Score: Raw -120475.467876 + Penalty 688.487189 = -119786.980687 nChanged 1 SP:Iteration 17Q (2084.740000 sec): 3 clusters Score: Raw -120475.518852 + Penalty 688.487189 = -119787.031663 nChanged 0 SP:Iteration 18F (2084.930000 sec): 3 clusters Score: Raw -120475.518852 + Penalty 688.487189 = -119787.031663 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2084.990000 sec): 2 clusters Score: Raw -12025.909186 + Penalty 241.073440 = -11784.835746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2085.210000 sec): 3 clusters Score: Raw -11995.090988 + Penalty 482.146880 = -11512.944107 nChanged 49 SP:Iteration 1F (2085.390000 sec): 3 clusters Score: Raw -12064.202546 + Penalty 482.146880 = -11582.055666 nChanged 13 SP:Iteration 2F (2085.580000 sec): 3 clusters Score: Raw -12079.124231 + Penalty 482.146880 = -11596.977351 nChanged 4 SP:Iteration 3Q (2085.750000 sec): 3 clusters Score: Raw -12086.684627 + Penalty 482.146880 = -11604.537747 nChanged 1 SP:Iteration 4Q (2085.930000 sec): 3 clusters Score: Raw -12087.116673 + Penalty 482.146880 = -11604.969793 nChanged 1 SP:Iteration 5Q (2086.080000 sec): 3 clusters Score: Raw -12087.472306 + Penalty 482.146880 = -11605.325425 nChanged 1 SP:Iteration 6Q (2086.260000 sec): 3 clusters Score: Raw -12087.720220 + Penalty 482.146880 = -11605.573340 nChanged 0 SP:Iteration 7F (2086.400000 sec): 3 clusters Score: Raw -12087.720220 + Penalty 482.146880 = -11605.573340 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (5028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2086.550000 sec): 2 clusters Score: Raw -321615.973377 + Penalty 387.786379 = -321228.186998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2086.750000 sec): 3 clusters Score: Raw -318558.149969 + Penalty 775.572759 = -317782.577210 nChanged 2306 SP:Iteration 1F (2086.960000 sec): 3 clusters Score: Raw -319821.136881 + Penalty 775.572759 = -319045.564122 nChanged 261 SP:Iteration 2F (2087.170000 sec): 3 clusters Score: Raw -319923.553765 + Penalty 775.572759 = -319147.981006 nChanged 237 SP:Iteration 3Q (2087.330000 sec): 3 clusters Score: Raw -320012.943945 + Penalty 775.572759 = -319237.371187 nChanged 196 SP:Iteration 4Q (2087.520000 sec): 3 clusters Score: Raw -320089.792057 + Penalty 775.572759 = -319314.219298 nChanged 207 SP:Iteration 5Q (2087.680000 sec): 3 clusters Score: Raw -320184.385528 + Penalty 775.572759 = -319408.812770 nChanged 221 SP:Iteration 6Q (2087.890000 sec): 3 clusters Score: Raw -320310.337222 + Penalty 775.572759 = -319534.764463 nChanged 252 SP:Iteration 7F (2088.070000 sec): 3 clusters Score: Raw -320469.954199 + Penalty 775.572759 = -319694.381440 nChanged 268 SP:Iteration 8F (2088.230000 sec): 3 clusters Score: Raw -320643.608602 + Penalty 775.572759 = -319868.035843 nChanged 253 SP:Iteration 9F (2088.410000 sec): 3 clusters Score: Raw -320813.694837 + Penalty 775.572759 = -320038.122078 nChanged 226 SP:Iteration 10Q (2088.550000 sec): 3 clusters Score: Raw -320953.144556 + Penalty 775.572759 = -320177.571797 nChanged 183 SP:Iteration 11Q (2088.740000 sec): 3 clusters Score: Raw -321040.533931 + Penalty 775.572759 = -320264.961172 nChanged 132 SP:Iteration 12Q (2088.970000 sec): 3 clusters Score: Raw -321096.974531 + Penalty 775.572759 = -320321.401772 nChanged 100 SP:Iteration 13Q (2089.140000 sec): 3 clusters Score: Raw -321143.127922 + Penalty 775.572759 = -320367.555163 nChanged 82 SP:Iteration 14Q (2089.260000 sec): 3 clusters Score: Raw -321174.999863 + Penalty 775.572759 = -320399.427105 nChanged 72 SP:Iteration 15Q (2089.470000 sec): 3 clusters Score: Raw -321202.425633 + Penalty 775.572759 = -320426.852875 nChanged 59 SP:Iteration 16Q (2089.600000 sec): 3 clusters Score: Raw -321230.871472 + Penalty 775.572759 = -320455.298713 nChanged 62 SP:Iteration 17Q (2089.770000 sec): 3 clusters Score: Raw -321257.767309 + Penalty 775.572759 = -320482.194551 nChanged 68 SP:Iteration 18Q (2089.970000 sec): 3 clusters Score: Raw -321280.246642 + Penalty 775.572759 = -320504.673884 nChanged 55 SP:Iteration 19Q (2090.170000 sec): 3 clusters Score: Raw -321300.367152 + Penalty 775.572759 = -320524.794393 nChanged 57 SP:Iteration 20F (2090.340000 sec): 3 clusters Score: Raw -321328.002491 + Penalty 775.572759 = -320552.429732 nChanged 51 SP:Iteration 21Q (2090.540000 sec): 3 clusters Score: Raw -321349.374444 + Penalty 775.572759 = -320573.801685 nChanged 47 SP:Iteration 22Q (2090.690000 sec): 3 clusters Score: Raw -321364.591895 + Penalty 775.572759 = -320589.019136 nChanged 46 SP:Iteration 23Q (2090.900000 sec): 3 clusters Score: Raw -321379.857639 + Penalty 775.572759 = -320604.284880 nChanged 41 SP:Iteration 24Q (2091.140000 sec): 3 clusters Score: Raw -321391.489143 + Penalty 775.572759 = -320615.916384 nChanged 30 SP:Iteration 25Q (2091.320000 sec): 3 clusters Score: Raw -321398.865097 + Penalty 775.572759 = -320623.292338 nChanged 28 SP:Iteration 26Q (2091.510000 sec): 3 clusters Score: Raw -321407.111560 + Penalty 775.572759 = -320631.538801 nChanged 36 SP:Iteration 27Q (2091.710000 sec): 3 clusters Score: Raw -321421.187201 + Penalty 775.572759 = -320645.614442 nChanged 31 SP:Iteration 28Q (2091.890000 sec): 3 clusters Score: Raw -321430.840248 + Penalty 775.572759 = -320655.267489 nChanged 27 SP:Iteration 29Q (2092.100000 sec): 3 clusters Score: Raw -321437.572693 + Penalty 775.572759 = -320661.999934 nChanged 18 SP:Iteration 30Q (2092.320000 sec): 3 clusters Score: Raw -321441.800317 + Penalty 775.572759 = -320666.227558 nChanged 21 SP:Iteration 31Q (2092.500000 sec): 3 clusters Score: Raw -321447.819084 + Penalty 775.572759 = -320672.246325 nChanged 19 SP:Iteration 32Q (2092.720000 sec): 3 clusters Score: Raw -321452.455784 + Penalty 775.572759 = -320676.883025 nChanged 19 SP:Iteration 33Q (2092.930000 sec): 3 clusters Score: Raw -321455.737756 + Penalty 775.572759 = -320680.164997 nChanged 7 SP:Iteration 34Q (2093.180000 sec): 3 clusters Score: Raw -321456.972723 + Penalty 775.572759 = -320681.399965 nChanged 7 SP:Iteration 35Q (2093.360000 sec): 3 clusters Score: Raw -321458.629245 + Penalty 775.572759 = -320683.056486 nChanged 11 SP:Iteration 36Q (2093.580000 sec): 3 clusters Score: Raw -321461.107969 + Penalty 775.572759 = -320685.535210 nChanged 13 SP:Iteration 37Q (2093.760000 sec): 3 clusters Score: Raw -321464.654488 + Penalty 775.572759 = -320689.081729 nChanged 11 SP:Iteration 38Q (2093.990000 sec): 3 clusters Score: Raw -321466.055816 + Penalty 775.572759 = -320690.483057 nChanged 5 SP:Iteration 39Q (2094.210000 sec): 3 clusters Score: Raw -321467.072363 + Penalty 775.572759 = -320691.499605 nChanged 5 SP:Iteration 40F (2094.450000 sec): 3 clusters Score: Raw -321468.463012 + Penalty 775.572759 = -320692.890253 nChanged 7 SP:Iteration 41Q (2094.590000 sec): 3 clusters Score: Raw -321470.755445 + Penalty 775.572759 = -320695.182686 nChanged 10 SP:Iteration 42Q (2094.800000 sec): 3 clusters Score: Raw -321473.343333 + Penalty 775.572759 = -320697.770575 nChanged 7 SP:Iteration 43Q (2095.010000 sec): 3 clusters Score: Raw -321475.155450 + Penalty 775.572759 = -320699.582691 nChanged 10 SP:Iteration 44Q (2095.190000 sec): 3 clusters Score: Raw -321478.270383 + Penalty 775.572759 = -320702.697624 nChanged 7 SP:Iteration 45Q (2095.340000 sec): 3 clusters Score: Raw -321479.870241 + Penalty 775.572759 = -320704.297482 nChanged 10 SP:Iteration 46Q (2095.510000 sec): 3 clusters Score: Raw -321482.392666 + Penalty 775.572759 = -320706.819908 nChanged 7 SP:Iteration 47Q (2095.680000 sec): 3 clusters Score: Raw -321483.628630 + Penalty 775.572759 = -320708.055871 nChanged 10 SP:Iteration 48Q (2095.820000 sec): 3 clusters Score: Raw -321486.009213 + Penalty 775.572759 = -320710.436454 nChanged 8 SP:Iteration 49Q (2096.110000 sec): 3 clusters Score: Raw -321487.678676 + Penalty 775.572759 = -320712.105917 nChanged 9 SP:Iteration 50Q (2096.290000 sec): 3 clusters Score: Raw -321490.511648 + Penalty 775.572759 = -320714.938889 nChanged 11 SP:Iteration 51Q (2096.450000 sec): 3 clusters Score: Raw -321492.851797 + Penalty 775.572759 = -320717.279038 nChanged 7 SP:Iteration 52Q (2096.600000 sec): 3 clusters Score: Raw -321494.343663 + Penalty 775.572759 = -320718.770905 nChanged 7 SP:Iteration 53Q (2096.790000 sec): 3 clusters Score: Raw -321496.059782 + Penalty 775.572759 = -320720.487024 nChanged 6 SP:Iteration 54Q (2097.010000 sec): 3 clusters Score: Raw -321497.075475 + Penalty 775.572759 = -320721.502716 nChanged 4 SP:Iteration 55Q (2097.230000 sec): 3 clusters Score: Raw -321497.660515 + Penalty 775.572759 = -320722.087756 nChanged 3 SP:Iteration 56Q (2097.410000 sec): 3 clusters Score: Raw -321498.084970 + Penalty 775.572759 = -320722.512211 nChanged 3 SP:Iteration 57Q (2097.610000 sec): 3 clusters Score: Raw -321498.391175 + Penalty 775.572759 = -320722.818416 nChanged 2 SP:Iteration 58Q (2097.850000 sec): 3 clusters Score: Raw -321498.534799 + Penalty 775.572759 = -320722.962040 nChanged 1 SP:Iteration 59Q (2098.030000 sec): 3 clusters Score: Raw -321498.598898 + Penalty 775.572759 = -320723.026139 nChanged 0 SP:Iteration 60F (2098.230000 sec): 3 clusters Score: Raw -321498.598898 + Penalty 775.572759 = -320723.026139 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2098.340000 sec): 2 clusters Score: Raw -40316.459482 + Penalty 297.616865 = -40018.842617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2098.530000 sec): 3 clusters Score: Raw -40030.359641 + Penalty 595.233730 = -39435.125911 nChanged 269 SP:Iteration 1F (2098.740000 sec): 3 clusters Score: Raw -40273.462536 + Penalty 595.233730 = -39678.228806 nChanged 82 SP:Iteration 2F (2098.920000 sec): 3 clusters Score: Raw -40342.484470 + Penalty 595.233730 = -39747.250740 nChanged 47 SP:Iteration 3F (2099.150000 sec): 3 clusters Score: Raw -40377.921909 + Penalty 595.233730 = -39782.688179 nChanged 27 SP:Iteration 4Q (2099.320000 sec): 3 clusters Score: Raw -40405.546017 + Penalty 595.233730 = -39810.312287 nChanged 28 SP:Iteration 5Q (2099.530000 sec): 3 clusters Score: Raw -40430.581072 + Penalty 595.233730 = -39835.347342 nChanged 18 SP:Iteration 6Q (2099.720000 sec): 3 clusters Score: Raw -40439.799154 + Penalty 595.233730 = -39844.565424 nChanged 9 SP:Iteration 7Q (2099.890000 sec): 3 clusters Score: Raw -40444.713985 + Penalty 595.233730 = -39849.480255 nChanged 6 SP:Iteration 8Q (2100.070000 sec): 3 clusters Score: Raw -40449.663358 + Penalty 595.233730 = -39854.429628 nChanged 6 SP:Iteration 9Q (2100.270000 sec): 3 clusters Score: Raw -40453.285648 + Penalty 595.233730 = -39858.051918 nChanged 1 SP:Iteration 10Q (2100.470000 sec): 3 clusters Score: Raw -40453.472790 + Penalty 595.233730 = -39858.239060 nChanged 0 SP:Iteration 11F (2100.680000 sec): 3 clusters Score: Raw -40453.472790 + Penalty 595.233730 = -39858.239060 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2100.810000 sec): 2 clusters Score: Raw -22439.373595 + Penalty 272.838570 = -22166.535025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.980000 sec): 3 clusters Score: Raw -22279.369196 + Penalty 545.677140 = -21733.692056 nChanged 138 SP:Iteration 1F (2101.240000 sec): 3 clusters Score: Raw -22435.451154 + Penalty 545.677140 = -21889.774014 nChanged 44 SP:Iteration 2F (2101.480000 sec): 3 clusters Score: Raw -22506.448827 + Penalty 545.677140 = -21960.771687 nChanged 33 SP:Iteration 3F (2101.670000 sec): 3 clusters Score: Raw -22597.223842 + Penalty 545.677140 = -22051.546702 nChanged 35 SP:Iteration 4F (2101.890000 sec): 3 clusters Score: Raw -22681.075657 + Penalty 545.677140 = -22135.398517 nChanged 26 SP:Iteration 5F (2102.120000 sec): 3 clusters Score: Raw -22750.511280 + Penalty 545.677140 = -22204.834140 nChanged 22 SP:Iteration 6F (2102.370000 sec): 3 clusters Score: Raw -22832.312336 + Penalty 545.677140 = -22286.635196 nChanged 26 SP:Iteration 7F (2102.620000 sec): 3 clusters Score: Raw -23012.592794 + Penalty 545.677140 = -22466.915654 nChanged 23 SP:Iteration 8F (2102.800000 sec): 3 clusters Score: Raw -23543.896426 + Penalty 545.677140 = -22998.219286 nChanged 11 SP:Iteration 9Q (2102.990000 sec): 3 clusters Score: Raw -23776.487736 + Penalty 545.677140 = -23230.810596 nChanged 0 SP:Iteration 10F (2103.190000 sec): 3 clusters Score: Raw -23776.487736 + Penalty 545.677140 = -23230.810596 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 2.65 GB. Trying to split cluster 34 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.320000 sec): 2 clusters Score: Raw -5921.722859 + Penalty 207.201399 = -5714.521461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.440000 sec): 3 clusters Score: Raw -5984.017294 + Penalty 414.402797 = -5569.614497 nChanged 21 SP:Iteration 1F (2103.630000 sec): 3 clusters Score: Raw -6038.652056 + Penalty 414.402797 = -5624.249259 nChanged 5 SP:Iteration 2F (2103.810000 sec): 3 clusters Score: Raw -6048.067038 + Penalty 414.402797 = -5633.664241 nChanged 1 SP:Iteration 3Q (2103.910000 sec): 3 clusters Score: Raw -6056.538109 + Penalty 414.402797 = -5642.135312 nChanged 1 SP:Iteration 4Q (2104.090000 sec): 3 clusters Score: Raw -6059.780230 + Penalty 414.402797 = -5645.377433 nChanged 2 SP:Iteration 5Q (2104.250000 sec): 3 clusters Score: Raw -6064.436880 + Penalty 414.402797 = -5650.034083 nChanged 1 SP:Iteration 6Q (2104.460000 sec): 3 clusters Score: Raw -6068.258753 + Penalty 414.402797 = -5653.855956 nChanged 1 SP:Iteration 7Q (2104.660000 sec): 3 clusters Score: Raw -6069.853683 + Penalty 414.402797 = -5655.450886 nChanged 0 SP:Iteration 8F (2104.800000 sec): 3 clusters Score: Raw -6069.853683 + Penalty 414.402797 = -5655.450886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2104.930000 sec): 2 clusters Score: Raw -42619.489549 + Penalty 297.154932 = -42322.334617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2105.060000 sec): 3 clusters Score: Raw -42303.211397 + Penalty 594.309864 = -41708.901533 nChanged 251 SP:Iteration 1F (2105.270000 sec): 3 clusters Score: Raw -42463.170742 + Penalty 594.309864 = -41868.860878 nChanged 58 SP:Iteration 2F (2105.500000 sec): 3 clusters Score: Raw -42509.346188 + Penalty 594.309864 = -41915.036324 nChanged 41 SP:Iteration 3F (2105.700000 sec): 3 clusters Score: Raw -42550.318125 + Penalty 594.309864 = -41956.008261 nChanged 28 SP:Iteration 4Q (2105.860000 sec): 3 clusters Score: Raw -42575.553113 + Penalty 594.309864 = -41981.243249 nChanged 22 SP:Iteration 5Q (2106.120000 sec): 3 clusters Score: Raw -42587.243422 + Penalty 594.309864 = -41992.933558 nChanged 12 SP:Iteration 6Q (2106.270000 sec): 3 clusters Score: Raw -42592.220560 + Penalty 594.309864 = -41997.910696 nChanged 6 SP:Iteration 7Q (2106.440000 sec): 3 clusters Score: Raw -42595.402410 + Penalty 594.309864 = -42001.092546 nChanged 5 SP:Iteration 8Q (2106.650000 sec): 3 clusters Score: Raw -42600.570426 + Penalty 594.309864 = -42006.260561 nChanged 10 SP:Iteration 9Q (2106.840000 sec): 3 clusters Score: Raw -42607.900596 + Penalty 594.309864 = -42013.590732 nChanged 9 SP:Iteration 10Q (2107.000000 sec): 3 clusters Score: Raw -42612.157073 + Penalty 594.309864 = -42017.847209 nChanged 8 SP:Iteration 11Q (2107.170000 sec): 3 clusters Score: Raw -42618.432797 + Penalty 594.309864 = -42024.122933 nChanged 5 SP:Iteration 12Q (2107.380000 sec): 3 clusters Score: Raw -42621.185235 + Penalty 594.309864 = -42026.875371 nChanged 7 SP:Iteration 13Q (2107.620000 sec): 3 clusters Score: Raw -42625.602561 + Penalty 594.309864 = -42031.292697 nChanged 11 SP:Iteration 14Q (2107.830000 sec): 3 clusters Score: Raw -42635.523477 + Penalty 594.309864 = -42041.213613 nChanged 13 SP:Iteration 15Q (2108.000000 sec): 3 clusters Score: Raw -42655.051455 + Penalty 594.309864 = -42060.741591 nChanged 11 SP:Iteration 16Q (2108.270000 sec): 3 clusters Score: Raw -42669.045502 + Penalty 594.309864 = -42074.735638 nChanged 10 SP:Iteration 17Q (2108.440000 sec): 3 clusters Score: Raw -42678.394226 + Penalty 594.309864 = -42084.084361 nChanged 9 SP:Iteration 18Q (2108.630000 sec): 3 clusters Score: Raw -42683.362436 + Penalty 594.309864 = -42089.052572 nChanged 3 SP:Iteration 19Q (2108.810000 sec): 3 clusters Score: Raw -42686.572401 + Penalty 594.309864 = -42092.262537 nChanged 5 SP:Iteration 20F (2108.990000 sec): 3 clusters Score: Raw -42688.820816 + Penalty 594.309864 = -42094.510952 nChanged 3 SP:Iteration 21Q (2109.180000 sec): 3 clusters Score: Raw -42692.234186 + Penalty 594.309864 = -42097.924321 nChanged 3 SP:Iteration 22Q (2109.340000 sec): 3 clusters Score: Raw -42694.849456 + Penalty 594.309864 = -42100.539592 nChanged 5 SP:Iteration 23Q (2109.510000 sec): 3 clusters Score: Raw -42697.099308 + Penalty 594.309864 = -42102.789443 nChanged 2 SP:Iteration 24Q (2109.700000 sec): 3 clusters Score: Raw -42697.857671 + Penalty 594.309864 = -42103.547806 nChanged 1 SP:Iteration 25Q (2109.850000 sec): 3 clusters Score: Raw -42698.508937 + Penalty 594.309864 = -42104.199073 nChanged 1 SP:Iteration 26Q (2110.050000 sec): 3 clusters Score: Raw -42698.739450 + Penalty 594.309864 = -42104.429586 nChanged 0 SP:Iteration 27F (2110.200000 sec): 3 clusters Score: Raw -42698.739450 + Penalty 594.309864 = -42104.429586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2110.320000 sec): 2 clusters Score: Raw -34361.816263 + Penalty 293.783019 = -34068.033244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2110.490000 sec): 3 clusters Score: Raw -34112.438575 + Penalty 587.566039 = -33524.872536 nChanged 220 SP:Iteration 1F (2110.670000 sec): 3 clusters Score: Raw -34324.394997 + Penalty 587.566039 = -33736.828958 nChanged 72 SP:Iteration 2F (2110.830000 sec): 3 clusters Score: Raw -34406.436963 + Penalty 587.566039 = -33818.870924 nChanged 52 SP:Iteration 3F (2111.030000 sec): 3 clusters Score: Raw -34479.882279 + Penalty 587.566039 = -33892.316240 nChanged 33 SP:Iteration 4F (2111.170000 sec): 3 clusters Score: Raw -34529.034288 + Penalty 587.566039 = -33941.468250 nChanged 23 SP:Iteration 5Q (2111.350000 sec): 3 clusters Score: Raw -34563.969305 + Penalty 587.566039 = -33976.403266 nChanged 10 SP:Iteration 6Q (2111.530000 sec): 3 clusters Score: Raw -34577.467297 + Penalty 587.566039 = -33989.901258 nChanged 10 SP:Iteration 7Q (2111.690000 sec): 3 clusters Score: Raw -34587.612480 + Penalty 587.566039 = -34000.046441 nChanged 9 SP:Iteration 8Q (2111.870000 sec): 3 clusters Score: Raw -34594.768414 + Penalty 587.566039 = -34007.202375 nChanged 8 SP:Iteration 9Q (2112.070000 sec): 3 clusters Score: Raw -34598.422483 + Penalty 587.566039 = -34010.856444 nChanged 3 SP:Iteration 10Q (2112.250000 sec): 3 clusters Score: Raw -34599.033542 + Penalty 587.566039 = -34011.467503 nChanged 2 SP:Iteration 11Q (2112.480000 sec): 3 clusters Score: Raw -34600.257251 + Penalty 587.566039 = -34012.691213 nChanged 5 SP:Iteration 12Q (2112.630000 sec): 3 clusters Score: Raw -34602.817915 + Penalty 587.566039 = -34015.251876 nChanged 4 SP:Iteration 13Q (2112.830000 sec): 3 clusters Score: Raw -34609.306740 + Penalty 587.566039 = -34021.740701 nChanged 4 SP:Iteration 14Q (2113.030000 sec): 3 clusters Score: Raw -34612.903573 + Penalty 587.566039 = -34025.337534 nChanged 5 SP:Iteration 15Q (2113.220000 sec): 3 clusters Score: Raw -34617.700048 + Penalty 587.566039 = -34030.134010 nChanged 6 SP:Iteration 16Q (2113.410000 sec): 3 clusters Score: Raw -34627.934906 + Penalty 587.566039 = -34040.368868 nChanged 6 SP:Iteration 17Q (2113.590000 sec): 3 clusters Score: Raw -34632.409046 + Penalty 587.566039 = -34044.843007 nChanged 6 SP:Iteration 18Q (2113.800000 sec): 3 clusters Score: Raw -34637.696045 + Penalty 587.566039 = -34050.130006 nChanged 5 SP:Iteration 19Q (2114.000000 sec): 3 clusters Score: Raw -34641.210166 + Penalty 587.566039 = -34053.644127 nChanged 4 SP:Iteration 20F (2114.210000 sec): 3 clusters Score: Raw -34643.828488 + Penalty 587.566039 = -34056.262449 nChanged 6 SP:Iteration 21Q (2114.430000 sec): 3 clusters Score: Raw -34654.842086 + Penalty 587.566039 = -34067.276047 nChanged 6 SP:Iteration 22Q (2114.640000 sec): 3 clusters Score: Raw -34659.561766 + Penalty 587.566039 = -34071.995728 nChanged 6 SP:Iteration 23Q (2114.860000 sec): 3 clusters Score: Raw -34667.151248 + Penalty 587.566039 = -34079.585209 nChanged 9 SP:Iteration 24Q (2115.100000 sec): 3 clusters Score: Raw -34676.151647 + Penalty 587.566039 = -34088.585608 nChanged 11 SP:Iteration 25Q (2115.320000 sec): 3 clusters Score: Raw -34690.469069 + Penalty 587.566039 = -34102.903031 nChanged 18 SP:Iteration 26Q (2115.530000 sec): 3 clusters Score: Raw -34728.025017 + Penalty 587.566039 = -34140.458978 nChanged 23 SP:Iteration 27Q (2115.750000 sec): 3 clusters Score: Raw -34772.619446 + Penalty 587.566039 = -34185.053407 nChanged 34 SP:Iteration 28F (2115.980000 sec): 3 clusters Score: Raw -34909.630681 + Penalty 587.566039 = -34322.064642 nChanged 51 SP:Iteration 29F (2116.230000 sec): 3 clusters Score: Raw -35283.072692 + Penalty 587.566039 = -34695.506653 nChanged 50 SP:Iteration 30F (2116.470000 sec): 3 clusters Score: Raw -36086.733418 + Penalty 587.566039 = -35499.167380 nChanged 25 SP:Iteration 31Q (2116.650000 sec): 3 clusters Score: Raw -36294.905844 + Penalty 587.566039 = -35707.339806 nChanged 3 SP:Iteration 32Q (2116.860000 sec): 3 clusters Score: Raw -36387.256335 + Penalty 587.566039 = -35799.690296 nChanged 1 SP:Iteration 33Q (2117.040000 sec): 3 clusters Score: Raw -36434.377536 + Penalty 587.566039 = -35846.811497 nChanged 0 SP:Iteration 34F (2117.260000 sec): 3 clusters Score: Raw -36434.377536 + Penalty 587.566039 = -35846.811497 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.300000 sec): 2 clusters Score: Raw -12880.152544 + Penalty 248.022250 = -12632.130294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.460000 sec): 3 clusters Score: Raw -12846.812705 + Penalty 496.044499 = -12350.768205 nChanged 58 SP:Iteration 1F (2117.640000 sec): 3 clusters Score: Raw -12910.959036 + Penalty 496.044499 = -12414.914537 nChanged 17 SP:Iteration 2F (2117.760000 sec): 3 clusters Score: Raw -12939.214173 + Penalty 496.044499 = -12443.169673 nChanged 10 SP:Iteration 3Q (2117.950000 sec): 3 clusters Score: Raw -12988.703671 + Penalty 496.044499 = -12492.659172 nChanged 8 SP:Iteration 4Q (2118.110000 sec): 3 clusters Score: Raw -13035.905320 + Penalty 496.044499 = -12539.860821 nChanged 7 SP:Iteration 5Q (2118.260000 sec): 3 clusters Score: Raw -13042.630687 + Penalty 496.044499 = -12546.586187 nChanged 3 SP:Iteration 6Q (2118.420000 sec): 3 clusters Score: Raw -13045.769653 + Penalty 496.044499 = -12549.725154 nChanged 2 SP:Iteration 7Q (2118.610000 sec): 3 clusters Score: Raw -13047.579640 + Penalty 496.044499 = -12551.535141 nChanged 3 SP:Iteration 8Q (2118.810000 sec): 3 clusters Score: Raw -13051.642332 + Penalty 496.044499 = -12555.597832 nChanged 2 SP:Iteration 9Q (2119.040000 sec): 3 clusters Score: Raw -13053.262566 + Penalty 496.044499 = -12557.218067 nChanged 0 SP:Iteration 10F (2119.220000 sec): 3 clusters Score: Raw -13053.262566 + Penalty 496.044499 = -12557.218067 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.340000 sec): 2 clusters Score: Raw -25573.957577 + Penalty 277.666416 = -25296.291161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.500000 sec): 3 clusters Score: Raw -25391.888983 + Penalty 555.332832 = -24836.556151 nChanged 152 SP:Iteration 1F (2119.660000 sec): 3 clusters Score: Raw -25483.462582 + Penalty 555.332832 = -24928.129750 nChanged 29 SP:Iteration 2F (2119.820000 sec): 3 clusters Score: Raw -25503.333358 + Penalty 555.332832 = -24948.000526 nChanged 19 SP:Iteration 3Q (2120.030000 sec): 3 clusters Score: Raw -25522.483000 + Penalty 555.332832 = -24967.150168 nChanged 18 SP:Iteration 4Q (2120.230000 sec): 3 clusters Score: Raw -25541.518337 + Penalty 555.332832 = -24986.185505 nChanged 16 SP:Iteration 5Q (2120.410000 sec): 3 clusters Score: Raw -25558.613055 + Penalty 555.332832 = -25003.280223 nChanged 12 SP:Iteration 6Q (2120.590000 sec): 3 clusters Score: Raw -25582.242626 + Penalty 555.332832 = -25026.909794 nChanged 20 SP:Iteration 7Q (2120.830000 sec): 3 clusters Score: Raw -25602.098019 + Penalty 555.332832 = -25046.765187 nChanged 13 SP:Iteration 8Q (2121.060000 sec): 3 clusters Score: Raw -25614.412561 + Penalty 555.332832 = -25059.079729 nChanged 9 SP:Iteration 9Q (2121.210000 sec): 3 clusters Score: Raw -25618.968579 + Penalty 555.332832 = -25063.635747 nChanged 8 SP:Iteration 10Q (2121.390000 sec): 3 clusters Score: Raw -25624.830979 + Penalty 555.332832 = -25069.498147 nChanged 9 SP:Iteration 11Q (2121.560000 sec): 3 clusters Score: Raw -25634.191000 + Penalty 555.332832 = -25078.858168 nChanged 5 SP:Iteration 12Q (2121.710000 sec): 3 clusters Score: Raw -25643.360737 + Penalty 555.332832 = -25088.027905 nChanged 7 SP:Iteration 13Q (2121.900000 sec): 3 clusters Score: Raw -25653.837298 + Penalty 555.332832 = -25098.504465 nChanged 7 SP:Iteration 14Q (2122.130000 sec): 3 clusters Score: Raw -25663.003833 + Penalty 555.332832 = -25107.671001 nChanged 4 SP:Iteration 15Q (2122.370000 sec): 3 clusters Score: Raw -25668.301513 + Penalty 555.332832 = -25112.968681 nChanged 5 SP:Iteration 16Q (2122.540000 sec): 3 clusters Score: Raw -25678.328787 + Penalty 555.332832 = -25122.995955 nChanged 5 SP:Iteration 17Q (2122.770000 sec): 3 clusters Score: Raw -25684.141862 + Penalty 555.332832 = -25128.809030 nChanged 5 SP:Iteration 18Q (2122.910000 sec): 3 clusters Score: Raw -25689.013345 + Penalty 555.332832 = -25133.680513 nChanged 5 SP:Iteration 19Q (2123.070000 sec): 3 clusters Score: Raw -25694.279818 + Penalty 555.332832 = -25138.946986 nChanged 5 SP:Iteration 20F (2123.230000 sec): 3 clusters Score: Raw -25713.150873 + Penalty 555.332832 = -25157.818041 nChanged 8 SP:Iteration 21Q (2123.390000 sec): 3 clusters Score: Raw -25732.982165 + Penalty 555.332832 = -25177.649333 nChanged 8 SP:Iteration 22Q (2123.550000 sec): 3 clusters Score: Raw -25750.890426 + Penalty 555.332832 = -25195.557594 nChanged 11 SP:Iteration 23Q (2123.670000 sec): 3 clusters Score: Raw -25767.757577 + Penalty 555.332832 = -25212.424745 nChanged 12 SP:Iteration 24Q (2123.840000 sec): 3 clusters Score: Raw -25787.519263 + Penalty 555.332832 = -25232.186431 nChanged 8 SP:Iteration 25Q (2124.010000 sec): 3 clusters Score: Raw -25795.796713 + Penalty 555.332832 = -25240.463881 nChanged 7 SP:Iteration 26Q (2124.190000 sec): 3 clusters Score: Raw -25809.389101 + Penalty 555.332832 = -25254.056269 nChanged 4 SP:Iteration 27Q (2124.380000 sec): 3 clusters Score: Raw -25811.190325 + Penalty 555.332832 = -25255.857493 nChanged 1 SP:Iteration 28Q (2124.590000 sec): 3 clusters Score: Raw -25812.045382 + Penalty 555.332832 = -25256.712550 nChanged 0 SP:Iteration 29F (2124.780000 sec): 3 clusters Score: Raw -25812.045382 + Penalty 555.332832 = -25256.712550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.900000 sec): 2 clusters Score: Raw -7261.972105 + Penalty 230.635141 = -7031.336964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.070000 sec): 3 clusters Score: Raw -7275.165937 + Penalty 461.270282 = -6813.895655 nChanged 55 SP:Iteration 1F (2125.240000 sec): 3 clusters Score: Raw -7413.112538 + Penalty 461.270282 = -6951.842255 nChanged 17 SP:Iteration 2F (2125.470000 sec): 3 clusters Score: Raw -7455.107441 + Penalty 461.270282 = -6993.837159 nChanged 5 SP:Iteration 3Q (2125.620000 sec): 3 clusters Score: Raw -7465.689200 + Penalty 461.270282 = -7004.418918 nChanged 4 SP:Iteration 4Q (2125.850000 sec): 3 clusters Score: Raw -7473.982923 + Penalty 461.270282 = -7012.712641 nChanged 0 SP:Iteration 5F (2126.010000 sec): 3 clusters Score: Raw -7473.982923 + Penalty 461.270282 = -7012.712641 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.120000 sec): 2 clusters Score: Raw -19556.516374 + Penalty 264.678558 = -19291.837816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.280000 sec): 3 clusters Score: Raw -19466.122633 + Penalty 529.357116 = -18936.765517 nChanged 102 SP:Iteration 1F (2126.460000 sec): 3 clusters Score: Raw -19670.810231 + Penalty 529.357116 = -19141.453115 nChanged 31 SP:Iteration 2F (2126.710000 sec): 3 clusters Score: Raw -19787.270684 + Penalty 529.357116 = -19257.913569 nChanged 21 SP:Iteration 3F (2126.890000 sec): 3 clusters Score: Raw -19856.811291 + Penalty 529.357116 = -19327.454175 nChanged 11 SP:Iteration 4Q (2127.080000 sec): 3 clusters Score: Raw -19889.229876 + Penalty 529.357116 = -19359.872761 nChanged 8 SP:Iteration 5Q (2127.290000 sec): 3 clusters Score: Raw -19902.640743 + Penalty 529.357116 = -19373.283627 nChanged 3 SP:Iteration 6Q (2127.500000 sec): 3 clusters Score: Raw -19905.091938 + Penalty 529.357116 = -19375.734822 nChanged 1 SP:Iteration 7Q (2127.670000 sec): 3 clusters Score: Raw -19905.485221 + Penalty 529.357116 = -19376.128105 nChanged 1 SP:Iteration 8Q (2127.940000 sec): 3 clusters Score: Raw -19907.054495 + Penalty 529.357116 = -19377.697380 nChanged 2 SP:Iteration 9Q (2128.140000 sec): 3 clusters Score: Raw -19912.808249 + Penalty 529.357116 = -19383.451134 nChanged 4 SP:Iteration 10Q (2128.370000 sec): 3 clusters Score: Raw -19919.246344 + Penalty 529.357116 = -19389.889228 nChanged 1 SP:Iteration 11Q (2128.630000 sec): 3 clusters Score: Raw -19919.489311 + Penalty 529.357116 = -19390.132196 nChanged 2 SP:Iteration 12Q (2128.810000 sec): 3 clusters Score: Raw -19920.777304 + Penalty 529.357116 = -19391.420188 nChanged 2 SP:Iteration 13Q (2129.000000 sec): 3 clusters Score: Raw -19922.981272 + Penalty 529.357116 = -19393.624156 nChanged 2 SP:Iteration 14Q (2129.150000 sec): 3 clusters Score: Raw -19924.797683 + Penalty 529.357116 = -19395.440567 nChanged 3 SP:Iteration 15Q (2129.350000 sec): 3 clusters Score: Raw -19929.571203 + Penalty 529.357116 = -19400.214087 nChanged 2 SP:Iteration 16Q (2129.500000 sec): 3 clusters Score: Raw -19932.594754 + Penalty 529.357116 = -19403.237639 nChanged 4 SP:Iteration 17Q (2129.700000 sec): 3 clusters Score: Raw -19935.406943 + Penalty 529.357116 = -19406.049828 nChanged 1 SP:Iteration 18Q (2129.910000 sec): 3 clusters Score: Raw -19935.825781 + Penalty 529.357116 = -19406.468665 nChanged 1 SP:Iteration 19Q (2130.040000 sec): 3 clusters Score: Raw -19936.311729 + Penalty 529.357116 = -19406.954614 nChanged 0 SP:Iteration 20F (2130.260000 sec): 3 clusters Score: Raw -19936.311729 + Penalty 529.357116 = -19406.954614 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (278718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.260000 sec): 2 clusters Score: Raw -17651732.024907 + Penalty 570.476989 = -17651161.547919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.290000 sec): 3 clusters Score: Raw -17462193.025187 + Penalty 1140.953978 = -17461052.071210 nChanged 137773 SP:Iteration 1F (2133.360000 sec): 3 clusters Score: Raw -17547835.612917 + Penalty 1140.953978 = -17546694.658939 nChanged 10796 SP:Iteration 2Q (2134.510000 sec): 3 clusters Score: Raw -17551276.266999 + Penalty 1140.953978 = -17550135.313022 nChanged 12331 SP:Iteration 3Q (2135.490000 sec): 3 clusters Score: Raw -17556513.302922 + Penalty 1140.953978 = -17555372.348945 nChanged 13808 SP:Iteration 4Q (2136.480000 sec): 3 clusters Score: Raw -17564679.761048 + Penalty 1140.953978 = -17563538.807070 nChanged 15099 SP:Iteration 5F (2137.400000 sec): 3 clusters Score: Raw -17576934.529575 + Penalty 1140.953978 = -17575793.575597 nChanged 16053 SP:Iteration 6F (2138.390000 sec): 3 clusters Score: Raw -17592257.106244 + Penalty 1140.953978 = -17591116.152266 nChanged 15165 SP:Iteration 7F (2139.430000 sec): 3 clusters Score: Raw -17604597.355041 + Penalty 1140.953978 = -17603456.401063 nChanged 11040 SP:Iteration 8Q (2140.360000 sec): 3 clusters Score: Raw -17610342.825278 + Penalty 1140.953978 = -17609201.871301 nChanged 6849 SP:Iteration 9Q (2141.300000 sec): 3 clusters Score: Raw -17613170.624381 + Penalty 1140.953978 = -17612029.670404 nChanged 5955 SP:Iteration 10Q (2142.310000 sec): 3 clusters Score: Raw -17615658.235170 + Penalty 1140.953978 = -17614517.281192 nChanged 6046 SP:Iteration 11Q (2143.170000 sec): 3 clusters Score: Raw -17618393.857423 + Penalty 1140.953978 = -17617252.903446 nChanged 6053 SP:Iteration 12Q (2144.170000 sec): 3 clusters Score: Raw -17621376.346225 + Penalty 1140.953978 = -17620235.392248 nChanged 5979 SP:Iteration 13Q (2145.250000 sec): 3 clusters Score: Raw -17624593.214978 + Penalty 1140.953978 = -17623452.261000 nChanged 5803 SP:Iteration 14Q (2146.120000 sec): 3 clusters Score: Raw -17628039.256380 + Penalty 1140.953978 = -17626898.302402 nChanged 5423 SP:Iteration 15Q (2147.160000 sec): 3 clusters Score: Raw -17631636.033738 + Penalty 1140.953978 = -17630495.079761 nChanged 4933 SP:Iteration 16Q (2148.050000 sec): 3 clusters Score: Raw -17635175.934138 + Penalty 1140.953978 = -17634034.980160 nChanged 4207 SP:Iteration 17Q (2148.910000 sec): 3 clusters Score: Raw -17638312.528366 + Penalty 1140.953978 = -17637171.574388 nChanged 3408 SP:Iteration 18Q (2149.910000 sec): 3 clusters Score: Raw -17640845.709693 + Penalty 1140.953978 = -17639704.755715 nChanged 2844 SP:Iteration 19Q (2151.130000 sec): 3 clusters Score: Raw -17642779.349948 + Penalty 1140.953978 = -17641638.395971 nChanged 2400 SP:Iteration 20F (2152.130000 sec): 3 clusters Score: Raw -17644283.900690 + Penalty 1140.953978 = -17643142.946713 nChanged 2050 SP:Iteration 21Q (2153.090000 sec): 3 clusters Score: Raw -17645434.868076 + Penalty 1140.953978 = -17644293.914098 nChanged 1759 SP:Iteration 22Q (2154.060000 sec): 3 clusters Score: Raw -17646340.138868 + Penalty 1140.953978 = -17645199.184891 nChanged 1533 SP:Iteration 23Q (2155.170000 sec): 3 clusters Score: Raw -17647049.265630 + Penalty 1140.953978 = -17645908.311652 nChanged 1297 SP:Iteration 24Q (2156.360000 sec): 3 clusters Score: Raw -17647607.812933 + Penalty 1140.953978 = -17646466.858956 nChanged 1084 SP:Iteration 25Q (2157.400000 sec): 3 clusters Score: Raw -17648050.340310 + Penalty 1140.953978 = -17646909.386332 nChanged 914 SP:Iteration 26Q (2158.430000 sec): 3 clusters Score: Raw -17648380.592941 + Penalty 1140.953978 = -17647239.638964 nChanged 798 SP:Iteration 27Q (2159.390000 sec): 3 clusters Score: Raw -17648642.800530 + Penalty 1140.953978 = -17647501.846553 nChanged 761 SP:Iteration 28Q (2160.510000 sec): 3 clusters Score: Raw -17648878.189842 + Penalty 1140.953978 = -17647737.235865 nChanged 687 SP:Iteration 29Q (2161.450000 sec): 3 clusters Score: Raw -17649088.209288 + Penalty 1140.953978 = -17647947.255310 nChanged 630 SP:Iteration 30Q (2162.430000 sec): 3 clusters Score: Raw -17649281.555831 + Penalty 1140.953978 = -17648140.601853 nChanged 628 SP:Iteration 31Q (2163.280000 sec): 3 clusters Score: Raw -17649463.302492 + Penalty 1140.953978 = -17648322.348515 nChanged 588 SP:Iteration 32Q (2164.130000 sec): 3 clusters Score: Raw -17649632.505766 + Penalty 1140.953978 = -17648491.551789 nChanged 559 SP:Iteration 33Q (2165.070000 sec): 3 clusters Score: Raw -17649790.666300 + Penalty 1140.953978 = -17648649.712323 nChanged 499 SP:Iteration 34Q (2166.070000 sec): 3 clusters Score: Raw -17649928.654682 + Penalty 1140.953978 = -17648787.700705 nChanged 494 SP:Iteration 35Q (2167.020000 sec): 3 clusters Score: Raw -17650072.642680 + Penalty 1140.953978 = -17648931.688702 nChanged 490 SP:Iteration 36Q (2168.060000 sec): 3 clusters Score: Raw -17650218.984019 + Penalty 1140.953978 = -17649078.030042 nChanged 458 SP:Iteration 37Q (2168.950000 sec): 3 clusters Score: Raw -17650347.845123 + Penalty 1140.953978 = -17649206.891145 nChanged 411 SP:Iteration 38Q (2169.940000 sec): 3 clusters Score: Raw -17650461.040359 + Penalty 1140.953978 = -17649320.086381 nChanged 371 SP:Iteration 39Q (2170.990000 sec): 3 clusters Score: Raw -17650559.195366 + Penalty 1140.953978 = -17649418.241388 nChanged 357 SP:Iteration 40F (2172.110000 sec): 3 clusters Score: Raw -17650652.199139 + Penalty 1140.953978 = -17649511.245162 nChanged 332 SP:Iteration 41Q (2173.110000 sec): 3 clusters Score: Raw -17650734.534788 + Penalty 1140.953978 = -17649593.580811 nChanged 309 SP:Iteration 42Q (2174.160000 sec): 3 clusters Score: Raw -17650810.645402 + Penalty 1140.953978 = -17649669.691424 nChanged 270 SP:Iteration 43Q (2175.210000 sec): 3 clusters Score: Raw -17650876.917399 + Penalty 1140.953978 = -17649735.963422 nChanged 240 SP:Iteration 44Q (2176.220000 sec): 3 clusters Score: Raw -17650934.184591 + Penalty 1140.953978 = -17649793.230614 nChanged 225 SP:Iteration 45Q (2177.090000 sec): 3 clusters Score: Raw -17650986.394502 + Penalty 1140.953978 = -17649845.440524 nChanged 231 SP:Iteration 46Q (2177.950000 sec): 3 clusters Score: Raw -17651042.330600 + Penalty 1140.953978 = -17649901.376622 nChanged 227 SP:Iteration 47Q (2178.820000 sec): 3 clusters Score: Raw -17651102.714489 + Penalty 1140.953978 = -17649961.760512 nChanged 217 SP:Iteration 48Q (2179.690000 sec): 3 clusters Score: Raw -17651163.118197 + Penalty 1140.953978 = -17650022.164219 nChanged 202 SP:Iteration 49Q (2180.640000 sec): 3 clusters Score: Raw -17651214.188436 + Penalty 1140.953978 = -17650073.234459 nChanged 192 SP:Iteration 50Q (2181.580000 sec): 3 clusters Score: Raw -17651263.664321 + Penalty 1140.953978 = -17650122.710344 nChanged 173 SP:Iteration 51Q (2182.600000 sec): 3 clusters Score: Raw -17651305.337318 + Penalty 1140.953978 = -17650164.383340 nChanged 160 SP:Iteration 52Q (2183.600000 sec): 3 clusters Score: Raw -17651346.149237 + Penalty 1140.953978 = -17650205.195259 nChanged 147 SP:Iteration 53Q (2184.640000 sec): 3 clusters Score: Raw -17651390.023634 + Penalty 1140.953978 = -17650249.069657 nChanged 155 SP:Iteration 54Q (2185.500000 sec): 3 clusters Score: Raw -17651438.670935 + Penalty 1140.953978 = -17650297.716958 nChanged 126 SP:Iteration 55Q (2186.300000 sec): 3 clusters Score: Raw -17651478.405667 + Penalty 1140.953978 = -17650337.451689 nChanged 134 SP:Iteration 56Q (2187.150000 sec): 3 clusters Score: Raw -17651521.778459 + Penalty 1140.953978 = -17650380.824482 nChanged 111 SP:Iteration 57Q (2188.110000 sec): 3 clusters Score: Raw -17651560.513670 + Penalty 1140.953978 = -17650419.559692 nChanged 106 SP:Iteration 58Q (2189.030000 sec): 3 clusters Score: Raw -17651592.039664 + Penalty 1140.953978 = -17650451.085686 nChanged 78 SP:Iteration 59Q (2189.960000 sec): 3 clusters Score: Raw -17651615.505308 + Penalty 1140.953978 = -17650474.551330 nChanged 73 SP:Iteration 60F (2190.960000 sec): 3 clusters Score: Raw -17651639.080525 + Penalty 1140.953978 = -17650498.126547 nChanged 62 SP:Iteration 61Q (2191.900000 sec): 3 clusters Score: Raw -17651659.409059 + Penalty 1140.953978 = -17650518.455082 nChanged 48 SP:Iteration 62Q (2192.930000 sec): 3 clusters Score: Raw -17651673.444693 + Penalty 1140.953978 = -17650532.490716 nChanged 53 SP:Iteration 63Q (2193.890000 sec): 3 clusters Score: Raw -17651687.247255 + Penalty 1140.953978 = -17650546.293278 nChanged 47 SP:Iteration 64Q (2194.800000 sec): 3 clusters Score: Raw -17651701.704984 + Penalty 1140.953978 = -17650560.751007 nChanged 41 SP:Iteration 65Q (2195.680000 sec): 3 clusters Score: Raw -17651715.217615 + Penalty 1140.953978 = -17650574.263638 nChanged 44 SP:Iteration 66Q (2196.490000 sec): 3 clusters Score: Raw -17651730.292513 + Penalty 1140.953978 = -17650589.338535 nChanged 32 SP:Iteration 67Q (2197.370000 sec): 3 clusters Score: Raw -17651742.572408 + Penalty 1140.953978 = -17650601.618431 nChanged 31 SP:Iteration 68Q (2198.140000 sec): 3 clusters Score: Raw -17651752.826717 + Penalty 1140.953978 = -17650611.872739 nChanged 25 SP:Iteration 69Q (2198.870000 sec): 3 clusters Score: Raw -17651760.198533 + Penalty 1140.953978 = -17650619.244556 nChanged 21 SP:Iteration 70Q (2199.540000 sec): 3 clusters Score: Raw -17651765.846934 + Penalty 1140.953978 = -17650624.892957 nChanged 20 SP:Iteration 71Q (2200.260000 sec): 3 clusters Score: Raw -17651771.174784 + Penalty 1140.953978 = -17650630.220806 nChanged 15 SP:Iteration 72Q (2201.040000 sec): 3 clusters Score: Raw -17651774.866527 + Penalty 1140.953978 = -17650633.912549 nChanged 14 SP:Iteration 73Q (2201.800000 sec): 3 clusters Score: Raw -17651779.003751 + Penalty 1140.953978 = -17650638.049773 nChanged 14 SP:Iteration 74Q (2202.680000 sec): 3 clusters Score: Raw -17651781.735131 + Penalty 1140.953978 = -17650640.781154 nChanged 12 SP:Iteration 75Q (2203.700000 sec): 3 clusters Score: Raw -17651785.544845 + Penalty 1140.953978 = -17650644.590867 nChanged 18 SP:Iteration 76Q (2204.650000 sec): 3 clusters Score: Raw -17651791.920628 + Penalty 1140.953978 = -17650650.966651 nChanged 17 SP:Iteration 77Q (2205.700000 sec): 3 clusters Score: Raw -17651797.171638 + Penalty 1140.953978 = -17650656.217661 nChanged 19 SP:Iteration 78Q (2206.870000 sec): 3 clusters Score: Raw -17651803.581972 + Penalty 1140.953978 = -17650662.627994 nChanged 16 SP:Iteration 79Q (2208.060000 sec): 3 clusters Score: Raw -17651808.496394 + Penalty 1140.953978 = -17650667.542416 nChanged 14 SP:Iteration 80F (2209.160000 sec): 3 clusters Score: Raw -17651813.069086 + Penalty 1140.953978 = -17650672.115108 nChanged 12 SP:Iteration 81Q (2210.160000 sec): 3 clusters Score: Raw -17651815.995719 + Penalty 1140.953978 = -17650675.041742 nChanged 10 SP:Iteration 82Q (2211.100000 sec): 3 clusters Score: Raw -17651818.561290 + Penalty 1140.953978 = -17650677.607313 nChanged 9 SP:Iteration 83Q (2211.920000 sec): 3 clusters Score: Raw -17651821.334040 + Penalty 1140.953978 = -17650680.380062 nChanged 9 SP:Iteration 84Q (2212.850000 sec): 3 clusters Score: Raw -17651823.409965 + Penalty 1140.953978 = -17650682.455987 nChanged 8 SP:Iteration 85Q (2213.790000 sec): 3 clusters Score: Raw -17651825.347597 + Penalty 1140.953978 = -17650684.393619 nChanged 10 SP:Iteration 86Q (2214.650000 sec): 3 clusters Score: Raw -17651828.398902 + Penalty 1140.953978 = -17650687.444924 nChanged 11 SP:Iteration 87Q (2215.570000 sec): 3 clusters Score: Raw -17651833.064026 + Penalty 1140.953978 = -17650692.110049 nChanged 13 SP:Iteration 88Q (2216.510000 sec): 3 clusters Score: Raw -17651838.361841 + Penalty 1140.953978 = -17650697.407863 nChanged 16 SP:Iteration 89Q (2217.510000 sec): 3 clusters Score: Raw -17651844.150500 + Penalty 1140.953978 = -17650703.196522 nChanged 10 SP:Iteration 90Q (2218.430000 sec): 3 clusters Score: Raw -17651846.955347 + Penalty 1140.953978 = -17650706.001370 nChanged 8 SP:Iteration 91Q (2219.460000 sec): 3 clusters Score: Raw -17651849.531671 + Penalty 1140.953978 = -17650708.577694 nChanged 6 SP:Iteration 92Q (2220.360000 sec): 3 clusters Score: Raw -17651852.885208 + Penalty 1140.953978 = -17650711.931231 nChanged 7 SP:Iteration 93Q (2221.330000 sec): 3 clusters Score: Raw -17651855.045593 + Penalty 1140.953978 = -17650714.091615 nChanged 4 SP:Iteration 94Q (2222.320000 sec): 3 clusters Score: Raw -17651855.801145 + Penalty 1140.953978 = -17650714.847168 nChanged 2 SP:Iteration 95Q (2223.340000 sec): 3 clusters Score: Raw -17651856.884108 + Penalty 1140.953978 = -17650715.930130 nChanged 3 SP:Iteration 96Q (2224.320000 sec): 3 clusters Score: Raw -17651857.754677 + Penalty 1140.953978 = -17650716.800700 nChanged 3 SP:Iteration 97Q (2225.250000 sec): 3 clusters Score: Raw -17651858.207769 + Penalty 1140.953978 = -17650717.253792 nChanged 1 SP:Iteration 98Q (2226.090000 sec): 3 clusters Score: Raw -17651859.019491 + Penalty 1140.953978 = -17650718.065514 nChanged 1 SP:Iteration 99Q (2226.940000 sec): 3 clusters Score: Raw -17651859.344335 + Penalty 1140.953978 = -17650718.390358 nChanged 3 SP:Iteration 100F (2227.950000 sec): 3 clusters Score: Raw -17651860.426714 + Penalty 1140.953978 = -17650719.472737 nChanged 4 SP:Iteration 101Q (2229.000000 sec): 3 clusters Score: Raw -17651861.221491 + Penalty 1140.953978 = -17650720.267513 nChanged 1 SP:Iteration 102Q (2229.980000 sec): 3 clusters Score: Raw -17651861.302918 + Penalty 1140.953978 = -17650720.348941 nChanged 0 SP:Iteration 103F (2230.980000 sec): 3 clusters Score: Raw -17651861.302918 + Penalty 1140.953978 = -17650720.348941 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2231.210000 sec): 2 clusters Score: Raw -11487.221793 + Penalty 250.121154 = -11237.100639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2231.360000 sec): 3 clusters Score: Raw -11446.165877 + Penalty 500.242309 = -10945.923569 nChanged 76 SP:Iteration 1F (2231.540000 sec): 3 clusters Score: Raw -11648.600369 + Penalty 500.242309 = -11148.358061 nChanged 27 SP:Iteration 2F (2231.680000 sec): 3 clusters Score: Raw -11782.404154 + Penalty 500.242309 = -11282.161845 nChanged 15 SP:Iteration 3F (2231.860000 sec): 3 clusters Score: Raw -11928.854153 + Penalty 500.242309 = -11428.611844 nChanged 4 SP:Iteration 4Q (2232.070000 sec): 3 clusters Score: Raw -11968.300375 + Penalty 500.242309 = -11468.058066 nChanged 4 SP:Iteration 5Q (2232.240000 sec): 3 clusters Score: Raw -12069.558862 + Penalty 500.242309 = -11569.316553 nChanged 5 SP:Iteration 6Q (2232.410000 sec): 3 clusters Score: Raw -12197.572769 + Penalty 500.242309 = -11697.330461 nChanged 5 SP:Iteration 7Q (2232.620000 sec): 3 clusters Score: Raw -12298.432180 + Penalty 500.242309 = -11798.189871 nChanged 3 SP:Iteration 8Q (2232.830000 sec): 3 clusters Score: Raw -12365.345552 + Penalty 500.242309 = -11865.103244 nChanged 3 SP:Iteration 9Q (2232.970000 sec): 3 clusters Score: Raw -12448.391441 + Penalty 500.242309 = -11948.149132 nChanged 1 SP:Iteration 10Q (2233.180000 sec): 3 clusters Score: Raw -12712.393595 + Penalty 500.242309 = -12212.151287 nChanged 0 SP:Iteration 11F (2233.370000 sec): 3 clusters Score: Raw -12712.393595 + Penalty 500.242309 = -12212.151287 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.480000 sec): 2 clusters Score: Raw -11518.624871 + Penalty 240.154217 = -11278.470654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.720000 sec): 3 clusters Score: Raw -11477.149982 + Penalty 480.308434 = -10996.841548 nChanged 53 SP:Iteration 1F (2233.920000 sec): 3 clusters Score: Raw -11600.381144 + Penalty 480.308434 = -11120.072710 nChanged 24 SP:Iteration 2F (2234.150000 sec): 3 clusters Score: Raw -11700.695884 + Penalty 480.308434 = -11220.387450 nChanged 12 SP:Iteration 3F (2234.320000 sec): 3 clusters Score: Raw -11769.872831 + Penalty 480.308434 = -11289.564397 nChanged 4 SP:Iteration 4Q (2234.500000 sec): 3 clusters Score: Raw -11776.765080 + Penalty 480.308434 = -11296.456646 nChanged 4 SP:Iteration 5Q (2234.660000 sec): 3 clusters Score: Raw -11784.520936 + Penalty 480.308434 = -11304.212502 nChanged 3 SP:Iteration 6Q (2234.810000 sec): 3 clusters Score: Raw -11796.216300 + Penalty 480.308434 = -11315.907866 nChanged 6 SP:Iteration 7Q (2234.990000 sec): 3 clusters Score: Raw -11812.341965 + Penalty 480.308434 = -11332.033531 nChanged 7 SP:Iteration 8Q (2235.210000 sec): 3 clusters Score: Raw -11836.269856 + Penalty 480.308434 = -11355.961422 nChanged 2 SP:Iteration 9Q (2235.370000 sec): 3 clusters Score: Raw -11842.742764 + Penalty 480.308434 = -11362.434330 nChanged 0 SP:Iteration 10F (2235.550000 sec): 3 clusters Score: Raw -11842.742764 + Penalty 480.308434 = -11362.434330 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.630000 sec): 2 clusters Score: Raw -13241.360408 + Penalty 250.121154 = -12991.239254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.820000 sec): 3 clusters Score: Raw -13195.630731 + Penalty 500.242309 = -12695.388422 nChanged 84 SP:Iteration 1F (2236.010000 sec): 3 clusters Score: Raw -13444.423809 + Penalty 500.242309 = -12944.181500 nChanged 43 SP:Iteration 2F (2236.180000 sec): 3 clusters Score: Raw -13613.372423 + Penalty 500.242309 = -13113.130115 nChanged 17 SP:Iteration 3F (2236.360000 sec): 3 clusters Score: Raw -13660.748582 + Penalty 500.242309 = -13160.506274 nChanged 6 SP:Iteration 4Q (2236.540000 sec): 3 clusters Score: Raw -13682.042456 + Penalty 500.242309 = -13181.800147 nChanged 3 SP:Iteration 5Q (2236.720000 sec): 3 clusters Score: Raw -13700.240698 + Penalty 500.242309 = -13199.998390 nChanged 1 SP:Iteration 6Q (2236.900000 sec): 3 clusters Score: Raw -13705.980631 + Penalty 500.242309 = -13205.738322 nChanged 0 SP:Iteration 7F (2237.090000 sec): 3 clusters Score: Raw -13705.980631 + Penalty 500.242309 = -13205.738322 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2237.160000 sec): 2 clusters Score: Raw -15372.793720 + Penalty 252.305574 = -15120.488146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2237.340000 sec): 3 clusters Score: Raw -15318.932624 + Penalty 504.611147 = -14814.321476 nChanged 70 SP:Iteration 1F (2237.540000 sec): 3 clusters Score: Raw -15413.470010 + Penalty 504.611147 = -14908.858862 nChanged 23 SP:Iteration 2F (2237.740000 sec): 3 clusters Score: Raw -15452.983273 + Penalty 504.611147 = -14948.372126 nChanged 9 SP:Iteration 3Q (2237.950000 sec): 3 clusters Score: Raw -15473.205677 + Penalty 504.611147 = -14968.594529 nChanged 13 SP:Iteration 4F (2238.200000 sec): 3 clusters Score: Raw -15498.501152 + Penalty 504.611147 = -14993.890004 nChanged 7 SP:Iteration 5Q (2238.350000 sec): 3 clusters Score: Raw -15504.859003 + Penalty 504.611147 = -15000.247855 nChanged 3 SP:Iteration 6Q (2238.560000 sec): 3 clusters Score: Raw -15512.830872 + Penalty 504.611147 = -15008.219725 nChanged 4 SP:Iteration 7Q (2238.740000 sec): 3 clusters Score: Raw -15520.136422 + Penalty 504.611147 = -15015.525274 nChanged 4 SP:Iteration 8Q (2238.920000 sec): 3 clusters Score: Raw -15523.808085 + Penalty 504.611147 = -15019.196938 nChanged 1 SP:Iteration 9Q (2239.110000 sec): 3 clusters Score: Raw -15525.270183 + Penalty 504.611147 = -15020.659035 nChanged 1 SP:Iteration 10Q (2239.280000 sec): 3 clusters Score: Raw -15526.948383 + Penalty 504.611147 = -15022.337236 nChanged 3 SP:Iteration 11Q (2239.450000 sec): 3 clusters Score: Raw -15535.978856 + Penalty 504.611147 = -15031.367708 nChanged 5 SP:Iteration 12Q (2239.680000 sec): 3 clusters Score: Raw -15548.368842 + Penalty 504.611147 = -15043.757695 nChanged 2 SP:Iteration 13Q (2239.840000 sec): 3 clusters Score: Raw -15550.601931 + Penalty 504.611147 = -15045.990783 nChanged 2 SP:Iteration 14Q (2240.020000 sec): 3 clusters Score: Raw -15557.487595 + Penalty 504.611147 = -15052.876448 nChanged 4 SP:Iteration 15Q (2240.190000 sec): 3 clusters Score: Raw -15571.388436 + Penalty 504.611147 = -15066.777289 nChanged 3 SP:Iteration 16Q (2240.360000 sec): 3 clusters Score: Raw -15584.025702 + Penalty 504.611147 = -15079.414554 nChanged 3 SP:Iteration 17Q (2240.530000 sec): 3 clusters Score: Raw -15588.921734 + Penalty 504.611147 = -15084.310586 nChanged 1 SP:Iteration 18Q (2240.720000 sec): 3 clusters Score: Raw -15589.831626 + Penalty 504.611147 = -15085.220478 nChanged 0 SP:Iteration 19F (2240.910000 sec): 3 clusters Score: Raw -15589.831626 + Penalty 504.611147 = -15085.220478 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2241.010000 sec): 2 clusters Score: Raw -83316.559296 + Penalty 331.770358 = -82984.788939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2241.190000 sec): 3 clusters Score: Raw -82523.911708 + Penalty 663.540715 = -81860.370993 nChanged 620 SP:Iteration 1F (2241.390000 sec): 3 clusters Score: Raw -82937.011779 + Penalty 663.540715 = -82273.471064 nChanged 138 SP:Iteration 2F (2241.520000 sec): 3 clusters Score: Raw -83044.585329 + Penalty 663.540715 = -82381.044614 nChanged 92 SP:Iteration 3F (2241.730000 sec): 3 clusters Score: Raw -83099.092658 + Penalty 663.540715 = -82435.551943 nChanged 72 SP:Iteration 4Q (2241.920000 sec): 3 clusters Score: Raw -83142.269188 + Penalty 663.540715 = -82478.728473 nChanged 63 SP:Iteration 5Q (2242.070000 sec): 3 clusters Score: Raw -83172.069766 + Penalty 663.540715 = -82508.529051 nChanged 44 SP:Iteration 6Q (2242.230000 sec): 3 clusters Score: Raw -83190.710507 + Penalty 663.540715 = -82527.169792 nChanged 29 SP:Iteration 7Q (2242.460000 sec): 3 clusters Score: Raw -83204.941935 + Penalty 663.540715 = -82541.401220 nChanged 29 SP:Iteration 8Q (2242.640000 sec): 3 clusters Score: Raw -83216.890042 + Penalty 663.540715 = -82553.349327 nChanged 25 SP:Iteration 9Q (2242.790000 sec): 3 clusters Score: Raw -83223.771610 + Penalty 663.540715 = -82560.230895 nChanged 16 SP:Iteration 10Q (2242.970000 sec): 3 clusters Score: Raw -83230.659760 + Penalty 663.540715 = -82567.119045 nChanged 32 SP:Iteration 11Q (2243.150000 sec): 3 clusters Score: Raw -83244.786368 + Penalty 663.540715 = -82581.245653 nChanged 30 SP:Iteration 12Q (2243.300000 sec): 3 clusters Score: Raw -83255.580100 + Penalty 663.540715 = -82592.039385 nChanged 29 SP:Iteration 13Q (2243.500000 sec): 3 clusters Score: Raw -83270.266422 + Penalty 663.540715 = -82606.725707 nChanged 40 SP:Iteration 14Q (2243.660000 sec): 3 clusters Score: Raw -83293.296160 + Penalty 663.540715 = -82629.755445 nChanged 46 SP:Iteration 15Q (2243.880000 sec): 3 clusters Score: Raw -83321.427735 + Penalty 663.540715 = -82657.887020 nChanged 50 SP:Iteration 16Q (2244.070000 sec): 3 clusters Score: Raw -83354.343875 + Penalty 663.540715 = -82690.803160 nChanged 39 SP:Iteration 17Q (2244.230000 sec): 3 clusters Score: Raw -83381.947215 + Penalty 663.540715 = -82718.406500 nChanged 43 SP:Iteration 18Q (2244.430000 sec): 3 clusters Score: Raw -83408.987415 + Penalty 663.540715 = -82745.446700 nChanged 37 SP:Iteration 19Q (2244.610000 sec): 3 clusters Score: Raw -83431.654744 + Penalty 663.540715 = -82768.114029 nChanged 27 SP:Iteration 20F (2244.760000 sec): 3 clusters Score: Raw -83461.233949 + Penalty 663.540715 = -82797.693234 nChanged 21 SP:Iteration 21Q (2244.980000 sec): 3 clusters Score: Raw -83477.634904 + Penalty 663.540715 = -82814.094189 nChanged 26 SP:Iteration 22Q (2245.150000 sec): 3 clusters Score: Raw -83501.870866 + Penalty 663.540715 = -82838.330151 nChanged 24 SP:Iteration 23Q (2245.360000 sec): 3 clusters Score: Raw -83515.915015 + Penalty 663.540715 = -82852.374300 nChanged 17 SP:Iteration 24Q (2245.490000 sec): 3 clusters Score: Raw -83527.269981 + Penalty 663.540715 = -82863.729266 nChanged 16 SP:Iteration 25Q (2245.710000 sec): 3 clusters Score: Raw -83539.557603 + Penalty 663.540715 = -82876.016888 nChanged 18 SP:Iteration 26Q (2245.870000 sec): 3 clusters Score: Raw -83551.060030 + Penalty 663.540715 = -82887.519315 nChanged 15 SP:Iteration 27Q (2246.010000 sec): 3 clusters Score: Raw -83557.949828 + Penalty 663.540715 = -82894.409113 nChanged 10 SP:Iteration 28Q (2246.200000 sec): 3 clusters Score: Raw -83561.636856 + Penalty 663.540715 = -82898.096141 nChanged 7 SP:Iteration 29Q (2246.340000 sec): 3 clusters Score: Raw -83563.766212 + Penalty 663.540715 = -82900.225497 nChanged 4 SP:Iteration 30Q (2246.530000 sec): 3 clusters Score: Raw -83565.205377 + Penalty 663.540715 = -82901.664662 nChanged 4 SP:Iteration 31Q (2246.670000 sec): 3 clusters Score: Raw -83566.392733 + Penalty 663.540715 = -82902.852018 nChanged 4 SP:Iteration 32Q (2246.860000 sec): 3 clusters Score: Raw -83567.215068 + Penalty 663.540715 = -82903.674353 nChanged 4 SP:Iteration 33Q (2247.000000 sec): 3 clusters Score: Raw -83569.548844 + Penalty 663.540715 = -82906.008129 nChanged 5 SP:Iteration 34Q (2247.150000 sec): 3 clusters Score: Raw -83571.824600 + Penalty 663.540715 = -82908.283885 nChanged 7 SP:Iteration 35Q (2247.300000 sec): 3 clusters Score: Raw -83576.521352 + Penalty 663.540715 = -82912.980637 nChanged 5 SP:Iteration 36Q (2247.550000 sec): 3 clusters Score: Raw -83579.767459 + Penalty 663.540715 = -82916.226744 nChanged 5 SP:Iteration 37Q (2247.740000 sec): 3 clusters Score: Raw -83582.046755 + Penalty 663.540715 = -82918.506040 nChanged 3 SP:Iteration 38Q (2247.930000 sec): 3 clusters Score: Raw -83584.122060 + Penalty 663.540715 = -82920.581345 nChanged 5 SP:Iteration 39Q (2248.130000 sec): 3 clusters Score: Raw -83587.987917 + Penalty 663.540715 = -82924.447202 nChanged 4 SP:Iteration 40F (2248.340000 sec): 3 clusters Score: Raw -83590.325459 + Penalty 663.540715 = -82926.784744 nChanged 4 SP:Iteration 41Q (2248.520000 sec): 3 clusters Score: Raw -83592.387801 + Penalty 663.540715 = -82928.847086 nChanged 5 SP:Iteration 42Q (2248.730000 sec): 3 clusters Score: Raw -83594.631293 + Penalty 663.540715 = -82931.090578 nChanged 1 SP:Iteration 43Q (2248.910000 sec): 3 clusters Score: Raw -83597.206771 + Penalty 663.540715 = -82933.666056 nChanged 3 SP:Iteration 44Q (2249.150000 sec): 3 clusters Score: Raw -83599.171683 + Penalty 663.540715 = -82935.630968 nChanged 6 SP:Iteration 45Q (2249.330000 sec): 3 clusters Score: Raw -83601.745637 + Penalty 663.540715 = -82938.204922 nChanged 4 SP:Iteration 46Q (2249.600000 sec): 3 clusters Score: Raw -83604.188539 + Penalty 663.540715 = -82940.647824 nChanged 5 SP:Iteration 47Q (2249.760000 sec): 3 clusters Score: Raw -83607.250674 + Penalty 663.540715 = -82943.709959 nChanged 4 SP:Iteration 48Q (2249.970000 sec): 3 clusters Score: Raw -83612.040013 + Penalty 663.540715 = -82948.499298 nChanged 2 SP:Iteration 49Q (2250.120000 sec): 3 clusters Score: Raw -83613.060960 + Penalty 663.540715 = -82949.520245 nChanged 3 SP:Iteration 50Q (2250.330000 sec): 3 clusters Score: Raw -83615.515923 + Penalty 663.540715 = -82951.975207 nChanged 4 SP:Iteration 51Q (2250.510000 sec): 3 clusters Score: Raw -83617.268518 + Penalty 663.540715 = -82953.727803 nChanged 4 SP:Iteration 52Q (2250.690000 sec): 3 clusters Score: Raw -83619.225416 + Penalty 663.540715 = -82955.684701 nChanged 3 SP:Iteration 53Q (2250.900000 sec): 3 clusters Score: Raw -83620.422800 + Penalty 663.540715 = -82956.882085 nChanged 4 SP:Iteration 54Q (2251.070000 sec): 3 clusters Score: Raw -83624.071888 + Penalty 663.540715 = -82960.531173 nChanged 6 SP:Iteration 55Q (2251.230000 sec): 3 clusters Score: Raw -83628.681720 + Penalty 663.540715 = -82965.141005 nChanged 3 SP:Iteration 56Q (2251.470000 sec): 3 clusters Score: Raw -83630.040493 + Penalty 663.540715 = -82966.499778 nChanged 1 SP:Iteration 57Q (2251.630000 sec): 3 clusters Score: Raw -83630.901375 + Penalty 663.540715 = -82967.360660 nChanged 1 SP:Iteration 58Q (2251.890000 sec): 3 clusters Score: Raw -83631.491525 + Penalty 663.540715 = -82967.950810 nChanged 1 SP:Iteration 59Q (2252.080000 sec): 3 clusters Score: Raw -83631.585117 + Penalty 663.540715 = -82968.044402 nChanged 0 SP:Iteration 60F (2252.230000 sec): 3 clusters Score: Raw -83631.585117 + Penalty 663.540715 = -82968.044402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.360000 sec): 2 clusters Score: Raw -117740.504413 + Penalty 342.071920 = -117398.432492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2252.570000 sec): 3 clusters Score: Raw -116776.699899 + Penalty 684.143840 = -116092.556058 nChanged 727 SP:Iteration 1F (2252.730000 sec): 3 clusters Score: Raw -117225.819327 + Penalty 684.143840 = -116541.675487 nChanged 147 SP:Iteration 2F (2252.930000 sec): 3 clusters Score: Raw -117310.098966 + Penalty 684.143840 = -116625.955126 nChanged 114 SP:Iteration 3F (2253.120000 sec): 3 clusters Score: Raw -117377.193279 + Penalty 684.143840 = -116693.049438 nChanged 101 SP:Iteration 4F (2253.340000 sec): 3 clusters Score: Raw -117436.420772 + Penalty 684.143840 = -116752.276931 nChanged 82 SP:Iteration 5Q (2253.530000 sec): 3 clusters Score: Raw -117480.101833 + Penalty 684.143840 = -116795.957992 nChanged 59 SP:Iteration 6Q (2253.730000 sec): 3 clusters Score: Raw -117527.930533 + Penalty 684.143840 = -116843.786693 nChanged 60 SP:Iteration 7Q (2253.960000 sec): 3 clusters Score: Raw -117568.667844 + Penalty 684.143840 = -116884.524004 nChanged 49 SP:Iteration 8Q (2254.160000 sec): 3 clusters Score: Raw -117591.973287 + Penalty 684.143840 = -116907.829447 nChanged 44 SP:Iteration 9Q (2254.310000 sec): 3 clusters Score: Raw -117608.722082 + Penalty 684.143840 = -116924.578242 nChanged 25 SP:Iteration 10Q (2254.560000 sec): 3 clusters Score: Raw -117615.984738 + Penalty 684.143840 = -116931.840897 nChanged 23 SP:Iteration 11Q (2254.730000 sec): 3 clusters Score: Raw -117624.541609 + Penalty 684.143840 = -116940.397768 nChanged 24 SP:Iteration 12Q (2254.940000 sec): 3 clusters Score: Raw -117632.199932 + Penalty 684.143840 = -116948.056091 nChanged 14 SP:Iteration 13Q (2255.110000 sec): 3 clusters Score: Raw -117635.966897 + Penalty 684.143840 = -116951.823056 nChanged 12 SP:Iteration 14Q (2255.310000 sec): 3 clusters Score: Raw -117639.944250 + Penalty 684.143840 = -116955.800409 nChanged 11 SP:Iteration 15Q (2255.480000 sec): 3 clusters Score: Raw -117642.872609 + Penalty 684.143840 = -116958.728769 nChanged 10 SP:Iteration 16Q (2255.690000 sec): 3 clusters Score: Raw -117646.176597 + Penalty 684.143840 = -116962.032757 nChanged 13 SP:Iteration 17Q (2255.880000 sec): 3 clusters Score: Raw -117650.245253 + Penalty 684.143840 = -116966.101412 nChanged 12 SP:Iteration 18Q (2256.110000 sec): 3 clusters Score: Raw -117653.356650 + Penalty 684.143840 = -116969.212810 nChanged 13 SP:Iteration 19Q (2256.290000 sec): 3 clusters Score: Raw -117657.000407 + Penalty 684.143840 = -116972.856566 nChanged 14 SP:Iteration 20F (2256.520000 sec): 3 clusters Score: Raw -117659.909817 + Penalty 684.143840 = -116975.765977 nChanged 11 SP:Iteration 21Q (2256.700000 sec): 3 clusters Score: Raw -117662.397556 + Penalty 684.143840 = -116978.253715 nChanged 9 SP:Iteration 22Q (2256.890000 sec): 3 clusters Score: Raw -117664.192645 + Penalty 684.143840 = -116980.048804 nChanged 8 SP:Iteration 23Q (2257.080000 sec): 3 clusters Score: Raw -117665.724859 + Penalty 684.143840 = -116981.581019 nChanged 6 SP:Iteration 24Q (2257.310000 sec): 3 clusters Score: Raw -117666.767658 + Penalty 684.143840 = -116982.623818 nChanged 9 SP:Iteration 25Q (2257.480000 sec): 3 clusters Score: Raw -117668.232911 + Penalty 684.143840 = -116984.089070 nChanged 6 SP:Iteration 26Q (2257.690000 sec): 3 clusters Score: Raw -117669.780837 + Penalty 684.143840 = -116985.636996 nChanged 8 SP:Iteration 27Q (2257.840000 sec): 3 clusters Score: Raw -117671.411511 + Penalty 684.143840 = -116987.267671 nChanged 5 SP:Iteration 28Q (2258.050000 sec): 3 clusters Score: Raw -117672.140559 + Penalty 684.143840 = -116987.996719 nChanged 3 SP:Iteration 29Q (2258.270000 sec): 3 clusters Score: Raw -117672.662317 + Penalty 684.143840 = -116988.518477 nChanged 2 SP:Iteration 30Q (2258.440000 sec): 3 clusters Score: Raw -117673.089696 + Penalty 684.143840 = -116988.945856 nChanged 0 SP:Iteration 31F (2258.680000 sec): 3 clusters Score: Raw -117673.089696 + Penalty 684.143840 = -116988.945856 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2258.760000 sec): 2 clusters Score: Raw -29122.747990 + Penalty 282.215366 = -28840.532624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.940000 sec): 3 clusters Score: Raw -28933.383759 + Penalty 564.430732 = -28368.953027 nChanged 188 SP:Iteration 1F (2259.160000 sec): 3 clusters Score: Raw -29076.210932 + Penalty 564.430732 = -28511.780200 nChanged 47 SP:Iteration 2F (2259.380000 sec): 3 clusters Score: Raw -29142.902147 + Penalty 564.430732 = -28578.471415 nChanged 37 SP:Iteration 3F (2259.590000 sec): 3 clusters Score: Raw -29186.108959 + Penalty 564.430732 = -28621.678227 nChanged 19 SP:Iteration 4Q (2259.780000 sec): 3 clusters Score: Raw -29231.911562 + Penalty 564.430732 = -28667.480830 nChanged 19 SP:Iteration 5Q (2259.990000 sec): 3 clusters Score: Raw -29254.030870 + Penalty 564.430732 = -28689.600138 nChanged 11 SP:Iteration 6Q (2260.180000 sec): 3 clusters Score: Raw -29262.635799 + Penalty 564.430732 = -28698.205067 nChanged 8 SP:Iteration 7Q (2260.380000 sec): 3 clusters Score: Raw -29270.390124 + Penalty 564.430732 = -28705.959392 nChanged 13 SP:Iteration 8Q (2260.540000 sec): 3 clusters Score: Raw -29279.857639 + Penalty 564.430732 = -28715.426907 nChanged 8 SP:Iteration 9Q (2260.700000 sec): 3 clusters Score: Raw -29284.652136 + Penalty 564.430732 = -28720.221404 nChanged 1 SP:Iteration 10Q (2260.900000 sec): 3 clusters Score: Raw -29285.081437 + Penalty 564.430732 = -28720.650705 nChanged 3 SP:Iteration 11Q (2261.080000 sec): 3 clusters Score: Raw -29286.330968 + Penalty 564.430732 = -28721.900236 nChanged 4 SP:Iteration 12Q (2261.220000 sec): 3 clusters Score: Raw -29288.323111 + Penalty 564.430732 = -28723.892379 nChanged 4 SP:Iteration 13Q (2261.450000 sec): 3 clusters Score: Raw -29289.435160 + Penalty 564.430732 = -28725.004427 nChanged 2 SP:Iteration 14Q (2261.620000 sec): 3 clusters Score: Raw -29289.800805 + Penalty 564.430732 = -28725.370073 nChanged 1 SP:Iteration 15Q (2261.830000 sec): 3 clusters Score: Raw -29289.930084 + Penalty 564.430732 = -28725.499351 nChanged 0 SP:Iteration 16F (2261.990000 sec): 3 clusters Score: Raw -29289.930084 + Penalty 564.430732 = -28725.499351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.060000 sec): 2 clusters Score: Raw -46302.259544 + Penalty 307.704193 = -45994.555351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.230000 sec): 3 clusters Score: Raw -45921.129686 + Penalty 615.408385 = -45305.721301 nChanged 327 SP:Iteration 1F (2262.390000 sec): 3 clusters Score: Raw -46163.685782 + Penalty 615.408385 = -45548.277397 nChanged 90 SP:Iteration 2F (2262.550000 sec): 3 clusters Score: Raw -46236.832570 + Penalty 615.408385 = -45621.424185 nChanged 59 SP:Iteration 3F (2262.640000 sec): 3 clusters Score: Raw -46280.726047 + Penalty 615.408385 = -45665.317662 nChanged 26 SP:Iteration 4Q (2262.830000 sec): 3 clusters Score: Raw -46299.088243 + Penalty 615.408385 = -45683.679858 nChanged 23 SP:Iteration 5Q (2262.990000 sec): 3 clusters Score: Raw -46310.481217 + Penalty 615.408385 = -45695.072831 nChanged 16 SP:Iteration 6Q (2263.140000 sec): 3 clusters Score: Raw -46320.219018 + Penalty 615.408385 = -45704.810633 nChanged 13 SP:Iteration 7Q (2263.260000 sec): 3 clusters Score: Raw -46326.011930 + Penalty 615.408385 = -45710.603544 nChanged 6 SP:Iteration 8Q (2263.460000 sec): 3 clusters Score: Raw -46327.491582 + Penalty 615.408385 = -45712.083197 nChanged 7 SP:Iteration 9Q (2263.610000 sec): 3 clusters Score: Raw -46330.623457 + Penalty 615.408385 = -45715.215072 nChanged 6 SP:Iteration 10Q (2263.780000 sec): 3 clusters Score: Raw -46334.556490 + Penalty 615.408385 = -45719.148105 nChanged 5 SP:Iteration 11Q (2263.950000 sec): 3 clusters Score: Raw -46336.453782 + Penalty 615.408385 = -45721.045396 nChanged 4 SP:Iteration 12Q (2264.120000 sec): 3 clusters Score: Raw -46340.856499 + Penalty 615.408385 = -45725.448114 nChanged 8 SP:Iteration 13Q (2264.300000 sec): 3 clusters Score: Raw -46344.678774 + Penalty 615.408385 = -45729.270389 nChanged 7 SP:Iteration 14Q (2264.500000 sec): 3 clusters Score: Raw -46348.061124 + Penalty 615.408385 = -45732.652739 nChanged 6 SP:Iteration 15Q (2264.690000 sec): 3 clusters Score: Raw -46352.897322 + Penalty 615.408385 = -45737.488937 nChanged 7 SP:Iteration 16Q (2264.900000 sec): 3 clusters Score: Raw -46356.737405 + Penalty 615.408385 = -45741.329020 nChanged 5 SP:Iteration 17Q (2265.110000 sec): 3 clusters Score: Raw -46358.652405 + Penalty 615.408385 = -45743.244020 nChanged 5 SP:Iteration 18Q (2265.270000 sec): 3 clusters Score: Raw -46361.501848 + Penalty 615.408385 = -45746.093463 nChanged 7 SP:Iteration 19Q (2265.420000 sec): 3 clusters Score: Raw -46365.070781 + Penalty 615.408385 = -45749.662396 nChanged 3 SP:Iteration 20F (2265.570000 sec): 3 clusters Score: Raw -46366.395956 + Penalty 615.408385 = -45750.987571 nChanged 1 SP:Iteration 21Q (2265.700000 sec): 3 clusters Score: Raw -46368.212696 + Penalty 615.408385 = -45752.804311 nChanged 2 SP:Iteration 22Q (2265.880000 sec): 3 clusters Score: Raw -46372.791032 + Penalty 615.408385 = -45757.382647 nChanged 2 SP:Iteration 23Q (2266.090000 sec): 3 clusters Score: Raw -46374.552981 + Penalty 615.408385 = -45759.144596 nChanged 1 SP:Iteration 24Q (2266.220000 sec): 3 clusters Score: Raw -46374.966953 + Penalty 615.408385 = -45759.558568 nChanged 1 SP:Iteration 25Q (2266.440000 sec): 3 clusters Score: Raw -46375.292499 + Penalty 615.408385 = -45759.884114 nChanged 1 SP:Iteration 26Q (2266.600000 sec): 3 clusters Score: Raw -46375.932546 + Penalty 615.408385 = -45760.524161 nChanged 4 SP:Iteration 27Q (2266.780000 sec): 3 clusters Score: Raw -46377.274366 + Penalty 615.408385 = -45761.865981 nChanged 3 SP:Iteration 28Q (2267.000000 sec): 3 clusters Score: Raw -46378.257409 + Penalty 615.408385 = -45762.849024 nChanged 2 SP:Iteration 29Q (2267.200000 sec): 3 clusters Score: Raw -46379.326309 + Penalty 615.408385 = -45763.917923 nChanged 1 SP:Iteration 30Q (2267.420000 sec): 3 clusters Score: Raw -46379.888415 + Penalty 615.408385 = -45764.480030 nChanged 1 SP:Iteration 31Q (2267.600000 sec): 3 clusters Score: Raw -46380.917128 + Penalty 615.408385 = -45765.508743 nChanged 0 SP:Iteration 32F (2267.760000 sec): 3 clusters Score: Raw -46380.917128 + Penalty 615.408385 = -45765.508743 nChanged 0 Deleting Class 62 (58 points): Lose 274.320578 but Gain 586.233529 Iteration 99Q (2292.940000 sec): 63 clusters Score: Raw -24026718.144395 + Penalty 36346.478801 = -23990371.665594 nChanged 386 Deleting Class 52 (81 points): Lose 547.956396 but Gain 586.233529 Iteration 100F (2325.320000 sec): 62 clusters Score: Raw -24029529.963027 + Penalty 35760.245272 = -23993769.717755 nChanged 480 Iteration 101Q (2351.930000 sec): 62 clusters Score: Raw -24030327.460529 + Penalty 35760.245272 = -23994567.215257 nChanged 274 Iteration 102Q (2378.480000 sec): 62 clusters Score: Raw -24030610.221055 + Penalty 35760.245272 = -23994849.975784 nChanged 213 Iteration 103Q (2404.910000 sec): 62 clusters Score: Raw -24030903.267224 + Penalty 35760.245272 = -23995143.021952 nChanged 211 Iteration 104Q (2426.390000 sec): 62 clusters Score: Raw -24031142.685776 + Penalty 35760.245272 = -23995382.440504 nChanged 192 Iteration 105Q (2455.080000 sec): 62 clusters Score: Raw -24031282.567692 + Penalty 35760.245272 = -23995522.322421 nChanged 155 Iteration 106Q (2481.040000 sec): 62 clusters Score: Raw -24031361.918837 + Penalty 35760.245272 = -23995601.673566 nChanged 124 Iteration 107Q (2508.230000 sec): 62 clusters Score: Raw -24031396.054473 + Penalty 35760.245272 = -23995635.809202 nChanged 107 Iteration 108Q (2532.560000 sec): 62 clusters Score: Raw -24031432.583501 + Penalty 35760.245272 = -23995672.338230 nChanged 117 Iteration 109Q (2556.410000 sec): 62 clusters Score: Raw -24031467.147487 + Penalty 35760.245272 = -23995706.902215 nChanged 103 Iteration 110Q (2582.410000 sec): 62 clusters Score: Raw -24031485.139677 + Penalty 35760.245272 = -23995724.894406 nChanged 116 Iteration 111Q (2609.230000 sec): 62 clusters Score: Raw -24031494.250209 + Penalty 35760.245272 = -23995734.004937 nChanged 103 Iteration 112Q (2635.460000 sec): 62 clusters Score: Raw -24031505.368902 + Penalty 35760.245272 = -23995745.123630 nChanged 105 Iteration 113Q (2660.980000 sec): 62 clusters Score: Raw -24031514.502831 + Penalty 35760.245272 = -23995754.257559 nChanged 97 Iteration 114Q (2687.160000 sec): 62 clusters Score: Raw -24031523.516506 + Penalty 35760.245272 = -23995763.271234 nChanged 95 Iteration 115Q (2712.950000 sec): 62 clusters Score: Raw -24031527.349375 + Penalty 35760.245272 = -23995767.104103 nChanged 81 Iteration 116Q (2743.300000 sec): 62 clusters Score: Raw -24031536.393552 + Penalty 35760.245272 = -23995776.148280 nChanged 66 Iteration 117Q (2769.440000 sec): 62 clusters Score: Raw -24031543.618295 + Penalty 35760.245272 = -23995783.373023 nChanged 64 Iteration 118Q (2795.640000 sec): 62 clusters Score: Raw -24031550.451129 + Penalty 35760.245272 = -23995790.205857 nChanged 69 Iteration 119Q (2821.660000 sec): 62 clusters Score: Raw -24031558.523601 + Penalty 35760.245272 = -23995798.278329 nChanged 64 Iteration 120F (2852.610000 sec): 62 clusters Score: Raw -24031768.062721 + Penalty 35760.245272 = -23996007.817449 nChanged 95 Iteration 121Q (2877.750000 sec): 62 clusters Score: Raw -24032080.633898 + Penalty 35760.245272 = -23996320.388626 nChanged 103 Iteration 122Q (2902.000000 sec): 62 clusters Score: Raw -24032183.223722 + Penalty 35760.245272 = -23996422.978450 nChanged 107 Iteration 123Q (2928.810000 sec): 62 clusters Score: Raw -24032347.955435 + Penalty 35760.245272 = -23996587.710163 nChanged 106 Iteration 124Q (2955.780000 sec): 62 clusters Score: Raw -24032442.973555 + Penalty 35760.245272 = -23996682.728283 nChanged 85 Iteration 125Q (2979.220000 sec): 62 clusters Score: Raw -24032479.762536 + Penalty 35760.245272 = -23996719.517264 nChanged 79 Iteration 126Q (3005.900000 sec): 62 clusters Score: Raw -24032506.368797 + Penalty 35760.245272 = -23996746.123525 nChanged 87 Iteration 127Q (3032.370000 sec): 62 clusters Score: Raw -24032545.423348 + Penalty 35760.245272 = -23996785.178077 nChanged 82 Iteration 128Q (3061.570000 sec): 62 clusters Score: Raw -24032581.045006 + Penalty 35760.245272 = -23996820.799734 nChanged 73 Iteration 129Q (3088.280000 sec): 62 clusters Score: Raw -24032617.747603 + Penalty 35760.245272 = -23996857.502331 nChanged 71 Iteration 130Q (3114.470000 sec): 62 clusters Score: Raw -24032669.171640 + Penalty 35760.245272 = -23996908.926369 nChanged 63 Iteration 131Q (3141.270000 sec): 62 clusters Score: Raw -24032700.932054 + Penalty 35760.245272 = -23996940.686783 nChanged 59 Iteration 132Q (3168.020000 sec): 62 clusters Score: Raw -24032743.368397 + Penalty 35760.245272 = -23996983.123126 nChanged 61 Iteration 133Q (3193.510000 sec): 62 clusters Score: Raw -24032765.274472 + Penalty 35760.245272 = -23997005.029201 nChanged 58 Iteration 134Q (3220.440000 sec): 62 clusters Score: Raw -24032803.479438 + Penalty 35760.245272 = -23997043.234167 nChanged 68 Iteration 135Q (3245.730000 sec): 62 clusters Score: Raw -24032989.000181 + Penalty 35760.245272 = -23997228.754909 nChanged 64 Iteration 136Q (3271.500000 sec): 62 clusters Score: Raw -24033243.979698 + Penalty 35760.245272 = -23997483.734427 nChanged 73 Iteration 137Q (3299.920000 sec): 62 clusters Score: Raw -24033278.176840 + Penalty 35760.245272 = -23997517.931568 nChanged 62 Iteration 138Q (3328.470000 sec): 62 clusters Score: Raw -24033291.644637 + Penalty 35760.245272 = -23997531.399366 nChanged 41 Writing temp clu file Because OldScore, -23997517.931568, is greater than current (better) Score,-23997531.399366 Compute initial score before splitting: Score: Raw -24033291.644637 + Penalty 35760.245272 = -23997531.399366 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.810000 sec): 2 clusters Score: Raw -1733768.875902 + Penalty 465.238748 = -1733303.637154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3329.050000 sec): 3 clusters Score: Raw -1715857.572063 + Penalty 930.477496 = -1714927.094567 nChanged 13264 SP:Iteration 1F (3329.300000 sec): 3 clusters Score: Raw -1723345.971869 + Penalty 930.477496 = -1722415.494373 nChanged 1108 SP:Iteration 2Q (3329.650000 sec): 3 clusters Score: Raw -1723765.085423 + Penalty 930.477496 = -1722834.607927 nChanged 1434 SP:Iteration 3F (3329.920000 sec): 3 clusters Score: Raw -1724513.345197 + Penalty 930.477496 = -1723582.867701 nChanged 2037 SP:Iteration 4F (3330.220000 sec): 3 clusters Score: Raw -1725944.558784 + Penalty 930.477496 = -1725014.081288 nChanged 2643 SP:Iteration 5F (3330.480000 sec): 3 clusters Score: Raw -1728263.091832 + Penalty 930.477496 = -1727332.614336 nChanged 2588 SP:Iteration 6F (3330.760000 sec): 3 clusters Score: Raw -1730941.308157 + Penalty 930.477496 = -1730010.830662 nChanged 1837 SP:Iteration 7F (3331.080000 sec): 3 clusters Score: Raw -1732932.766441 + Penalty 930.477496 = -1732002.288945 nChanged 677 SP:Iteration 8Q (3331.430000 sec): 3 clusters Score: Raw -1733617.689479 + Penalty 930.477496 = -1732687.211983 nChanged 129 SP:Iteration 9Q (3331.690000 sec): 3 clusters Score: Raw -1733763.455655 + Penalty 930.477496 = -1732832.978159 nChanged 18 SP:Iteration 10Q (3331.980000 sec): 3 clusters Score: Raw -1733798.931255 + Penalty 930.477496 = -1732868.453759 nChanged 5 SP:Iteration 11Q (3332.210000 sec): 3 clusters Score: Raw -1733812.241562 + Penalty 930.477496 = -1732881.764067 nChanged 0 SP:Iteration 12F (3332.510000 sec): 3 clusters Score: Raw -1733812.241562 + Penalty 930.477496 = -1732881.764067 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3332.630000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3332.870000 sec): 3 clusters Score: Raw -19870.824401 + Penalty 530.967777 = -19339.856624 nChanged 112 SP:Iteration 1F (3333.070000 sec): 3 clusters Score: Raw -19973.273631 + Penalty 530.967777 = -19442.305854 nChanged 22 SP:Iteration 2F (3333.220000 sec): 3 clusters Score: Raw -19993.880617 + Penalty 530.967777 = -19462.912840 nChanged 15 SP:Iteration 3Q (3333.440000 sec): 3 clusters Score: Raw -20009.671435 + Penalty 530.967777 = -19478.703658 nChanged 12 SP:Iteration 4Q (3333.620000 sec): 3 clusters Score: Raw -20021.059018 + Penalty 530.967777 = -19490.091241 nChanged 9 SP:Iteration 5Q (3333.780000 sec): 3 clusters Score: Raw -20029.974372 + Penalty 530.967777 = -19499.006595 nChanged 7 SP:Iteration 6Q (3333.940000 sec): 3 clusters Score: Raw -20037.991617 + Penalty 530.967777 = -19507.023840 nChanged 9 SP:Iteration 7Q (3334.090000 sec): 3 clusters Score: Raw -20049.572092 + Penalty 530.967777 = -19518.604315 nChanged 5 SP:Iteration 8Q (3334.240000 sec): 3 clusters Score: Raw -20053.576737 + Penalty 530.967777 = -19522.608960 nChanged 5 SP:Iteration 9Q (3334.440000 sec): 3 clusters Score: Raw -20062.078083 + Penalty 530.967777 = -19531.110306 nChanged 5 SP:Iteration 10Q (3334.540000 sec): 3 clusters Score: Raw -20072.830266 + Penalty 530.967777 = -19541.862489 nChanged 7 SP:Iteration 11Q (3334.730000 sec): 3 clusters Score: Raw -20081.810407 + Penalty 530.967777 = -19550.842630 nChanged 5 SP:Iteration 12Q (3334.910000 sec): 3 clusters Score: Raw -20085.893695 + Penalty 530.967777 = -19554.925918 nChanged 3 SP:Iteration 13Q (3335.090000 sec): 3 clusters Score: Raw -20087.635198 + Penalty 530.967777 = -19556.667421 nChanged 1 SP:Iteration 14Q (3335.250000 sec): 3 clusters Score: Raw -20088.225962 + Penalty 530.967777 = -19557.258184 nChanged 0 SP:Iteration 15F (3335.470000 sec): 3 clusters Score: Raw -20088.225962 + Penalty 530.967777 = -19557.258184 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.580000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3335.760000 sec): 3 clusters Score: Raw -10181.585986 + Penalty 471.542303 = -9710.043683 nChanged 47 SP:Iteration 1F (3335.970000 sec): 3 clusters Score: Raw -10236.745480 + Penalty 471.542303 = -9765.203177 nChanged 11 SP:Iteration 2F (3336.170000 sec): 3 clusters Score: Raw -10250.414004 + Penalty 471.542303 = -9778.871701 nChanged 9 SP:Iteration 3F (3336.350000 sec): 3 clusters Score: Raw -10263.816325 + Penalty 471.542303 = -9792.274022 nChanged 5 SP:Iteration 4Q (3336.540000 sec): 3 clusters Score: Raw -10277.969823 + Penalty 471.542303 = -9806.427520 nChanged 3 SP:Iteration 5Q (3336.730000 sec): 3 clusters Score: Raw -10279.394843 + Penalty 471.542303 = -9807.852540 nChanged 0 SP:Iteration 6F (3336.960000 sec): 3 clusters Score: Raw -10279.394843 + Penalty 471.542303 = -9807.852540 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3337.020000 sec): 2 clusters Score: Raw -88108.681212 + Penalty 330.193623 = -87778.487589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3337.220000 sec): 3 clusters Score: Raw -87349.084911 + Penalty 660.387246 = -86688.697665 nChanged 584 SP:Iteration 1F (3337.410000 sec): 3 clusters Score: Raw -87704.921669 + Penalty 660.387246 = -87044.534422 nChanged 119 SP:Iteration 2F (3337.590000 sec): 3 clusters Score: Raw -87796.679067 + Penalty 660.387246 = -87136.291820 nChanged 105 SP:Iteration 3F (3337.770000 sec): 3 clusters Score: Raw -87871.724035 + Penalty 660.387246 = -87211.336789 nChanged 95 SP:Iteration 4F (3337.920000 sec): 3 clusters Score: Raw -87952.484828 + Penalty 660.387246 = -87292.097581 nChanged 76 SP:Iteration 5F (3338.080000 sec): 3 clusters Score: Raw -88018.960854 + Penalty 660.387246 = -87358.573608 nChanged 67 SP:Iteration 6Q (3338.280000 sec): 3 clusters Score: Raw -88091.256355 + Penalty 660.387246 = -87430.869108 nChanged 52 SP:Iteration 7Q (3338.460000 sec): 3 clusters Score: Raw -88154.956284 + Penalty 660.387246 = -87494.569038 nChanged 37 SP:Iteration 8Q (3338.700000 sec): 3 clusters Score: Raw -88192.483258 + Penalty 660.387246 = -87532.096011 nChanged 29 SP:Iteration 9Q (3338.880000 sec): 3 clusters Score: Raw -88221.060633 + Penalty 660.387246 = -87560.673386 nChanged 20 SP:Iteration 10Q (3339.110000 sec): 3 clusters Score: Raw -88235.069027 + Penalty 660.387246 = -87574.681780 nChanged 11 SP:Iteration 11Q (3339.260000 sec): 3 clusters Score: Raw -88244.818927 + Penalty 660.387246 = -87584.431680 nChanged 3 SP:Iteration 12Q (3339.480000 sec): 3 clusters Score: Raw -88245.831712 + Penalty 660.387246 = -87585.444466 nChanged 3 SP:Iteration 13Q (3339.660000 sec): 3 clusters Score: Raw -88247.870992 + Penalty 660.387246 = -87587.483745 nChanged 2 SP:Iteration 14Q (3339.850000 sec): 3 clusters Score: Raw -88248.645099 + Penalty 660.387246 = -87588.257853 nChanged 1 SP:Iteration 15Q (3340.020000 sec): 3 clusters Score: Raw -88249.301228 + Penalty 660.387246 = -87588.913982 nChanged 4 SP:Iteration 16Q (3340.190000 sec): 3 clusters Score: Raw -88251.094638 + Penalty 660.387246 = -87590.707392 nChanged 2 SP:Iteration 17Q (3340.400000 sec): 3 clusters Score: Raw -88252.468515 + Penalty 660.387246 = -87592.081269 nChanged 2 SP:Iteration 18Q (3340.590000 sec): 3 clusters Score: Raw -88253.508825 + Penalty 660.387246 = -87593.121579 nChanged 0 SP:Iteration 19F (3340.790000 sec): 3 clusters Score: Raw -88253.508825 + Penalty 660.387246 = -87593.121579 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.880000 sec): 2 clusters Score: Raw -350013.361051 + Penalty 393.740862 = -349619.620189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3341.030000 sec): 3 clusters Score: Raw -346536.708205 + Penalty 787.481724 = -345749.226481 nChanged 2627 SP:Iteration 1F (3341.210000 sec): 3 clusters Score: Raw -348055.087094 + Penalty 787.481724 = -347267.605370 nChanged 392 SP:Iteration 2F (3341.350000 sec): 3 clusters Score: Raw -348303.715229 + Penalty 787.481724 = -347516.233506 nChanged 389 SP:Iteration 3F (3341.500000 sec): 3 clusters Score: Raw -348587.394919 + Penalty 787.481724 = -347799.913195 nChanged 358 SP:Iteration 4F (3341.680000 sec): 3 clusters Score: Raw -348863.782992 + Penalty 787.481724 = -348076.301269 nChanged 325 SP:Iteration 5F (3341.850000 sec): 3 clusters Score: Raw -349084.540777 + Penalty 787.481724 = -348297.059053 nChanged 280 SP:Iteration 6Q (3342.030000 sec): 3 clusters Score: Raw -349247.182653 + Penalty 787.481724 = -348459.700929 nChanged 196 SP:Iteration 7Q (3342.200000 sec): 3 clusters Score: Raw -349340.865760 + Penalty 787.481724 = -348553.384036 nChanged 132 SP:Iteration 8Q (3342.420000 sec): 3 clusters Score: Raw -349389.439355 + Penalty 787.481724 = -348601.957632 nChanged 96 SP:Iteration 9Q (3342.590000 sec): 3 clusters Score: Raw -349416.713969 + Penalty 787.481724 = -348629.232246 nChanged 65 SP:Iteration 10Q (3342.790000 sec): 3 clusters Score: Raw -349429.410784 + Penalty 787.481724 = -348641.929061 nChanged 43 SP:Iteration 11Q (3342.970000 sec): 3 clusters Score: Raw -349437.866038 + Penalty 787.481724 = -348650.384315 nChanged 34 SP:Iteration 12Q (3343.150000 sec): 3 clusters Score: Raw -349443.237327 + Penalty 787.481724 = -348655.755603 nChanged 29 SP:Iteration 13Q (3343.350000 sec): 3 clusters Score: Raw -349447.444329 + Penalty 787.481724 = -348659.962605 nChanged 28 SP:Iteration 14Q (3343.570000 sec): 3 clusters Score: Raw -349451.206684 + Penalty 787.481724 = -348663.724960 nChanged 23 SP:Iteration 15Q (3343.770000 sec): 3 clusters Score: Raw -349453.613292 + Penalty 787.481724 = -348666.131569 nChanged 19 SP:Iteration 16Q (3343.950000 sec): 3 clusters Score: Raw -349456.315291 + Penalty 787.481724 = -348668.833567 nChanged 23 SP:Iteration 17Q (3344.130000 sec): 3 clusters Score: Raw -349459.689882 + Penalty 787.481724 = -348672.208158 nChanged 21 SP:Iteration 18Q (3344.300000 sec): 3 clusters Score: Raw -349462.783395 + Penalty 787.481724 = -348675.301671 nChanged 18 SP:Iteration 19Q (3344.490000 sec): 3 clusters Score: Raw -349465.177688 + Penalty 787.481724 = -348677.695964 nChanged 18 SP:Iteration 20F (3344.700000 sec): 3 clusters Score: Raw -349466.957378 + Penalty 787.481724 = -348679.475654 nChanged 9 SP:Iteration 21Q (3344.920000 sec): 3 clusters Score: Raw -349467.463992 + Penalty 787.481724 = -348679.982269 nChanged 7 SP:Iteration 22Q (3345.120000 sec): 3 clusters Score: Raw -349467.850020 + Penalty 787.481724 = -348680.368296 nChanged 5 SP:Iteration 23Q (3345.320000 sec): 3 clusters Score: Raw -349468.112258 + Penalty 787.481724 = -348680.630534 nChanged 3 SP:Iteration 24Q (3345.560000 sec): 3 clusters Score: Raw -349468.344316 + Penalty 787.481724 = -348680.862592 nChanged 5 SP:Iteration 25Q (3345.730000 sec): 3 clusters Score: Raw -349468.559788 + Penalty 787.481724 = -348681.078064 nChanged 0 SP:Iteration 26F (3345.870000 sec): 3 clusters Score: Raw -349468.559788 + Penalty 787.481724 = -348681.078064 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3345.990000 sec): 2 clusters Score: Raw -6985.588345 + Penalty 225.168575 = -6760.419770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3346.170000 sec): 3 clusters Score: Raw -6995.534686 + Penalty 450.337150 = -6545.197536 nChanged 42 SP:Iteration 1F (3346.330000 sec): 3 clusters Score: Raw -7116.202380 + Penalty 450.337150 = -6665.865230 nChanged 9 SP:Iteration 2F (3346.550000 sec): 3 clusters Score: Raw -7145.670458 + Penalty 450.337150 = -6695.333308 nChanged 4 SP:Iteration 3Q (3346.680000 sec): 3 clusters Score: Raw -7160.039759 + Penalty 450.337150 = -6709.702609 nChanged 3 SP:Iteration 4Q (3346.850000 sec): 3 clusters Score: Raw -7180.576312 + Penalty 450.337150 = -6730.239162 nChanged 3 SP:Iteration 5Q (3347.060000 sec): 3 clusters Score: Raw -7200.416189 + Penalty 450.337150 = -6750.079039 nChanged 2 SP:Iteration 6Q (3347.280000 sec): 3 clusters Score: Raw -7208.410903 + Penalty 450.337150 = -6758.073753 nChanged 1 SP:Iteration 7Q (3347.530000 sec): 3 clusters Score: Raw -7209.037121 + Penalty 450.337150 = -6758.699971 nChanged 0 SP:Iteration 8F (3347.710000 sec): 3 clusters Score: Raw -7209.037121 + Penalty 450.337150 = -6758.699971 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3347.800000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3347.960000 sec): 3 clusters Score: Raw -58515.390379 + Penalty 618.916756 = -57896.473623 nChanged 345 SP:Iteration 1F (3348.200000 sec): 3 clusters Score: Raw -58711.961880 + Penalty 618.916756 = -58093.045124 nChanged 64 SP:Iteration 2F (3348.360000 sec): 3 clusters Score: Raw -58759.997922 + Penalty 618.916756 = -58141.081166 nChanged 51 SP:Iteration 3F (3348.570000 sec): 3 clusters Score: Raw -58801.908319 + Penalty 618.916756 = -58182.991563 nChanged 47 SP:Iteration 4F (3348.740000 sec): 3 clusters Score: Raw -58832.007284 + Penalty 618.916756 = -58213.090528 nChanged 37 SP:Iteration 5Q (3348.920000 sec): 3 clusters Score: Raw -58846.977302 + Penalty 618.916756 = -58228.060545 nChanged 27 SP:Iteration 6Q (3349.090000 sec): 3 clusters Score: Raw -58863.901012 + Penalty 618.916756 = -58244.984256 nChanged 24 SP:Iteration 7Q (3349.300000 sec): 3 clusters Score: Raw -58876.199605 + Penalty 618.916756 = -58257.282849 nChanged 16 SP:Iteration 8Q (3349.470000 sec): 3 clusters Score: Raw -58886.256475 + Penalty 618.916756 = -58267.339719 nChanged 19 SP:Iteration 9Q (3349.660000 sec): 3 clusters Score: Raw -58895.331408 + Penalty 618.916756 = -58276.414652 nChanged 8 SP:Iteration 10Q (3349.860000 sec): 3 clusters Score: Raw -58897.998088 + Penalty 618.916756 = -58279.081332 nChanged 4 SP:Iteration 11Q (3350.020000 sec): 3 clusters Score: Raw -58900.218034 + Penalty 618.916756 = -58281.301278 nChanged 4 SP:Iteration 12Q (3350.180000 sec): 3 clusters Score: Raw -58903.237410 + Penalty 618.916756 = -58284.320654 nChanged 5 SP:Iteration 13Q (3350.390000 sec): 3 clusters Score: Raw -58904.738845 + Penalty 618.916756 = -58285.822089 nChanged 5 SP:Iteration 14Q (3350.540000 sec): 3 clusters Score: Raw -58906.741414 + Penalty 618.916756 = -58287.824658 nChanged 4 SP:Iteration 15Q (3350.700000 sec): 3 clusters Score: Raw -58909.243799 + Penalty 618.916756 = -58290.327042 nChanged 5 SP:Iteration 16Q (3350.900000 sec): 3 clusters Score: Raw -58912.157404 + Penalty 618.916756 = -58293.240648 nChanged 1 SP:Iteration 17Q (3351.080000 sec): 3 clusters Score: Raw -58912.242488 + Penalty 618.916756 = -58293.325731 nChanged 0 SP:Iteration 18F (3351.240000 sec): 3 clusters Score: Raw -58912.242488 + Penalty 618.916756 = -58293.325731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3351.340000 sec): 2 clusters Score: Raw -19507.124693 + Penalty 265.616735 = -19241.507958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3351.500000 sec): 3 clusters Score: Raw -19394.303973 + Penalty 531.233471 = -18863.070503 nChanged 108 SP:Iteration 1F (3351.700000 sec): 3 clusters Score: Raw -19655.440423 + Penalty 531.233471 = -19124.206953 nChanged 50 SP:Iteration 2F (3351.910000 sec): 3 clusters Score: Raw -19825.533981 + Penalty 531.233471 = -19294.300511 nChanged 24 SP:Iteration 3F (3352.100000 sec): 3 clusters Score: Raw -19924.910853 + Penalty 531.233471 = -19393.677382 nChanged 16 SP:Iteration 4Q (3352.330000 sec): 3 clusters Score: Raw -19975.095976 + Penalty 531.233471 = -19443.862506 nChanged 3 SP:Iteration 5Q (3352.530000 sec): 3 clusters Score: Raw -20003.378445 + Penalty 531.233471 = -19472.144974 nChanged 1 SP:Iteration 6Q (3352.780000 sec): 3 clusters Score: Raw -20005.595184 + Penalty 531.233471 = -19474.361713 nChanged 0 SP:Iteration 7F (3352.960000 sec): 3 clusters Score: Raw -20005.595184 + Penalty 531.233471 = -19474.361713 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 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.040000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.260000 sec): 3 clusters Score: Raw -7249.422650 + Penalty 430.192292 = -6819.230359 nChanged 22 SP:Iteration 1F (3353.440000 sec): 3 clusters Score: Raw -7276.067092 + Penalty 430.192292 = -6845.874801 nChanged 2 SP:Iteration 2Q (3353.660000 sec): 3 clusters Score: Raw -7284.096450 + Penalty 430.192292 = -6853.904159 nChanged 0 SP:Iteration 3F (3353.830000 sec): 3 clusters Score: Raw -7284.096450 + Penalty 430.192292 = -6853.904159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.920000 sec): 2 clusters Score: Raw -12540.359212 + Penalty 244.151909 = -12296.207304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3354.130000 sec): 3 clusters Score: Raw -12495.968367 + Penalty 488.303817 = -12007.664550 nChanged 55 SP:Iteration 1F (3354.300000 sec): 3 clusters Score: Raw -12567.328753 + Penalty 488.303817 = -12079.024935 nChanged 16 SP:Iteration 2F (3354.480000 sec): 3 clusters Score: Raw -12599.301895 + Penalty 488.303817 = -12110.998078 nChanged 11 SP:Iteration 3F (3354.640000 sec): 3 clusters Score: Raw -12622.332542 + Penalty 488.303817 = -12134.028725 nChanged 7 SP:Iteration 4Q (3354.810000 sec): 3 clusters Score: Raw -12628.559339 + Penalty 488.303817 = -12140.255522 nChanged 3 SP:Iteration 5Q (3354.990000 sec): 3 clusters Score: Raw -12633.336045 + Penalty 488.303817 = -12145.032228 nChanged 5 SP:Iteration 6Q (3355.160000 sec): 3 clusters Score: Raw -12642.072193 + Penalty 488.303817 = -12153.768375 nChanged 2 SP:Iteration 7Q (3355.370000 sec): 3 clusters Score: Raw -12646.170712 + Penalty 488.303817 = -12157.866894 nChanged 3 SP:Iteration 8Q (3355.540000 sec): 3 clusters Score: Raw -12651.037358 + Penalty 488.303817 = -12162.733541 nChanged 2 SP:Iteration 9Q (3355.720000 sec): 3 clusters Score: Raw -12653.004775 + Penalty 488.303817 = -12164.700958 nChanged 2 SP:Iteration 10Q (3355.900000 sec): 3 clusters Score: Raw -12655.458202 + Penalty 488.303817 = -12167.154385 nChanged 1 SP:Iteration 11Q (3356.050000 sec): 3 clusters Score: Raw -12657.084826 + Penalty 488.303817 = -12168.781008 nChanged 2 SP:Iteration 12Q (3356.250000 sec): 3 clusters Score: Raw -12663.083721 + Penalty 488.303817 = -12174.779903 nChanged 5 SP:Iteration 13Q (3356.420000 sec): 3 clusters Score: Raw -12676.482118 + Penalty 488.303817 = -12188.178301 nChanged 6 SP:Iteration 14Q (3356.600000 sec): 3 clusters Score: Raw -12708.089607 + Penalty 488.303817 = -12219.785790 nChanged 9 SP:Iteration 15Q (3356.790000 sec): 3 clusters Score: Raw -12784.136595 + Penalty 488.303817 = -12295.832777 nChanged 3 SP:Iteration 16Q (3356.940000 sec): 3 clusters Score: Raw -12794.018913 + Penalty 488.303817 = -12305.715096 nChanged 3 SP:Iteration 17Q (3357.120000 sec): 3 clusters Score: Raw -12805.050659 + Penalty 488.303817 = -12316.746842 nChanged 3 SP:Iteration 18Q (3357.260000 sec): 3 clusters Score: Raw -12816.727164 + Penalty 488.303817 = -12328.423347 nChanged 2 SP:Iteration 19Q (3357.420000 sec): 3 clusters Score: Raw -12827.183376 + Penalty 488.303817 = -12338.879558 nChanged 3 SP:Iteration 20F (3357.600000 sec): 3 clusters Score: Raw -12849.873652 + Penalty 488.303817 = -12361.569835 nChanged 3 SP:Iteration 21Q (3357.780000 sec): 3 clusters Score: Raw -12863.192255 + Penalty 488.303817 = -12374.888438 nChanged 3 SP:Iteration 22Q (3357.950000 sec): 3 clusters Score: Raw -12879.268366 + Penalty 488.303817 = -12390.964548 nChanged 0 SP:Iteration 23F (3358.130000 sec): 3 clusters Score: Raw -12879.268366 + Penalty 488.303817 = -12390.964548 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3358.240000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3358.410000 sec): 3 clusters Score: Raw -14017.829364 + Penalty 500.614497 = -13517.214867 nChanged 70 SP:Iteration 1F (3358.580000 sec): 3 clusters Score: Raw -14133.721246 + Penalty 500.614497 = -13633.106749 nChanged 23 SP:Iteration 2F (3358.790000 sec): 3 clusters Score: Raw -14161.209280 + Penalty 500.614497 = -13660.594783 nChanged 9 SP:Iteration 3Q (3358.990000 sec): 3 clusters Score: Raw -14181.607451 + Penalty 500.614497 = -13680.992954 nChanged 10 SP:Iteration 4Q (3359.170000 sec): 3 clusters Score: Raw -14194.803463 + Penalty 500.614497 = -13694.188966 nChanged 5 SP:Iteration 5Q (3359.370000 sec): 3 clusters Score: Raw -14202.781467 + Penalty 500.614497 = -13702.166970 nChanged 6 SP:Iteration 6Q (3359.510000 sec): 3 clusters Score: Raw -14209.249694 + Penalty 500.614497 = -13708.635197 nChanged 5 SP:Iteration 7Q (3359.720000 sec): 3 clusters Score: Raw -14217.711780 + Penalty 500.614497 = -13717.097283 nChanged 3 SP:Iteration 8Q (3359.930000 sec): 3 clusters Score: Raw -14222.920533 + Penalty 500.614497 = -13722.306036 nChanged 1 SP:Iteration 9Q (3360.100000 sec): 3 clusters Score: Raw -14225.059417 + Penalty 500.614497 = -13724.444920 nChanged 0 SP:Iteration 10F (3360.290000 sec): 3 clusters Score: Raw -14225.059417 + Penalty 500.614497 = -13724.444920 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3360.340000 sec): 2 clusters Score: Raw -7925.372908 + Penalty 236.279537 = -7689.093371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3360.550000 sec): 3 clusters Score: Raw -7929.353426 + Penalty 472.559073 = -7456.794353 nChanged 50 SP:Iteration 1F (3360.720000 sec): 3 clusters Score: Raw -8010.106555 + Penalty 472.559073 = -7537.547481 nChanged 21 SP:Iteration 2F (3360.900000 sec): 3 clusters Score: Raw -8054.745407 + Penalty 472.559073 = -7582.186334 nChanged 7 SP:Iteration 3Q (3361.060000 sec): 3 clusters Score: Raw -8075.374909 + Penalty 472.559073 = -7602.815835 nChanged 4 SP:Iteration 4Q (3361.260000 sec): 3 clusters Score: Raw -8107.678737 + Penalty 472.559073 = -7635.119663 nChanged 4 SP:Iteration 5Q (3361.410000 sec): 3 clusters Score: Raw -8119.610368 + Penalty 472.559073 = -7647.051294 nChanged 3 SP:Iteration 6Q (3361.560000 sec): 3 clusters Score: Raw -8128.329887 + Penalty 472.559073 = -7655.770814 nChanged 1 SP:Iteration 7Q (3361.760000 sec): 3 clusters Score: Raw -8130.188242 + Penalty 472.559073 = -7657.629169 nChanged 0 SP:Iteration 8F (3361.920000 sec): 3 clusters Score: Raw -8130.188242 + Penalty 472.559073 = -7657.629169 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3362.140000 sec): 2 clusters Score: Raw -2120798.495659 + Penalty 472.387423 = -2120326.108236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3362.470000 sec): 3 clusters Score: Raw -2099703.745859 + Penalty 944.774846 = -2098758.971013 nChanged 15528 SP:Iteration 1F (3362.750000 sec): 3 clusters Score: Raw -2109151.319880 + Penalty 944.774846 = -2108206.545034 nChanged 1537 SP:Iteration 2Q (3363.080000 sec): 3 clusters Score: Raw -2109841.030921 + Penalty 944.774846 = -2108896.256076 nChanged 1725 SP:Iteration 3F (3363.330000 sec): 3 clusters Score: Raw -2110847.367396 + Penalty 944.774846 = -2109902.592550 nChanged 1947 SP:Iteration 4F (3363.640000 sec): 3 clusters Score: Raw -2112274.613367 + Penalty 944.774846 = -2111329.838521 nChanged 2021 SP:Iteration 5F (3363.920000 sec): 3 clusters Score: Raw -2113909.042871 + Penalty 944.774846 = -2112964.268026 nChanged 1867 SP:Iteration 6F (3364.250000 sec): 3 clusters Score: Raw -2115215.593025 + Penalty 944.774846 = -2114270.818179 nChanged 1402 SP:Iteration 7Q (3364.510000 sec): 3 clusters Score: Raw -2115974.453332 + Penalty 944.774846 = -2115029.678487 nChanged 1008 SP:Iteration 8Q (3364.760000 sec): 3 clusters Score: Raw -2116420.499310 + Penalty 944.774846 = -2115475.724464 nChanged 802 SP:Iteration 9Q (3365.080000 sec): 3 clusters Score: Raw -2116765.879060 + Penalty 944.774846 = -2115821.104214 nChanged 770 SP:Iteration 10Q (3365.400000 sec): 3 clusters Score: Raw -2117115.563179 + Penalty 944.774846 = -2116170.788333 nChanged 759 SP:Iteration 11Q (3365.650000 sec): 3 clusters Score: Raw -2117466.191347 + Penalty 944.774846 = -2116521.416501 nChanged 739 SP:Iteration 12Q (3365.910000 sec): 3 clusters Score: Raw -2117824.595728 + Penalty 944.774846 = -2116879.820882 nChanged 737 SP:Iteration 13Q (3366.140000 sec): 3 clusters Score: Raw -2118216.469579 + Penalty 944.774846 = -2117271.694733 nChanged 686 SP:Iteration 14Q (3366.460000 sec): 3 clusters Score: Raw -2118594.604675 + Penalty 944.774846 = -2117649.829829 nChanged 638 SP:Iteration 15Q (3366.710000 sec): 3 clusters Score: Raw -2118943.146342 + Penalty 944.774846 = -2117998.371496 nChanged 571 SP:Iteration 16Q (3367.030000 sec): 3 clusters Score: Raw -2119287.309160 + Penalty 944.774846 = -2118342.534315 nChanged 558 SP:Iteration 17Q (3367.310000 sec): 3 clusters Score: Raw -2119650.643711 + Penalty 944.774846 = -2118705.868865 nChanged 471 SP:Iteration 18Q (3367.580000 sec): 3 clusters Score: Raw -2119960.585807 + Penalty 944.774846 = -2119015.810961 nChanged 391 SP:Iteration 19Q (3367.840000 sec): 3 clusters Score: Raw -2120208.647213 + Penalty 944.774846 = -2119263.872367 nChanged 290 SP:Iteration 20F (3368.110000 sec): 3 clusters Score: Raw -2120381.274229 + Penalty 944.774846 = -2119436.499383 nChanged 200 SP:Iteration 21Q (3368.390000 sec): 3 clusters Score: Raw -2120487.623583 + Penalty 944.774846 = -2119542.848737 nChanged 145 SP:Iteration 22Q (3368.770000 sec): 3 clusters Score: Raw -2120569.697756 + Penalty 944.774846 = -2119624.922910 nChanged 119 SP:Iteration 23Q (3369.010000 sec): 3 clusters Score: Raw -2120634.254501 + Penalty 944.774846 = -2119689.479655 nChanged 82 SP:Iteration 24Q (3369.240000 sec): 3 clusters Score: Raw -2120679.450575 + Penalty 944.774846 = -2119734.675729 nChanged 76 SP:Iteration 25Q (3369.520000 sec): 3 clusters Score: Raw -2120736.607997 + Penalty 944.774846 = -2119791.833151 nChanged 62 SP:Iteration 26Q (3369.750000 sec): 3 clusters Score: Raw -2120779.940983 + Penalty 944.774846 = -2119835.166138 nChanged 47 SP:Iteration 27Q (3370.070000 sec): 3 clusters Score: Raw -2120807.169476 + Penalty 944.774846 = -2119862.394630 nChanged 32 SP:Iteration 28Q (3370.320000 sec): 3 clusters Score: Raw -2120828.089837 + Penalty 944.774846 = -2119883.314991 nChanged 33 SP:Iteration 29Q (3370.510000 sec): 3 clusters Score: Raw -2120847.714867 + Penalty 944.774846 = -2119902.940021 nChanged 18 SP:Iteration 30Q (3370.760000 sec): 3 clusters Score: Raw -2120858.108654 + Penalty 944.774846 = -2119913.333809 nChanged 15 SP:Iteration 31Q (3371.010000 sec): 3 clusters Score: Raw -2120868.000109 + Penalty 944.774846 = -2119923.225263 nChanged 6 SP:Iteration 32Q (3371.270000 sec): 3 clusters Score: Raw -2120871.308253 + Penalty 944.774846 = -2119926.533407 nChanged 5 SP:Iteration 33Q (3371.580000 sec): 3 clusters Score: Raw -2120873.220673 + Penalty 944.774846 = -2119928.445827 nChanged 3 SP:Iteration 34Q (3371.810000 sec): 3 clusters Score: Raw -2120875.034330 + Penalty 944.774846 = -2119930.259485 nChanged 3 SP:Iteration 35Q (3372.050000 sec): 3 clusters Score: Raw -2120876.519642 + Penalty 944.774846 = -2119931.744796 nChanged 3 SP:Iteration 36Q (3372.320000 sec): 3 clusters Score: Raw -2120879.289305 + Penalty 944.774846 = -2119934.514459 nChanged 1 SP:Iteration 37Q (3372.560000 sec): 3 clusters Score: Raw -2120879.932665 + Penalty 944.774846 = -2119935.157819 nChanged 1 SP:Iteration 38Q (3372.840000 sec): 3 clusters Score: Raw -2120880.094679 + Penalty 944.774846 = -2119935.319833 nChanged 0 SP:Iteration 39F (3373.100000 sec): 3 clusters Score: Raw -2120880.094679 + Penalty 944.774846 = -2119935.319833 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3373.190000 sec): 2 clusters Score: Raw -8060.982589 + Penalty 233.410392 = -7827.572197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3373.450000 sec): 3 clusters Score: Raw -8051.022681 + Penalty 466.820783 = -7584.201898 nChanged 55 SP:Iteration 1F (3373.610000 sec): 3 clusters Score: Raw -8167.053143 + Penalty 466.820783 = -7700.232360 nChanged 15 SP:Iteration 2F (3373.740000 sec): 3 clusters Score: Raw -8192.570970 + Penalty 466.820783 = -7725.750187 nChanged 5 SP:Iteration 3Q (3373.940000 sec): 3 clusters Score: Raw -8198.118110 + Penalty 466.820783 = -7731.297327 nChanged 0 SP:Iteration 4F (3374.100000 sec): 3 clusters Score: Raw -8198.118110 + Penalty 466.820783 = -7731.297327 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3374.230000 sec): 2 clusters Score: Raw -410494.876577 + Penalty 400.432607 = -410094.443970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3374.440000 sec): 3 clusters Score: Raw -406378.752605 + Penalty 800.865213 = -405577.887392 nChanged 3038 SP:Iteration 1F (3374.690000 sec): 3 clusters Score: Raw -408126.582276 + Penalty 800.865213 = -407325.717062 nChanged 400 SP:Iteration 2F (3374.850000 sec): 3 clusters Score: Raw -408361.521111 + Penalty 800.865213 = -407560.655898 nChanged 463 SP:Iteration 3F (3375.060000 sec): 3 clusters Score: Raw -408737.784251 + Penalty 800.865213 = -407936.919038 nChanged 532 SP:Iteration 4F (3375.250000 sec): 3 clusters Score: Raw -409264.997869 + Penalty 800.865213 = -408464.132656 nChanged 537 SP:Iteration 5F (3375.420000 sec): 3 clusters Score: Raw -409796.647170 + Penalty 800.865213 = -408995.781957 nChanged 439 SP:Iteration 6F (3375.590000 sec): 3 clusters Score: Raw -410167.298632 + Penalty 800.865213 = -409366.433419 nChanged 264 SP:Iteration 7Q (3375.850000 sec): 3 clusters Score: Raw -410371.079646 + Penalty 800.865213 = -409570.214433 nChanged 177 SP:Iteration 8Q (3376.030000 sec): 3 clusters Score: Raw -410519.207655 + Penalty 800.865213 = -409718.342442 nChanged 153 SP:Iteration 9Q (3376.230000 sec): 3 clusters Score: Raw -410643.046884 + Penalty 800.865213 = -409842.181671 nChanged 123 SP:Iteration 10Q (3376.420000 sec): 3 clusters Score: Raw -410732.399780 + Penalty 800.865213 = -409931.534567 nChanged 94 SP:Iteration 11Q (3376.630000 sec): 3 clusters Score: Raw -410787.910839 + Penalty 800.865213 = -409987.045626 nChanged 63 SP:Iteration 12Q (3376.810000 sec): 3 clusters Score: Raw -410815.789061 + Penalty 800.865213 = -410014.923848 nChanged 51 SP:Iteration 13Q (3377.040000 sec): 3 clusters Score: Raw -410831.237848 + Penalty 800.865213 = -410030.372634 nChanged 45 SP:Iteration 14Q (3377.220000 sec): 3 clusters Score: Raw -410840.351358 + Penalty 800.865213 = -410039.486145 nChanged 18 SP:Iteration 15Q (3377.410000 sec): 3 clusters Score: Raw -410842.679538 + Penalty 800.865213 = -410041.814325 nChanged 9 SP:Iteration 16Q (3377.600000 sec): 3 clusters Score: Raw -410843.449188 + Penalty 800.865213 = -410042.583974 nChanged 2 SP:Iteration 17Q (3377.870000 sec): 3 clusters Score: Raw -410843.544834 + Penalty 800.865213 = -410042.679621 nChanged 0 SP:Iteration 18F (3378.010000 sec): 3 clusters Score: Raw -410843.544834 + Penalty 800.865213 = -410042.679621 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3378.110000 sec): 2 clusters Score: Raw -13815.534880 + Penalty 246.229895 = -13569.304984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3378.260000 sec): 3 clusters Score: Raw -13751.289390 + Penalty 492.459791 = -13258.829599 nChanged 69 SP:Iteration 1F (3378.420000 sec): 3 clusters Score: Raw -13816.278594 + Penalty 492.459791 = -13323.818803 nChanged 14 SP:Iteration 2F (3378.640000 sec): 3 clusters Score: Raw -13840.527264 + Penalty 492.459791 = -13348.067473 nChanged 8 SP:Iteration 3Q (3378.770000 sec): 3 clusters Score: Raw -13849.615241 + Penalty 492.459791 = -13357.155451 nChanged 9 SP:Iteration 4Q (3378.940000 sec): 3 clusters Score: Raw -13856.742622 + Penalty 492.459791 = -13364.282831 nChanged 4 SP:Iteration 5Q (3379.070000 sec): 3 clusters Score: Raw -13860.252242 + Penalty 492.459791 = -13367.792451 nChanged 2 SP:Iteration 6Q (3379.210000 sec): 3 clusters Score: Raw -13861.645159 + Penalty 492.459791 = -13369.185368 nChanged 2 SP:Iteration 7Q (3379.330000 sec): 3 clusters Score: Raw -13866.050916 + Penalty 492.459791 = -13373.591126 nChanged 3 SP:Iteration 8Q (3379.520000 sec): 3 clusters Score: Raw -13868.194813 + Penalty 492.459791 = -13375.735022 nChanged 3 SP:Iteration 9Q (3379.730000 sec): 3 clusters Score: Raw -13873.103183 + Penalty 492.459791 = -13380.643392 nChanged 2 SP:Iteration 10Q (3379.950000 sec): 3 clusters Score: Raw -13875.253250 + Penalty 492.459791 = -13382.793459 nChanged 1 SP:Iteration 11Q (3380.130000 sec): 3 clusters Score: Raw -13875.956990 + Penalty 492.459791 = -13383.497200 nChanged 1 SP:Iteration 12Q (3380.330000 sec): 3 clusters Score: Raw -13876.589783 + Penalty 492.459791 = -13384.129992 nChanged 0 SP:Iteration 13F (3380.520000 sec): 3 clusters Score: Raw -13876.589783 + Penalty 492.459791 = -13384.129992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3380.620000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3380.850000 sec): 3 clusters Score: Raw -232627.088690 + Penalty 741.981011 = -231885.107679 nChanged 1567 SP:Iteration 1F (3381.030000 sec): 3 clusters Score: Raw -233506.531444 + Penalty 741.981011 = -232764.550433 nChanged 240 SP:Iteration 2F (3381.160000 sec): 3 clusters Score: Raw -233628.861868 + Penalty 741.981011 = -232886.880857 nChanged 214 SP:Iteration 3F (3381.310000 sec): 3 clusters Score: Raw -233759.290028 + Penalty 741.981011 = -233017.309017 nChanged 198 SP:Iteration 4F (3381.470000 sec): 3 clusters Score: Raw -233893.205304 + Penalty 741.981011 = -233151.224293 nChanged 188 SP:Iteration 5F (3381.710000 sec): 3 clusters Score: Raw -234029.321756 + Penalty 741.981011 = -233287.340745 nChanged 176 SP:Iteration 6F (3381.880000 sec): 3 clusters Score: Raw -234160.043772 + Penalty 741.981011 = -233418.062761 nChanged 153 SP:Iteration 7Q (3382.050000 sec): 3 clusters Score: Raw -234280.580753 + Penalty 741.981011 = -233538.599741 nChanged 128 SP:Iteration 8Q (3382.230000 sec): 3 clusters Score: Raw -234374.114042 + Penalty 741.981011 = -233632.133031 nChanged 93 SP:Iteration 9Q (3382.400000 sec): 3 clusters Score: Raw -234437.846909 + Penalty 741.981011 = -233695.865898 nChanged 76 SP:Iteration 10Q (3382.570000 sec): 3 clusters Score: Raw -234487.411918 + Penalty 741.981011 = -233745.430907 nChanged 76 SP:Iteration 11Q (3382.730000 sec): 3 clusters Score: Raw -234537.627732 + Penalty 741.981011 = -233795.646721 nChanged 55 SP:Iteration 12Q (3382.870000 sec): 3 clusters Score: Raw -234574.473508 + Penalty 741.981011 = -233832.492497 nChanged 43 SP:Iteration 13Q (3383.000000 sec): 3 clusters Score: Raw -234602.726748 + Penalty 741.981011 = -233860.745737 nChanged 39 SP:Iteration 14Q (3383.150000 sec): 3 clusters Score: Raw -234636.511044 + Penalty 741.981011 = -233894.530032 nChanged 29 SP:Iteration 15Q (3383.330000 sec): 3 clusters Score: Raw -234651.514447 + Penalty 741.981011 = -233909.533436 nChanged 33 SP:Iteration 16Q (3383.530000 sec): 3 clusters Score: Raw -234671.954550 + Penalty 741.981011 = -233929.973539 nChanged 29 SP:Iteration 17Q (3383.710000 sec): 3 clusters Score: Raw -234686.873634 + Penalty 741.981011 = -233944.892623 nChanged 19 SP:Iteration 18Q (3383.910000 sec): 3 clusters Score: Raw -234695.076145 + Penalty 741.981011 = -233953.095134 nChanged 16 SP:Iteration 19Q (3384.150000 sec): 3 clusters Score: Raw -234700.913892 + Penalty 741.981011 = -233958.932881 nChanged 15 SP:Iteration 20F (3384.330000 sec): 3 clusters Score: Raw -234708.022524 + Penalty 741.981011 = -233966.041512 nChanged 13 SP:Iteration 21Q (3384.480000 sec): 3 clusters Score: Raw -234712.668889 + Penalty 741.981011 = -233970.687877 nChanged 13 SP:Iteration 22Q (3384.750000 sec): 3 clusters Score: Raw -234717.574226 + Penalty 741.981011 = -233975.593215 nChanged 17 SP:Iteration 23Q (3384.940000 sec): 3 clusters Score: Raw -234725.740519 + Penalty 741.981011 = -233983.759507 nChanged 12 SP:Iteration 24Q (3385.130000 sec): 3 clusters Score: Raw -234730.297949 + Penalty 741.981011 = -233988.316938 nChanged 9 SP:Iteration 25Q (3385.360000 sec): 3 clusters Score: Raw -234734.137139 + Penalty 741.981011 = -233992.156128 nChanged 6 SP:Iteration 26Q (3385.500000 sec): 3 clusters Score: Raw -234736.871435 + Penalty 741.981011 = -233994.890424 nChanged 5 SP:Iteration 27Q (3385.690000 sec): 3 clusters Score: Raw -234739.699198 + Penalty 741.981011 = -233997.718187 nChanged 4 SP:Iteration 28Q (3385.950000 sec): 3 clusters Score: Raw -234741.567125 + Penalty 741.981011 = -233999.586114 nChanged 5 SP:Iteration 29Q (3386.180000 sec): 3 clusters Score: Raw -234744.797854 + Penalty 741.981011 = -234002.816843 nChanged 2 SP:Iteration 30Q (3386.380000 sec): 3 clusters Score: Raw -234745.723863 + Penalty 741.981011 = -234003.742852 nChanged 1 SP:Iteration 31Q (3386.650000 sec): 3 clusters Score: Raw -234746.139159 + Penalty 741.981011 = -234004.158148 nChanged 0 SP:Iteration 32F (3386.880000 sec): 3 clusters Score: Raw -234746.139159 + Penalty 741.981011 = -234004.158148 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3386.950000 sec): 2 clusters Score: Raw -5796.556685 + Penalty 221.121464 = -5575.435220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3387.130000 sec): 3 clusters Score: Raw -5813.102688 + Penalty 442.242929 = -5370.859759 nChanged 33 SP:Iteration 1F (3387.290000 sec): 3 clusters Score: Raw -5904.457155 + Penalty 442.242929 = -5462.214226 nChanged 17 SP:Iteration 2F (3387.490000 sec): 3 clusters Score: Raw -5948.064408 + Penalty 442.242929 = -5505.821479 nChanged 7 SP:Iteration 3F (3387.730000 sec): 3 clusters Score: Raw -5973.393977 + Penalty 442.242929 = -5531.151048 nChanged 6 SP:Iteration 4Q (3387.960000 sec): 3 clusters Score: Raw -5983.038280 + Penalty 442.242929 = -5540.795351 nChanged 4 SP:Iteration 5Q (3388.150000 sec): 3 clusters Score: Raw -5993.315441 + Penalty 442.242929 = -5551.072512 nChanged 3 SP:Iteration 6Q (3388.360000 sec): 3 clusters Score: Raw -6002.199754 + Penalty 442.242929 = -5559.956825 nChanged 0 SP:Iteration 7F (3388.570000 sec): 3 clusters Score: Raw -6002.199754 + Penalty 442.242929 = -5559.956825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3388.680000 sec): 2 clusters Score: Raw -34664.853612 + Penalty 290.603009 = -34374.250603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3388.850000 sec): 3 clusters Score: Raw -34422.380028 + Penalty 581.206018 = -33841.174010 nChanged 212 SP:Iteration 1F (3389.000000 sec): 3 clusters Score: Raw -34591.774122 + Penalty 581.206018 = -34010.568104 nChanged 49 SP:Iteration 2F (3389.220000 sec): 3 clusters Score: Raw -34667.113717 + Penalty 581.206018 = -34085.907699 nChanged 35 SP:Iteration 3F (3389.380000 sec): 3 clusters Score: Raw -34710.876979 + Penalty 581.206018 = -34129.670961 nChanged 32 SP:Iteration 4F (3389.530000 sec): 3 clusters Score: Raw -34738.576468 + Penalty 581.206018 = -34157.370450 nChanged 21 SP:Iteration 5Q (3389.730000 sec): 3 clusters Score: Raw -34757.756126 + Penalty 581.206018 = -34176.550108 nChanged 16 SP:Iteration 6Q (3389.920000 sec): 3 clusters Score: Raw -34769.207778 + Penalty 581.206018 = -34188.001760 nChanged 10 SP:Iteration 7Q (3390.060000 sec): 3 clusters Score: Raw -34773.205517 + Penalty 581.206018 = -34191.999499 nChanged 9 SP:Iteration 8Q (3390.250000 sec): 3 clusters Score: Raw -34781.918418 + Penalty 581.206018 = -34200.712400 nChanged 11 SP:Iteration 9Q (3390.450000 sec): 3 clusters Score: Raw -34790.787072 + Penalty 581.206018 = -34209.581054 nChanged 10 SP:Iteration 10Q (3390.600000 sec): 3 clusters Score: Raw -34795.817043 + Penalty 581.206018 = -34214.611024 nChanged 8 SP:Iteration 11Q (3390.780000 sec): 3 clusters Score: Raw -34800.000771 + Penalty 581.206018 = -34218.794753 nChanged 8 SP:Iteration 12Q (3390.940000 sec): 3 clusters Score: Raw -34803.590552 + Penalty 581.206018 = -34222.384534 nChanged 5 SP:Iteration 13Q (3391.110000 sec): 3 clusters Score: Raw -34807.337281 + Penalty 581.206018 = -34226.131263 nChanged 4 SP:Iteration 14Q (3391.310000 sec): 3 clusters Score: Raw -34808.301291 + Penalty 581.206018 = -34227.095273 nChanged 1 SP:Iteration 15Q (3391.520000 sec): 3 clusters Score: Raw -34808.960014 + Penalty 581.206018 = -34227.753996 nChanged 3 SP:Iteration 16Q (3391.730000 sec): 3 clusters Score: Raw -34810.591392 + Penalty 581.206018 = -34229.385374 nChanged 0 SP:Iteration 17F (3391.920000 sec): 3 clusters Score: Raw -34810.591392 + Penalty 581.206018 = -34229.385374 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3392.040000 sec): 2 clusters Score: Raw -143986.033148 + Penalty 351.422092 = -143634.611055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3392.250000 sec): 3 clusters Score: Raw -142723.149741 + Penalty 702.844185 = -142020.305556 nChanged 991 SP:Iteration 1F (3392.470000 sec): 3 clusters Score: Raw -143375.423638 + Penalty 702.844185 = -142672.579453 nChanged 193 SP:Iteration 2F (3392.650000 sec): 3 clusters Score: Raw -143503.863242 + Penalty 702.844185 = -142801.019057 nChanged 162 SP:Iteration 3F (3392.890000 sec): 3 clusters Score: Raw -143641.663047 + Penalty 702.844185 = -142938.818862 nChanged 154 SP:Iteration 4F (3393.080000 sec): 3 clusters Score: Raw -143771.744347 + Penalty 702.844185 = -143068.900162 nChanged 129 SP:Iteration 5F (3393.240000 sec): 3 clusters Score: Raw -143894.560986 + Penalty 702.844185 = -143191.716801 nChanged 99 SP:Iteration 6Q (3393.450000 sec): 3 clusters Score: Raw -143973.309531 + Penalty 702.844185 = -143270.465346 nChanged 71 SP:Iteration 7Q (3393.650000 sec): 3 clusters Score: Raw -144023.945584 + Penalty 702.844185 = -143321.101399 nChanged 46 SP:Iteration 8Q (3393.870000 sec): 3 clusters Score: Raw -144049.792282 + Penalty 702.844185 = -143346.948097 nChanged 37 SP:Iteration 9Q (3394.050000 sec): 3 clusters Score: Raw -144065.390763 + Penalty 702.844185 = -143362.546578 nChanged 17 SP:Iteration 10Q (3394.240000 sec): 3 clusters Score: Raw -144071.545110 + Penalty 702.844185 = -143368.700925 nChanged 17 SP:Iteration 11Q (3394.370000 sec): 3 clusters Score: Raw -144077.618610 + Penalty 702.844185 = -143374.774425 nChanged 19 SP:Iteration 12Q (3394.570000 sec): 3 clusters Score: Raw -144083.616785 + Penalty 702.844185 = -143380.772600 nChanged 14 SP:Iteration 13Q (3394.710000 sec): 3 clusters Score: Raw -144087.919965 + Penalty 702.844185 = -143385.075780 nChanged 10 SP:Iteration 14Q (3394.900000 sec): 3 clusters Score: Raw -144089.471412 + Penalty 702.844185 = -143386.627227 nChanged 5 SP:Iteration 15Q (3395.050000 sec): 3 clusters Score: Raw -144090.139959 + Penalty 702.844185 = -143387.295774 nChanged 4 SP:Iteration 16Q (3395.190000 sec): 3 clusters Score: Raw -144091.350136 + Penalty 702.844185 = -143388.505951 nChanged 5 SP:Iteration 17Q (3395.380000 sec): 3 clusters Score: Raw -144092.345255 + Penalty 702.844185 = -143389.501070 nChanged 3 SP:Iteration 18Q (3395.530000 sec): 3 clusters Score: Raw -144093.330936 + Penalty 702.844185 = -143390.486751 nChanged 7 SP:Iteration 19Q (3395.710000 sec): 3 clusters Score: Raw -144095.565089 + Penalty 702.844185 = -143392.720904 nChanged 10 SP:Iteration 20F (3395.870000 sec): 3 clusters Score: Raw -144098.082826 + Penalty 702.844185 = -143395.238641 nChanged 8 SP:Iteration 21Q (3396.070000 sec): 3 clusters Score: Raw -144099.163504 + Penalty 702.844185 = -143396.319319 nChanged 4 SP:Iteration 22Q (3396.190000 sec): 3 clusters Score: Raw -144099.632234 + Penalty 702.844185 = -143396.788049 nChanged 5 SP:Iteration 23Q (3396.350000 sec): 3 clusters Score: Raw -144100.482885 + Penalty 702.844185 = -143397.638700 nChanged 8 SP:Iteration 24Q (3396.510000 sec): 3 clusters Score: Raw -144102.020780 + Penalty 702.844185 = -143399.176595 nChanged 6 SP:Iteration 25Q (3396.760000 sec): 3 clusters Score: Raw -144103.780360 + Penalty 702.844185 = -143400.936175 nChanged 8 SP:Iteration 26Q (3396.960000 sec): 3 clusters Score: Raw -144106.472484 + Penalty 702.844185 = -143403.628299 nChanged 9 SP:Iteration 27Q (3397.100000 sec): 3 clusters Score: Raw -144109.654660 + Penalty 702.844185 = -143406.810475 nChanged 12 SP:Iteration 28Q (3397.250000 sec): 3 clusters Score: Raw -144112.903376 + Penalty 702.844185 = -143410.059191 nChanged 9 SP:Iteration 29Q (3397.470000 sec): 3 clusters Score: Raw -144115.064493 + Penalty 702.844185 = -143412.220308 nChanged 10 SP:Iteration 30Q (3397.670000 sec): 3 clusters Score: Raw -144117.688912 + Penalty 702.844185 = -143414.844727 nChanged 9 SP:Iteration 31Q (3397.890000 sec): 3 clusters Score: Raw -144120.576628 + Penalty 702.844185 = -143417.732443 nChanged 11 SP:Iteration 32Q (3398.070000 sec): 3 clusters Score: Raw -144124.066287 + Penalty 702.844185 = -143421.222102 nChanged 11 SP:Iteration 33Q (3398.270000 sec): 3 clusters Score: Raw -144127.249435 + Penalty 702.844185 = -143424.405250 nChanged 11 SP:Iteration 34Q (3398.480000 sec): 3 clusters Score: Raw -144131.114032 + Penalty 702.844185 = -143428.269847 nChanged 8 SP:Iteration 35Q (3398.590000 sec): 3 clusters Score: Raw -144134.373056 + Penalty 702.844185 = -143431.528871 nChanged 8 SP:Iteration 36Q (3398.790000 sec): 3 clusters Score: Raw -144136.166301 + Penalty 702.844185 = -143433.322116 nChanged 7 SP:Iteration 37Q (3399.000000 sec): 3 clusters Score: Raw -144139.289256 + Penalty 702.844185 = -143436.445071 nChanged 7 SP:Iteration 38Q (3399.170000 sec): 3 clusters Score: Raw -144140.875047 + Penalty 702.844185 = -143438.030862 nChanged 5 SP:Iteration 39Q (3399.420000 sec): 3 clusters Score: Raw -144141.483810 + Penalty 702.844185 = -143438.639625 nChanged 3 SP:Iteration 40F (3399.600000 sec): 3 clusters Score: Raw -144141.851647 + Penalty 702.844185 = -143439.007462 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3399.700000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3399.840000 sec): 3 clusters Score: Raw -7768.082910 + Penalty 440.101654 = -7327.981256 nChanged 30 SP:Iteration 1F (3400.080000 sec): 3 clusters Score: Raw -7827.558153 + Penalty 440.101654 = -7387.456500 nChanged 6 SP:Iteration 2Q (3400.250000 sec): 3 clusters Score: Raw -7846.904370 + Penalty 440.101654 = -7406.802717 nChanged 3 SP:Iteration 3Q (3400.400000 sec): 3 clusters Score: Raw -7851.860750 + Penalty 440.101654 = -7411.759096 nChanged 1 SP:Iteration 4Q (3400.550000 sec): 3 clusters Score: Raw -7852.878292 + Penalty 440.101654 = -7412.776638 nChanged 0 SP:Iteration 5F (3400.760000 sec): 3 clusters Score: Raw -7852.878292 + Penalty 440.101654 = -7412.776638 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3400.830000 sec): 2 clusters Score: Raw -8414.108917 + Penalty 224.190043 = -8189.918874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3401.060000 sec): 3 clusters Score: Raw -8402.582114 + Penalty 448.380085 = -7954.202029 nChanged 31 SP:Iteration 1F (3401.230000 sec): 3 clusters Score: Raw -8463.283024 + Penalty 448.380085 = -8014.902938 nChanged 9 SP:Iteration 2F (3401.400000 sec): 3 clusters Score: Raw -8482.838021 + Penalty 448.380085 = -8034.457936 nChanged 8 SP:Iteration 3F (3401.600000 sec): 3 clusters Score: Raw -8506.406889 + Penalty 448.380085 = -8058.026804 nChanged 5 SP:Iteration 4Q (3401.750000 sec): 3 clusters Score: Raw -8521.899208 + Penalty 448.380085 = -8073.519123 nChanged 3 SP:Iteration 5Q (3401.920000 sec): 3 clusters Score: Raw -8527.198600 + Penalty 448.380085 = -8078.818515 nChanged 1 SP:Iteration 6Q (3402.110000 sec): 3 clusters Score: Raw -8528.120973 + Penalty 448.380085 = -8079.740888 nChanged 0 SP:Iteration 7F (3402.320000 sec): 3 clusters Score: Raw -8528.120973 + Penalty 448.380085 = -8079.740888 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.420000 sec): 2 clusters Score: Raw -7348.520847 + Penalty 222.510885 = -7126.009962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3402.600000 sec): 3 clusters Score: Raw -7348.840358 + Penalty 445.021771 = -6903.818588 nChanged 31 SP:Iteration 1F (3402.750000 sec): 3 clusters Score: Raw -7416.465124 + Penalty 445.021771 = -6971.443354 nChanged 11 SP:Iteration 2F (3402.940000 sec): 3 clusters Score: Raw -7436.300705 + Penalty 445.021771 = -6991.278934 nChanged 2 SP:Iteration 3Q (3403.160000 sec): 3 clusters Score: Raw -7446.084565 + Penalty 445.021771 = -7001.062795 nChanged 3 SP:Iteration 4Q (3403.380000 sec): 3 clusters Score: Raw -7458.043898 + Penalty 445.021771 = -7013.022128 nChanged 3 SP:Iteration 5Q (3403.610000 sec): 3 clusters Score: Raw -7485.765238 + Penalty 445.021771 = -7040.743467 nChanged 3 SP:Iteration 6Q (3403.750000 sec): 3 clusters Score: Raw -7501.959974 + Penalty 445.021771 = -7056.938204 nChanged 3 SP:Iteration 7Q (3403.930000 sec): 3 clusters Score: Raw -7522.707555 + Penalty 445.021771 = -7077.685784 nChanged 5 SP:Iteration 8Q (3404.120000 sec): 3 clusters Score: Raw -7567.502684 + Penalty 445.021771 = -7122.480913 nChanged 2 SP:Iteration 9Q (3404.310000 sec): 3 clusters Score: Raw -7594.026225 + Penalty 445.021771 = -7149.004454 nChanged 2 SP:Iteration 10Q (3404.430000 sec): 3 clusters Score: Raw -7603.787565 + Penalty 445.021771 = -7158.765795 nChanged 2 SP:Iteration 11Q (3404.620000 sec): 3 clusters Score: Raw -7614.118184 + Penalty 445.021771 = -7169.096413 nChanged 3 SP:Iteration 12Q (3404.790000 sec): 3 clusters Score: Raw -7623.452664 + Penalty 445.021771 = -7178.430894 nChanged 1 SP:Iteration 13Q (3404.980000 sec): 3 clusters Score: Raw -7631.808945 + Penalty 445.021771 = -7186.787174 nChanged 3 SP:Iteration 14Q (3405.110000 sec): 3 clusters Score: Raw -7651.323214 + Penalty 445.021771 = -7206.301444 nChanged 0 SP:Iteration 15F (3405.280000 sec): 3 clusters Score: Raw -7651.323214 + Penalty 445.021771 = -7206.301444 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3405.400000 sec): 2 clusters Score: Raw -28851.846169 + Penalty 276.218567 = -28575.627603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3405.570000 sec): 3 clusters Score: Raw -28678.528778 + Penalty 552.437133 = -28126.091645 nChanged 164 SP:Iteration 1F (3405.750000 sec): 3 clusters Score: Raw -28796.047495 + Penalty 552.437133 = -28243.610361 nChanged 40 SP:Iteration 2F (3405.920000 sec): 3 clusters Score: Raw -28836.063389 + Penalty 552.437133 = -28283.626256 nChanged 26 SP:Iteration 3F (3406.130000 sec): 3 clusters Score: Raw -28857.075879 + Penalty 552.437133 = -28304.638746 nChanged 15 SP:Iteration 4Q (3406.320000 sec): 3 clusters Score: Raw -28868.756054 + Penalty 552.437133 = -28316.318920 nChanged 7 SP:Iteration 5Q (3406.510000 sec): 3 clusters Score: Raw -28875.400601 + Penalty 552.437133 = -28322.963467 nChanged 4 SP:Iteration 6Q (3406.700000 sec): 3 clusters Score: Raw -28880.913163 + Penalty 552.437133 = -28328.476029 nChanged 2 SP:Iteration 7Q (3406.900000 sec): 3 clusters Score: Raw -28881.923227 + Penalty 552.437133 = -28329.486094 nChanged 1 SP:Iteration 8Q (3407.080000 sec): 3 clusters Score: Raw -28882.069125 + Penalty 552.437133 = -28329.631992 nChanged 0 SP:Iteration 9F (3407.260000 sec): 3 clusters Score: Raw -28882.069125 + Penalty 552.437133 = -28329.631992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3407.350000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3407.540000 sec): 3 clusters Score: Raw -6592.256119 + Penalty 432.576707 = -6159.679412 nChanged 26 SP:Iteration 1F (3407.740000 sec): 3 clusters Score: Raw -6663.543511 + Penalty 432.576707 = -6230.966804 nChanged 5 SP:Iteration 2Q (3407.930000 sec): 3 clusters Score: Raw -6675.414862 + Penalty 432.576707 = -6242.838155 nChanged 4 SP:Iteration 3Q (3408.110000 sec): 3 clusters Score: Raw -6687.075738 + Penalty 432.576707 = -6254.499031 nChanged 3 SP:Iteration 4Q (3408.280000 sec): 3 clusters Score: Raw -6694.509876 + Penalty 432.576707 = -6261.933168 nChanged 0 SP:Iteration 5F (3408.480000 sec): 3 clusters Score: Raw -6694.509876 + Penalty 432.576707 = -6261.933168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3408.560000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3408.720000 sec): 3 clusters Score: Raw -20639.199662 + Penalty 524.632390 = -20114.567272 nChanged 113 SP:Iteration 1F (3408.880000 sec): 3 clusters Score: Raw -20747.946836 + Penalty 524.632390 = -20223.314445 nChanged 16 SP:Iteration 2F (3409.090000 sec): 3 clusters Score: Raw -20755.807431 + Penalty 524.632390 = -20231.175040 nChanged 4 SP:Iteration 3Q (3409.240000 sec): 3 clusters Score: Raw -20758.528481 + Penalty 524.632390 = -20233.896091 nChanged 3 SP:Iteration 4Q (3409.420000 sec): 3 clusters Score: Raw -20761.174164 + Penalty 524.632390 = -20236.541774 nChanged 4 SP:Iteration 5Q (3409.640000 sec): 3 clusters Score: Raw -20764.690708 + Penalty 524.632390 = -20240.058317 nChanged 4 SP:Iteration 6Q (3409.860000 sec): 3 clusters Score: Raw -20766.195836 + Penalty 524.632390 = -20241.563446 nChanged 1 SP:Iteration 7Q (3410.030000 sec): 3 clusters Score: Raw -20766.412762 + Penalty 524.632390 = -20241.780372 nChanged 0 SP:Iteration 8F (3410.220000 sec): 3 clusters Score: Raw -20766.412762 + Penalty 524.632390 = -20241.780372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3410.330000 sec): 2 clusters Score: Raw -38134.039530 + Penalty 295.945112 = -37838.094418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3410.550000 sec): 3 clusters Score: Raw -37824.448428 + Penalty 591.890224 = -37232.558205 nChanged 242 SP:Iteration 1F (3410.740000 sec): 3 clusters Score: Raw -38011.722356 + Penalty 591.890224 = -37419.832133 nChanged 62 SP:Iteration 2F (3410.950000 sec): 3 clusters Score: Raw -38075.278230 + Penalty 591.890224 = -37483.388006 nChanged 38 SP:Iteration 3F (3411.140000 sec): 3 clusters Score: Raw -38109.831148 + Penalty 591.890224 = -37517.940925 nChanged 25 SP:Iteration 4Q (3411.320000 sec): 3 clusters Score: Raw -38125.872181 + Penalty 591.890224 = -37533.981957 nChanged 16 SP:Iteration 5Q (3411.510000 sec): 3 clusters Score: Raw -38134.372247 + Penalty 591.890224 = -37542.482023 nChanged 18 SP:Iteration 6Q (3411.700000 sec): 3 clusters Score: Raw -38145.465303 + Penalty 591.890224 = -37553.575079 nChanged 22 SP:Iteration 7Q (3411.830000 sec): 3 clusters Score: Raw -38158.082988 + Penalty 591.890224 = -37566.192765 nChanged 17 SP:Iteration 8Q (3412.060000 sec): 3 clusters Score: Raw -38170.634384 + Penalty 591.890224 = -37578.744160 nChanged 10 SP:Iteration 9Q (3412.290000 sec): 3 clusters Score: Raw -38176.692765 + Penalty 591.890224 = -37584.802542 nChanged 8 SP:Iteration 10Q (3412.470000 sec): 3 clusters Score: Raw -38182.324055 + Penalty 591.890224 = -37590.433831 nChanged 6 SP:Iteration 11Q (3412.640000 sec): 3 clusters Score: Raw -38186.941794 + Penalty 591.890224 = -37595.051571 nChanged 7 SP:Iteration 12Q (3412.800000 sec): 3 clusters Score: Raw -38190.441146 + Penalty 591.890224 = -37598.550922 nChanged 4 SP:Iteration 13Q (3413.020000 sec): 3 clusters Score: Raw -38192.237250 + Penalty 591.890224 = -37600.347027 nChanged 2 SP:Iteration 14Q (3413.180000 sec): 3 clusters Score: Raw -38193.514272 + Penalty 591.890224 = -37601.624048 nChanged 4 SP:Iteration 15Q (3413.360000 sec): 3 clusters Score: Raw -38195.542990 + Penalty 591.890224 = -37603.652766 nChanged 3 SP:Iteration 16Q (3413.530000 sec): 3 clusters Score: Raw -38196.518367 + Penalty 591.890224 = -37604.628144 nChanged 4 SP:Iteration 17Q (3413.710000 sec): 3 clusters Score: Raw -38198.665115 + Penalty 591.890224 = -37606.774891 nChanged 5 SP:Iteration 18Q (3413.910000 sec): 3 clusters Score: Raw -38202.489647 + Penalty 591.890224 = -37610.599423 nChanged 5 SP:Iteration 19Q (3414.150000 sec): 3 clusters Score: Raw -38207.332782 + Penalty 591.890224 = -37615.442558 nChanged 4 SP:Iteration 20F (3414.310000 sec): 3 clusters Score: Raw -38209.243963 + Penalty 591.890224 = -37617.353740 nChanged 5 SP:Iteration 21Q (3414.500000 sec): 3 clusters Score: Raw -38211.324862 + Penalty 591.890224 = -37619.434638 nChanged 4 SP:Iteration 22Q (3414.670000 sec): 3 clusters Score: Raw -38213.203754 + Penalty 591.890224 = -37621.313530 nChanged 5 SP:Iteration 23Q (3414.820000 sec): 3 clusters Score: Raw -38215.715151 + Penalty 591.890224 = -37623.824928 nChanged 5 SP:Iteration 24Q (3415.000000 sec): 3 clusters Score: Raw -38217.889614 + Penalty 591.890224 = -37625.999390 nChanged 3 SP:Iteration 25Q (3415.180000 sec): 3 clusters Score: Raw -38219.935987 + Penalty 591.890224 = -37628.045764 nChanged 3 SP:Iteration 26Q (3415.380000 sec): 3 clusters Score: Raw -38221.618532 + Penalty 591.890224 = -37629.728308 nChanged 0 SP:Iteration 27F (3415.580000 sec): 3 clusters Score: Raw -38221.618532 + Penalty 591.890224 = -37629.728308 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3415.740000 sec): 2 clusters Score: Raw -426680.413975 + Penalty 405.129774 = -426275.284202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3415.900000 sec): 3 clusters Score: Raw -422124.819481 + Penalty 810.259548 = -421314.559933 nChanged 3377 SP:Iteration 1F (3416.130000 sec): 3 clusters Score: Raw -424250.009445 + Penalty 810.259548 = -423439.749897 nChanged 495 SP:Iteration 2F (3416.290000 sec): 3 clusters Score: Raw -424526.701622 + Penalty 810.259548 = -423716.442074 nChanged 480 SP:Iteration 3F (3416.490000 sec): 3 clusters Score: Raw -424838.792371 + Penalty 810.259548 = -424028.532823 nChanged 466 SP:Iteration 4F (3416.710000 sec): 3 clusters Score: Raw -425201.462960 + Penalty 810.259548 = -424391.203412 nChanged 426 SP:Iteration 5F (3416.900000 sec): 3 clusters Score: Raw -425453.703794 + Penalty 810.259548 = -424643.444247 nChanged 375 SP:Iteration 6F (3417.130000 sec): 3 clusters Score: Raw -425668.465065 + Penalty 810.259548 = -424858.205517 nChanged 325 SP:Iteration 7Q (3417.320000 sec): 3 clusters Score: Raw -425846.830593 + Penalty 810.259548 = -425036.571045 nChanged 243 SP:Iteration 8Q (3417.550000 sec): 3 clusters Score: Raw -425969.443631 + Penalty 810.259548 = -425159.184083 nChanged 226 SP:Iteration 9Q (3417.710000 sec): 3 clusters Score: Raw -426091.600336 + Penalty 810.259548 = -425281.340788 nChanged 218 SP:Iteration 10Q (3417.880000 sec): 3 clusters Score: Raw -426216.414977 + Penalty 810.259548 = -425406.155429 nChanged 212 SP:Iteration 11Q (3418.060000 sec): 3 clusters Score: Raw -426332.508936 + Penalty 810.259548 = -425522.249389 nChanged 223 SP:Iteration 12Q (3418.280000 sec): 3 clusters Score: Raw -426472.938077 + Penalty 810.259548 = -425662.678530 nChanged 211 SP:Iteration 13Q (3418.450000 sec): 3 clusters Score: Raw -426611.002409 + Penalty 810.259548 = -425800.742861 nChanged 186 SP:Iteration 14Q (3418.640000 sec): 3 clusters Score: Raw -426741.827300 + Penalty 810.259548 = -425931.567753 nChanged 169 SP:Iteration 15Q (3418.860000 sec): 3 clusters Score: Raw -426852.603129 + Penalty 810.259548 = -426042.343582 nChanged 146 SP:Iteration 16Q (3419.070000 sec): 3 clusters Score: Raw -426944.090350 + Penalty 810.259548 = -426133.830802 nChanged 114 SP:Iteration 17Q (3419.290000 sec): 3 clusters Score: Raw -427002.446004 + Penalty 810.259548 = -426192.186457 nChanged 72 SP:Iteration 18Q (3419.460000 sec): 3 clusters Score: Raw -427024.896702 + Penalty 810.259548 = -426214.637155 nChanged 45 SP:Iteration 19Q (3419.670000 sec): 3 clusters Score: Raw -427041.235700 + Penalty 810.259548 = -426230.976153 nChanged 36 SP:Iteration 20F (3419.810000 sec): 3 clusters Score: Raw -427051.697220 + Penalty 810.259548 = -426241.437672 nChanged 30 SP:Iteration 21Q (3420.020000 sec): 3 clusters Score: Raw -427058.461000 + Penalty 810.259548 = -426248.201452 nChanged 22 SP:Iteration 22Q (3420.170000 sec): 3 clusters Score: Raw -427063.862154 + Penalty 810.259548 = -426253.602607 nChanged 15 SP:Iteration 23Q (3420.380000 sec): 3 clusters Score: Raw -427067.807603 + Penalty 810.259548 = -426257.548055 nChanged 11 SP:Iteration 24Q (3420.590000 sec): 3 clusters Score: Raw -427070.871355 + Penalty 810.259548 = -426260.611807 nChanged 14 SP:Iteration 25Q (3420.790000 sec): 3 clusters Score: Raw -427072.568371 + Penalty 810.259548 = -426262.308823 nChanged 7 SP:Iteration 26Q (3420.960000 sec): 3 clusters Score: Raw -427073.320316 + Penalty 810.259548 = -426263.060768 nChanged 5 SP:Iteration 27Q (3421.120000 sec): 3 clusters Score: Raw -427073.621483 + Penalty 810.259548 = -426263.361936 nChanged 4 SP:Iteration 28Q (3421.290000 sec): 3 clusters Score: Raw -427074.122974 + Penalty 810.259548 = -426263.863427 nChanged 3 SP:Iteration 29Q (3421.470000 sec): 3 clusters Score: Raw -427074.390545 + Penalty 810.259548 = -426264.130998 nChanged 1 SP:Iteration 30Q (3421.690000 sec): 3 clusters Score: Raw -427074.615241 + Penalty 810.259548 = -426264.355693 nChanged 0 SP:Iteration 31F (3421.880000 sec): 3 clusters Score: Raw -427074.615241 + Penalty 810.259548 = -426264.355693 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3422.000000 sec): 2 clusters Score: Raw -116990.231510 + Penalty 342.953067 = -116647.278444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3422.210000 sec): 3 clusters Score: Raw -115958.846519 + Penalty 685.906133 = -115272.940385 nChanged 781 SP:Iteration 1F (3422.370000 sec): 3 clusters Score: Raw -116355.138795 + Penalty 685.906133 = -115669.232662 nChanged 119 SP:Iteration 2F (3422.520000 sec): 3 clusters Score: Raw -116443.979585 + Penalty 685.906133 = -115758.073452 nChanged 119 SP:Iteration 3F (3422.720000 sec): 3 clusters Score: Raw -116539.994017 + Penalty 685.906133 = -115854.087884 nChanged 114 SP:Iteration 4F (3422.890000 sec): 3 clusters Score: Raw -116650.663745 + Penalty 685.906133 = -115964.757612 nChanged 120 SP:Iteration 5F (3423.110000 sec): 3 clusters Score: Raw -116762.236515 + Penalty 685.906133 = -116076.330382 nChanged 100 SP:Iteration 6F (3423.360000 sec): 3 clusters Score: Raw -116837.334255 + Penalty 685.906133 = -116151.428121 nChanged 91 SP:Iteration 7Q (3423.510000 sec): 3 clusters Score: Raw -116920.525079 + Penalty 685.906133 = -116234.618946 nChanged 66 SP:Iteration 8Q (3423.690000 sec): 3 clusters Score: Raw -116969.565833 + Penalty 685.906133 = -116283.659699 nChanged 48 SP:Iteration 9Q (3423.880000 sec): 3 clusters Score: Raw -117004.498559 + Penalty 685.906133 = -116318.592425 nChanged 45 SP:Iteration 10Q (3424.060000 sec): 3 clusters Score: Raw -117033.779492 + Penalty 685.906133 = -116347.873359 nChanged 34 SP:Iteration 11Q (3424.250000 sec): 3 clusters Score: Raw -117052.435371 + Penalty 685.906133 = -116366.529237 nChanged 31 SP:Iteration 12Q (3424.500000 sec): 3 clusters Score: Raw -117070.446430 + Penalty 685.906133 = -116384.540297 nChanged 32 SP:Iteration 13Q (3424.670000 sec): 3 clusters Score: Raw -117086.026005 + Penalty 685.906133 = -116400.119872 nChanged 25 SP:Iteration 14Q (3424.860000 sec): 3 clusters Score: Raw -117095.228690 + Penalty 685.906133 = -116409.322556 nChanged 27 SP:Iteration 15Q (3425.070000 sec): 3 clusters Score: Raw -117105.227658 + Penalty 685.906133 = -116419.321525 nChanged 23 SP:Iteration 16Q (3425.240000 sec): 3 clusters Score: Raw -117113.845552 + Penalty 685.906133 = -116427.939419 nChanged 17 SP:Iteration 17Q (3425.470000 sec): 3 clusters Score: Raw -117118.722619 + Penalty 685.906133 = -116432.816486 nChanged 10 SP:Iteration 18Q (3425.580000 sec): 3 clusters Score: Raw -117121.272304 + Penalty 685.906133 = -116435.366171 nChanged 8 SP:Iteration 19Q (3425.770000 sec): 3 clusters Score: Raw -117123.696485 + Penalty 685.906133 = -116437.790352 nChanged 10 SP:Iteration 20F (3425.950000 sec): 3 clusters Score: Raw -117126.912902 + Penalty 685.906133 = -116441.006769 nChanged 11 SP:Iteration 21Q (3426.090000 sec): 3 clusters Score: Raw -117129.266211 + Penalty 685.906133 = -116443.360077 nChanged 7 SP:Iteration 22Q (3426.250000 sec): 3 clusters Score: Raw -117131.719282 + Penalty 685.906133 = -116445.813149 nChanged 14 SP:Iteration 23Q (3426.450000 sec): 3 clusters Score: Raw -117137.952663 + Penalty 685.906133 = -116452.046530 nChanged 14 SP:Iteration 24Q (3426.680000 sec): 3 clusters Score: Raw -117141.595819 + Penalty 685.906133 = -116455.689686 nChanged 15 SP:Iteration 25Q (3426.900000 sec): 3 clusters Score: Raw -117147.764051 + Penalty 685.906133 = -116461.857917 nChanged 14 SP:Iteration 26Q (3427.090000 sec): 3 clusters Score: Raw -117153.096318 + Penalty 685.906133 = -116467.190185 nChanged 16 SP:Iteration 27Q (3427.290000 sec): 3 clusters Score: Raw -117157.271286 + Penalty 685.906133 = -116471.365153 nChanged 6 SP:Iteration 28Q (3427.490000 sec): 3 clusters Score: Raw -117159.220006 + Penalty 685.906133 = -116473.313873 nChanged 11 SP:Iteration 29Q (3427.710000 sec): 3 clusters Score: Raw -117162.714309 + Penalty 685.906133 = -116476.808176 nChanged 12 SP:Iteration 30Q (3427.860000 sec): 3 clusters Score: Raw -117167.836483 + Penalty 685.906133 = -116481.930350 nChanged 12 SP:Iteration 31Q (3428.040000 sec): 3 clusters Score: Raw -117171.250874 + Penalty 685.906133 = -116485.344740 nChanged 9 SP:Iteration 32Q (3428.270000 sec): 3 clusters Score: Raw -117174.080274 + Penalty 685.906133 = -116488.174140 nChanged 8 SP:Iteration 33Q (3428.460000 sec): 3 clusters Score: Raw -117177.120179 + Penalty 685.906133 = -116491.214046 nChanged 6 SP:Iteration 34Q (3428.680000 sec): 3 clusters Score: Raw -117179.093441 + Penalty 685.906133 = -116493.187308 nChanged 3 SP:Iteration 35Q (3428.880000 sec): 3 clusters Score: Raw -117180.009107 + Penalty 685.906133 = -116494.102973 nChanged 2 SP:Iteration 36Q (3429.030000 sec): 3 clusters Score: Raw -117180.688715 + Penalty 685.906133 = -116494.782581 nChanged 2 SP:Iteration 37Q (3429.250000 sec): 3 clusters Score: Raw -117181.134714 + Penalty 685.906133 = -116495.228581 nChanged 4 SP:Iteration 38Q (3429.390000 sec): 3 clusters Score: Raw -117181.568747 + Penalty 685.906133 = -116495.662614 nChanged 1 SP:Iteration 39Q (3429.550000 sec): 3 clusters Score: Raw -117181.707728 + Penalty 685.906133 = -116495.801595 nChanged 0 SP:Iteration 40F (3429.790000 sec): 3 clusters Score: Raw -117181.707728 + Penalty 685.906133 = -116495.801595 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3429.870000 sec): 2 clusters Score: Raw -11841.054965 + Penalty 240.154217 = -11600.900748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3430.040000 sec): 3 clusters Score: Raw -11791.399469 + Penalty 480.308434 = -11311.091035 nChanged 53 SP:Iteration 1F (3430.290000 sec): 3 clusters Score: Raw -11862.650463 + Penalty 480.308434 = -11382.342029 nChanged 25 SP:Iteration 2F (3430.440000 sec): 3 clusters Score: Raw -11905.270559 + Penalty 480.308434 = -11424.962125 nChanged 17 SP:Iteration 3F (3430.690000 sec): 3 clusters Score: Raw -11947.451183 + Penalty 480.308434 = -11467.142749 nChanged 7 SP:Iteration 4Q (3430.870000 sec): 3 clusters Score: Raw -11963.398693 + Penalty 480.308434 = -11483.090259 nChanged 5 SP:Iteration 5Q (3431.030000 sec): 3 clusters Score: Raw -11970.597176 + Penalty 480.308434 = -11490.288742 nChanged 3 SP:Iteration 6Q (3431.250000 sec): 3 clusters Score: Raw -11983.450303 + Penalty 480.308434 = -11503.141869 nChanged 6 SP:Iteration 7Q (3431.440000 sec): 3 clusters Score: Raw -12006.082306 + Penalty 480.308434 = -11525.773872 nChanged 5 SP:Iteration 8Q (3431.620000 sec): 3 clusters Score: Raw -12047.232748 + Penalty 480.308434 = -11566.924314 nChanged 5 SP:Iteration 9Q (3431.840000 sec): 3 clusters Score: Raw -12129.239108 + Penalty 480.308434 = -11648.930674 nChanged 6 SP:Iteration 10Q (3432.010000 sec): 3 clusters Score: Raw -12163.950238 + Penalty 480.308434 = -11683.641804 nChanged 3 SP:Iteration 11Q (3432.230000 sec): 3 clusters Score: Raw -12169.276888 + Penalty 480.308434 = -11688.968454 nChanged 2 SP:Iteration 12Q (3432.360000 sec): 3 clusters Score: Raw -12172.030741 + Penalty 480.308434 = -11691.722307 nChanged 0 SP:Iteration 13F (3432.530000 sec): 3 clusters Score: Raw -12172.030741 + Penalty 480.308434 = -11691.722307 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3432.660000 sec): 2 clusters Score: Raw -315737.263177 + Penalty 386.946131 = -315350.317046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3432.850000 sec): 3 clusters Score: Raw -312782.819124 + Penalty 773.892261 = -312008.926862 nChanged 2210 SP:Iteration 1F (3433.030000 sec): 3 clusters Score: Raw -314016.383344 + Penalty 773.892261 = -313242.491082 nChanged 303 SP:Iteration 2F (3433.250000 sec): 3 clusters Score: Raw -314137.984470 + Penalty 773.892261 = -313364.092208 nChanged 246 SP:Iteration 3Q (3433.450000 sec): 3 clusters Score: Raw -314265.915473 + Penalty 773.892261 = -313492.023211 nChanged 248 SP:Iteration 4F (3433.580000 sec): 3 clusters Score: Raw -314417.660406 + Penalty 773.892261 = -313643.768144 nChanged 268 SP:Iteration 5F (3433.790000 sec): 3 clusters Score: Raw -314637.169838 + Penalty 773.892261 = -313863.277576 nChanged 279 SP:Iteration 6F (3434.010000 sec): 3 clusters Score: Raw -314880.873786 + Penalty 773.892261 = -314106.981524 nChanged 279 SP:Iteration 7F (3434.200000 sec): 3 clusters Score: Raw -315126.674435 + Penalty 773.892261 = -314352.782174 nChanged 227 SP:Iteration 8Q (3434.410000 sec): 3 clusters Score: Raw -315281.621406 + Penalty 773.892261 = -314507.729144 nChanged 158 SP:Iteration 9Q (3434.540000 sec): 3 clusters Score: Raw -315358.486430 + Penalty 773.892261 = -314584.594168 nChanged 110 SP:Iteration 10Q (3434.720000 sec): 3 clusters Score: Raw -315400.907727 + Penalty 773.892261 = -314627.015465 nChanged 90 SP:Iteration 11Q (3434.870000 sec): 3 clusters Score: Raw -315431.343406 + Penalty 773.892261 = -314657.451145 nChanged 62 SP:Iteration 12Q (3435.080000 sec): 3 clusters Score: Raw -315449.887800 + Penalty 773.892261 = -314675.995538 nChanged 45 SP:Iteration 13Q (3435.240000 sec): 3 clusters Score: Raw -315461.219534 + Penalty 773.892261 = -314687.327272 nChanged 39 SP:Iteration 14Q (3435.490000 sec): 3 clusters Score: Raw -315469.794205 + Penalty 773.892261 = -314695.901943 nChanged 29 SP:Iteration 15Q (3435.700000 sec): 3 clusters Score: Raw -315475.407711 + Penalty 773.892261 = -314701.515449 nChanged 29 SP:Iteration 16Q (3435.850000 sec): 3 clusters Score: Raw -315480.956634 + Penalty 773.892261 = -314707.064372 nChanged 32 SP:Iteration 17Q (3436.040000 sec): 3 clusters Score: Raw -315485.996285 + Penalty 773.892261 = -314712.104023 nChanged 22 SP:Iteration 18Q (3436.270000 sec): 3 clusters Score: Raw -315490.303800 + Penalty 773.892261 = -314716.411538 nChanged 31 SP:Iteration 19Q (3436.440000 sec): 3 clusters Score: Raw -315499.143585 + Penalty 773.892261 = -314725.251324 nChanged 39 SP:Iteration 20F (3436.690000 sec): 3 clusters Score: Raw -315511.773192 + Penalty 773.892261 = -314737.880930 nChanged 43 SP:Iteration 21Q (3436.840000 sec): 3 clusters Score: Raw -315524.640582 + Penalty 773.892261 = -314750.748321 nChanged 45 SP:Iteration 22Q (3437.110000 sec): 3 clusters Score: Raw -315536.418073 + Penalty 773.892261 = -314762.525811 nChanged 33 SP:Iteration 23Q (3437.330000 sec): 3 clusters Score: Raw -315544.001710 + Penalty 773.892261 = -314770.109449 nChanged 30 SP:Iteration 24Q (3437.550000 sec): 3 clusters Score: Raw -315551.287620 + Penalty 773.892261 = -314777.395358 nChanged 30 SP:Iteration 25Q (3437.720000 sec): 3 clusters Score: Raw -315558.356613 + Penalty 773.892261 = -314784.464351 nChanged 21 SP:Iteration 26Q (3437.940000 sec): 3 clusters Score: Raw -315563.006263 + Penalty 773.892261 = -314789.114002 nChanged 14 SP:Iteration 27Q (3438.100000 sec): 3 clusters Score: Raw -315565.603923 + Penalty 773.892261 = -314791.711661 nChanged 17 SP:Iteration 28Q (3438.270000 sec): 3 clusters Score: Raw -315568.996808 + Penalty 773.892261 = -314795.104546 nChanged 16 SP:Iteration 29Q (3438.480000 sec): 3 clusters Score: Raw -315571.720690 + Penalty 773.892261 = -314797.828429 nChanged 14 SP:Iteration 30Q (3438.650000 sec): 3 clusters Score: Raw -315573.375777 + Penalty 773.892261 = -314799.483516 nChanged 13 SP:Iteration 31Q (3438.840000 sec): 3 clusters Score: Raw -315575.237741 + Penalty 773.892261 = -314801.345479 nChanged 15 SP:Iteration 32Q (3439.000000 sec): 3 clusters Score: Raw -315577.492446 + Penalty 773.892261 = -314803.600184 nChanged 16 SP:Iteration 33Q (3439.150000 sec): 3 clusters Score: Raw -315580.979153 + Penalty 773.892261 = -314807.086891 nChanged 17 SP:Iteration 34Q (3439.350000 sec): 3 clusters Score: Raw -315584.735909 + Penalty 773.892261 = -314810.843647 nChanged 17 SP:Iteration 35Q (3439.520000 sec): 3 clusters Score: Raw -315588.533593 + Penalty 773.892261 = -314814.641331 nChanged 20 SP:Iteration 36Q (3439.700000 sec): 3 clusters Score: Raw -315592.065137 + Penalty 773.892261 = -314818.172876 nChanged 17 SP:Iteration 37Q (3439.920000 sec): 3 clusters Score: Raw -315594.750746 + Penalty 773.892261 = -314820.858485 nChanged 19 SP:Iteration 38Q (3440.130000 sec): 3 clusters Score: Raw -315598.146519 + Penalty 773.892261 = -314824.254258 nChanged 16 SP:Iteration 39Q (3440.300000 sec): 3 clusters Score: Raw -315601.731460 + Penalty 773.892261 = -314827.839199 nChanged 16 SP:Iteration 40F (3440.520000 sec): 3 clusters Score: Raw -315605.296551 + Penalty 773.892261 = -314831.404289 nChanged 18 SP:Iteration 41Q (3440.650000 sec): 3 clusters Score: Raw -315608.813786 + Penalty 773.892261 = -314834.921524 nChanged 19 SP:Iteration 42Q (3440.810000 sec): 3 clusters Score: Raw -315612.454119 + Penalty 773.892261 = -314838.561857 nChanged 16 SP:Iteration 43Q (3440.960000 sec): 3 clusters Score: Raw -315615.696665 + Penalty 773.892261 = -314841.804404 nChanged 16 SP:Iteration 44Q (3441.190000 sec): 3 clusters Score: Raw -315618.861238 + Penalty 773.892261 = -314844.968976 nChanged 16 SP:Iteration 45Q (3441.350000 sec): 3 clusters Score: Raw -315621.828781 + Penalty 773.892261 = -314847.936519 nChanged 11 SP:Iteration 46Q (3441.520000 sec): 3 clusters Score: Raw -315623.965251 + Penalty 773.892261 = -314850.072990 nChanged 15 SP:Iteration 47Q (3441.720000 sec): 3 clusters Score: Raw -315626.597908 + Penalty 773.892261 = -314852.705647 nChanged 11 SP:Iteration 48Q (3441.890000 sec): 3 clusters Score: Raw -315628.162681 + Penalty 773.892261 = -314854.270420 nChanged 7 SP:Iteration 49Q (3442.100000 sec): 3 clusters Score: Raw -315629.015464 + Penalty 773.892261 = -314855.123203 nChanged 8 SP:Iteration 50Q (3442.290000 sec): 3 clusters Score: Raw -315629.911287 + Penalty 773.892261 = -314856.019025 nChanged 6 SP:Iteration 51Q (3442.510000 sec): 3 clusters Score: Raw -315630.506129 + Penalty 773.892261 = -314856.613868 nChanged 4 SP:Iteration 52Q (3442.690000 sec): 3 clusters Score: Raw -315631.266397 + Penalty 773.892261 = -314857.374136 nChanged 4 SP:Iteration 53Q (3442.870000 sec): 3 clusters Score: Raw -315631.811093 + Penalty 773.892261 = -314857.918831 nChanged 6 SP:Iteration 54Q (3443.050000 sec): 3 clusters Score: Raw -315632.654883 + Penalty 773.892261 = -314858.762622 nChanged 7 SP:Iteration 55Q (3443.260000 sec): 3 clusters Score: Raw -315633.779311 + Penalty 773.892261 = -314859.887050 nChanged 7 SP:Iteration 56Q (3443.480000 sec): 3 clusters Score: Raw -315634.609652 + Penalty 773.892261 = -314860.717390 nChanged 10 SP:Iteration 57Q (3443.730000 sec): 3 clusters Score: Raw -315636.613049 + Penalty 773.892261 = -314862.720787 nChanged 13 SP:Iteration 58Q (3443.970000 sec): 3 clusters Score: Raw -315640.056142 + Penalty 773.892261 = -314866.163881 nChanged 12 SP:Iteration 59Q (3444.180000 sec): 3 clusters Score: Raw -315642.639336 + Penalty 773.892261 = -314868.747074 nChanged 10 SP:Iteration 60F (3444.340000 sec): 3 clusters Score: Raw -315644.238977 + Penalty 773.892261 = -314870.346715 nChanged 14 SP:Iteration 61Q (3444.500000 sec): 3 clusters Score: Raw -315647.084254 + Penalty 773.892261 = -314873.191992 nChanged 20 SP:Iteration 62Q (3444.700000 sec): 3 clusters Score: Raw -315653.241084 + Penalty 773.892261 = -314879.348823 nChanged 16 SP:Iteration 63Q (3444.890000 sec): 3 clusters Score: Raw -315657.293535 + Penalty 773.892261 = -314883.401273 nChanged 21 SP:Iteration 64Q (3445.110000 sec): 3 clusters Score: Raw -315662.040635 + Penalty 773.892261 = -314888.148373 nChanged 14 SP:Iteration 65Q (3445.270000 sec): 3 clusters Score: Raw -315666.500100 + Penalty 773.892261 = -314892.607839 nChanged 16 SP:Iteration 66Q (3445.540000 sec): 3 clusters Score: Raw -315671.263967 + Penalty 773.892261 = -314897.371706 nChanged 18 SP:Iteration 67Q (3445.710000 sec): 3 clusters Score: Raw -315677.220742 + Penalty 773.892261 = -314903.328480 nChanged 18 SP:Iteration 68Q (3445.880000 sec): 3 clusters Score: Raw -315683.265807 + Penalty 773.892261 = -314909.373546 nChanged 19 SP:Iteration 69Q (3446.030000 sec): 3 clusters Score: Raw -315690.298767 + Penalty 773.892261 = -314916.406506 nChanged 20 SP:Iteration 70Q (3446.230000 sec): 3 clusters Score: Raw -315699.531431 + Penalty 773.892261 = -314925.639170 nChanged 21 SP:Iteration 71Q (3446.400000 sec): 3 clusters Score: Raw -315706.832332 + Penalty 773.892261 = -314932.940070 nChanged 13 SP:Iteration 72Q (3446.580000 sec): 3 clusters Score: Raw -315710.677512 + Penalty 773.892261 = -314936.785250 nChanged 12 SP:Iteration 73Q (3446.770000 sec): 3 clusters Score: Raw -315712.728750 + Penalty 773.892261 = -314938.836488 nChanged 11 SP:Iteration 74Q (3446.970000 sec): 3 clusters Score: Raw -315716.218606 + Penalty 773.892261 = -314942.326345 nChanged 11 SP:Iteration 75Q (3447.180000 sec): 3 clusters Score: Raw -315718.423374 + Penalty 773.892261 = -314944.531112 nChanged 11 SP:Iteration 76Q (3447.410000 sec): 3 clusters Score: Raw -315720.295728 + Penalty 773.892261 = -314946.403466 nChanged 8 SP:Iteration 77Q (3447.570000 sec): 3 clusters Score: Raw -315721.708779 + Penalty 773.892261 = -314947.816517 nChanged 7 SP:Iteration 78Q (3447.730000 sec): 3 clusters Score: Raw -315723.731889 + Penalty 773.892261 = -314949.839627 nChanged 7 SP:Iteration 79Q (3447.930000 sec): 3 clusters Score: Raw -315725.402407 + Penalty 773.892261 = -314951.510145 nChanged 6 SP:Iteration 80F (3448.090000 sec): 3 clusters Score: Raw -315727.087056 + Penalty 773.892261 = -314953.194794 nChanged 9 SP:Iteration 81Q (3448.360000 sec): 3 clusters Score: Raw -315729.291548 + Penalty 773.892261 = -314955.399286 nChanged 9 SP:Iteration 82Q (3448.550000 sec): 3 clusters Score: Raw -315731.322239 + Penalty 773.892261 = -314957.429977 nChanged 4 SP:Iteration 83Q (3448.740000 sec): 3 clusters Score: Raw -315732.823040 + Penalty 773.892261 = -314958.930779 nChanged 0 SP:Iteration 84F (3448.950000 sec): 3 clusters Score: Raw -315732.823040 + Penalty 773.892261 = -314958.930779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3449.020000 sec): 2 clusters Score: Raw -37153.725469 + Penalty 293.711535 = -36860.013934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3449.270000 sec): 3 clusters Score: Raw -36873.008375 + Penalty 587.423069 = -36285.585306 nChanged 230 SP:Iteration 1F (3449.490000 sec): 3 clusters Score: Raw -37024.272597 + Penalty 587.423069 = -36436.849528 nChanged 52 SP:Iteration 2F (3449.650000 sec): 3 clusters Score: Raw -37071.680019 + Penalty 587.423069 = -36484.256950 nChanged 39 SP:Iteration 3F (3449.870000 sec): 3 clusters Score: Raw -37105.086561 + Penalty 587.423069 = -36517.663492 nChanged 20 SP:Iteration 4Q (3450.050000 sec): 3 clusters Score: Raw -37121.741030 + Penalty 587.423069 = -36534.317961 nChanged 20 SP:Iteration 5Q (3450.270000 sec): 3 clusters Score: Raw -37146.905438 + Penalty 587.423069 = -36559.482368 nChanged 21 SP:Iteration 6Q (3450.370000 sec): 3 clusters Score: Raw -37165.854582 + Penalty 587.423069 = -36578.431513 nChanged 19 SP:Iteration 7Q (3450.580000 sec): 3 clusters Score: Raw -37187.092228 + Penalty 587.423069 = -36599.669158 nChanged 16 SP:Iteration 8Q (3450.750000 sec): 3 clusters Score: Raw -37197.638714 + Penalty 587.423069 = -36610.215645 nChanged 17 SP:Iteration 9Q (3450.980000 sec): 3 clusters Score: Raw -37209.643364 + Penalty 587.423069 = -36622.220295 nChanged 20 SP:Iteration 10Q (3451.200000 sec): 3 clusters Score: Raw -37227.849196 + Penalty 587.423069 = -36640.426127 nChanged 20 SP:Iteration 11Q (3451.390000 sec): 3 clusters Score: Raw -37244.330495 + Penalty 587.423069 = -36656.907426 nChanged 19 SP:Iteration 12Q (3451.540000 sec): 3 clusters Score: Raw -37257.835995 + Penalty 587.423069 = -36670.412926 nChanged 14 SP:Iteration 13Q (3451.670000 sec): 3 clusters Score: Raw -37266.710619 + Penalty 587.423069 = -36679.287549 nChanged 10 SP:Iteration 14Q (3451.820000 sec): 3 clusters Score: Raw -37271.345639 + Penalty 587.423069 = -36683.922570 nChanged 6 SP:Iteration 15Q (3451.970000 sec): 3 clusters Score: Raw -37273.772537 + Penalty 587.423069 = -36686.349468 nChanged 7 SP:Iteration 16Q (3452.200000 sec): 3 clusters Score: Raw -37276.518711 + Penalty 587.423069 = -36689.095642 nChanged 8 SP:Iteration 17Q (3452.350000 sec): 3 clusters Score: Raw -37280.110441 + Penalty 587.423069 = -36692.687372 nChanged 10 SP:Iteration 18Q (3452.550000 sec): 3 clusters Score: Raw -37285.475664 + Penalty 587.423069 = -36698.052595 nChanged 4 SP:Iteration 19Q (3452.730000 sec): 3 clusters Score: Raw -37288.225885 + Penalty 587.423069 = -36700.802816 nChanged 5 SP:Iteration 20F (3452.920000 sec): 3 clusters Score: Raw -37290.397600 + Penalty 587.423069 = -36702.974530 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3453.020000 sec): 2 clusters Score: Raw -13460.386165 + Penalty 245.821821 = -13214.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.220000 sec): 3 clusters Score: Raw -13413.439716 + Penalty 491.643642 = -12921.796074 nChanged 65 SP:Iteration 1F (3453.380000 sec): 3 clusters Score: Raw -13480.816429 + Penalty 491.643642 = -12989.172788 nChanged 17 SP:Iteration 2F (3453.570000 sec): 3 clusters Score: Raw -13505.487390 + Penalty 491.643642 = -13013.843748 nChanged 11 SP:Iteration 3Q (3453.790000 sec): 3 clusters Score: Raw -13515.479113 + Penalty 491.643642 = -13023.835472 nChanged 4 SP:Iteration 4Q (3453.970000 sec): 3 clusters Score: Raw -13523.015942 + Penalty 491.643642 = -13031.372300 nChanged 5 SP:Iteration 5Q (3454.170000 sec): 3 clusters Score: Raw -13531.315846 + Penalty 491.643642 = -13039.672204 nChanged 8 SP:Iteration 6Q (3454.340000 sec): 3 clusters Score: Raw -13544.166141 + Penalty 491.643642 = -13052.522499 nChanged 4 SP:Iteration 7Q (3454.490000 sec): 3 clusters Score: Raw -13548.203035 + Penalty 491.643642 = -13056.559394 nChanged 1 SP:Iteration 8Q (3454.680000 sec): 3 clusters Score: Raw -13548.583102 + Penalty 491.643642 = -13056.939460 nChanged 0 SP:Iteration 9F (3454.870000 sec): 3 clusters Score: Raw -13548.583102 + Penalty 491.643642 = -13056.939460 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3454.990000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3455.120000 sec): 3 clusters Score: Raw -6155.232791 + Penalty 417.232041 = -5738.000751 nChanged 21 SP:Iteration 1F (3455.330000 sec): 3 clusters Score: Raw -6202.239293 + Penalty 417.232041 = -5785.007253 nChanged 4 SP:Iteration 2Q (3455.530000 sec): 3 clusters Score: Raw -6211.004438 + Penalty 417.232041 = -5793.772398 nChanged 3 SP:Iteration 3Q (3455.710000 sec): 3 clusters Score: Raw -6218.958856 + Penalty 417.232041 = -5801.726816 nChanged 2 SP:Iteration 4Q (3455.910000 sec): 3 clusters Score: Raw -6224.945458 + Penalty 417.232041 = -5807.713418 nChanged 1 SP:Iteration 5Q (3456.090000 sec): 3 clusters Score: Raw -6228.015271 + Penalty 417.232041 = -5810.783230 nChanged 0 SP:Iteration 6F (3456.270000 sec): 3 clusters Score: Raw -6228.015271 + Penalty 417.232041 = -5810.783230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.370000 sec): 2 clusters Score: Raw -43408.824138 + Penalty 298.074155 = -43110.749983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.560000 sec): 3 clusters Score: Raw -43090.390860 + Penalty 596.148310 = -42494.242550 nChanged 237 SP:Iteration 1F (3456.790000 sec): 3 clusters Score: Raw -43247.799822 + Penalty 596.148310 = -42651.651511 nChanged 53 SP:Iteration 2F (3457.020000 sec): 3 clusters Score: Raw -43285.819945 + Penalty 596.148310 = -42689.671634 nChanged 34 SP:Iteration 3Q (3457.170000 sec): 3 clusters Score: Raw -43310.603171 + Penalty 596.148310 = -42714.454861 nChanged 21 SP:Iteration 4Q (3457.360000 sec): 3 clusters Score: Raw -43320.925570 + Penalty 596.148310 = -42724.777259 nChanged 17 SP:Iteration 5Q (3457.550000 sec): 3 clusters Score: Raw -43329.313336 + Penalty 596.148310 = -42733.165026 nChanged 7 SP:Iteration 6Q (3457.790000 sec): 3 clusters Score: Raw -43332.087544 + Penalty 596.148310 = -42735.939233 nChanged 5 SP:Iteration 7Q (3457.950000 sec): 3 clusters Score: Raw -43333.763860 + Penalty 596.148310 = -42737.615550 nChanged 4 SP:Iteration 8Q (3458.150000 sec): 3 clusters Score: Raw -43334.894436 + Penalty 596.148310 = -42738.746125 nChanged 5 SP:Iteration 9Q (3458.350000 sec): 3 clusters Score: Raw -43336.817742 + Penalty 596.148310 = -42740.669431 nChanged 3 SP:Iteration 10Q (3458.540000 sec): 3 clusters Score: Raw -43337.358201 + Penalty 596.148310 = -42741.209890 nChanged 3 SP:Iteration 11Q (3458.710000 sec): 3 clusters Score: Raw -43338.275162 + Penalty 596.148310 = -42742.126852 nChanged 2 SP:Iteration 12Q (3458.910000 sec): 3 clusters Score: Raw -43338.651003 + Penalty 596.148310 = -42742.502692 nChanged 2 SP:Iteration 13Q (3459.100000 sec): 3 clusters Score: Raw -43339.952074 + Penalty 596.148310 = -42743.803763 nChanged 2 SP:Iteration 14Q (3459.270000 sec): 3 clusters Score: Raw -43340.274196 + Penalty 596.148310 = -42744.125885 nChanged 3 SP:Iteration 15Q (3459.440000 sec): 3 clusters Score: Raw -43341.032774 + Penalty 596.148310 = -42744.884463 nChanged 2 SP:Iteration 16Q (3459.620000 sec): 3 clusters Score: Raw -43341.997105 + Penalty 596.148310 = -42745.848795 nChanged 3 SP:Iteration 17Q (3459.770000 sec): 3 clusters Score: Raw -43343.555712 + Penalty 596.148310 = -42747.407402 nChanged 5 SP:Iteration 18Q (3459.940000 sec): 3 clusters Score: Raw -43345.308090 + Penalty 596.148310 = -42749.159780 nChanged 5 SP:Iteration 19Q (3460.120000 sec): 3 clusters Score: Raw -43346.309506 + Penalty 596.148310 = -42750.161196 nChanged 3 SP:Iteration 20F (3460.300000 sec): 3 clusters Score: Raw -43346.998856 + Penalty 596.148310 = -42750.850546 nChanged 4 SP:Iteration 21Q (3460.460000 sec): 3 clusters Score: Raw -43348.177139 + Penalty 596.148310 = -42752.028829 nChanged 6 SP:Iteration 22Q (3460.680000 sec): 3 clusters Score: Raw -43352.171875 + Penalty 596.148310 = -42756.023565 nChanged 5 SP:Iteration 23Q (3460.830000 sec): 3 clusters Score: Raw -43355.501327 + Penalty 596.148310 = -42759.353017 nChanged 5 SP:Iteration 24Q (3460.940000 sec): 3 clusters Score: Raw -43359.261535 + Penalty 596.148310 = -42763.113225 nChanged 7 SP:Iteration 25Q (3461.110000 sec): 3 clusters Score: Raw -43361.673696 + Penalty 596.148310 = -42765.525385 nChanged 7 SP:Iteration 26Q (3461.300000 sec): 3 clusters Score: Raw -43363.232604 + Penalty 596.148310 = -42767.084293 nChanged 5 SP:Iteration 27Q (3461.500000 sec): 3 clusters Score: Raw -43364.704407 + Penalty 596.148310 = -42768.556096 nChanged 3 SP:Iteration 28Q (3461.700000 sec): 3 clusters Score: Raw -43365.673486 + Penalty 596.148310 = -42769.525176 nChanged 3 SP:Iteration 29Q (3461.880000 sec): 3 clusters Score: Raw -43367.138872 + Penalty 596.148310 = -42770.990561 nChanged 6 SP:Iteration 30Q (3462.030000 sec): 3 clusters Score: Raw -43369.438437 + Penalty 596.148310 = -42773.290127 nChanged 4 SP:Iteration 31Q (3462.180000 sec): 3 clusters Score: Raw -43372.112868 + Penalty 596.148310 = -42775.964558 nChanged 5 SP:Iteration 32Q (3462.370000 sec): 3 clusters Score: Raw -43373.506708 + Penalty 596.148310 = -42777.358398 nChanged 3 SP:Iteration 33Q (3462.520000 sec): 3 clusters Score: Raw -43375.387203 + Penalty 596.148310 = -42779.238893 nChanged 6 SP:Iteration 34Q (3462.690000 sec): 3 clusters Score: Raw -43377.552684 + Penalty 596.148310 = -42781.404373 nChanged 2 SP:Iteration 35Q (3462.870000 sec): 3 clusters Score: Raw -43378.273465 + Penalty 596.148310 = -42782.125154 nChanged 2 SP:Iteration 36Q (3463.090000 sec): 3 clusters Score: Raw -43379.449340 + Penalty 596.148310 = -42783.301029 nChanged 4 SP:Iteration 37Q (3463.280000 sec): 3 clusters Score: Raw -43380.278287 + Penalty 596.148310 = -42784.129977 nChanged 3 SP:Iteration 38Q (3463.470000 sec): 3 clusters Score: Raw -43381.657392 + Penalty 596.148310 = -42785.509082 nChanged 3 SP:Iteration 39Q (3463.660000 sec): 3 clusters Score: Raw -43383.270156 + Penalty 596.148310 = -42787.121846 nChanged 2 SP:Iteration 40F (3463.880000 sec): 3 clusters Score: Raw -43383.747250 + Penalty 596.148310 = -42787.598940 nChanged 3 SP:Iteration 41Q (3463.980000 sec): 3 clusters Score: Raw -43385.471238 + Penalty 596.148310 = -42789.322928 nChanged 5 SP:Iteration 42Q (3464.170000 sec): 3 clusters Score: Raw -43391.125136 + Penalty 596.148310 = -42794.976825 nChanged 13 SP:Iteration 43Q (3464.300000 sec): 3 clusters Score: Raw -43402.047968 + Penalty 596.148310 = -42805.899658 nChanged 10 SP:Iteration 44Q (3464.440000 sec): 3 clusters Score: Raw -43408.298020 + Penalty 596.148310 = -42812.149709 nChanged 9 SP:Iteration 45Q (3464.550000 sec): 3 clusters Score: Raw -43415.842675 + Penalty 596.148310 = -42819.694365 nChanged 8 SP:Iteration 46Q (3464.690000 sec): 3 clusters Score: Raw -43421.854104 + Penalty 596.148310 = -42825.705794 nChanged 9 SP:Iteration 47Q (3464.880000 sec): 3 clusters Score: Raw -43428.330525 + Penalty 596.148310 = -42832.182214 nChanged 7 SP:Iteration 48Q (3465.020000 sec): 3 clusters Score: Raw -43433.600184 + Penalty 596.148310 = -42837.451873 nChanged 6 SP:Iteration 49Q (3465.200000 sec): 3 clusters Score: Raw -43439.140620 + Penalty 596.148310 = -42842.992309 nChanged 7 SP:Iteration 50Q (3465.340000 sec): 3 clusters Score: Raw -43443.190235 + Penalty 596.148310 = -42847.041925 nChanged 5 SP:Iteration 51Q (3465.460000 sec): 3 clusters Score: Raw -43445.765386 + Penalty 596.148310 = -42849.617075 nChanged 4 SP:Iteration 52Q (3465.630000 sec): 3 clusters Score: Raw -43447.501251 + Penalty 596.148310 = -42851.352940 nChanged 3 SP:Iteration 53Q (3465.760000 sec): 3 clusters Score: Raw -43448.842272 + Penalty 596.148310 = -42852.693961 nChanged 1 SP:Iteration 54Q (3465.960000 sec): 3 clusters Score: Raw -43449.529712 + Penalty 596.148310 = -42853.381401 nChanged 1 SP:Iteration 55Q (3466.070000 sec): 3 clusters Score: Raw -43449.843582 + Penalty 596.148310 = -42853.695272 nChanged 1 SP:Iteration 56Q (3466.280000 sec): 3 clusters Score: Raw -43450.009935 + Penalty 596.148310 = -42853.861625 nChanged 1 SP:Iteration 57Q (3466.380000 sec): 3 clusters Score: Raw -43450.470681 + Penalty 596.148310 = -42854.322371 nChanged 0 SP:Iteration 58F (3466.560000 sec): 3 clusters Score: Raw -43450.470681 + Penalty 596.148310 = -42854.322371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3466.640000 sec): 2 clusters Score: Raw -18715.723555 + Penalty 261.597381 = -18454.126174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3466.800000 sec): 3 clusters Score: Raw -18587.554976 + Penalty 523.194762 = -18064.360214 nChanged 91 SP:Iteration 1F (3466.930000 sec): 3 clusters Score: Raw -18690.405884 + Penalty 523.194762 = -18167.211123 nChanged 28 SP:Iteration 2F (3467.140000 sec): 3 clusters Score: Raw -18733.528661 + Penalty 523.194762 = -18210.333900 nChanged 15 SP:Iteration 3Q (3467.250000 sec): 3 clusters Score: Raw -18752.080532 + Penalty 523.194762 = -18228.885771 nChanged 13 SP:Iteration 4Q (3467.400000 sec): 3 clusters Score: Raw -18765.886867 + Penalty 523.194762 = -18242.692105 nChanged 11 SP:Iteration 5Q (3467.570000 sec): 3 clusters Score: Raw -18776.291854 + Penalty 523.194762 = -18253.097092 nChanged 11 SP:Iteration 6Q (3467.740000 sec): 3 clusters Score: Raw -18790.685441 + Penalty 523.194762 = -18267.490679 nChanged 6 SP:Iteration 7Q (3467.940000 sec): 3 clusters Score: Raw -18794.312918 + Penalty 523.194762 = -18271.118156 nChanged 2 SP:Iteration 8Q (3468.040000 sec): 3 clusters Score: Raw -18796.517023 + Penalty 523.194762 = -18273.322261 nChanged 3 SP:Iteration 9Q (3468.180000 sec): 3 clusters Score: Raw -18798.663917 + Penalty 523.194762 = -18275.469155 nChanged 2 SP:Iteration 10Q (3468.330000 sec): 3 clusters Score: Raw -18800.799498 + Penalty 523.194762 = -18277.604737 nChanged 1 SP:Iteration 11Q (3468.460000 sec): 3 clusters Score: Raw -18802.162191 + Penalty 523.194762 = -18278.967429 nChanged 1 SP:Iteration 12Q (3468.620000 sec): 3 clusters Score: Raw -18802.584728 + Penalty 523.194762 = -18279.389967 nChanged 0 SP:Iteration 13F (3468.770000 sec): 3 clusters Score: Raw -18802.584728 + Penalty 523.194762 = -18279.389967 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3468.820000 sec): 2 clusters Score: Raw -11761.966944 + Penalty 243.938794 = -11518.028150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3468.940000 sec): 3 clusters Score: Raw -11740.929428 + Penalty 487.877587 = -11253.051841 nChanged 68 SP:Iteration 1F (3469.080000 sec): 3 clusters Score: Raw -12187.226528 + Penalty 487.877587 = -11699.348941 nChanged 57 SP:Iteration 2F (3469.250000 sec): 3 clusters Score: Raw -12357.284888 + Penalty 487.877587 = -11869.407301 nChanged 19 SP:Iteration 3F (3469.380000 sec): 3 clusters Score: Raw -12427.417129 + Penalty 487.877587 = -11939.539542 nChanged 5 SP:Iteration 4Q (3469.580000 sec): 3 clusters Score: Raw -12454.295809 + Penalty 487.877587 = -11966.418222 nChanged 2 SP:Iteration 5Q (3469.730000 sec): 3 clusters Score: Raw -12463.888553 + Penalty 487.877587 = -11976.010966 nChanged 0 SP:Iteration 6F (3469.820000 sec): 3 clusters Score: Raw -12463.888553 + Penalty 487.877587 = -11976.010966 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.910000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3470.060000 sec): 3 clusters Score: Raw -24753.516049 + Penalty 552.856489 = -24200.659561 nChanged 146 SP:Iteration 1F (3470.240000 sec): 3 clusters Score: Raw -24892.685361 + Penalty 552.856489 = -24339.828872 nChanged 38 SP:Iteration 2F (3470.390000 sec): 3 clusters Score: Raw -24947.942475 + Penalty 552.856489 = -24395.085986 nChanged 28 SP:Iteration 3F (3470.530000 sec): 3 clusters Score: Raw -25011.959632 + Penalty 552.856489 = -24459.103143 nChanged 25 SP:Iteration 4F (3470.700000 sec): 3 clusters Score: Raw -25046.939357 + Penalty 552.856489 = -24494.082868 nChanged 15 SP:Iteration 5Q (3470.830000 sec): 3 clusters Score: Raw -25069.318690 + Penalty 552.856489 = -24516.462201 nChanged 16 SP:Iteration 6Q (3471.020000 sec): 3 clusters Score: Raw -25097.053717 + Penalty 552.856489 = -24544.197229 nChanged 14 SP:Iteration 7Q (3471.140000 sec): 3 clusters Score: Raw -25127.868567 + Penalty 552.856489 = -24575.012078 nChanged 11 SP:Iteration 8Q (3471.300000 sec): 3 clusters Score: Raw -25143.109463 + Penalty 552.856489 = -24590.252974 nChanged 8 SP:Iteration 9Q (3471.430000 sec): 3 clusters Score: Raw -25154.314937 + Penalty 552.856489 = -24601.458448 nChanged 5 SP:Iteration 10Q (3471.600000 sec): 3 clusters Score: Raw -25159.417270 + Penalty 552.856489 = -24606.560781 nChanged 0 SP:Iteration 11F (3471.700000 sec): 3 clusters Score: Raw -25159.417270 + Penalty 552.856489 = -24606.560781 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3471.810000 sec): 2 clusters Score: Raw -10706.587823 + Penalty 247.432609 = -10459.155215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3471.880000 sec): 3 clusters Score: Raw -10680.959680 + Penalty 494.865217 = -10186.094463 nChanged 76 SP:Iteration 1F (3472.010000 sec): 3 clusters Score: Raw -10790.099045 + Penalty 494.865217 = -10295.233828 nChanged 24 SP:Iteration 2F (3472.180000 sec): 3 clusters Score: Raw -10874.065661 + Penalty 494.865217 = -10379.200444 nChanged 21 SP:Iteration 3F (3472.300000 sec): 3 clusters Score: Raw -11002.003161 + Penalty 494.865217 = -10507.137944 nChanged 13 SP:Iteration 4F (3472.450000 sec): 3 clusters Score: Raw -11080.378837 + Penalty 494.865217 = -10585.513620 nChanged 6 SP:Iteration 5Q (3472.560000 sec): 3 clusters Score: Raw -11154.421121 + Penalty 494.865217 = -10659.555904 nChanged 3 SP:Iteration 6Q (3472.710000 sec): 3 clusters Score: Raw -11164.693429 + Penalty 494.865217 = -10669.828212 nChanged 1 SP:Iteration 7Q (3472.810000 sec): 3 clusters Score: Raw -11167.600391 + Penalty 494.865217 = -10672.735174 nChanged 1 SP:Iteration 8Q (3472.970000 sec): 3 clusters Score: Raw -11168.832462 + Penalty 494.865217 = -10673.967245 nChanged 0 SP:Iteration 9F (3473.100000 sec): 3 clusters Score: Raw -11168.832462 + Penalty 494.865217 = -10673.967245 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3473.160000 sec): 2 clusters Score: Raw -15482.337605 + Penalty 253.011014 = -15229.326591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3473.320000 sec): 3 clusters Score: Raw -15432.352660 + Penalty 506.022028 = -14926.330631 nChanged 79 SP:Iteration 1F (3473.440000 sec): 3 clusters Score: Raw -15521.894998 + Penalty 506.022028 = -15015.872969 nChanged 15 SP:Iteration 2F (3473.580000 sec): 3 clusters Score: Raw -15548.412811 + Penalty 506.022028 = -15042.390783 nChanged 9 SP:Iteration 3Q (3473.730000 sec): 3 clusters Score: Raw -15561.814348 + Penalty 506.022028 = -15055.792319 nChanged 9 SP:Iteration 4Q (3473.860000 sec): 3 clusters Score: Raw -15573.353834 + Penalty 506.022028 = -15067.331805 nChanged 5 SP:Iteration 5Q (3473.990000 sec): 3 clusters Score: Raw -15579.871523 + Penalty 506.022028 = -15073.849495 nChanged 3 SP:Iteration 6Q (3474.130000 sec): 3 clusters Score: Raw -15584.403150 + Penalty 506.022028 = -15078.381121 nChanged 2 SP:Iteration 7Q (3474.270000 sec): 3 clusters Score: Raw -15587.841019 + Penalty 506.022028 = -15081.818990 nChanged 3 SP:Iteration 8Q (3474.400000 sec): 3 clusters Score: Raw -15592.985792 + Penalty 506.022028 = -15086.963764 nChanged 3 SP:Iteration 9Q (3474.560000 sec): 3 clusters Score: Raw -15597.383223 + Penalty 506.022028 = -15091.361195 nChanged 2 SP:Iteration 10Q (3474.700000 sec): 3 clusters Score: Raw -15601.622304 + Penalty 506.022028 = -15095.600276 nChanged 3 SP:Iteration 11Q (3474.850000 sec): 3 clusters Score: Raw -15605.940883 + Penalty 506.022028 = -15099.918854 nChanged 5 SP:Iteration 12Q (3475.010000 sec): 3 clusters Score: Raw -15614.965024 + Penalty 506.022028 = -15108.942995 nChanged 6 SP:Iteration 13Q (3475.150000 sec): 3 clusters Score: Raw -15627.816519 + Penalty 506.022028 = -15121.794490 nChanged 6 SP:Iteration 14Q (3475.350000 sec): 3 clusters Score: Raw -15634.983609 + Penalty 506.022028 = -15128.961581 nChanged 6 SP:Iteration 15Q (3475.500000 sec): 3 clusters Score: Raw -15648.095073 + Penalty 506.022028 = -15142.073045 nChanged 4 SP:Iteration 16Q (3475.630000 sec): 3 clusters Score: Raw -15655.538669 + Penalty 506.022028 = -15149.516641 nChanged 4 SP:Iteration 17Q (3475.770000 sec): 3 clusters Score: Raw -15665.246255 + Penalty 506.022028 = -15159.224226 nChanged 6 SP:Iteration 18Q (3475.920000 sec): 3 clusters Score: Raw -15687.427890 + Penalty 506.022028 = -15181.405862 nChanged 13 SP:Iteration 19Q (3476.060000 sec): 3 clusters Score: Raw -15769.818159 + Penalty 506.022028 = -15263.796131 nChanged 11 SP:Iteration 20F (3476.220000 sec): 3 clusters Score: Raw -15831.666233 + Penalty 506.022028 = -15325.644205 nChanged 5 SP:Iteration 21Q (3476.340000 sec): 3 clusters Score: Raw -15848.207026 + Penalty 506.022028 = -15342.184997 nChanged 1 SP:Iteration 22Q (3476.460000 sec): 3 clusters Score: Raw -15853.854945 + Penalty 506.022028 = -15347.832917 nChanged 1 SP:Iteration 23Q (3476.660000 sec): 3 clusters Score: Raw -15855.004247 + Penalty 506.022028 = -15348.982219 nChanged 0 SP:Iteration 24F (3476.770000 sec): 3 clusters Score: Raw -15855.004247 + Penalty 506.022028 = -15348.982219 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3477.790000 sec): 2 clusters Score: Raw -17605580.566277 + Penalty 570.354552 = -17605010.211725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3478.970000 sec): 3 clusters Score: Raw -17417040.722016 + Penalty 1140.709104 = -17415900.012912 nChanged 136996 SP:Iteration 1F (3480.010000 sec): 3 clusters Score: Raw -17502674.198420 + Penalty 1140.709104 = -17501533.489317 nChanged 10230 SP:Iteration 2Q (3481.130000 sec): 3 clusters Score: Raw -17505989.146061 + Penalty 1140.709104 = -17504848.436958 nChanged 12655 SP:Iteration 3Q (3482.420000 sec): 3 clusters Score: Raw -17511520.353687 + Penalty 1140.709104 = -17510379.644584 nChanged 16197 SP:Iteration 4F (3483.640000 sec): 3 clusters Score: Raw -17521298.620468 + Penalty 1140.709104 = -17520157.911364 nChanged 20298 SP:Iteration 5F (3485.010000 sec): 3 clusters Score: Raw -17537518.710595 + Penalty 1140.709104 = -17536378.001492 nChanged 22582 SP:Iteration 6F (3485.980000 sec): 3 clusters Score: Raw -17559138.233121 + Penalty 1140.709104 = -17557997.524017 nChanged 19475 SP:Iteration 7F (3486.870000 sec): 3 clusters Score: Raw -17579271.008998 + Penalty 1140.709104 = -17578130.299895 nChanged 12413 SP:Iteration 8Q (3487.830000 sec): 3 clusters Score: Raw -17592153.847843 + Penalty 1140.709104 = -17591013.138739 nChanged 6586 SP:Iteration 9Q (3488.720000 sec): 3 clusters Score: Raw -17598812.942883 + Penalty 1140.709104 = -17597672.233779 nChanged 3559 SP:Iteration 10Q (3489.660000 sec): 3 clusters Score: Raw -17601953.548343 + Penalty 1140.709104 = -17600812.839239 nChanged 2047 SP:Iteration 11Q (3490.560000 sec): 3 clusters Score: Raw -17603463.846303 + Penalty 1140.709104 = -17602323.137200 nChanged 1348 SP:Iteration 12Q (3491.240000 sec): 3 clusters Score: Raw -17604308.646622 + Penalty 1140.709104 = -17603167.937518 nChanged 901 SP:Iteration 13Q (3492.010000 sec): 3 clusters Score: Raw -17604794.204731 + Penalty 1140.709104 = -17603653.495627 nChanged 615 SP:Iteration 14Q (3492.880000 sec): 3 clusters Score: Raw -17605082.611878 + Penalty 1140.709104 = -17603941.902774 nChanged 424 SP:Iteration 15Q (3493.860000 sec): 3 clusters Score: Raw -17605275.275300 + Penalty 1140.709104 = -17604134.566196 nChanged 347 SP:Iteration 16Q (3494.740000 sec): 3 clusters Score: Raw -17605420.492680 + Penalty 1140.709104 = -17604279.783576 nChanged 238 SP:Iteration 17Q (3495.530000 sec): 3 clusters Score: Raw -17605511.992390 + Penalty 1140.709104 = -17604371.283287 nChanged 196 SP:Iteration 18Q (3496.200000 sec): 3 clusters Score: Raw -17605570.192799 + Penalty 1140.709104 = -17604429.483695 nChanged 137 SP:Iteration 19Q (3496.840000 sec): 3 clusters Score: Raw -17605609.689502 + Penalty 1140.709104 = -17604468.980399 nChanged 97 SP:Iteration 20F (3497.910000 sec): 3 clusters Score: Raw -17605638.488109 + Penalty 1140.709104 = -17604497.779005 nChanged 88 SP:Iteration 21Q (3498.840000 sec): 3 clusters Score: Raw -17605664.188733 + Penalty 1140.709104 = -17604523.479629 nChanged 70 SP:Iteration 22Q (3499.770000 sec): 3 clusters Score: Raw -17605682.806680 + Penalty 1140.709104 = -17604542.097577 nChanged 59 SP:Iteration 23Q (3500.760000 sec): 3 clusters Score: Raw -17605699.209605 + Penalty 1140.709104 = -17604558.500501 nChanged 54 SP:Iteration 24Q (3501.760000 sec): 3 clusters Score: Raw -17605712.060375 + Penalty 1140.709104 = -17604571.351271 nChanged 39 SP:Iteration 25Q (3502.610000 sec): 3 clusters Score: Raw -17605721.662110 + Penalty 1140.709104 = -17604580.953006 nChanged 35 SP:Iteration 26Q (3503.360000 sec): 3 clusters Score: Raw -17605727.783886 + Penalty 1140.709104 = -17604587.074782 nChanged 23 SP:Iteration 27Q (3504.020000 sec): 3 clusters Score: Raw -17605732.843621 + Penalty 1140.709104 = -17604592.134517 nChanged 23 SP:Iteration 28Q (3504.670000 sec): 3 clusters Score: Raw -17605738.065941 + Penalty 1140.709104 = -17604597.356837 nChanged 23 SP:Iteration 29Q (3505.400000 sec): 3 clusters Score: Raw -17605742.824652 + Penalty 1140.709104 = -17604602.115548 nChanged 18 SP:Iteration 30Q (3506.110000 sec): 3 clusters Score: Raw -17605746.095654 + Penalty 1140.709104 = -17604605.386550 nChanged 11 SP:Iteration 31Q (3506.920000 sec): 3 clusters Score: Raw -17605748.036712 + Penalty 1140.709104 = -17604607.327608 nChanged 13 SP:Iteration 32Q (3507.840000 sec): 3 clusters Score: Raw -17605749.564173 + Penalty 1140.709104 = -17604608.855069 nChanged 4 SP:Iteration 33Q (3508.740000 sec): 3 clusters Score: Raw -17605750.070288 + Penalty 1140.709104 = -17604609.361184 nChanged 7 SP:Iteration 34Q (3509.700000 sec): 3 clusters Score: Raw -17605750.943821 + Penalty 1140.709104 = -17604610.234717 nChanged 5 SP:Iteration 35Q (3510.480000 sec): 3 clusters Score: Raw -17605751.592359 + Penalty 1140.709104 = -17604610.883255 nChanged 2 SP:Iteration 36Q (3511.290000 sec): 3 clusters Score: Raw -17605751.850553 + Penalty 1140.709104 = -17604611.141449 nChanged 5 SP:Iteration 37Q (3512.160000 sec): 3 clusters Score: Raw -17605752.615926 + Penalty 1140.709104 = -17604611.906822 nChanged 2 SP:Iteration 38Q (3512.980000 sec): 3 clusters Score: Raw -17605752.889334 + Penalty 1140.709104 = -17604612.180230 nChanged 2 SP:Iteration 39Q (3513.660000 sec): 3 clusters Score: Raw -17605753.009322 + Penalty 1140.709104 = -17604612.300218 nChanged 0 SP:Iteration 40F (3514.390000 sec): 3 clusters Score: Raw -17605753.009322 + Penalty 1140.709104 = -17604612.300218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3514.620000 sec): 2 clusters Score: Raw -5858.304176 + Penalty 217.450119 = -5640.854057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3514.830000 sec): 3 clusters Score: Raw -5860.040410 + Penalty 434.900238 = -5425.140172 nChanged 25 SP:Iteration 1F (3515.000000 sec): 3 clusters Score: Raw -5933.914523 + Penalty 434.900238 = -5499.014285 nChanged 11 SP:Iteration 2F (3515.150000 sec): 3 clusters Score: Raw -6020.157467 + Penalty 434.900238 = -5585.257230 nChanged 6 SP:Iteration 3F (3515.350000 sec): 3 clusters Score: Raw -6074.377648 + Penalty 434.900238 = -5639.477410 nChanged 4 SP:Iteration 4Q (3515.500000 sec): 3 clusters Score: Raw -6106.976378 + Penalty 434.900238 = -5672.076140 nChanged 3 SP:Iteration 5Q (3515.680000 sec): 3 clusters Score: Raw -6137.256707 + Penalty 434.900238 = -5702.356469 nChanged 1 SP:Iteration 6Q (3515.810000 sec): 3 clusters Score: Raw -6139.609961 + Penalty 434.900238 = -5704.709723 nChanged 0 SP:Iteration 7F (3515.990000 sec): 3 clusters Score: Raw -6139.609961 + Penalty 434.900238 = -5704.709723 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3516.100000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3516.250000 sec): 3 clusters Score: Raw -9941.307382 + Penalty 464.087845 = -9477.219538 nChanged 46 SP:Iteration 1F (3516.440000 sec): 3 clusters Score: Raw -9998.749633 + Penalty 464.087845 = -9534.661788 nChanged 5 SP:Iteration 2Q (3516.590000 sec): 3 clusters Score: Raw -10005.597592 + Penalty 464.087845 = -9541.509747 nChanged 3 SP:Iteration 3Q (3516.790000 sec): 3 clusters Score: Raw -10011.195854 + Penalty 464.087845 = -9547.108009 nChanged 2 SP:Iteration 4Q (3516.950000 sec): 3 clusters Score: Raw -10013.572224 + Penalty 464.087845 = -9549.484379 nChanged 1 SP:Iteration 5Q (3517.160000 sec): 3 clusters Score: Raw -10014.298096 + Penalty 464.087845 = -9550.210251 nChanged 1 SP:Iteration 6Q (3517.300000 sec): 3 clusters Score: Raw -10016.623826 + Penalty 464.087845 = -9552.535981 nChanged 1 SP:Iteration 7Q (3517.500000 sec): 3 clusters Score: Raw -10018.149631 + Penalty 464.087845 = -9554.061786 nChanged 0 SP:Iteration 8F (3517.640000 sec): 3 clusters Score: Raw -10018.149631 + Penalty 464.087845 = -9554.061786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3517.750000 sec): 2 clusters Score: Raw -11734.621552 + Penalty 242.638705 = -11491.982847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3517.910000 sec): 3 clusters Score: Raw -11738.028632 + Penalty 485.277410 = -11252.751222 nChanged 57 SP:Iteration 1F (3518.080000 sec): 3 clusters Score: Raw -11804.609951 + Penalty 485.277410 = -11319.332541 nChanged 13 SP:Iteration 2F (3518.240000 sec): 3 clusters Score: Raw -11828.711627 + Penalty 485.277410 = -11343.434217 nChanged 11 SP:Iteration 3F (3518.420000 sec): 3 clusters Score: Raw -11860.431252 + Penalty 485.277410 = -11375.153842 nChanged 5 SP:Iteration 4Q (3518.610000 sec): 3 clusters Score: Raw -11873.057984 + Penalty 485.277410 = -11387.780574 nChanged 3 SP:Iteration 5Q (3518.790000 sec): 3 clusters Score: Raw -11876.505283 + Penalty 485.277410 = -11391.227873 nChanged 1 SP:Iteration 6Q (3518.980000 sec): 3 clusters Score: Raw -11876.684876 + Penalty 485.277410 = -11391.407466 nChanged 0 SP:Iteration 7F (3519.130000 sec): 3 clusters Score: Raw -11876.684876 + Penalty 485.277410 = -11391.407466 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3519.220000 sec): 2 clusters Score: Raw -16343.918157 + Penalty 255.230967 = -16088.687190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3519.400000 sec): 3 clusters Score: Raw -16263.642650 + Penalty 510.461933 = -15753.180716 nChanged 80 SP:Iteration 1F (3519.580000 sec): 3 clusters Score: Raw -16336.167345 + Penalty 510.461933 = -15825.705411 nChanged 17 SP:Iteration 2F (3519.760000 sec): 3 clusters Score: Raw -16370.049316 + Penalty 510.461933 = -15859.587383 nChanged 17 SP:Iteration 3F (3519.990000 sec): 3 clusters Score: Raw -16415.562582 + Penalty 510.461933 = -15905.100649 nChanged 22 SP:Iteration 4F (3520.180000 sec): 3 clusters Score: Raw -16460.986155 + Penalty 510.461933 = -15950.524222 nChanged 16 SP:Iteration 5F (3520.350000 sec): 3 clusters Score: Raw -16501.337647 + Penalty 510.461933 = -15990.875713 nChanged 17 SP:Iteration 6F (3520.530000 sec): 3 clusters Score: Raw -16561.096582 + Penalty 510.461933 = -16050.634649 nChanged 13 SP:Iteration 7Q (3520.680000 sec): 3 clusters Score: Raw -16619.246402 + Penalty 510.461933 = -16108.784469 nChanged 11 SP:Iteration 8Q (3520.900000 sec): 3 clusters Score: Raw -16642.697146 + Penalty 510.461933 = -16132.235212 nChanged 10 SP:Iteration 9Q (3521.060000 sec): 3 clusters Score: Raw -16661.973767 + Penalty 510.461933 = -16151.511833 nChanged 2 SP:Iteration 10Q (3521.210000 sec): 3 clusters Score: Raw -16664.768807 + Penalty 510.461933 = -16154.306874 nChanged 2 SP:Iteration 11Q (3521.440000 sec): 3 clusters Score: Raw -16667.206630 + Penalty 510.461933 = -16156.744697 nChanged 0 SP:Iteration 12F (3521.620000 sec): 3 clusters Score: Raw -16667.206630 + Penalty 510.461933 = -16156.744697 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3521.670000 sec): 2 clusters Score: Raw -106127.068973 + Penalty 342.121323 = -105784.947650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3521.850000 sec): 3 clusters Score: Raw -105138.730591 + Penalty 684.242646 = -104454.487945 nChanged 762 SP:Iteration 1F (3522.000000 sec): 3 clusters Score: Raw -105677.361072 + Penalty 684.242646 = -104993.118426 nChanged 172 SP:Iteration 2F (3522.160000 sec): 3 clusters Score: Raw -105779.539908 + Penalty 684.242646 = -105095.297262 nChanged 121 SP:Iteration 3F (3522.320000 sec): 3 clusters Score: Raw -105842.437610 + Penalty 684.242646 = -105158.194963 nChanged 92 SP:Iteration 4Q (3522.540000 sec): 3 clusters Score: Raw -105892.428129 + Penalty 684.242646 = -105208.185483 nChanged 75 SP:Iteration 5Q (3522.720000 sec): 3 clusters Score: Raw -105935.931191 + Penalty 684.242646 = -105251.688545 nChanged 86 SP:Iteration 6Q (3522.840000 sec): 3 clusters Score: Raw -106004.627474 + Penalty 684.242646 = -105320.384828 nChanged 84 SP:Iteration 7Q (3523.080000 sec): 3 clusters Score: Raw -106067.528354 + Penalty 684.242646 = -105383.285707 nChanged 63 SP:Iteration 8Q (3523.260000 sec): 3 clusters Score: Raw -106132.788948 + Penalty 684.242646 = -105448.546301 nChanged 56 SP:Iteration 9Q (3523.360000 sec): 3 clusters Score: Raw -106186.864966 + Penalty 684.242646 = -105502.622320 nChanged 39 SP:Iteration 10Q (3523.530000 sec): 3 clusters Score: Raw -106228.145952 + Penalty 684.242646 = -105543.903305 nChanged 36 SP:Iteration 11Q (3523.660000 sec): 3 clusters Score: Raw -106262.483589 + Penalty 684.242646 = -105578.240943 nChanged 31 SP:Iteration 12Q (3523.880000 sec): 3 clusters Score: Raw -106288.549918 + Penalty 684.242646 = -105604.307272 nChanged 22 SP:Iteration 13Q (3524.050000 sec): 3 clusters Score: Raw -106312.214376 + Penalty 684.242646 = -105627.971730 nChanged 17 SP:Iteration 14Q (3524.230000 sec): 3 clusters Score: Raw -106329.471172 + Penalty 684.242646 = -105645.228526 nChanged 13 SP:Iteration 15Q (3524.380000 sec): 3 clusters Score: Raw -106345.799459 + Penalty 684.242646 = -105661.556813 nChanged 15 SP:Iteration 16Q (3524.590000 sec): 3 clusters Score: Raw -106358.139264 + Penalty 684.242646 = -105673.896618 nChanged 14 SP:Iteration 17Q (3524.800000 sec): 3 clusters Score: Raw -106368.352682 + Penalty 684.242646 = -105684.110036 nChanged 4 SP:Iteration 18Q (3524.980000 sec): 3 clusters Score: Raw -106370.840703 + Penalty 684.242646 = -105686.598057 nChanged 4 SP:Iteration 19Q (3525.160000 sec): 3 clusters Score: Raw -106374.678930 + Penalty 684.242646 = -105690.436284 nChanged 3 SP:Iteration 20F (3525.350000 sec): 3 clusters Score: Raw -106376.023096 + Penalty 684.242646 = -105691.780450 nChanged 1 SP:Iteration 21Q (3525.510000 sec): 3 clusters Score: Raw -106376.578200 + Penalty 684.242646 = -105692.335553 nChanged 1 SP:Iteration 22Q (3525.680000 sec): 3 clusters Score: Raw -106377.435685 + Penalty 684.242646 = -105693.193039 nChanged 1 SP:Iteration 23Q (3525.830000 sec): 3 clusters Score: Raw -106377.697157 + Penalty 684.242646 = -105693.454511 nChanged 0 SP:Iteration 24F (3525.990000 sec): 3 clusters Score: Raw -106377.697157 + Penalty 684.242646 = -105693.454511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3526.060000 sec): 2 clusters Score: Raw -117912.104907 + Penalty 342.146004 = -117569.958903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3526.240000 sec): 3 clusters Score: Raw -116902.024244 + Penalty 684.292009 = -116217.732235 nChanged 770 SP:Iteration 1F (3526.430000 sec): 3 clusters Score: Raw -117385.960935 + Penalty 684.292009 = -116701.668926 nChanged 141 SP:Iteration 2F (3526.650000 sec): 3 clusters Score: Raw -117471.746138 + Penalty 684.292009 = -116787.454129 nChanged 113 SP:Iteration 3F (3526.800000 sec): 3 clusters Score: Raw -117551.837279 + Penalty 684.292009 = -116867.545270 nChanged 86 SP:Iteration 4Q (3527.010000 sec): 3 clusters Score: Raw -117622.119839 + Penalty 684.292009 = -116937.827831 nChanged 65 SP:Iteration 5Q (3527.150000 sec): 3 clusters Score: Raw -117670.386985 + Penalty 684.292009 = -116986.094976 nChanged 53 SP:Iteration 6Q (3527.350000 sec): 3 clusters Score: Raw -117707.561886 + Penalty 684.292009 = -117023.269877 nChanged 54 SP:Iteration 7Q (3527.490000 sec): 3 clusters Score: Raw -117738.711831 + Penalty 684.292009 = -117054.419822 nChanged 47 SP:Iteration 8Q (3527.680000 sec): 3 clusters Score: Raw -117769.764607 + Penalty 684.292009 = -117085.472598 nChanged 37 SP:Iteration 9Q (3527.860000 sec): 3 clusters Score: Raw -117793.487857 + Penalty 684.292009 = -117109.195849 nChanged 38 SP:Iteration 10Q (3528.080000 sec): 3 clusters Score: Raw -117808.729229 + Penalty 684.292009 = -117124.437221 nChanged 31 SP:Iteration 11Q (3528.230000 sec): 3 clusters Score: Raw -117827.006557 + Penalty 684.292009 = -117142.714548 nChanged 29 SP:Iteration 12Q (3528.380000 sec): 3 clusters Score: Raw -117842.167364 + Penalty 684.292009 = -117157.875355 nChanged 22 SP:Iteration 13Q (3528.560000 sec): 3 clusters Score: Raw -117855.733523 + Penalty 684.292009 = -117171.441515 nChanged 19 SP:Iteration 14Q (3528.770000 sec): 3 clusters Score: Raw -117866.967268 + Penalty 684.292009 = -117182.675259 nChanged 16 SP:Iteration 15Q (3528.970000 sec): 3 clusters Score: Raw -117876.462694 + Penalty 684.292009 = -117192.170686 nChanged 20 SP:Iteration 16Q (3529.150000 sec): 3 clusters Score: Raw -117886.567918 + Penalty 684.292009 = -117202.275909 nChanged 15 SP:Iteration 17Q (3529.310000 sec): 3 clusters Score: Raw -117895.580698 + Penalty 684.292009 = -117211.288690 nChanged 16 SP:Iteration 18Q (3529.460000 sec): 3 clusters Score: Raw -117904.565365 + Penalty 684.292009 = -117220.273356 nChanged 20 SP:Iteration 19Q (3529.670000 sec): 3 clusters Score: Raw -117921.344029 + Penalty 684.292009 = -117237.052021 nChanged 22 SP:Iteration 20F (3529.830000 sec): 3 clusters Score: Raw -117937.171828 + Penalty 684.292009 = -117252.879819 nChanged 10 SP:Iteration 21Q (3529.990000 sec): 3 clusters Score: Raw -117942.783563 + Penalty 684.292009 = -117258.491554 nChanged 13 SP:Iteration 22Q (3530.150000 sec): 3 clusters Score: Raw -117953.840359 + Penalty 684.292009 = -117269.548350 nChanged 11 SP:Iteration 23Q (3530.330000 sec): 3 clusters Score: Raw -117960.167503 + Penalty 684.292009 = -117275.875495 nChanged 13 SP:Iteration 24Q (3530.540000 sec): 3 clusters Score: Raw -117966.596813 + Penalty 684.292009 = -117282.304804 nChanged 6 SP:Iteration 25Q (3530.700000 sec): 3 clusters Score: Raw -117968.668143 + Penalty 684.292009 = -117284.376134 nChanged 2 SP:Iteration 26Q (3530.840000 sec): 3 clusters Score: Raw -117969.117580 + Penalty 684.292009 = -117284.825571 nChanged 1 SP:Iteration 27Q (3531.030000 sec): 3 clusters Score: Raw -117969.695783 + Penalty 684.292009 = -117285.403774 nChanged 0 SP:Iteration 28F (3531.160000 sec): 3 clusters Score: Raw -117969.695783 + Penalty 684.292009 = -117285.403774 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3531.250000 sec): 2 clusters Score: Raw -29025.203170 + Penalty 281.938208 = -28743.264962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3531.420000 sec): 3 clusters Score: Raw -28812.381794 + Penalty 563.876416 = -28248.505379 nChanged 171 SP:Iteration 1F (3531.640000 sec): 3 clusters Score: Raw -28974.376766 + Penalty 563.876416 = -28410.500351 nChanged 55 SP:Iteration 2F (3531.750000 sec): 3 clusters Score: Raw -29053.283921 + Penalty 563.876416 = -28489.407505 nChanged 44 SP:Iteration 3F (3531.940000 sec): 3 clusters Score: Raw -29177.490024 + Penalty 563.876416 = -28613.613609 nChanged 41 SP:Iteration 4F (3532.080000 sec): 3 clusters Score: Raw -29266.520927 + Penalty 563.876416 = -28702.644512 nChanged 31 SP:Iteration 5F (3532.230000 sec): 3 clusters Score: Raw -29364.374024 + Penalty 563.876416 = -28800.497608 nChanged 21 SP:Iteration 6Q (3532.420000 sec): 3 clusters Score: Raw -29432.944602 + Penalty 563.876416 = -28869.068186 nChanged 7 SP:Iteration 7Q (3532.600000 sec): 3 clusters Score: Raw -29447.789410 + Penalty 563.876416 = -28883.912994 nChanged 5 SP:Iteration 8Q (3532.750000 sec): 3 clusters Score: Raw -29455.823733 + Penalty 563.876416 = -28891.947317 nChanged 5 SP:Iteration 9Q (3532.930000 sec): 3 clusters Score: Raw -29465.474597 + Penalty 563.876416 = -28901.598182 nChanged 6 SP:Iteration 10Q (3533.110000 sec): 3 clusters Score: Raw -29474.799611 + Penalty 563.876416 = -28910.923196 nChanged 2 SP:Iteration 11Q (3533.310000 sec): 3 clusters Score: Raw -29479.362035 + Penalty 563.876416 = -28915.485619 nChanged 0 SP:Iteration 12F (3533.480000 sec): 3 clusters Score: Raw -29479.362035 + Penalty 563.876416 = -28915.485619 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3533.550000 sec): 2 clusters Score: Raw -47867.565345 + Penalty 309.153689 = -47558.411656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3533.710000 sec): 3 clusters Score: Raw -47440.113002 + Penalty 618.307379 = -46821.805623 nChanged 362 SP:Iteration 1F (3533.870000 sec): 3 clusters Score: Raw -47656.012183 + Penalty 618.307379 = -47037.704805 nChanged 93 SP:Iteration 2F (3534.060000 sec): 3 clusters Score: Raw -47724.226862 + Penalty 618.307379 = -47105.919483 nChanged 59 SP:Iteration 3F (3534.230000 sec): 3 clusters Score: Raw -47763.764915 + Penalty 618.307379 = -47145.457536 nChanged 33 SP:Iteration 4Q (3534.410000 sec): 3 clusters Score: Raw -47792.100064 + Penalty 618.307379 = -47173.792685 nChanged 37 SP:Iteration 5Q (3534.570000 sec): 3 clusters Score: Raw -47814.934505 + Penalty 618.307379 = -47196.627126 nChanged 30 SP:Iteration 6Q (3534.760000 sec): 3 clusters Score: Raw -47831.985224 + Penalty 618.307379 = -47213.677845 nChanged 19 SP:Iteration 7Q (3534.880000 sec): 3 clusters Score: Raw -47842.824341 + Penalty 618.307379 = -47224.516962 nChanged 17 SP:Iteration 8Q (3535.070000 sec): 3 clusters Score: Raw -47850.869654 + Penalty 618.307379 = -47232.562275 nChanged 18 SP:Iteration 9Q (3535.270000 sec): 3 clusters Score: Raw -47857.289130 + Penalty 618.307379 = -47238.981752 nChanged 12 SP:Iteration 10Q (3535.430000 sec): 3 clusters Score: Raw -47861.582175 + Penalty 618.307379 = -47243.274796 nChanged 7 SP:Iteration 11Q (3535.590000 sec): 3 clusters Score: Raw -47863.370176 + Penalty 618.307379 = -47245.062797 nChanged 2 SP:Iteration 12Q (3535.710000 sec): 3 clusters Score: Raw -47863.751605 + Penalty 618.307379 = -47245.444226 nChanged 1 SP:Iteration 13Q (3535.870000 sec): 3 clusters Score: Raw -47863.791936 + Penalty 618.307379 = -47245.484557 nChanged 0 SP:Iteration 14F (3536.090000 sec): 3 clusters Score: Raw -47863.791936 + Penalty 618.307379 = -47245.484557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.140000 sec): 2 clusters Score: Raw -5582.937737 + Penalty 217.450119 = -5365.487618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.330000 sec): 3 clusters Score: Raw -5590.069050 + Penalty 434.900238 = -5155.168812 nChanged 41 SP:Iteration 1F (3536.480000 sec): 3 clusters Score: Raw -5683.626519 + Penalty 434.900238 = -5248.726281 nChanged 8 SP:Iteration 2F (3536.680000 sec): 3 clusters Score: Raw -5706.773998 + Penalty 434.900238 = -5271.873760 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3536.750000 sec): 2 clusters Score: Raw -37081.186699 + Penalty 293.063068 = -36788.123631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3536.940000 sec): 3 clusters Score: Raw -36802.786469 + Penalty 586.126135 = -36216.660333 nChanged 218 SP:Iteration 1F (3537.100000 sec): 3 clusters Score: Raw -36985.932358 + Penalty 586.126135 = -36399.806223 nChanged 65 SP:Iteration 2F (3537.300000 sec): 3 clusters Score: Raw -37031.042870 + Penalty 586.126135 = -36444.916735 nChanged 28 SP:Iteration 3Q (3537.480000 sec): 3 clusters Score: Raw -37049.778896 + Penalty 586.126135 = -36463.652760 nChanged 20 SP:Iteration 4Q (3537.660000 sec): 3 clusters Score: Raw -37058.696055 + Penalty 586.126135 = -36472.569919 nChanged 15 SP:Iteration 5Q (3537.860000 sec): 3 clusters Score: Raw -37067.216424 + Penalty 586.126135 = -36481.090288 nChanged 10 SP:Iteration 6Q (3538.000000 sec): 3 clusters Score: Raw -37071.884847 + Penalty 586.126135 = -36485.758711 nChanged 7 SP:Iteration 7Q (3538.220000 sec): 3 clusters Score: Raw -37079.123009 + Penalty 586.126135 = -36492.996874 nChanged 16 SP:Iteration 8Q (3538.380000 sec): 3 clusters Score: Raw -37091.177031 + Penalty 586.126135 = -36505.050895 nChanged 15 SP:Iteration 9Q (3538.560000 sec): 3 clusters Score: Raw -37103.404385 + Penalty 586.126135 = -36517.278250 nChanged 13 SP:Iteration 10Q (3538.710000 sec): 3 clusters Score: Raw -37114.368316 + Penalty 586.126135 = -36528.242181 nChanged 17 SP:Iteration 11Q (3538.870000 sec): 3 clusters Score: Raw -37125.260394 + Penalty 586.126135 = -36539.134258 nChanged 6 SP:Iteration 12Q (3539.060000 sec): 3 clusters Score: Raw -37128.683486 + Penalty 586.126135 = -36542.557351 nChanged 3 SP:Iteration 13Q (3539.210000 sec): 3 clusters Score: Raw -37129.615198 + Penalty 586.126135 = -36543.489063 nChanged 2 SP:Iteration 14Q (3539.410000 sec): 3 clusters Score: Raw -37130.559371 + Penalty 586.126135 = -36544.433236 nChanged 1 SP:Iteration 15Q (3539.580000 sec): 3 clusters Score: Raw -37130.719999 + Penalty 586.126135 = -36544.593864 nChanged 1 SP:Iteration 16Q (3539.720000 sec): 3 clusters Score: Raw -37131.124457 + Penalty 586.126135 = -36544.998322 nChanged 1 SP:Iteration 17Q (3539.890000 sec): 3 clusters Score: Raw -37131.456983 + Penalty 586.126135 = -36545.330848 nChanged 1 SP:Iteration 18Q (3540.080000 sec): 3 clusters Score: Raw -37131.553811 + Penalty 586.126135 = -36545.427676 nChanged 0 SP:Iteration 19F (3540.220000 sec): 3 clusters Score: Raw -37131.553811 + Penalty 586.126135 = -36545.427676 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3540.320000 sec): 2 clusters Score: Raw -13058.503957 + Penalty 248.022250 = -12810.481708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3540.530000 sec): 3 clusters Score: Raw -12998.044954 + Penalty 496.044499 = -12502.000455 nChanged 65 SP:Iteration 1F (3540.690000 sec): 3 clusters Score: Raw -13075.116044 + Penalty 496.044499 = -12579.071545 nChanged 24 SP:Iteration 2F (3540.870000 sec): 3 clusters Score: Raw -13130.999765 + Penalty 496.044499 = -12634.955266 nChanged 21 SP:Iteration 3F (3541.000000 sec): 3 clusters Score: Raw -13174.310964 + Penalty 496.044499 = -12678.266464 nChanged 15 SP:Iteration 4F (3541.140000 sec): 3 clusters Score: Raw -13190.954472 + Penalty 496.044499 = -12694.909973 nChanged 4 SP:Iteration 5Q (3541.350000 sec): 3 clusters Score: Raw -13200.592933 + Penalty 496.044499 = -12704.548433 nChanged 2 SP:Iteration 6Q (3541.480000 sec): 3 clusters Score: Raw -13207.328509 + Penalty 496.044499 = -12711.284010 nChanged 4 SP:Iteration 7Q (3541.680000 sec): 3 clusters Score: Raw -13211.540430 + Penalty 496.044499 = -12715.495931 nChanged 0 SP:Iteration 8F (3541.840000 sec): 3 clusters Score: Raw -13211.540430 + Penalty 496.044499 = -12715.495931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3541.940000 sec): 2 clusters Score: Raw -12778.449809 + Penalty 250.861008 = -12527.588801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3542.110000 sec): 3 clusters Score: Raw -12706.785592 + Penalty 501.722016 = -12205.063576 nChanged 76 SP:Iteration 1F (3542.260000 sec): 3 clusters Score: Raw -12812.545552 + Penalty 501.722016 = -12310.823536 nChanged 28 SP:Iteration 2F (3542.430000 sec): 3 clusters Score: Raw -12860.762408 + Penalty 501.722016 = -12359.040392 nChanged 19 SP:Iteration 3F (3542.600000 sec): 3 clusters Score: Raw -12890.919557 + Penalty 501.722016 = -12389.197541 nChanged 11 SP:Iteration 4Q (3542.790000 sec): 3 clusters Score: Raw -12911.161740 + Penalty 501.722016 = -12409.439724 nChanged 4 SP:Iteration 5Q (3542.980000 sec): 3 clusters Score: Raw -12917.326341 + Penalty 501.722016 = -12415.604325 nChanged 1 SP:Iteration 6Q (3543.150000 sec): 3 clusters Score: Raw -12923.422992 + Penalty 501.722016 = -12421.700976 nChanged 0 SP:Iteration 7F (3543.330000 sec): 3 clusters Score: Raw -12923.422992 + Penalty 501.722016 = -12421.700976 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3543.400000 sec): 2 clusters Score: Raw -9635.232340 + Penalty 231.765634 = -9403.466706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3543.600000 sec): 3 clusters Score: Raw -9608.847498 + Penalty 463.531268 = -9145.316230 nChanged 35 SP:Iteration 1F (3543.770000 sec): 3 clusters Score: Raw -9657.015790 + Penalty 463.531268 = -9193.484522 nChanged 11 SP:Iteration 2F (3543.930000 sec): 3 clusters Score: Raw -9669.249301 + Penalty 463.531268 = -9205.718033 nChanged 2 SP:Iteration 3Q (3544.100000 sec): 3 clusters Score: Raw -9671.855928 + Penalty 463.531268 = -9208.324660 nChanged 2 SP:Iteration 4Q (3544.240000 sec): 3 clusters Score: Raw -9679.017789 + Penalty 463.531268 = -9215.486520 nChanged 2 SP:Iteration 5Q (3544.390000 sec): 3 clusters Score: Raw -9680.194427 + Penalty 463.531268 = -9216.663159 nChanged 1 SP:Iteration 6Q (3544.540000 sec): 3 clusters Score: Raw -9680.787999 + Penalty 463.531268 = -9217.256731 nChanged 0 SP:Iteration 7F (3544.740000 sec): 3 clusters Score: Raw -9680.787999 + Penalty 463.531268 = -9217.256731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3544.790000 sec): 2 clusters Score: Raw -7251.462621 + Penalty 227.983906 = -7023.478715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3544.940000 sec): 3 clusters Score: Raw -7258.870796 + Penalty 455.967812 = -6802.902985 nChanged 43 SP:Iteration 1F (3545.100000 sec): 3 clusters Score: Raw -7320.679757 + Penalty 455.967812 = -6864.711945 nChanged 8 SP:Iteration 2F (3545.240000 sec): 3 clusters Score: Raw -7340.354141 + Penalty 455.967812 = -6884.386329 nChanged 9 SP:Iteration 3F (3545.390000 sec): 3 clusters Score: Raw -7360.900226 + Penalty 455.967812 = -6904.932414 nChanged 6 SP:Iteration 4Q (3545.580000 sec): 3 clusters Score: Raw -7370.850865 + Penalty 455.967812 = -6914.883053 nChanged 4 SP:Iteration 5Q (3545.720000 sec): 3 clusters Score: Raw -7375.932731 + Penalty 455.967812 = -6919.964919 nChanged 2 SP:Iteration 6Q (3545.880000 sec): 3 clusters Score: Raw -7381.326338 + Penalty 455.967812 = -6925.358526 nChanged 1 SP:Iteration 7Q (3546.050000 sec): 3 clusters Score: Raw -7385.009013 + Penalty 455.967812 = -6929.041201 nChanged 1 SP:Iteration 8Q (3546.240000 sec): 3 clusters Score: Raw -7385.988401 + Penalty 455.967812 = -6930.020589 nChanged 0 SP:Iteration 9F (3546.420000 sec): 3 clusters Score: Raw -7385.988401 + Penalty 455.967812 = -6930.020589 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3546.510000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3546.660000 sec): 3 clusters Score: Raw -5414.082315 + Penalty 414.402797 = -4999.679518 nChanged 21 SP:Iteration 1F (3546.850000 sec): 3 clusters Score: Raw -5470.176498 + Penalty 414.402797 = -5055.773701 nChanged 7 SP:Iteration 2F (3547.000000 sec): 3 clusters Score: Raw -5498.077957 + Penalty 414.402797 = -5083.675160 nChanged 3 SP:Iteration 3Q (3547.190000 sec): 3 clusters Score: Raw -5514.413118 + Penalty 414.402797 = -5100.010321 nChanged 2 SP:Iteration 4Q (3547.400000 sec): 3 clusters Score: Raw -5527.810949 + Penalty 414.402797 = -5113.408152 nChanged 2 SP:Iteration 5Q (3547.540000 sec): 3 clusters Score: Raw -5540.961751 + Penalty 414.402797 = -5126.558953 nChanged 1 SP:Iteration 6Q (3547.700000 sec): 3 clusters Score: Raw -5542.566025 + Penalty 414.402797 = -5128.163228 nChanged 0 SP:Iteration 7F (3547.920000 sec): 3 clusters Score: Raw -5542.566025 + Penalty 414.402797 = -5128.163228 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3548.020000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3548.180000 sec): 3 clusters Score: Raw -11178.580839 + Penalty 476.030884 = -10702.549954 nChanged 44 SP:Iteration 1F (3548.350000 sec): 3 clusters Score: Raw -11229.615408 + Penalty 476.030884 = -10753.584524 nChanged 11 SP:Iteration 2F (3548.520000 sec): 3 clusters Score: Raw -11242.774652 + Penalty 476.030884 = -10766.743767 nChanged 5 SP:Iteration 3Q (3548.730000 sec): 3 clusters Score: Raw -11249.852994 + Penalty 476.030884 = -10773.822110 nChanged 7 SP:Iteration 4Q (3548.890000 sec): 3 clusters Score: Raw -11256.249121 + Penalty 476.030884 = -10780.218237 nChanged 5 SP:Iteration 5Q (3549.050000 sec): 3 clusters Score: Raw -11260.902593 + Penalty 476.030884 = -10784.871708 nChanged 0 SP:Iteration 6F (3549.240000 sec): 3 clusters Score: Raw -11260.902593 + Penalty 476.030884 = -10784.871708 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3549.330000 sec): 2 clusters Score: Raw -30445.103032 + Penalty 285.501672 = -30159.601360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3549.460000 sec): 3 clusters Score: Raw -30236.926199 + Penalty 571.003344 = -29665.922855 nChanged 192 SP:Iteration 1F (3549.650000 sec): 3 clusters Score: Raw -30361.421894 + Penalty 571.003344 = -29790.418550 nChanged 46 SP:Iteration 2F (3549.830000 sec): 3 clusters Score: Raw -30394.291077 + Penalty 571.003344 = -29823.287733 nChanged 18 SP:Iteration 3Q (3549.990000 sec): 3 clusters Score: Raw -30405.695434 + Penalty 571.003344 = -29834.692090 nChanged 14 SP:Iteration 4Q (3550.150000 sec): 3 clusters Score: Raw -30412.724380 + Penalty 571.003344 = -29841.721036 nChanged 7 SP:Iteration 5Q (3550.340000 sec): 3 clusters Score: Raw -30417.839062 + Penalty 571.003344 = -29846.835718 nChanged 3 SP:Iteration 6Q (3550.490000 sec): 3 clusters Score: Raw -30418.615677 + Penalty 571.003344 = -29847.612333 nChanged 0 SP:Iteration 7F (3550.680000 sec): 3 clusters Score: Raw -30418.615677 + Penalty 571.003344 = -29847.612333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3550.740000 sec): 2 clusters Score: Raw -7180.772168 + Penalty 217.450119 = -6963.322049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3550.950000 sec): 3 clusters Score: Raw -7181.815965 + Penalty 434.900238 = -6746.915727 nChanged 21 SP:Iteration 1F (3551.100000 sec): 3 clusters Score: Raw -7227.788011 + Penalty 434.900238 = -6792.887773 nChanged 3 SP:Iteration 2Q (3551.290000 sec): 3 clusters Score: Raw -7231.307719 + Penalty 434.900238 = -6796.407481 nChanged 1 SP:Iteration 3Q (3551.430000 sec): 3 clusters Score: Raw -7234.257128 + Penalty 434.900238 = -6799.356890 nChanged 0 SP:Iteration 4F (3551.620000 sec): 3 clusters Score: Raw -7234.257128 + Penalty 434.900238 = -6799.356890 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3551.720000 sec): 2 clusters Score: Raw -6323.365115 + Penalty 212.613712 = -6110.751403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3551.860000 sec): 3 clusters Score: Raw -6337.094648 + Penalty 425.227424 = -5911.867224 nChanged 22 SP:Iteration 1F (3552.040000 sec): 3 clusters Score: Raw -6370.974358 + Penalty 425.227424 = -5945.746934 nChanged 4 SP:Iteration 2Q (3552.220000 sec): 3 clusters Score: Raw -6380.671620 + Penalty 425.227424 = -5955.444196 nChanged 3 SP:Iteration 3Q (3552.410000 sec): 3 clusters Score: Raw -6383.508502 + Penalty 425.227424 = -5958.281078 nChanged 0 SP:Iteration 4F (3552.580000 sec): 3 clusters Score: Raw -6383.508502 + Penalty 425.227424 = -5958.281078 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3552.640000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3552.850000 sec): 3 clusters Score: Raw -2131.903353 + Penalty 328.593530 = -1803.309823 nChanged 2 SP:Iteration 1F (3552.990000 sec): 3 clusters Score: Raw -2142.625662 + Penalty 328.593530 = -1814.032131 nChanged 0 Deleting Class 8 (64 points): Lose 478.966888 but Gain 586.233529 Iteration 139Q (3581.250000 sec): 71 clusters Score: Raw -24036963.410410 + Penalty 41036.347033 = -23995927.063377 nChanged 138 Deleting Class 64 (43 points): Lose 536.347749 but Gain 586.233529 Iteration 140F (3615.860000 sec): 70 clusters Score: Raw -24036965.145852 + Penalty 40450.113504 = -23996515.032348 nChanged 176 Iteration 141Q (3643.500000 sec): 70 clusters Score: Raw -24037404.171213 + Penalty 40450.113504 = -23996954.057709 nChanged 94 Iteration 142Q (3670.540000 sec): 70 clusters Score: Raw -24037508.667440 + Penalty 40450.113504 = -23997058.553936 nChanged 72 Iteration 143Q (3698.320000 sec): 70 clusters Score: Raw -24037537.437165 + Penalty 40450.113504 = -23997087.323661 nChanged 50 Iteration 144Q (3725.640000 sec): 70 clusters Score: Raw -24037554.840488 + Penalty 40450.113504 = -23997104.726984 nChanged 45 Iteration 145Q (3750.910000 sec): 70 clusters Score: Raw -24037572.750805 + Penalty 40450.113504 = -23997122.637301 nChanged 60 Iteration 146Q (3777.760000 sec): 70 clusters Score: Raw -24037598.088710 + Penalty 40450.113504 = -23997147.975206 nChanged 58 Iteration 147Q (3803.190000 sec): 70 clusters Score: Raw -24037621.480092 + Penalty 40450.113504 = -23997171.366588 nChanged 58 Iteration 148Q (3828.180000 sec): 70 clusters Score: Raw -24037638.648482 + Penalty 40450.113504 = -23997188.534978 nChanged 58 Iteration 149Q (3854.290000 sec): 70 clusters Score: Raw -24037648.724738 + Penalty 40450.113504 = -23997198.611234 nChanged 40 Iteration 150Q (3876.160000 sec): 70 clusters Score: Raw -24037651.825163 + Penalty 40450.113504 = -23997201.711659 nChanged 30 Iteration 151Q (3900.820000 sec): 70 clusters Score: Raw -24037652.581237 + Penalty 40450.113504 = -23997202.467733 nChanged 33 Iteration 152Q (3927.810000 sec): 70 clusters Score: Raw -24037653.217305 + Penalty 40450.113504 = -23997203.103801 nChanged 21 Iteration 153Q (3953.870000 sec): 70 clusters Score: Raw -24037653.796850 + Penalty 40450.113504 = -23997203.683346 nChanged 20 Iteration 154Q (3980.960000 sec): 70 clusters Score: Raw -24037654.387110 + Penalty 40450.113504 = -23997204.273606 nChanged 16 Iteration 155Q (4004.880000 sec): 70 clusters Score: Raw -24037654.775297 + Penalty 40450.113504 = -23997204.661793 nChanged 16 Iteration 156Q (4028.370000 sec): 70 clusters Score: Raw -24037655.113881 + Penalty 40450.113504 = -23997205.000377 nChanged 17 Iteration 157Q (4054.580000 sec): 70 clusters Score: Raw -24037655.514847 + Penalty 40450.113504 = -23997205.401343 nChanged 18 Iteration 158Q (4086.570000 sec): 70 clusters Score: Raw -24037655.804571 + Penalty 40450.113504 = -23997205.691067 nChanged 14 Iteration 159Q (4115.720000 sec): 70 clusters Score: Raw -24037656.088785 + Penalty 40450.113504 = -23997205.975281 nChanged 16 Iteration 160F (4150.360000 sec): 70 clusters Score: Raw -24037664.335263 + Penalty 40450.113504 = -23997214.221759 nChanged 17 Iteration 161Q (4180.080000 sec): 70 clusters Score: Raw -24037666.671014 + Penalty 40450.113504 = -23997216.557510 nChanged 18 Iteration 162Q (4209.310000 sec): 70 clusters Score: Raw -24037668.829330 + Penalty 40450.113504 = -23997218.715826 nChanged 14 Iteration 163Q (4238.830000 sec): 70 clusters Score: Raw -24037669.332081 + Penalty 40450.113504 = -23997219.218577 nChanged 13 Iteration 164Q (4268.160000 sec): 70 clusters Score: Raw -24037669.600802 + Penalty 40450.113504 = -23997219.487298 nChanged 11 Iteration 165Q (4298.250000 sec): 70 clusters Score: Raw -24037669.748989 + Penalty 40450.113504 = -23997219.635485 nChanged 10 Iteration 166Q (4328.710000 sec): 70 clusters Score: Raw -24037669.948702 + Penalty 40450.113504 = -23997219.835199 nChanged 11 Iteration 167Q (4359.060000 sec): 70 clusters Score: Raw -24037670.067022 + Penalty 40450.113504 = -23997219.953518 nChanged 9 Iteration 168Q (4388.920000 sec): 70 clusters Score: Raw -24037670.169249 + Penalty 40450.113504 = -23997220.055745 nChanged 12 Iteration 169Q (4419.600000 sec): 70 clusters Score: Raw -24037670.397646 + Penalty 40450.113504 = -23997220.284142 nChanged 13 Iteration 170Q (4450.940000 sec): 70 clusters Score: Raw -24037670.616019 + Penalty 40450.113504 = -23997220.502516 nChanged 11 Iteration 171Q (4481.840000 sec): 70 clusters Score: Raw -24037670.704829 + Penalty 40450.113504 = -23997220.591325 nChanged 9 Iteration 172Q (4513.110000 sec): 70 clusters Score: Raw -24037670.861049 + Penalty 40450.113504 = -23997220.747545 nChanged 8 Iteration 173Q (4540.870000 sec): 70 clusters Score: Raw -24037670.943777 + Penalty 40450.113504 = -23997220.830273 nChanged 8 Iteration 174Q (4568.970000 sec): 70 clusters Score: Raw -24037670.997443 + Penalty 40450.113504 = -23997220.883939 nChanged 6 Iteration 175Q (4594.940000 sec): 70 clusters Score: Raw -24037671.041497 + Penalty 40450.113504 = -23997220.927993 nChanged 2 Iteration 176Q (4623.330000 sec): 70 clusters Score: Raw -24037671.098745 + Penalty 40450.113504 = -23997220.985241 nChanged 5 Iteration 177Q (4650.320000 sec): 70 clusters Score: Raw -24037671.234246 + Penalty 40450.113504 = -23997221.120742 nChanged 11 Iteration 178Q (4679.000000 sec): 70 clusters Score: Raw -24037671.503629 + Penalty 40450.113504 = -23997221.390125 nChanged 11 Writing temp clu file Because OldScore, -23997221.120742, is greater than current (better) Score,-23997221.390125 Compute initial score before splitting: Score: Raw -24037671.503629 + Penalty 40450.113504 = -23997221.390125 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4679.240000 sec): 2 clusters Score: Raw -1722657.955647 + Penalty 464.920947 = -1722193.034700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4679.530000 sec): 3 clusters Score: Raw -1704821.592697 + Penalty 929.841893 = -1703891.750804 nChanged 13026 SP:Iteration 1F (4679.780000 sec): 3 clusters Score: Raw -1712792.198715 + Penalty 929.841893 = -1711862.356822 nChanged 1183 SP:Iteration 2Q (4680.030000 sec): 3 clusters Score: Raw -1713229.183992 + Penalty 929.841893 = -1712299.342099 nChanged 1267 SP:Iteration 3Q (4680.300000 sec): 3 clusters Score: Raw -1713829.740970 + Penalty 929.841893 = -1712899.899077 nChanged 1408 SP:Iteration 4F (4680.560000 sec): 3 clusters Score: Raw -1714752.203971 + Penalty 929.841893 = -1713822.362077 nChanged 1579 SP:Iteration 5F (4680.830000 sec): 3 clusters Score: Raw -1715896.963125 + Penalty 929.841893 = -1714967.121231 nChanged 1606 SP:Iteration 6F (4681.070000 sec): 3 clusters Score: Raw -1716944.334982 + Penalty 929.841893 = -1716014.493089 nChanged 1273 SP:Iteration 7Q (4681.340000 sec): 3 clusters Score: Raw -1717482.670162 + Penalty 929.841893 = -1716552.828269 nChanged 776 SP:Iteration 8Q (4681.580000 sec): 3 clusters Score: Raw -1717650.389378 + Penalty 929.841893 = -1716720.547484 nChanged 417 SP:Iteration 9Q (4681.860000 sec): 3 clusters Score: Raw -1717706.370899 + Penalty 929.841893 = -1716776.529005 nChanged 253 SP:Iteration 10Q (4682.120000 sec): 3 clusters Score: Raw -1717734.941932 + Penalty 929.841893 = -1716805.100038 nChanged 191 SP:Iteration 11Q (4682.390000 sec): 3 clusters Score: Raw -1717760.590783 + Penalty 929.841893 = -1716830.748889 nChanged 178 SP:Iteration 12Q (4682.700000 sec): 3 clusters Score: Raw -1717784.835299 + Penalty 929.841893 = -1716854.993405 nChanged 199 SP:Iteration 13Q (4683.050000 sec): 3 clusters Score: Raw -1717812.467268 + Penalty 929.841893 = -1716882.625374 nChanged 192 SP:Iteration 14Q (4683.290000 sec): 3 clusters Score: Raw -1717841.738517 + Penalty 929.841893 = -1716911.896623 nChanged 202 SP:Iteration 15Q (4683.520000 sec): 3 clusters Score: Raw -1717872.860112 + Penalty 929.841893 = -1716943.018218 nChanged 214 SP:Iteration 16Q (4683.780000 sec): 3 clusters Score: Raw -1717900.350328 + Penalty 929.841893 = -1716970.508434 nChanged 198 SP:Iteration 17Q (4684.040000 sec): 3 clusters Score: Raw -1717923.846411 + Penalty 929.841893 = -1716994.004517 nChanged 186 SP:Iteration 18Q (4684.260000 sec): 3 clusters Score: Raw -1717945.531962 + Penalty 929.841893 = -1717015.690069 nChanged 170 SP:Iteration 19Q (4684.500000 sec): 3 clusters Score: Raw -1717968.072087 + Penalty 929.841893 = -1717038.230194 nChanged 200 SP:Iteration 20F (4684.760000 sec): 3 clusters Score: Raw -1717993.616031 + Penalty 929.841893 = -1717063.774137 nChanged 187 SP:Iteration 21Q (4685.060000 sec): 3 clusters Score: Raw -1718014.897006 + Penalty 929.841893 = -1717085.055113 nChanged 146 SP:Iteration 22Q (4685.280000 sec): 3 clusters Score: Raw -1718027.961064 + Penalty 929.841893 = -1717098.119170 nChanged 131 SP:Iteration 23Q (4685.520000 sec): 3 clusters Score: Raw -1718041.247561 + Penalty 929.841893 = -1717111.405668 nChanged 133 SP:Iteration 24Q (4685.780000 sec): 3 clusters Score: Raw -1718053.681931 + Penalty 929.841893 = -1717123.840038 nChanged 126 SP:Iteration 25Q (4686.040000 sec): 3 clusters Score: Raw -1718064.022138 + Penalty 929.841893 = -1717134.180244 nChanged 101 SP:Iteration 26Q (4686.350000 sec): 3 clusters Score: Raw -1718072.621455 + Penalty 929.841893 = -1717142.779561 nChanged 106 SP:Iteration 27Q (4686.600000 sec): 3 clusters Score: Raw -1718080.244819 + Penalty 929.841893 = -1717150.402925 nChanged 103 SP:Iteration 28Q (4686.930000 sec): 3 clusters Score: Raw -1718088.385953 + Penalty 929.841893 = -1717158.544060 nChanged 101 SP:Iteration 29Q (4687.180000 sec): 3 clusters Score: Raw -1718094.989705 + Penalty 929.841893 = -1717165.147812 nChanged 86 SP:Iteration 30Q (4687.530000 sec): 3 clusters Score: Raw -1718101.041061 + Penalty 929.841893 = -1717171.199168 nChanged 96 SP:Iteration 31Q (4687.800000 sec): 3 clusters Score: Raw -1718108.489083 + Penalty 929.841893 = -1717178.647190 nChanged 90 SP:Iteration 32Q (4688.080000 sec): 3 clusters Score: Raw -1718114.985841 + Penalty 929.841893 = -1717185.143948 nChanged 108 SP:Iteration 33Q (4688.300000 sec): 3 clusters Score: Raw -1718122.570693 + Penalty 929.841893 = -1717192.728799 nChanged 103 SP:Iteration 34Q (4688.640000 sec): 3 clusters Score: Raw -1718131.157180 + Penalty 929.841893 = -1717201.315287 nChanged 101 SP:Iteration 35Q (4688.930000 sec): 3 clusters Score: Raw -1718138.477729 + Penalty 929.841893 = -1717208.635835 nChanged 94 SP:Iteration 36Q (4689.220000 sec): 3 clusters Score: Raw -1718144.830375 + Penalty 929.841893 = -1717214.988481 nChanged 105 SP:Iteration 37Q (4689.510000 sec): 3 clusters Score: Raw -1718152.871098 + Penalty 929.841893 = -1717223.029204 nChanged 111 SP:Iteration 38Q (4689.740000 sec): 3 clusters Score: Raw -1718162.460784 + Penalty 929.841893 = -1717232.618891 nChanged 134 SP:Iteration 39Q (4690.000000 sec): 3 clusters Score: Raw -1718176.548249 + Penalty 929.841893 = -1717246.706355 nChanged 163 SP:Iteration 40F (4690.270000 sec): 3 clusters Score: Raw -1718194.165984 + Penalty 929.841893 = -1717264.324090 nChanged 160 SP:Iteration 41Q (4690.480000 sec): 3 clusters Score: Raw -1718212.501532 + Penalty 929.841893 = -1717282.659638 nChanged 164 SP:Iteration 42Q (4690.710000 sec): 3 clusters Score: Raw -1718230.847238 + Penalty 929.841893 = -1717301.005344 nChanged 169 SP:Iteration 43Q (4690.940000 sec): 3 clusters Score: Raw -1718250.242685 + Penalty 929.841893 = -1717320.400791 nChanged 185 SP:Iteration 44Q (4691.230000 sec): 3 clusters Score: Raw -1718274.253889 + Penalty 929.841893 = -1717344.411996 nChanged 219 SP:Iteration 45Q (4691.510000 sec): 3 clusters Score: Raw -1718306.274652 + Penalty 929.841893 = -1717376.432758 nChanged 249 SP:Iteration 46Q (4691.810000 sec): 3 clusters Score: Raw -1718343.749201 + Penalty 929.841893 = -1717413.907308 nChanged 246 SP:Iteration 47Q (4692.080000 sec): 3 clusters Score: Raw -1718382.584638 + Penalty 929.841893 = -1717452.742744 nChanged 267 SP:Iteration 48Q (4692.340000 sec): 3 clusters Score: Raw -1718427.056801 + Penalty 929.841893 = -1717497.214908 nChanged 308 SP:Iteration 49Q (4692.580000 sec): 3 clusters Score: Raw -1718487.227356 + Penalty 929.841893 = -1717557.385462 nChanged 335 SP:Iteration 50Q (4692.880000 sec): 3 clusters Score: Raw -1718560.070643 + Penalty 929.841893 = -1717630.228750 nChanged 355 SP:Iteration 51Q (4693.140000 sec): 3 clusters Score: Raw -1718642.702948 + Penalty 929.841893 = -1717712.861054 nChanged 417 SP:Iteration 52Q (4693.350000 sec): 3 clusters Score: Raw -1718748.882151 + Penalty 929.841893 = -1717819.040258 nChanged 422 SP:Iteration 53Q (4693.640000 sec): 3 clusters Score: Raw -1718862.246881 + Penalty 929.841893 = -1717932.404988 nChanged 457 SP:Iteration 54Q (4693.860000 sec): 3 clusters Score: Raw -1719010.310780 + Penalty 929.841893 = -1718080.468887 nChanged 502 SP:Iteration 55Q (4694.170000 sec): 3 clusters Score: Raw -1719178.833061 + Penalty 929.841893 = -1718248.991168 nChanged 538 SP:Iteration 56Q (4694.400000 sec): 3 clusters Score: Raw -1719379.264576 + Penalty 929.841893 = -1718449.422682 nChanged 562 SP:Iteration 57Q (4694.650000 sec): 3 clusters Score: Raw -1719620.236632 + Penalty 929.841893 = -1718690.394739 nChanged 586 SP:Iteration 58Q (4695.020000 sec): 3 clusters Score: Raw -1719899.821207 + Penalty 929.841893 = -1718969.979313 nChanged 597 SP:Iteration 59Q (4695.300000 sec): 3 clusters Score: Raw -1720212.316676 + Penalty 929.841893 = -1719282.474783 nChanged 585 SP:Iteration 60F (4695.620000 sec): 3 clusters Score: Raw -1720537.212164 + Penalty 929.841893 = -1719607.370270 nChanged 522 SP:Iteration 61Q (4695.920000 sec): 3 clusters Score: Raw -1720838.992373 + Penalty 929.841893 = -1719909.150479 nChanged 509 SP:Iteration 62Q (4696.210000 sec): 3 clusters Score: Raw -1721163.445997 + Penalty 929.841893 = -1720233.604104 nChanged 449 SP:Iteration 63Q (4696.450000 sec): 3 clusters Score: Raw -1721444.764368 + Penalty 929.841893 = -1720514.922474 nChanged 402 SP:Iteration 64Q (4696.670000 sec): 3 clusters Score: Raw -1721711.825060 + Penalty 929.841893 = -1720781.983167 nChanged 356 SP:Iteration 65Q (4696.940000 sec): 3 clusters Score: Raw -1721957.488865 + Penalty 929.841893 = -1721027.646972 nChanged 306 SP:Iteration 66Q (4697.190000 sec): 3 clusters Score: Raw -1722168.954505 + Penalty 929.841893 = -1721239.112612 nChanged 242 SP:Iteration 67Q (4697.480000 sec): 3 clusters Score: Raw -1722356.152521 + Penalty 929.841893 = -1721426.310627 nChanged 193 SP:Iteration 68Q (4697.770000 sec): 3 clusters Score: Raw -1722506.530035 + Penalty 929.841893 = -1721576.688141 nChanged 109 SP:Iteration 69Q (4698.010000 sec): 3 clusters Score: Raw -1722591.098441 + Penalty 929.841893 = -1721661.256547 nChanged 71 SP:Iteration 70Q (4698.280000 sec): 3 clusters Score: Raw -1722652.184275 + Penalty 929.841893 = -1721722.342381 nChanged 34 SP:Iteration 71Q (4698.550000 sec): 3 clusters Score: Raw -1722674.947234 + Penalty 929.841893 = -1721745.105341 nChanged 15 SP:Iteration 72Q (4698.790000 sec): 3 clusters Score: Raw -1722687.847379 + Penalty 929.841893 = -1721758.005485 nChanged 9 SP:Iteration 73Q (4699.060000 sec): 3 clusters Score: Raw -1722697.884054 + Penalty 929.841893 = -1721768.042161 nChanged 6 SP:Iteration 74Q (4699.350000 sec): 3 clusters Score: Raw -1722709.085870 + Penalty 929.841893 = -1721779.243977 nChanged 6 SP:Iteration 75Q (4699.660000 sec): 3 clusters Score: Raw -1722719.945464 + Penalty 929.841893 = -1721790.103571 nChanged 4 SP:Iteration 76Q (4699.910000 sec): 3 clusters Score: Raw -1722726.771301 + Penalty 929.841893 = -1721796.929407 nChanged 5 SP:Iteration 77Q (4700.230000 sec): 3 clusters Score: Raw -1722734.936537 + Penalty 929.841893 = -1721805.094643 nChanged 5 SP:Iteration 78Q (4700.530000 sec): 3 clusters Score: Raw -1722741.625763 + Penalty 929.841893 = -1721811.783869 nChanged 6 SP:Iteration 79Q (4700.790000 sec): 3 clusters Score: Raw -1722748.348615 + Penalty 929.841893 = -1721818.506722 nChanged 2 SP:Iteration 80F (4701.090000 sec): 3 clusters Score: Raw -1722750.937370 + Penalty 929.841893 = -1721821.095476 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4701.260000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4701.430000 sec): 3 clusters Score: Raw -19853.578158 + Penalty 530.967777 = -19322.610381 nChanged 119 SP:Iteration 1F (4701.590000 sec): 3 clusters Score: Raw -19953.499235 + Penalty 530.967777 = -19422.531458 nChanged 33 SP:Iteration 2F (4701.820000 sec): 3 clusters Score: Raw -19985.581671 + Penalty 530.967777 = -19454.613894 nChanged 16 SP:Iteration 3Q (4701.990000 sec): 3 clusters Score: Raw -20001.579538 + Penalty 530.967777 = -19470.611761 nChanged 12 SP:Iteration 4Q (4702.180000 sec): 3 clusters Score: Raw -20018.857272 + Penalty 530.967777 = -19487.889495 nChanged 8 SP:Iteration 5Q (4702.330000 sec): 3 clusters Score: Raw -20030.492060 + Penalty 530.967777 = -19499.524283 nChanged 12 SP:Iteration 6Q (4702.500000 sec): 3 clusters Score: Raw -20041.972695 + Penalty 530.967777 = -19511.004918 nChanged 6 SP:Iteration 7Q (4702.700000 sec): 3 clusters Score: Raw -20045.921172 + Penalty 530.967777 = -19514.953395 nChanged 3 SP:Iteration 8Q (4702.920000 sec): 3 clusters Score: Raw -20055.369483 + Penalty 530.967777 = -19524.401706 nChanged 3 SP:Iteration 9Q (4703.150000 sec): 3 clusters Score: Raw -20058.388487 + Penalty 530.967777 = -19527.420710 nChanged 7 SP:Iteration 10Q (4703.330000 sec): 3 clusters Score: Raw -20066.520554 + Penalty 530.967777 = -19535.552777 nChanged 7 SP:Iteration 11Q (4703.500000 sec): 3 clusters Score: Raw -20078.734554 + Penalty 530.967777 = -19547.766777 nChanged 6 SP:Iteration 12Q (4703.710000 sec): 3 clusters Score: Raw -20088.209345 + Penalty 530.967777 = -19557.241568 nChanged 6 SP:Iteration 13Q (4703.900000 sec): 3 clusters Score: Raw -20098.391174 + Penalty 530.967777 = -19567.423397 nChanged 3 SP:Iteration 14Q (4704.100000 sec): 3 clusters Score: Raw -20100.734880 + Penalty 530.967777 = -19569.767103 nChanged 0 SP:Iteration 15F (4704.300000 sec): 3 clusters Score: Raw -20100.734880 + Penalty 530.967777 = -19569.767103 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4704.350000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4704.560000 sec): 3 clusters Score: Raw -10175.625580 + Penalty 471.542303 = -9704.083277 nChanged 47 SP:Iteration 1F (4704.700000 sec): 3 clusters Score: Raw -10224.238444 + Penalty 471.542303 = -9752.696141 nChanged 6 SP:Iteration 2Q (4704.900000 sec): 3 clusters Score: Raw -10233.070009 + Penalty 471.542303 = -9761.527706 nChanged 4 SP:Iteration 3Q (4705.060000 sec): 3 clusters Score: Raw -10238.658449 + Penalty 471.542303 = -9767.116146 nChanged 1 SP:Iteration 4Q (4705.240000 sec): 3 clusters Score: Raw -10240.094191 + Penalty 471.542303 = -9768.551888 nChanged 0 SP:Iteration 5F (4705.410000 sec): 3 clusters Score: Raw -10240.094191 + Penalty 471.542303 = -9768.551888 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4705.500000 sec): 2 clusters Score: Raw -87856.086104 + Penalty 330.065092 = -87526.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4705.650000 sec): 3 clusters Score: Raw -87118.290896 + Penalty 660.130184 = -86458.160712 nChanged 596 SP:Iteration 1F (4705.830000 sec): 3 clusters Score: Raw -87471.761752 + Penalty 660.130184 = -86811.631568 nChanged 103 SP:Iteration 2F (4706.010000 sec): 3 clusters Score: Raw -87537.298444 + Penalty 660.130184 = -86877.168260 nChanged 83 SP:Iteration 3F (4706.170000 sec): 3 clusters Score: Raw -87581.875946 + Penalty 660.130184 = -86921.745762 nChanged 62 SP:Iteration 4Q (4706.330000 sec): 3 clusters Score: Raw -87608.726698 + Penalty 660.130184 = -86948.596514 nChanged 38 SP:Iteration 5Q (4706.560000 sec): 3 clusters Score: Raw -87625.134562 + Penalty 660.130184 = -86965.004378 nChanged 38 SP:Iteration 6Q (4706.720000 sec): 3 clusters Score: Raw -87643.914212 + Penalty 660.130184 = -86983.784028 nChanged 33 SP:Iteration 7Q (4706.910000 sec): 3 clusters Score: Raw -87657.828029 + Penalty 660.130184 = -86997.697845 nChanged 27 SP:Iteration 8Q (4707.060000 sec): 3 clusters Score: Raw -87672.672871 + Penalty 660.130184 = -87012.542687 nChanged 37 SP:Iteration 9Q (4707.250000 sec): 3 clusters Score: Raw -87694.799525 + Penalty 660.130184 = -87034.669340 nChanged 38 SP:Iteration 10Q (4707.440000 sec): 3 clusters Score: Raw -87717.678969 + Penalty 660.130184 = -87057.548785 nChanged 40 SP:Iteration 11Q (4707.700000 sec): 3 clusters Score: Raw -87741.646793 + Penalty 660.130184 = -87081.516609 nChanged 46 SP:Iteration 12Q (4707.860000 sec): 3 clusters Score: Raw -87769.419673 + Penalty 660.130184 = -87109.289489 nChanged 45 SP:Iteration 13Q (4708.080000 sec): 3 clusters Score: Raw -87802.632250 + Penalty 660.130184 = -87142.502066 nChanged 33 SP:Iteration 14Q (4708.270000 sec): 3 clusters Score: Raw -87835.822526 + Penalty 660.130184 = -87175.692342 nChanged 47 SP:Iteration 15Q (4708.500000 sec): 3 clusters Score: Raw -87875.834764 + Penalty 660.130184 = -87215.704580 nChanged 31 SP:Iteration 16Q (4708.680000 sec): 3 clusters Score: Raw -87890.696511 + Penalty 660.130184 = -87230.566327 nChanged 22 SP:Iteration 17Q (4708.880000 sec): 3 clusters Score: Raw -87900.078343 + Penalty 660.130184 = -87239.948158 nChanged 17 SP:Iteration 18Q (4709.090000 sec): 3 clusters Score: Raw -87908.849862 + Penalty 660.130184 = -87248.719678 nChanged 15 SP:Iteration 19Q (4709.270000 sec): 3 clusters Score: Raw -87917.113037 + Penalty 660.130184 = -87256.982853 nChanged 17 SP:Iteration 20F (4709.480000 sec): 3 clusters Score: Raw -87926.112302 + Penalty 660.130184 = -87265.982118 nChanged 15 SP:Iteration 21Q (4709.650000 sec): 3 clusters Score: Raw -87931.074135 + Penalty 660.130184 = -87270.943951 nChanged 7 SP:Iteration 22Q (4709.870000 sec): 3 clusters Score: Raw -87934.138285 + Penalty 660.130184 = -87274.008101 nChanged 7 SP:Iteration 23Q (4710.060000 sec): 3 clusters Score: Raw -87937.262775 + Penalty 660.130184 = -87277.132591 nChanged 9 SP:Iteration 24Q (4710.210000 sec): 3 clusters Score: Raw -87939.372728 + Penalty 660.130184 = -87279.242544 nChanged 5 SP:Iteration 25Q (4710.400000 sec): 3 clusters Score: Raw -87940.875905 + Penalty 660.130184 = -87280.745720 nChanged 5 SP:Iteration 26Q (4710.570000 sec): 3 clusters Score: Raw -87942.021994 + Penalty 660.130184 = -87281.891810 nChanged 4 SP:Iteration 27Q (4710.770000 sec): 3 clusters Score: Raw -87943.468076 + Penalty 660.130184 = -87283.337892 nChanged 7 SP:Iteration 28Q (4710.960000 sec): 3 clusters Score: Raw -87945.400959 + Penalty 660.130184 = -87285.270775 nChanged 9 SP:Iteration 29Q (4711.170000 sec): 3 clusters Score: Raw -87948.863986 + Penalty 660.130184 = -87288.733802 nChanged 10 SP:Iteration 30Q (4711.370000 sec): 3 clusters Score: Raw -87952.165467 + Penalty 660.130184 = -87292.035283 nChanged 8 SP:Iteration 31Q (4711.570000 sec): 3 clusters Score: Raw -87955.887373 + Penalty 660.130184 = -87295.757189 nChanged 10 SP:Iteration 32Q (4711.820000 sec): 3 clusters Score: Raw -87960.118138 + Penalty 660.130184 = -87299.987954 nChanged 4 SP:Iteration 33Q (4712.010000 sec): 3 clusters Score: Raw -87961.443337 + Penalty 660.130184 = -87301.313153 nChanged 2 SP:Iteration 34Q (4712.220000 sec): 3 clusters Score: Raw -87962.205083 + Penalty 660.130184 = -87302.074899 nChanged 2 SP:Iteration 35Q (4712.390000 sec): 3 clusters Score: Raw -87962.918006 + Penalty 660.130184 = -87302.787822 nChanged 4 SP:Iteration 36Q (4712.570000 sec): 3 clusters Score: Raw -87964.765305 + Penalty 660.130184 = -87304.635121 nChanged 2 SP:Iteration 37Q (4712.790000 sec): 3 clusters Score: Raw -87965.126104 + Penalty 660.130184 = -87304.995920 nChanged 2 SP:Iteration 38Q (4712.900000 sec): 3 clusters Score: Raw -87965.700036 + Penalty 660.130184 = -87305.569852 nChanged 2 SP:Iteration 39Q (4713.110000 sec): 3 clusters Score: Raw -87966.500726 + Penalty 660.130184 = -87306.370542 nChanged 2 SP:Iteration 40F (4713.280000 sec): 3 clusters Score: Raw -87967.235510 + Penalty 660.130184 = -87307.105326 nChanged 2 SP:Iteration 41Q (4713.430000 sec): 3 clusters Score: Raw -87967.750947 + Penalty 660.130184 = -87307.620763 nChanged 2 SP:Iteration 42Q (4713.610000 sec): 3 clusters Score: Raw -87968.293692 + Penalty 660.130184 = -87308.163508 nChanged 0 SP:Iteration 43F (4713.800000 sec): 3 clusters Score: Raw -87968.293692 + Penalty 660.130184 = -87308.163508 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4713.890000 sec): 2 clusters Score: Raw -350189.237769 + Penalty 393.764673 = -349795.473096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4714.060000 sec): 3 clusters Score: Raw -346684.266418 + Penalty 787.529347 = -345896.737071 nChanged 2564 SP:Iteration 1F (4714.230000 sec): 3 clusters Score: Raw -348071.055574 + Penalty 787.529347 = -347283.526228 nChanged 352 SP:Iteration 2F (4714.410000 sec): 3 clusters Score: Raw -348243.230720 + Penalty 787.529347 = -347455.701373 nChanged 339 SP:Iteration 3F (4714.550000 sec): 3 clusters Score: Raw -348421.255604 + Penalty 787.529347 = -347633.726257 nChanged 342 SP:Iteration 4F (4714.720000 sec): 3 clusters Score: Raw -348636.215114 + Penalty 787.529347 = -347848.685768 nChanged 344 SP:Iteration 5F (4714.890000 sec): 3 clusters Score: Raw -348877.422861 + Penalty 787.529347 = -348089.893514 nChanged 350 SP:Iteration 6F (4715.090000 sec): 3 clusters Score: Raw -349147.769123 + Penalty 787.529347 = -348360.239776 nChanged 335 SP:Iteration 7F (4715.290000 sec): 3 clusters Score: Raw -349439.601157 + Penalty 787.529347 = -348652.071810 nChanged 292 SP:Iteration 8F (4715.510000 sec): 3 clusters Score: Raw -349685.947671 + Penalty 787.529347 = -348898.418324 nChanged 203 SP:Iteration 9Q (4715.750000 sec): 3 clusters Score: Raw -349814.843760 + Penalty 787.529347 = -349027.314413 nChanged 145 SP:Iteration 10Q (4715.930000 sec): 3 clusters Score: Raw -349879.618005 + Penalty 787.529347 = -349092.088658 nChanged 104 SP:Iteration 11Q (4716.200000 sec): 3 clusters Score: Raw -349919.972606 + Penalty 787.529347 = -349132.443259 nChanged 86 SP:Iteration 12Q (4716.400000 sec): 3 clusters Score: Raw -349954.295463 + Penalty 787.529347 = -349166.766116 nChanged 70 SP:Iteration 13Q (4716.620000 sec): 3 clusters Score: Raw -349981.865038 + Penalty 787.529347 = -349194.335691 nChanged 61 SP:Iteration 14Q (4716.880000 sec): 3 clusters Score: Raw -350003.986285 + Penalty 787.529347 = -349216.456939 nChanged 55 SP:Iteration 15Q (4717.160000 sec): 3 clusters Score: Raw -350024.241387 + Penalty 787.529347 = -349236.712040 nChanged 53 SP:Iteration 16Q (4717.340000 sec): 3 clusters Score: Raw -350039.534977 + Penalty 787.529347 = -349252.005630 nChanged 36 SP:Iteration 17Q (4717.480000 sec): 3 clusters Score: Raw -350050.872033 + Penalty 787.529347 = -349263.342686 nChanged 34 SP:Iteration 18Q (4717.680000 sec): 3 clusters Score: Raw -350058.827659 + Penalty 787.529347 = -349271.298313 nChanged 29 SP:Iteration 19Q (4717.850000 sec): 3 clusters Score: Raw -350067.815684 + Penalty 787.529347 = -349280.286337 nChanged 33 SP:Iteration 20F (4718.120000 sec): 3 clusters Score: Raw -350078.566691 + Penalty 787.529347 = -349291.037344 nChanged 41 SP:Iteration 21Q (4718.360000 sec): 3 clusters Score: Raw -350092.204766 + Penalty 787.529347 = -349304.675419 nChanged 41 SP:Iteration 22Q (4718.520000 sec): 3 clusters Score: Raw -350105.117020 + Penalty 787.529347 = -349317.587673 nChanged 41 SP:Iteration 23Q (4718.800000 sec): 3 clusters Score: Raw -350118.547281 + Penalty 787.529347 = -349331.017934 nChanged 33 SP:Iteration 24Q (4719.000000 sec): 3 clusters Score: Raw -350128.804693 + Penalty 787.529347 = -349341.275346 nChanged 39 SP:Iteration 25Q (4719.220000 sec): 3 clusters Score: Raw -350140.445452 + Penalty 787.529347 = -349352.916105 nChanged 36 SP:Iteration 26Q (4719.460000 sec): 3 clusters Score: Raw -350150.235548 + Penalty 787.529347 = -349362.706201 nChanged 32 SP:Iteration 27Q (4719.640000 sec): 3 clusters Score: Raw -350160.556326 + Penalty 787.529347 = -349373.026979 nChanged 21 SP:Iteration 28Q (4719.870000 sec): 3 clusters Score: Raw -350167.558802 + Penalty 787.529347 = -349380.029455 nChanged 22 SP:Iteration 29Q (4720.030000 sec): 3 clusters Score: Raw -350174.997586 + Penalty 787.529347 = -349387.468239 nChanged 18 SP:Iteration 30Q (4720.200000 sec): 3 clusters Score: Raw -350180.845209 + Penalty 787.529347 = -349393.315862 nChanged 19 SP:Iteration 31Q (4720.360000 sec): 3 clusters Score: Raw -350186.273988 + Penalty 787.529347 = -349398.744641 nChanged 19 SP:Iteration 32Q (4720.530000 sec): 3 clusters Score: Raw -350192.755330 + Penalty 787.529347 = -349405.225983 nChanged 26 SP:Iteration 33Q (4720.700000 sec): 3 clusters Score: Raw -350201.221551 + Penalty 787.529347 = -349413.692204 nChanged 21 SP:Iteration 34Q (4720.900000 sec): 3 clusters Score: Raw -350207.071041 + Penalty 787.529347 = -349419.541694 nChanged 12 SP:Iteration 35Q (4721.150000 sec): 3 clusters Score: Raw -350210.034028 + Penalty 787.529347 = -349422.504681 nChanged 8 SP:Iteration 36Q (4721.310000 sec): 3 clusters Score: Raw -350212.182374 + Penalty 787.529347 = -349424.653028 nChanged 9 SP:Iteration 37Q (4721.490000 sec): 3 clusters Score: Raw -350215.725165 + Penalty 787.529347 = -349428.195818 nChanged 12 SP:Iteration 38Q (4721.610000 sec): 3 clusters Score: Raw -350221.000001 + Penalty 787.529347 = -349433.470654 nChanged 15 SP:Iteration 39Q (4721.770000 sec): 3 clusters Score: Raw -350224.112641 + Penalty 787.529347 = -349436.583294 nChanged 12 SP:Iteration 40F (4721.970000 sec): 3 clusters Score: Raw -350227.362145 + Penalty 787.529347 = -349439.832798 nChanged 15 SP:Iteration 41Q (4722.120000 sec): 3 clusters Score: Raw -350231.787155 + Penalty 787.529347 = -349444.257808 nChanged 14 SP:Iteration 42Q (4722.300000 sec): 3 clusters Score: Raw -350235.477838 + Penalty 787.529347 = -349447.948491 nChanged 11 SP:Iteration 43Q (4722.480000 sec): 3 clusters Score: Raw -350239.393845 + Penalty 787.529347 = -349451.864498 nChanged 10 SP:Iteration 44Q (4722.650000 sec): 3 clusters Score: Raw -350244.564957 + Penalty 787.529347 = -349457.035610 nChanged 10 SP:Iteration 45Q (4722.820000 sec): 3 clusters Score: Raw -350248.480276 + Penalty 787.529347 = -349460.950929 nChanged 12 SP:Iteration 46Q (4722.990000 sec): 3 clusters Score: Raw -350252.094450 + Penalty 787.529347 = -349464.565103 nChanged 6 SP:Iteration 47Q (4723.180000 sec): 3 clusters Score: Raw -350254.944654 + Penalty 787.529347 = -349467.415307 nChanged 5 SP:Iteration 48Q (4723.330000 sec): 3 clusters Score: Raw -350257.751293 + Penalty 787.529347 = -349470.221946 nChanged 6 SP:Iteration 49Q (4723.490000 sec): 3 clusters Score: Raw -350259.561616 + Penalty 787.529347 = -349472.032269 nChanged 2 SP:Iteration 50Q (4723.650000 sec): 3 clusters Score: Raw -350260.017288 + Penalty 787.529347 = -349472.487942 nChanged 1 SP:Iteration 51Q (4723.820000 sec): 3 clusters Score: Raw -350260.244727 + Penalty 787.529347 = -349472.715380 nChanged 0 SP:Iteration 52F (4723.980000 sec): 3 clusters Score: Raw -350260.244727 + Penalty 787.529347 = -349472.715380 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4724.150000 sec): 2 clusters Score: Raw -7243.289830 + Penalty 227.373158 = -7015.916671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4724.290000 sec): 3 clusters Score: Raw -7267.445705 + Penalty 454.746317 = -6812.699388 nChanged 50 SP:Iteration 1F (4724.510000 sec): 3 clusters Score: Raw -7415.894049 + Penalty 454.746317 = -6961.147732 nChanged 15 SP:Iteration 2F (4724.650000 sec): 3 clusters Score: Raw -7485.249532 + Penalty 454.746317 = -7030.503215 nChanged 5 SP:Iteration 3Q (4724.830000 sec): 3 clusters Score: Raw -7505.801983 + Penalty 454.746317 = -7051.055666 nChanged 4 SP:Iteration 4Q (4724.970000 sec): 3 clusters Score: Raw -7515.410859 + Penalty 454.746317 = -7060.664542 nChanged 3 SP:Iteration 5Q (4725.180000 sec): 3 clusters Score: Raw -7522.921037 + Penalty 454.746317 = -7068.174720 nChanged 0 SP:Iteration 6F (4725.410000 sec): 3 clusters Score: Raw -7522.921037 + Penalty 454.746317 = -7068.174720 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 8. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4725.600000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4725.790000 sec): 3 clusters Score: Raw -58521.672706 + Penalty 618.916756 = -57902.755949 nChanged 358 SP:Iteration 1F (4725.960000 sec): 3 clusters Score: Raw -58742.768191 + Penalty 618.916756 = -58123.851435 nChanged 64 SP:Iteration 2F (4726.160000 sec): 3 clusters Score: Raw -58787.721519 + Penalty 618.916756 = -58168.804763 nChanged 46 SP:Iteration 3F (4726.420000 sec): 3 clusters Score: Raw -58810.722079 + Penalty 618.916756 = -58191.805323 nChanged 31 SP:Iteration 4Q (4726.580000 sec): 3 clusters Score: Raw -58825.282624 + Penalty 618.916756 = -58206.365868 nChanged 16 SP:Iteration 5Q (4726.880000 sec): 3 clusters Score: Raw -58830.200726 + Penalty 618.916756 = -58211.283970 nChanged 8 SP:Iteration 6Q (4727.020000 sec): 3 clusters Score: Raw -58834.740563 + Penalty 618.916756 = -58215.823807 nChanged 10 SP:Iteration 7Q (4727.260000 sec): 3 clusters Score: Raw -58842.225011 + Penalty 618.916756 = -58223.308255 nChanged 11 SP:Iteration 8Q (4727.450000 sec): 3 clusters Score: Raw -58848.393399 + Penalty 618.916756 = -58229.476643 nChanged 6 SP:Iteration 9Q (4727.670000 sec): 3 clusters Score: Raw -58850.420409 + Penalty 618.916756 = -58231.503652 nChanged 5 SP:Iteration 10Q (4727.840000 sec): 3 clusters Score: Raw -58853.585846 + Penalty 618.916756 = -58234.669090 nChanged 4 SP:Iteration 11Q (4728.010000 sec): 3 clusters Score: Raw -58855.052973 + Penalty 618.916756 = -58236.136217 nChanged 1 SP:Iteration 12Q (4728.190000 sec): 3 clusters Score: Raw -58855.463296 + Penalty 618.916756 = -58236.546540 nChanged 1 SP:Iteration 13Q (4728.360000 sec): 3 clusters Score: Raw -58855.594902 + Penalty 618.916756 = -58236.678146 nChanged 0 SP:Iteration 14F (4728.550000 sec): 3 clusters Score: Raw -58855.594902 + Penalty 618.916756 = -58236.678146 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4728.620000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4728.800000 sec): 3 clusters Score: Raw -7236.952894 + Penalty 430.192292 = -6806.760602 nChanged 31 SP:Iteration 1F (4728.940000 sec): 3 clusters Score: Raw -7283.479575 + Penalty 430.192292 = -6853.287284 nChanged 5 SP:Iteration 2Q (4729.130000 sec): 3 clusters Score: Raw -7301.516745 + Penalty 430.192292 = -6871.324454 nChanged 4 SP:Iteration 3Q (4729.260000 sec): 3 clusters Score: Raw -7326.308036 + Penalty 430.192292 = -6896.115744 nChanged 1 SP:Iteration 4Q (4729.460000 sec): 3 clusters Score: Raw -7329.058185 + Penalty 430.192292 = -6898.865893 nChanged 1 SP:Iteration 5Q (4729.650000 sec): 3 clusters Score: Raw -7332.493971 + Penalty 430.192292 = -6902.301680 nChanged 0 SP:Iteration 6F (4729.880000 sec): 3 clusters Score: Raw -7332.493971 + Penalty 430.192292 = -6902.301680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4729.940000 sec): 2 clusters Score: Raw -4120.010728 + Penalty 191.987601 = -3928.023127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4730.140000 sec): 3 clusters Score: Raw -4192.287330 + Penalty 383.975201 = -3808.312129 nChanged 8 SP:Iteration 1F (4730.400000 sec): 3 clusters Score: Raw -4217.673169 + Penalty 383.975201 = -3833.697968 nChanged 4 SP:Iteration 2F (4730.580000 sec): 3 clusters Score: Raw -4247.544174 + Penalty 383.975201 = -3863.568973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4730.670000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4730.870000 sec): 3 clusters Score: Raw -14038.617871 + Penalty 500.614497 = -13538.003374 nChanged 81 SP:Iteration 1F (4731.050000 sec): 3 clusters Score: Raw -14148.034376 + Penalty 500.614497 = -13647.419879 nChanged 28 SP:Iteration 2F (4731.220000 sec): 3 clusters Score: Raw -14199.143218 + Penalty 500.614497 = -13698.528721 nChanged 12 SP:Iteration 3Q (4731.420000 sec): 3 clusters Score: Raw -14219.735259 + Penalty 500.614497 = -13719.120762 nChanged 6 SP:Iteration 4Q (4731.680000 sec): 3 clusters Score: Raw -14227.088435 + Penalty 500.614497 = -13726.473938 nChanged 3 SP:Iteration 5Q (4731.890000 sec): 3 clusters Score: Raw -14229.075784 + Penalty 500.614497 = -13728.461287 nChanged 2 SP:Iteration 6Q (4732.100000 sec): 3 clusters Score: Raw -14231.794218 + Penalty 500.614497 = -13731.179721 nChanged 0 SP:Iteration 7F (4732.350000 sec): 3 clusters Score: Raw -14231.794218 + Penalty 500.614497 = -13731.179721 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4732.420000 sec): 2 clusters Score: Raw -7471.484263 + Penalty 233.678829 = -7237.805434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4732.590000 sec): 3 clusters Score: Raw -7497.187410 + Penalty 467.357658 = -7029.829753 nChanged 57 SP:Iteration 1F (4732.790000 sec): 3 clusters Score: Raw -7599.139525 + Penalty 467.357658 = -7131.781868 nChanged 19 SP:Iteration 2F (4733.060000 sec): 3 clusters Score: Raw -7644.505590 + Penalty 467.357658 = -7177.147932 nChanged 13 SP:Iteration 3F (4733.270000 sec): 3 clusters Score: Raw -7665.821059 + Penalty 467.357658 = -7198.463402 nChanged 7 SP:Iteration 4Q (4733.470000 sec): 3 clusters Score: Raw -7682.024920 + Penalty 467.357658 = -7214.667263 nChanged 1 SP:Iteration 5Q (4733.650000 sec): 3 clusters Score: Raw -7683.698132 + Penalty 467.357658 = -7216.340474 nChanged 0 SP:Iteration 6F (4733.800000 sec): 3 clusters Score: Raw -7683.698132 + Penalty 467.357658 = -7216.340474 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4733.970000 sec): 2 clusters Score: Raw -2124477.114868 + Penalty 472.466294 = -2124004.648574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4734.240000 sec): 3 clusters Score: Raw -2103394.984503 + Penalty 944.932587 = -2102450.051916 nChanged 15514 SP:Iteration 1F (4734.520000 sec): 3 clusters Score: Raw -2112694.985885 + Penalty 944.932587 = -2111750.053298 nChanged 1721 SP:Iteration 2F (4734.760000 sec): 3 clusters Score: Raw -2113466.351814 + Penalty 944.932587 = -2112521.419227 nChanged 2078 SP:Iteration 3F (4735.060000 sec): 3 clusters Score: Raw -2114597.480178 + Penalty 944.932587 = -2113652.547591 nChanged 2286 SP:Iteration 4F (4735.320000 sec): 3 clusters Score: Raw -2116062.638007 + Penalty 944.932587 = -2115117.705419 nChanged 2373 SP:Iteration 5F (4735.580000 sec): 3 clusters Score: Raw -2117809.313432 + Penalty 944.932587 = -2116864.380845 nChanged 2245 SP:Iteration 6F (4735.860000 sec): 3 clusters Score: Raw -2119667.375331 + Penalty 944.932587 = -2118722.442744 nChanged 1801 SP:Iteration 7F (4736.110000 sec): 3 clusters Score: Raw -2121328.325571 + Penalty 944.932587 = -2120383.392984 nChanged 1284 SP:Iteration 8Q (4736.420000 sec): 3 clusters Score: Raw -2122485.548830 + Penalty 944.932587 = -2121540.616243 nChanged 850 SP:Iteration 9Q (4736.640000 sec): 3 clusters Score: Raw -2123193.775167 + Penalty 944.932587 = -2122248.842580 nChanged 546 SP:Iteration 10Q (4736.840000 sec): 3 clusters Score: Raw -2123587.542353 + Penalty 944.932587 = -2122642.609766 nChanged 429 SP:Iteration 11Q (4737.090000 sec): 3 clusters Score: Raw -2123870.801198 + Penalty 944.932587 = -2122925.868610 nChanged 309 SP:Iteration 12Q (4737.340000 sec): 3 clusters Score: Raw -2124053.422305 + Penalty 944.932587 = -2123108.489718 nChanged 227 SP:Iteration 13Q (4737.660000 sec): 3 clusters Score: Raw -2124168.281257 + Penalty 944.932587 = -2123223.348670 nChanged 169 SP:Iteration 14Q (4737.900000 sec): 3 clusters Score: Raw -2124254.638806 + Penalty 944.932587 = -2123309.706218 nChanged 136 SP:Iteration 15Q (4738.130000 sec): 3 clusters Score: Raw -2124320.049493 + Penalty 944.932587 = -2123375.116906 nChanged 108 SP:Iteration 16Q (4738.420000 sec): 3 clusters Score: Raw -2124376.647942 + Penalty 944.932587 = -2123431.715355 nChanged 78 SP:Iteration 17Q (4738.710000 sec): 3 clusters Score: Raw -2124411.267119 + Penalty 944.932587 = -2123466.334531 nChanged 57 SP:Iteration 18Q (4738.970000 sec): 3 clusters Score: Raw -2124432.237989 + Penalty 944.932587 = -2123487.305402 nChanged 46 SP:Iteration 19Q (4739.250000 sec): 3 clusters Score: Raw -2124448.273363 + Penalty 944.932587 = -2123503.340775 nChanged 29 SP:Iteration 20F (4739.530000 sec): 3 clusters Score: Raw -2124457.252565 + Penalty 944.932587 = -2123512.319978 nChanged 26 SP:Iteration 21Q (4739.810000 sec): 3 clusters Score: Raw -2124466.617248 + Penalty 944.932587 = -2123521.684661 nChanged 17 SP:Iteration 22Q (4740.100000 sec): 3 clusters Score: Raw -2124472.014328 + Penalty 944.932587 = -2123527.081741 nChanged 14 SP:Iteration 23Q (4740.410000 sec): 3 clusters Score: Raw -2124476.918499 + Penalty 944.932587 = -2123531.985911 nChanged 14 SP:Iteration 24Q (4740.700000 sec): 3 clusters Score: Raw -2124481.529176 + Penalty 944.932587 = -2123536.596589 nChanged 12 SP:Iteration 25Q (4740.950000 sec): 3 clusters Score: Raw -2124485.702730 + Penalty 944.932587 = -2123540.770142 nChanged 13 SP:Iteration 26Q (4741.260000 sec): 3 clusters Score: Raw -2124491.703804 + Penalty 944.932587 = -2123546.771217 nChanged 13 SP:Iteration 27Q (4741.500000 sec): 3 clusters Score: Raw -2124498.145200 + Penalty 944.932587 = -2123553.212612 nChanged 16 SP:Iteration 28Q (4741.800000 sec): 3 clusters Score: Raw -2124505.034543 + Penalty 944.932587 = -2123560.101956 nChanged 16 SP:Iteration 29Q (4742.090000 sec): 3 clusters Score: Raw -2124510.960124 + Penalty 944.932587 = -2123566.027536 nChanged 16 SP:Iteration 30Q (4742.300000 sec): 3 clusters Score: Raw -2124518.617825 + Penalty 944.932587 = -2123573.685237 nChanged 18 SP:Iteration 31Q (4742.540000 sec): 3 clusters Score: Raw -2124525.409855 + Penalty 944.932587 = -2123580.477268 nChanged 8 SP:Iteration 32Q (4742.830000 sec): 3 clusters Score: Raw -2124528.279085 + Penalty 944.932587 = -2123583.346498 nChanged 8 SP:Iteration 33Q (4743.090000 sec): 3 clusters Score: Raw -2124529.915089 + Penalty 944.932587 = -2123584.982502 nChanged 4 SP:Iteration 34Q (4743.380000 sec): 3 clusters Score: Raw -2124531.166019 + Penalty 944.932587 = -2123586.233432 nChanged 3 SP:Iteration 35Q (4743.620000 sec): 3 clusters Score: Raw -2124531.763929 + Penalty 944.932587 = -2123586.831341 nChanged 1 SP:Iteration 36Q (4743.930000 sec): 3 clusters Score: Raw -2124533.531007 + Penalty 944.932587 = -2123588.598420 nChanged 5 SP:Iteration 37Q (4744.220000 sec): 3 clusters Score: Raw -2124537.094581 + Penalty 944.932587 = -2123592.161993 nChanged 8 SP:Iteration 38Q (4744.540000 sec): 3 clusters Score: Raw -2124541.537538 + Penalty 944.932587 = -2123596.604951 nChanged 3 SP:Iteration 39Q (4744.780000 sec): 3 clusters Score: Raw -2124542.641524 + Penalty 944.932587 = -2123597.708937 nChanged 2 SP:Iteration 40F (4745.080000 sec): 3 clusters Score: Raw -2124543.603337 + Penalty 944.932587 = -2123598.670749 nChanged 5 SP:Iteration 41Q (4745.350000 sec): 3 clusters Score: Raw -2124545.380586 + Penalty 944.932587 = -2123600.447999 nChanged 2 SP:Iteration 42Q (4745.630000 sec): 3 clusters Score: Raw -2124545.987107 + Penalty 944.932587 = -2123601.054520 nChanged 2 SP:Iteration 43Q (4745.950000 sec): 3 clusters Score: Raw -2124547.244601 + Penalty 944.932587 = -2123602.312014 nChanged 0 SP:Iteration 44F (4746.260000 sec): 3 clusters Score: Raw -2124547.244601 + Penalty 944.932587 = -2123602.312014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4746.400000 sec): 2 clusters Score: Raw -8147.952172 + Penalty 233.945692 = -7914.006481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4746.560000 sec): 3 clusters Score: Raw -8129.501773 + Penalty 467.891384 = -7661.610390 nChanged 48 SP:Iteration 1F (4746.770000 sec): 3 clusters Score: Raw -8238.293593 + Penalty 467.891384 = -7770.402210 nChanged 13 SP:Iteration 2F (4746.990000 sec): 3 clusters Score: Raw -8305.708784 + Penalty 467.891384 = -7837.817401 nChanged 6 SP:Iteration 3Q (4747.210000 sec): 3 clusters Score: Raw -8316.084641 + Penalty 467.891384 = -7848.193258 nChanged 3 SP:Iteration 4Q (4747.480000 sec): 3 clusters Score: Raw -8323.364999 + Penalty 467.891384 = -7855.473615 nChanged 2 SP:Iteration 5Q (4747.680000 sec): 3 clusters Score: Raw -8329.821536 + Penalty 467.891384 = -7861.930152 nChanged 1 SP:Iteration 6Q (4747.890000 sec): 3 clusters Score: Raw -8334.423256 + Penalty 467.891384 = -7866.531872 nChanged 3 SP:Iteration 7Q (4748.080000 sec): 3 clusters Score: Raw -8358.562833 + Penalty 467.891384 = -7890.671450 nChanged 1 SP:Iteration 8Q (4748.260000 sec): 3 clusters Score: Raw -8363.344976 + Penalty 467.891384 = -7895.453592 nChanged 0 SP:Iteration 9F (4748.420000 sec): 3 clusters Score: Raw -8363.344976 + Penalty 467.891384 = -7895.453592 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4748.530000 sec): 2 clusters Score: Raw -429391.417472 + Penalty 402.476313 = -428988.941158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4748.790000 sec): 3 clusters Score: Raw -425089.355086 + Penalty 804.952626 = -424284.402459 nChanged 3216 SP:Iteration 1F (4748.960000 sec): 3 clusters Score: Raw -426894.591596 + Penalty 804.952626 = -426089.638969 nChanged 382 SP:Iteration 2F (4749.140000 sec): 3 clusters Score: Raw -427145.471316 + Penalty 804.952626 = -426340.518690 nChanged 421 SP:Iteration 3F (4749.370000 sec): 3 clusters Score: Raw -427462.232770 + Penalty 804.952626 = -426657.280144 nChanged 475 SP:Iteration 4F (4749.570000 sec): 3 clusters Score: Raw -427870.627072 + Penalty 804.952626 = -427065.674446 nChanged 577 SP:Iteration 5F (4749.750000 sec): 3 clusters Score: Raw -428416.794643 + Penalty 804.952626 = -427611.842017 nChanged 542 SP:Iteration 6F (4749.900000 sec): 3 clusters Score: Raw -428922.787459 + Penalty 804.952626 = -428117.834832 nChanged 449 SP:Iteration 7F (4750.030000 sec): 3 clusters Score: Raw -429270.345367 + Penalty 804.952626 = -428465.392741 nChanged 312 SP:Iteration 8Q (4750.180000 sec): 3 clusters Score: Raw -429467.195484 + Penalty 804.952626 = -428662.242858 nChanged 186 SP:Iteration 9Q (4750.330000 sec): 3 clusters Score: Raw -429578.898984 + Penalty 804.952626 = -428773.946358 nChanged 150 SP:Iteration 10Q (4750.500000 sec): 3 clusters Score: Raw -429668.120241 + Penalty 804.952626 = -428863.167615 nChanged 108 SP:Iteration 11Q (4750.610000 sec): 3 clusters Score: Raw -429714.896848 + Penalty 804.952626 = -428909.944221 nChanged 79 SP:Iteration 12Q (4750.790000 sec): 3 clusters Score: Raw -429737.334590 + Penalty 804.952626 = -428932.381964 nChanged 47 SP:Iteration 13Q (4750.990000 sec): 3 clusters Score: Raw -429746.713102 + Penalty 804.952626 = -428941.760476 nChanged 34 SP:Iteration 14Q (4751.150000 sec): 3 clusters Score: Raw -429752.400090 + Penalty 804.952626 = -428947.447463 nChanged 18 SP:Iteration 15Q (4751.340000 sec): 3 clusters Score: Raw -429754.704084 + Penalty 804.952626 = -428949.751458 nChanged 11 SP:Iteration 16Q (4751.610000 sec): 3 clusters Score: Raw -429755.535388 + Penalty 804.952626 = -428950.582761 nChanged 9 SP:Iteration 17Q (4751.760000 sec): 3 clusters Score: Raw -429756.250143 + Penalty 804.952626 = -428951.297516 nChanged 7 SP:Iteration 18Q (4751.960000 sec): 3 clusters Score: Raw -429756.606208 + Penalty 804.952626 = -428951.653582 nChanged 7 SP:Iteration 19Q (4752.200000 sec): 3 clusters Score: Raw -429757.188948 + Penalty 804.952626 = -428952.236321 nChanged 8 SP:Iteration 20F (4752.380000 sec): 3 clusters Score: Raw -429757.909153 + Penalty 804.952626 = -428952.956527 nChanged 9 SP:Iteration 21Q (4752.600000 sec): 3 clusters Score: Raw -429758.879684 + Penalty 804.952626 = -428953.927058 nChanged 12 SP:Iteration 22Q (4752.760000 sec): 3 clusters Score: Raw -429759.431648 + Penalty 804.952626 = -428954.479022 nChanged 3 SP:Iteration 23Q (4752.940000 sec): 3 clusters Score: Raw -429759.503049 + Penalty 804.952626 = -428954.550423 nChanged 1 SP:Iteration 24Q (4753.140000 sec): 3 clusters Score: Raw -429759.551322 + Penalty 804.952626 = -428954.598696 nChanged 0 SP:Iteration 25F (4753.310000 sec): 3 clusters Score: Raw -429759.551322 + Penalty 804.952626 = -428954.598696 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4753.480000 sec): 2 clusters Score: Raw -14558.576102 + Penalty 248.604347 = -14309.971755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4753.610000 sec): 3 clusters Score: Raw -14496.741437 + Penalty 497.208694 = -13999.532743 nChanged 69 SP:Iteration 1F (4753.780000 sec): 3 clusters Score: Raw -14554.486096 + Penalty 497.208694 = -14057.277402 nChanged 15 SP:Iteration 2F (4754.010000 sec): 3 clusters Score: Raw -14567.434670 + Penalty 497.208694 = -14070.225975 nChanged 6 SP:Iteration 3Q (4754.220000 sec): 3 clusters Score: Raw -14576.640965 + Penalty 497.208694 = -14079.432271 nChanged 5 SP:Iteration 4Q (4754.390000 sec): 3 clusters Score: Raw -14580.577531 + Penalty 497.208694 = -14083.368837 nChanged 0 SP:Iteration 5F (4754.580000 sec): 3 clusters Score: Raw -14580.577531 + Penalty 497.208694 = -14083.368837 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4754.690000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4754.890000 sec): 3 clusters Score: Raw -232685.055127 + Penalty 741.981011 = -231943.074116 nChanged 1492 SP:Iteration 1F (4755.070000 sec): 3 clusters Score: Raw -233527.884658 + Penalty 741.981011 = -232785.903647 nChanged 184 SP:Iteration 2F (4755.260000 sec): 3 clusters Score: Raw -233599.376099 + Penalty 741.981011 = -232857.395087 nChanged 144 SP:Iteration 3Q (4755.440000 sec): 3 clusters Score: Raw -233650.334507 + Penalty 741.981011 = -232908.353496 nChanged 135 SP:Iteration 4Q (4755.610000 sec): 3 clusters Score: Raw -233710.507932 + Penalty 741.981011 = -232968.526920 nChanged 138 SP:Iteration 5Q (4755.780000 sec): 3 clusters Score: Raw -233790.236013 + Penalty 741.981011 = -233048.255002 nChanged 156 SP:Iteration 6Q (4755.960000 sec): 3 clusters Score: Raw -233884.938070 + Penalty 741.981011 = -233142.957059 nChanged 147 SP:Iteration 7Q (4756.190000 sec): 3 clusters Score: Raw -233966.914709 + Penalty 741.981011 = -233224.933698 nChanged 144 SP:Iteration 8Q (4756.330000 sec): 3 clusters Score: Raw -234060.316484 + Penalty 741.981011 = -233318.335473 nChanged 134 SP:Iteration 9Q (4756.530000 sec): 3 clusters Score: Raw -234142.331331 + Penalty 741.981011 = -233400.350320 nChanged 136 SP:Iteration 10Q (4756.740000 sec): 3 clusters Score: Raw -234220.562138 + Penalty 741.981011 = -233478.581127 nChanged 132 SP:Iteration 11Q (4756.940000 sec): 3 clusters Score: Raw -234299.500877 + Penalty 741.981011 = -233557.519865 nChanged 124 SP:Iteration 12Q (4757.190000 sec): 3 clusters Score: Raw -234359.070814 + Penalty 741.981011 = -233617.089802 nChanged 89 SP:Iteration 13Q (4757.340000 sec): 3 clusters Score: Raw -234399.757497 + Penalty 741.981011 = -233657.776486 nChanged 78 SP:Iteration 14Q (4757.550000 sec): 3 clusters Score: Raw -234430.105536 + Penalty 741.981011 = -233688.124524 nChanged 54 SP:Iteration 15Q (4757.720000 sec): 3 clusters Score: Raw -234451.150660 + Penalty 741.981011 = -233709.169648 nChanged 51 SP:Iteration 16Q (4757.920000 sec): 3 clusters Score: Raw -234471.695089 + Penalty 741.981011 = -233729.714077 nChanged 55 SP:Iteration 17Q (4758.120000 sec): 3 clusters Score: Raw -234487.471496 + Penalty 741.981011 = -233745.490485 nChanged 33 SP:Iteration 18Q (4758.290000 sec): 3 clusters Score: Raw -234495.500021 + Penalty 741.981011 = -233753.519010 nChanged 19 SP:Iteration 19Q (4758.470000 sec): 3 clusters Score: Raw -234501.515005 + Penalty 741.981011 = -233759.533994 nChanged 22 SP:Iteration 20F (4758.620000 sec): 3 clusters Score: Raw -234506.022130 + Penalty 741.981011 = -233764.041119 nChanged 21 SP:Iteration 21Q (4758.800000 sec): 3 clusters Score: Raw -234511.503183 + Penalty 741.981011 = -233769.522172 nChanged 27 SP:Iteration 22Q (4758.990000 sec): 3 clusters Score: Raw -234519.091131 + Penalty 741.981011 = -233777.110120 nChanged 24 SP:Iteration 23Q (4759.160000 sec): 3 clusters Score: Raw -234525.103603 + Penalty 741.981011 = -233783.122592 nChanged 16 SP:Iteration 24Q (4759.340000 sec): 3 clusters Score: Raw -234528.318898 + Penalty 741.981011 = -233786.337887 nChanged 17 SP:Iteration 25Q (4759.480000 sec): 3 clusters Score: Raw -234530.486311 + Penalty 741.981011 = -233788.505300 nChanged 10 SP:Iteration 26Q (4759.660000 sec): 3 clusters Score: Raw -234532.564709 + Penalty 741.981011 = -233790.583698 nChanged 17 SP:Iteration 27Q (4759.840000 sec): 3 clusters Score: Raw -234535.572684 + Penalty 741.981011 = -233793.591673 nChanged 20 SP:Iteration 28Q (4760.070000 sec): 3 clusters Score: Raw -234538.514275 + Penalty 741.981011 = -233796.533264 nChanged 14 SP:Iteration 29Q (4760.240000 sec): 3 clusters Score: Raw -234540.331995 + Penalty 741.981011 = -233798.350984 nChanged 6 SP:Iteration 30Q (4760.440000 sec): 3 clusters Score: Raw -234540.904190 + Penalty 741.981011 = -233798.923179 nChanged 5 SP:Iteration 31Q (4760.640000 sec): 3 clusters Score: Raw -234541.245672 + Penalty 741.981011 = -233799.264661 nChanged 2 SP:Iteration 32Q (4760.870000 sec): 3 clusters Score: Raw -234541.451118 + Penalty 741.981011 = -233799.470107 nChanged 2 SP:Iteration 33Q (4761.080000 sec): 3 clusters Score: Raw -234541.733672 + Penalty 741.981011 = -233799.752661 nChanged 3 SP:Iteration 34Q (4761.270000 sec): 3 clusters Score: Raw -234542.122051 + Penalty 741.981011 = -233800.141040 nChanged 3 SP:Iteration 35Q (4761.480000 sec): 3 clusters Score: Raw -234542.300616 + Penalty 741.981011 = -233800.319605 nChanged 1 SP:Iteration 36Q (4761.680000 sec): 3 clusters Score: Raw -234542.339489 + Penalty 741.981011 = -233800.358477 nChanged 1 SP:Iteration 37Q (4761.880000 sec): 3 clusters Score: Raw -234542.427216 + Penalty 741.981011 = -233800.446205 nChanged 0 SP:Iteration 38F (4762.030000 sec): 3 clusters Score: Raw -234542.427216 + Penalty 741.981011 = -233800.446205 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4762.140000 sec): 2 clusters Score: Raw -5830.589746 + Penalty 221.472817 = -5609.116928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4762.320000 sec): 3 clusters Score: Raw -5858.406378 + Penalty 442.945635 = -5415.460743 nChanged 42 SP:Iteration 1F (4762.470000 sec): 3 clusters Score: Raw -5958.419053 + Penalty 442.945635 = -5515.473418 nChanged 8 SP:Iteration 2F (4762.660000 sec): 3 clusters Score: Raw -5980.712817 + Penalty 442.945635 = -5537.767182 nChanged 5 SP:Iteration 3Q (4762.870000 sec): 3 clusters Score: Raw -6010.186669 + Penalty 442.945635 = -5567.241034 nChanged 3 SP:Iteration 4Q (4763.030000 sec): 3 clusters Score: Raw -6020.570129 + Penalty 442.945635 = -5577.624494 nChanged 0 SP:Iteration 5F (4763.230000 sec): 3 clusters Score: Raw -6020.570129 + Penalty 442.945635 = -5577.624494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4763.290000 sec): 2 clusters Score: Raw -34828.628248 + Penalty 290.832229 = -34537.796020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4763.500000 sec): 3 clusters Score: Raw -34569.416727 + Penalty 581.664457 = -33987.752270 nChanged 211 SP:Iteration 1F (4763.750000 sec): 3 clusters Score: Raw -34712.306398 + Penalty 581.664457 = -34130.641941 nChanged 48 SP:Iteration 2F (4763.960000 sec): 3 clusters Score: Raw -34745.635305 + Penalty 581.664457 = -34163.970848 nChanged 30 SP:Iteration 3F (4764.160000 sec): 3 clusters Score: Raw -34766.446611 + Penalty 581.664457 = -34184.782154 nChanged 25 SP:Iteration 4Q (4764.340000 sec): 3 clusters Score: Raw -34794.250143 + Penalty 581.664457 = -34212.585686 nChanged 39 SP:Iteration 5F (4764.640000 sec): 3 clusters Score: Raw -34848.229983 + Penalty 581.664457 = -34266.565526 nChanged 36 SP:Iteration 6F (4764.840000 sec): 3 clusters Score: Raw -34891.411269 + Penalty 581.664457 = -34309.746812 nChanged 37 SP:Iteration 7F (4764.980000 sec): 3 clusters Score: Raw -34924.815779 + Penalty 581.664457 = -34343.151322 nChanged 18 SP:Iteration 8Q (4765.250000 sec): 3 clusters Score: Raw -34939.968621 + Penalty 581.664457 = -34358.304164 nChanged 13 SP:Iteration 9Q (4765.430000 sec): 3 clusters Score: Raw -34948.867412 + Penalty 581.664457 = -34367.202955 nChanged 9 SP:Iteration 10Q (4765.580000 sec): 3 clusters Score: Raw -34956.023362 + Penalty 581.664457 = -34374.358904 nChanged 10 SP:Iteration 11Q (4765.820000 sec): 3 clusters Score: Raw -34968.549487 + Penalty 581.664457 = -34386.885029 nChanged 9 SP:Iteration 12Q (4765.990000 sec): 3 clusters Score: Raw -34978.642472 + Penalty 581.664457 = -34396.978015 nChanged 5 SP:Iteration 13Q (4766.170000 sec): 3 clusters Score: Raw -34981.296625 + Penalty 581.664457 = -34399.632167 nChanged 4 SP:Iteration 14Q (4766.370000 sec): 3 clusters Score: Raw -34983.668914 + Penalty 581.664457 = -34402.004456 nChanged 1 SP:Iteration 15Q (4766.530000 sec): 3 clusters Score: Raw -34983.727760 + Penalty 581.664457 = -34402.063303 nChanged 0 SP:Iteration 16F (4766.700000 sec): 3 clusters Score: Raw -34983.727760 + Penalty 581.664457 = -34402.063303 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4766.790000 sec): 2 clusters Score: Raw -144126.492793 + Penalty 351.462322 = -143775.030470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4766.950000 sec): 3 clusters Score: Raw -142856.020465 + Penalty 702.924645 = -142153.095820 nChanged 979 SP:Iteration 1F (4767.160000 sec): 3 clusters Score: Raw -143357.989256 + Penalty 702.924645 = -142655.064611 nChanged 148 SP:Iteration 2F (4767.320000 sec): 3 clusters Score: Raw -143439.854665 + Penalty 702.924645 = -142736.930020 nChanged 120 SP:Iteration 3F (4767.480000 sec): 3 clusters Score: Raw -143503.557071 + Penalty 702.924645 = -142800.632426 nChanged 99 SP:Iteration 4Q (4767.650000 sec): 3 clusters Score: Raw -143556.044302 + Penalty 702.924645 = -142853.119658 nChanged 90 SP:Iteration 5Q (4767.860000 sec): 3 clusters Score: Raw -143605.725489 + Penalty 702.924645 = -142902.800844 nChanged 99 SP:Iteration 6Q (4768.060000 sec): 3 clusters Score: Raw -143687.741884 + Penalty 702.924645 = -142984.817240 nChanged 112 SP:Iteration 7Q (4768.250000 sec): 3 clusters Score: Raw -143785.107962 + Penalty 702.924645 = -143082.183317 nChanged 124 SP:Iteration 8F (4768.420000 sec): 3 clusters Score: Raw -143878.663627 + Penalty 702.924645 = -143175.738982 nChanged 102 SP:Iteration 9Q (4768.620000 sec): 3 clusters Score: Raw -143942.519939 + Penalty 702.924645 = -143239.595294 nChanged 80 SP:Iteration 10Q (4768.810000 sec): 3 clusters Score: Raw -143979.948479 + Penalty 702.924645 = -143277.023834 nChanged 57 SP:Iteration 11Q (4769.010000 sec): 3 clusters Score: Raw -144006.792247 + Penalty 702.924645 = -143303.867603 nChanged 45 SP:Iteration 12Q (4769.180000 sec): 3 clusters Score: Raw -144019.031193 + Penalty 702.924645 = -143316.106548 nChanged 25 SP:Iteration 13Q (4769.400000 sec): 3 clusters Score: Raw -144025.934668 + Penalty 702.924645 = -143323.010023 nChanged 17 SP:Iteration 14Q (4769.590000 sec): 3 clusters Score: Raw -144028.987170 + Penalty 702.924645 = -143326.062525 nChanged 11 SP:Iteration 15Q (4769.790000 sec): 3 clusters Score: Raw -144030.590259 + Penalty 702.924645 = -143327.665615 nChanged 6 SP:Iteration 16Q (4769.980000 sec): 3 clusters Score: Raw -144031.788181 + Penalty 702.924645 = -143328.863536 nChanged 3 SP:Iteration 17Q (4770.130000 sec): 3 clusters Score: Raw -144032.040863 + Penalty 702.924645 = -143329.116219 nChanged 2 SP:Iteration 18Q (4770.300000 sec): 3 clusters Score: Raw -144032.606683 + Penalty 702.924645 = -143329.682038 nChanged 7 SP:Iteration 19Q (4770.460000 sec): 3 clusters Score: Raw -144033.450278 + Penalty 702.924645 = -143330.525633 nChanged 4 SP:Iteration 20F (4770.660000 sec): 3 clusters Score: Raw -144034.561901 + Penalty 702.924645 = -143331.637256 nChanged 7 SP:Iteration 21Q (4770.840000 sec): 3 clusters Score: Raw -144036.172177 + Penalty 702.924645 = -143333.247533 nChanged 6 SP:Iteration 22Q (4771.040000 sec): 3 clusters Score: Raw -144037.228933 + Penalty 702.924645 = -143334.304288 nChanged 5 SP:Iteration 23Q (4771.240000 sec): 3 clusters Score: Raw -144037.647768 + Penalty 702.924645 = -143334.723124 nChanged 4 SP:Iteration 24Q (4771.460000 sec): 3 clusters Score: Raw -144038.185232 + Penalty 702.924645 = -143335.260587 nChanged 4 SP:Iteration 25Q (4771.620000 sec): 3 clusters Score: Raw -144038.407389 + Penalty 702.924645 = -143335.482744 nChanged 2 SP:Iteration 26Q (4771.810000 sec): 3 clusters Score: Raw -144038.702907 + Penalty 702.924645 = -143335.778262 nChanged 3 SP:Iteration 27Q (4771.980000 sec): 3 clusters Score: Raw -144039.121069 + Penalty 702.924645 = -143336.196425 nChanged 4 SP:Iteration 28Q (4772.140000 sec): 3 clusters Score: Raw -144039.777515 + Penalty 702.924645 = -143336.852871 nChanged 5 SP:Iteration 29Q (4772.380000 sec): 3 clusters Score: Raw -144040.769457 + Penalty 702.924645 = -143337.844812 nChanged 10 SP:Iteration 30Q (4772.570000 sec): 3 clusters Score: Raw -144042.312821 + Penalty 702.924645 = -143339.388177 nChanged 6 SP:Iteration 31Q (4772.740000 sec): 3 clusters Score: Raw -144043.158356 + Penalty 702.924645 = -143340.233711 nChanged 8 SP:Iteration 32Q (4772.960000 sec): 3 clusters Score: Raw -144044.630517 + Penalty 702.924645 = -143341.705872 nChanged 4 SP:Iteration 33Q (4773.160000 sec): 3 clusters Score: Raw -144045.459659 + Penalty 702.924645 = -143342.535015 nChanged 3 SP:Iteration 34Q (4773.310000 sec): 3 clusters Score: Raw -144045.847235 + Penalty 702.924645 = -143342.922590 nChanged 2 SP:Iteration 35Q (4773.510000 sec): 3 clusters Score: Raw -144046.193149 + Penalty 702.924645 = -143343.268505 nChanged 4 SP:Iteration 36Q (4773.710000 sec): 3 clusters Score: Raw -144046.830352 + Penalty 702.924645 = -143343.905707 nChanged 5 SP:Iteration 37Q (4773.840000 sec): 3 clusters Score: Raw -144047.957805 + Penalty 702.924645 = -143345.033160 nChanged 6 SP:Iteration 38Q (4774.050000 sec): 3 clusters Score: Raw -144049.841157 + Penalty 702.924645 = -143346.916512 nChanged 7 SP:Iteration 39Q (4774.210000 sec): 3 clusters Score: Raw -144051.158833 + Penalty 702.924645 = -143348.234189 nChanged 9 SP:Iteration 40F (4774.430000 sec): 3 clusters Score: Raw -144052.417250 + Penalty 702.924645 = -143349.492605 nChanged 7 SP:Iteration 41Q (4774.580000 sec): 3 clusters Score: Raw -144053.634942 + Penalty 702.924645 = -143350.710297 nChanged 7 SP:Iteration 42Q (4774.760000 sec): 3 clusters Score: Raw -144054.785171 + Penalty 702.924645 = -143351.860527 nChanged 11 SP:Iteration 43Q (4774.990000 sec): 3 clusters Score: Raw -144056.282537 + Penalty 702.924645 = -143353.357892 nChanged 8 SP:Iteration 44Q (4775.150000 sec): 3 clusters Score: Raw -144058.793308 + Penalty 702.924645 = -143355.868663 nChanged 11 SP:Iteration 45Q (4775.320000 sec): 3 clusters Score: Raw -144063.897009 + Penalty 702.924645 = -143360.972364 nChanged 14 SP:Iteration 46Q (4775.490000 sec): 3 clusters Score: Raw -144069.051248 + Penalty 702.924645 = -143366.126603 nChanged 17 SP:Iteration 47Q (4775.650000 sec): 3 clusters Score: Raw -144073.763114 + Penalty 702.924645 = -143370.838469 nChanged 21 SP:Iteration 48Q (4775.800000 sec): 3 clusters Score: Raw -144080.589671 + Penalty 702.924645 = -143377.665026 nChanged 29 SP:Iteration 49Q (4775.990000 sec): 3 clusters Score: Raw -144091.002789 + Penalty 702.924645 = -143388.078144 nChanged 31 SP:Iteration 50Q (4776.170000 sec): 3 clusters Score: Raw -144103.951323 + Penalty 702.924645 = -143401.026678 nChanged 40 SP:Iteration 51Q (4776.350000 sec): 3 clusters Score: Raw -144124.765712 + Penalty 702.924645 = -143421.841068 nChanged 41 SP:Iteration 52Q (4776.530000 sec): 3 clusters Score: Raw -144138.275328 + Penalty 702.924645 = -143435.350683 nChanged 27 SP:Iteration 53Q (4776.710000 sec): 3 clusters Score: Raw -144148.866446 + Penalty 702.924645 = -143445.941801 nChanged 27 SP:Iteration 54Q (4776.930000 sec): 3 clusters Score: Raw -144157.864994 + Penalty 702.924645 = -143454.940349 nChanged 24 SP:Iteration 55Q (4777.070000 sec): 3 clusters Score: Raw -144166.559243 + Penalty 702.924645 = -143463.634598 nChanged 17 SP:Iteration 56Q (4777.260000 sec): 3 clusters Score: Raw -144173.592436 + Penalty 702.924645 = -143470.667791 nChanged 21 SP:Iteration 57Q (4777.510000 sec): 3 clusters Score: Raw -144181.412973 + Penalty 702.924645 = -143478.488329 nChanged 20 SP:Iteration 58Q (4777.680000 sec): 3 clusters Score: Raw -144189.614164 + Penalty 702.924645 = -143486.689520 nChanged 14 SP:Iteration 59Q (4777.840000 sec): 3 clusters Score: Raw -144194.137697 + Penalty 702.924645 = -143491.213052 nChanged 9 SP:Iteration 60F (4778.010000 sec): 3 clusters Score: Raw -144197.359710 + Penalty 702.924645 = -143494.435065 nChanged 12 SP:Iteration 61Q (4778.240000 sec): 3 clusters Score: Raw -144201.366498 + Penalty 702.924645 = -143498.441853 nChanged 11 SP:Iteration 62Q (4778.390000 sec): 3 clusters Score: Raw -144205.441381 + Penalty 702.924645 = -143502.516736 nChanged 10 SP:Iteration 63Q (4778.560000 sec): 3 clusters Score: Raw -144208.208562 + Penalty 702.924645 = -143505.283917 nChanged 11 SP:Iteration 64Q (4778.750000 sec): 3 clusters Score: Raw -144211.944014 + Penalty 702.924645 = -143509.019369 nChanged 10 SP:Iteration 65Q (4778.910000 sec): 3 clusters Score: Raw -144214.266037 + Penalty 702.924645 = -143511.341393 nChanged 8 SP:Iteration 66Q (4779.050000 sec): 3 clusters Score: Raw -144216.568125 + Penalty 702.924645 = -143513.643480 nChanged 8 SP:Iteration 67Q (4779.250000 sec): 3 clusters Score: Raw -144219.685483 + Penalty 702.924645 = -143516.760839 nChanged 6 SP:Iteration 68Q (4779.450000 sec): 3 clusters Score: Raw -144220.887458 + Penalty 702.924645 = -143517.962813 nChanged 6 SP:Iteration 69Q (4779.610000 sec): 3 clusters Score: Raw -144221.805517 + Penalty 702.924645 = -143518.880872 nChanged 6 SP:Iteration 70Q (4779.760000 sec): 3 clusters Score: Raw -144222.747077 + Penalty 702.924645 = -143519.822432 nChanged 3 SP:Iteration 71Q (4779.900000 sec): 3 clusters Score: Raw -144223.442768 + Penalty 702.924645 = -143520.518123 nChanged 7 SP:Iteration 72Q (4780.120000 sec): 3 clusters Score: Raw -144224.132169 + Penalty 702.924645 = -143521.207524 nChanged 1 SP:Iteration 73Q (4780.270000 sec): 3 clusters Score: Raw -144224.152682 + Penalty 702.924645 = -143521.228038 nChanged 0 SP:Iteration 74F (4780.450000 sec): 3 clusters Score: Raw -144224.152682 + Penalty 702.924645 = -143521.228038 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4780.540000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4780.690000 sec): 3 clusters Score: Raw -7773.748337 + Penalty 440.101654 = -7333.646683 nChanged 28 SP:Iteration 1F (4780.850000 sec): 3 clusters Score: Raw -7810.871140 + Penalty 440.101654 = -7370.769486 nChanged 8 SP:Iteration 2F (4780.990000 sec): 3 clusters Score: Raw -7820.582808 + Penalty 440.101654 = -7380.481154 nChanged 2 SP:Iteration 3Q (4781.190000 sec): 3 clusters Score: Raw -7822.219284 + Penalty 440.101654 = -7382.117630 nChanged 1 SP:Iteration 4Q (4781.380000 sec): 3 clusters Score: Raw -7822.997009 + Penalty 440.101654 = -7382.895356 nChanged 2 SP:Iteration 5Q (4781.510000 sec): 3 clusters Score: Raw -7825.056584 + Penalty 440.101654 = -7384.954931 nChanged 2 SP:Iteration 6Q (4781.630000 sec): 3 clusters Score: Raw -7825.885963 + Penalty 440.101654 = -7385.784309 nChanged 0 SP:Iteration 7F (4781.740000 sec): 3 clusters Score: Raw -7825.885963 + Penalty 440.101654 = -7385.784309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4781.790000 sec): 2 clusters Score: Raw -8575.707617 + Penalty 225.490131 = -8350.217486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4781.900000 sec): 3 clusters Score: Raw -8570.761215 + Penalty 450.980262 = -8119.780953 nChanged 34 SP:Iteration 1F (4782.010000 sec): 3 clusters Score: Raw -8625.693631 + Penalty 450.980262 = -8174.713369 nChanged 5 SP:Iteration 2Q (4782.120000 sec): 3 clusters Score: Raw -8635.665983 + Penalty 450.980262 = -8184.685720 nChanged 4 SP:Iteration 3Q (4782.230000 sec): 3 clusters Score: Raw -8642.552641 + Penalty 450.980262 = -8191.572379 nChanged 1 SP:Iteration 4Q (4782.350000 sec): 3 clusters Score: Raw -8644.111142 + Penalty 450.980262 = -8193.130880 nChanged 0 SP:Iteration 5F (4782.460000 sec): 3 clusters Score: Raw -8644.111142 + Penalty 450.980262 = -8193.130880 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4782.510000 sec): 2 clusters Score: Raw -5572.004845 + Penalty 207.201399 = -5364.803446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4782.630000 sec): 3 clusters Score: Raw -5589.981419 + Penalty 414.402797 = -5175.578622 nChanged 10 SP:Iteration 1F (4782.740000 sec): 3 clusters Score: Raw -5617.015580 + Penalty 414.402797 = -5202.612783 nChanged 4 SP:Iteration 2Q (4782.850000 sec): 3 clusters Score: Raw -5637.332802 + Penalty 414.402797 = -5222.930004 nChanged 0 SP:Iteration 3F (4782.960000 sec): 3 clusters Score: Raw -5637.332802 + Penalty 414.402797 = -5222.930004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4783.040000 sec): 2 clusters Score: Raw -28923.206057 + Penalty 276.323526 = -28646.882531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4783.170000 sec): 3 clusters Score: Raw -28747.785595 + Penalty 552.647053 = -28195.138542 nChanged 146 SP:Iteration 1F (4783.310000 sec): 3 clusters Score: Raw -28884.965224 + Penalty 552.647053 = -28332.318172 nChanged 34 SP:Iteration 2F (4783.430000 sec): 3 clusters Score: Raw -28921.031031 + Penalty 552.647053 = -28368.383978 nChanged 20 SP:Iteration 3Q (4783.550000 sec): 3 clusters Score: Raw -28933.520549 + Penalty 552.647053 = -28380.873496 nChanged 8 SP:Iteration 4Q (4783.660000 sec): 3 clusters Score: Raw -28944.436414 + Penalty 552.647053 = -28391.789361 nChanged 8 SP:Iteration 5Q (4783.770000 sec): 3 clusters Score: Raw -28951.517430 + Penalty 552.647053 = -28398.870378 nChanged 7 SP:Iteration 6Q (4783.890000 sec): 3 clusters Score: Raw -28955.930601 + Penalty 552.647053 = -28403.283548 nChanged 4 SP:Iteration 7Q (4784.010000 sec): 3 clusters Score: Raw -28958.024600 + Penalty 552.647053 = -28405.377548 nChanged 5 SP:Iteration 8Q (4784.130000 sec): 3 clusters Score: Raw -28961.780955 + Penalty 552.647053 = -28409.133903 nChanged 8 SP:Iteration 9Q (4784.230000 sec): 3 clusters Score: Raw -28965.942615 + Penalty 552.647053 = -28413.295562 nChanged 5 SP:Iteration 10Q (4784.350000 sec): 3 clusters Score: Raw -28969.775363 + Penalty 552.647053 = -28417.128311 nChanged 3 SP:Iteration 11Q (4784.470000 sec): 3 clusters Score: Raw -28970.749303 + Penalty 552.647053 = -28418.102251 nChanged 2 SP:Iteration 12Q (4784.580000 sec): 3 clusters Score: Raw -28971.582362 + Penalty 552.647053 = -28418.935310 nChanged 0 SP:Iteration 13F (4784.690000 sec): 3 clusters Score: Raw -28971.582362 + Penalty 552.647053 = -28418.935310 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4784.750000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4784.870000 sec): 3 clusters Score: Raw -6589.438427 + Penalty 432.576707 = -6156.861720 nChanged 29 SP:Iteration 1F (4784.980000 sec): 3 clusters Score: Raw -6639.074264 + Penalty 432.576707 = -6206.497557 nChanged 7 SP:Iteration 2F (4785.100000 sec): 3 clusters Score: Raw -6652.375820 + Penalty 432.576707 = -6219.799112 nChanged 4 SP:Iteration 3Q (4785.210000 sec): 3 clusters Score: Raw -6660.804960 + Penalty 432.576707 = -6228.228252 nChanged 1 SP:Iteration 4Q (4785.330000 sec): 3 clusters Score: Raw -6662.243499 + Penalty 432.576707 = -6229.666792 nChanged 0 SP:Iteration 5F (4785.450000 sec): 3 clusters Score: Raw -6662.243499 + Penalty 432.576707 = -6229.666792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.500000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.620000 sec): 3 clusters Score: Raw -20598.391813 + Penalty 524.632390 = -20073.759423 nChanged 99 SP:Iteration 1F (4785.770000 sec): 3 clusters Score: Raw -20679.406613 + Penalty 524.632390 = -20154.774222 nChanged 30 SP:Iteration 2F (4785.870000 sec): 3 clusters Score: Raw -20713.683416 + Penalty 524.632390 = -20189.051026 nChanged 16 SP:Iteration 3F (4785.980000 sec): 3 clusters Score: Raw -20753.476142 + Penalty 524.632390 = -20228.843752 nChanged 23 SP:Iteration 4F (4786.090000 sec): 3 clusters Score: Raw -20792.162865 + Penalty 524.632390 = -20267.530475 nChanged 12 SP:Iteration 5Q (4786.180000 sec): 3 clusters Score: Raw -20809.986911 + Penalty 524.632390 = -20285.354521 nChanged 15 SP:Iteration 6Q (4786.290000 sec): 3 clusters Score: Raw -20831.426739 + Penalty 524.632390 = -20306.794349 nChanged 12 SP:Iteration 7Q (4786.400000 sec): 3 clusters Score: Raw -20851.533968 + Penalty 524.632390 = -20326.901578 nChanged 11 SP:Iteration 8Q (4786.510000 sec): 3 clusters Score: Raw -20864.771142 + Penalty 524.632390 = -20340.138751 nChanged 7 SP:Iteration 9Q (4786.630000 sec): 3 clusters Score: Raw -20870.422728 + Penalty 524.632390 = -20345.790337 nChanged 1 SP:Iteration 10Q (4786.740000 sec): 3 clusters Score: Raw -20871.667343 + Penalty 524.632390 = -20347.034953 nChanged 4 SP:Iteration 11Q (4786.850000 sec): 3 clusters Score: Raw -20876.332088 + Penalty 524.632390 = -20351.699698 nChanged 3 SP:Iteration 12Q (4786.960000 sec): 3 clusters Score: Raw -20878.782238 + Penalty 524.632390 = -20354.149848 nChanged 3 SP:Iteration 13Q (4787.090000 sec): 3 clusters Score: Raw -20883.067118 + Penalty 524.632390 = -20358.434727 nChanged 3 SP:Iteration 14Q (4787.300000 sec): 3 clusters Score: Raw -20888.114176 + Penalty 524.632390 = -20363.481785 nChanged 3 SP:Iteration 15Q (4787.410000 sec): 3 clusters Score: Raw -20894.661557 + Penalty 524.632390 = -20370.029167 nChanged 4 SP:Iteration 16Q (4787.490000 sec): 3 clusters Score: Raw -20902.199898 + Penalty 524.632390 = -20377.567507 nChanged 1 SP:Iteration 17Q (4787.610000 sec): 3 clusters Score: Raw -20902.628647 + Penalty 524.632390 = -20377.996257 nChanged 0 SP:Iteration 18F (4787.730000 sec): 3 clusters Score: Raw -20902.628647 + Penalty 524.632390 = -20377.996257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4787.780000 sec): 2 clusters Score: Raw -38268.821323 + Penalty 296.081136 = -37972.740187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4787.900000 sec): 3 clusters Score: Raw -37973.930409 + Penalty 592.162272 = -37381.768137 nChanged 261 SP:Iteration 1F (4788.010000 sec): 3 clusters Score: Raw -38152.180642 + Penalty 592.162272 = -37560.018370 nChanged 52 SP:Iteration 2F (4788.130000 sec): 3 clusters Score: Raw -38194.898131 + Penalty 592.162272 = -37602.735859 nChanged 38 SP:Iteration 3F (4788.270000 sec): 3 clusters Score: Raw -38223.885285 + Penalty 592.162272 = -37631.723013 nChanged 29 SP:Iteration 4Q (4788.390000 sec): 3 clusters Score: Raw -38244.884043 + Penalty 592.162272 = -37652.721771 nChanged 30 SP:Iteration 5Q (4788.510000 sec): 3 clusters Score: Raw -38269.492981 + Penalty 592.162272 = -37677.330709 nChanged 27 SP:Iteration 6Q (4788.610000 sec): 3 clusters Score: Raw -38292.101154 + Penalty 592.162272 = -37699.938882 nChanged 25 SP:Iteration 7Q (4788.730000 sec): 3 clusters Score: Raw -38315.342753 + Penalty 592.162272 = -37723.180481 nChanged 20 SP:Iteration 8Q (4788.860000 sec): 3 clusters Score: Raw -38329.805921 + Penalty 592.162272 = -37737.643649 nChanged 10 SP:Iteration 9Q (4788.990000 sec): 3 clusters Score: Raw -38338.718318 + Penalty 592.162272 = -37746.556046 nChanged 5 SP:Iteration 10Q (4789.170000 sec): 3 clusters Score: Raw -38341.455795 + Penalty 592.162272 = -37749.293524 nChanged 5 SP:Iteration 11Q (4789.310000 sec): 3 clusters Score: Raw -38345.202707 + Penalty 592.162272 = -37753.040436 nChanged 4 SP:Iteration 12Q (4789.400000 sec): 3 clusters Score: Raw -38347.165562 + Penalty 592.162272 = -37755.003290 nChanged 4 SP:Iteration 13Q (4789.490000 sec): 3 clusters Score: Raw -38350.736496 + Penalty 592.162272 = -37758.574224 nChanged 5 SP:Iteration 14Q (4789.670000 sec): 3 clusters Score: Raw -38353.085030 + Penalty 592.162272 = -37760.922759 nChanged 2 SP:Iteration 15Q (4789.790000 sec): 3 clusters Score: Raw -38354.527524 + Penalty 592.162272 = -37762.365252 nChanged 3 SP:Iteration 16Q (4789.890000 sec): 3 clusters Score: Raw -38356.221738 + Penalty 592.162272 = -37764.059467 nChanged 1 SP:Iteration 17Q (4789.990000 sec): 3 clusters Score: Raw -38357.148457 + Penalty 592.162272 = -37764.986185 nChanged 1 SP:Iteration 18Q (4790.140000 sec): 3 clusters Score: Raw -38358.320253 + Penalty 592.162272 = -37766.157982 nChanged 0 SP:Iteration 19F (4790.240000 sec): 3 clusters Score: Raw -38358.320253 + Penalty 592.162272 = -37766.157982 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4790.380000 sec): 2 clusters Score: Raw -425180.218763 + Penalty 404.956369 = -424775.262394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4790.530000 sec): 3 clusters Score: Raw -420711.211683 + Penalty 809.912739 = -419901.298944 nChanged 3339 SP:Iteration 1F (4790.700000 sec): 3 clusters Score: Raw -422832.956579 + Penalty 809.912739 = -422023.043840 nChanged 589 SP:Iteration 2F (4790.900000 sec): 3 clusters Score: Raw -423217.495201 + Penalty 809.912739 = -422407.582462 nChanged 557 SP:Iteration 3F (4791.050000 sec): 3 clusters Score: Raw -423594.232151 + Penalty 809.912739 = -422784.319412 nChanged 461 SP:Iteration 4F (4791.240000 sec): 3 clusters Score: Raw -423918.863000 + Penalty 809.912739 = -423108.950261 nChanged 375 SP:Iteration 5F (4791.440000 sec): 3 clusters Score: Raw -424195.694478 + Penalty 809.912739 = -423385.781739 nChanged 315 SP:Iteration 6Q (4791.650000 sec): 3 clusters Score: Raw -424429.794409 + Penalty 809.912739 = -423619.881670 nChanged 282 SP:Iteration 7Q (4791.840000 sec): 3 clusters Score: Raw -424662.508617 + Penalty 809.912739 = -423852.595878 nChanged 257 SP:Iteration 8Q (4792.020000 sec): 3 clusters Score: Raw -424878.142189 + Penalty 809.912739 = -424068.229451 nChanged 204 SP:Iteration 9Q (4792.200000 sec): 3 clusters Score: Raw -425036.523362 + Penalty 809.912739 = -424226.610623 nChanged 165 SP:Iteration 10Q (4792.340000 sec): 3 clusters Score: Raw -425178.665549 + Penalty 809.912739 = -424368.752810 nChanged 110 SP:Iteration 11Q (4792.500000 sec): 3 clusters Score: Raw -425274.586695 + Penalty 809.912739 = -424464.673956 nChanged 81 SP:Iteration 12Q (4792.660000 sec): 3 clusters Score: Raw -425344.492738 + Penalty 809.912739 = -424534.579999 nChanged 45 SP:Iteration 13Q (4792.880000 sec): 3 clusters Score: Raw -425396.718989 + Penalty 809.912739 = -424586.806250 nChanged 37 SP:Iteration 14Q (4793.020000 sec): 3 clusters Score: Raw -425432.315434 + Penalty 809.912739 = -424622.402695 nChanged 28 SP:Iteration 15Q (4793.220000 sec): 3 clusters Score: Raw -425457.499073 + Penalty 809.912739 = -424647.586334 nChanged 23 SP:Iteration 16Q (4793.420000 sec): 3 clusters Score: Raw -425483.712392 + Penalty 809.912739 = -424673.799653 nChanged 25 SP:Iteration 17Q (4793.620000 sec): 3 clusters Score: Raw -425499.563886 + Penalty 809.912739 = -424689.651147 nChanged 14 SP:Iteration 18Q (4793.820000 sec): 3 clusters Score: Raw -425506.983850 + Penalty 809.912739 = -424697.071111 nChanged 12 SP:Iteration 19Q (4794.020000 sec): 3 clusters Score: Raw -425514.871496 + Penalty 809.912739 = -424704.958757 nChanged 12 SP:Iteration 20F (4794.190000 sec): 3 clusters Score: Raw -425520.604155 + Penalty 809.912739 = -424710.691416 nChanged 12 SP:Iteration 21Q (4794.370000 sec): 3 clusters Score: Raw -425527.574384 + Penalty 809.912739 = -424717.661645 nChanged 12 SP:Iteration 22Q (4794.560000 sec): 3 clusters Score: Raw -425534.629525 + Penalty 809.912739 = -424724.716786 nChanged 11 SP:Iteration 23Q (4794.770000 sec): 3 clusters Score: Raw -425536.831840 + Penalty 809.912739 = -424726.919101 nChanged 2 SP:Iteration 24Q (4794.980000 sec): 3 clusters Score: Raw -425537.226036 + Penalty 809.912739 = -424727.313297 nChanged 1 SP:Iteration 25Q (4795.140000 sec): 3 clusters Score: Raw -425537.455247 + Penalty 809.912739 = -424727.542508 nChanged 1 SP:Iteration 26Q (4795.310000 sec): 3 clusters Score: Raw -425537.580527 + Penalty 809.912739 = -424727.667788 nChanged 0 SP:Iteration 27F (4795.470000 sec): 3 clusters Score: Raw -425537.580527 + Penalty 809.912739 = -424727.667788 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4795.550000 sec): 2 clusters Score: Raw -115692.145796 + Penalty 342.441141 = -115349.704656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4795.720000 sec): 3 clusters Score: Raw -114683.121344 + Penalty 684.882281 = -113998.239063 nChanged 764 SP:Iteration 1F (4795.960000 sec): 3 clusters Score: Raw -115120.153705 + Penalty 684.882281 = -114435.271424 nChanged 132 SP:Iteration 2F (4796.120000 sec): 3 clusters Score: Raw -115205.808975 + Penalty 684.882281 = -114520.926694 nChanged 119 SP:Iteration 3F (4796.300000 sec): 3 clusters Score: Raw -115301.147291 + Penalty 684.882281 = -114616.265010 nChanged 118 SP:Iteration 4F (4796.470000 sec): 3 clusters Score: Raw -115420.171959 + Penalty 684.882281 = -114735.289678 nChanged 105 SP:Iteration 5F (4796.660000 sec): 3 clusters Score: Raw -115497.765537 + Penalty 684.882281 = -114812.883256 nChanged 98 SP:Iteration 6F (4796.830000 sec): 3 clusters Score: Raw -115571.146093 + Penalty 684.882281 = -114886.263812 nChanged 90 SP:Iteration 7Q (4796.990000 sec): 3 clusters Score: Raw -115639.078888 + Penalty 684.882281 = -114954.196607 nChanged 85 SP:Iteration 8Q (4797.190000 sec): 3 clusters Score: Raw -115708.351442 + Penalty 684.882281 = -115023.469161 nChanged 66 SP:Iteration 9Q (4797.400000 sec): 3 clusters Score: Raw -115758.585179 + Penalty 684.882281 = -115073.702898 nChanged 53 SP:Iteration 10Q (4797.580000 sec): 3 clusters Score: Raw -115794.874949 + Penalty 684.882281 = -115109.992668 nChanged 40 SP:Iteration 11Q (4797.770000 sec): 3 clusters Score: Raw -115816.434740 + Penalty 684.882281 = -115131.552459 nChanged 27 SP:Iteration 12Q (4797.930000 sec): 3 clusters Score: Raw -115833.082444 + Penalty 684.882281 = -115148.200163 nChanged 24 SP:Iteration 13Q (4798.150000 sec): 3 clusters Score: Raw -115846.050463 + Penalty 684.882281 = -115161.168182 nChanged 20 SP:Iteration 14Q (4798.330000 sec): 3 clusters Score: Raw -115854.504717 + Penalty 684.882281 = -115169.622436 nChanged 13 SP:Iteration 15Q (4798.500000 sec): 3 clusters Score: Raw -115860.413279 + Penalty 684.882281 = -115175.530997 nChanged 8 SP:Iteration 16Q (4798.670000 sec): 3 clusters Score: Raw -115865.285254 + Penalty 684.882281 = -115180.402973 nChanged 8 SP:Iteration 17Q (4798.850000 sec): 3 clusters Score: Raw -115867.572494 + Penalty 684.882281 = -115182.690213 nChanged 7 SP:Iteration 18Q (4799.020000 sec): 3 clusters Score: Raw -115869.914583 + Penalty 684.882281 = -115185.032302 nChanged 5 SP:Iteration 19Q (4799.220000 sec): 3 clusters Score: Raw -115871.627027 + Penalty 684.882281 = -115186.744746 nChanged 5 SP:Iteration 20F (4799.360000 sec): 3 clusters Score: Raw -115872.321838 + Penalty 684.882281 = -115187.439557 nChanged 3 SP:Iteration 21Q (4799.570000 sec): 3 clusters Score: Raw -115872.793796 + Penalty 684.882281 = -115187.911515 nChanged 4 SP:Iteration 22Q (4799.780000 sec): 3 clusters Score: Raw -115873.566401 + Penalty 684.882281 = -115188.684120 nChanged 1 SP:Iteration 23Q (4799.960000 sec): 3 clusters Score: Raw -115873.886130 + Penalty 684.882281 = -115189.003849 nChanged 3 SP:Iteration 24Q (4800.070000 sec): 3 clusters Score: Raw -115874.723323 + Penalty 684.882281 = -115189.841042 nChanged 4 SP:Iteration 25Q (4800.250000 sec): 3 clusters Score: Raw -115875.900659 + Penalty 684.882281 = -115191.018378 nChanged 5 SP:Iteration 26Q (4800.420000 sec): 3 clusters Score: Raw -115876.731529 + Penalty 684.882281 = -115191.849248 nChanged 2 SP:Iteration 27Q (4800.600000 sec): 3 clusters Score: Raw -115876.946877 + Penalty 684.882281 = -115192.064596 nChanged 1 SP:Iteration 28Q (4800.780000 sec): 3 clusters Score: Raw -115877.089485 + Penalty 684.882281 = -115192.207204 nChanged 1 SP:Iteration 29Q (4800.930000 sec): 3 clusters Score: Raw -115877.688035 + Penalty 684.882281 = -115192.805754 nChanged 5 SP:Iteration 30Q (4801.150000 sec): 3 clusters Score: Raw -115879.033909 + Penalty 684.882281 = -115194.151628 nChanged 3 SP:Iteration 31Q (4801.370000 sec): 3 clusters Score: Raw -115880.330495 + Penalty 684.882281 = -115195.448214 nChanged 5 SP:Iteration 32Q (4801.540000 sec): 3 clusters Score: Raw -115881.487358 + Penalty 684.882281 = -115196.605077 nChanged 0 SP:Iteration 33F (4801.790000 sec): 3 clusters Score: Raw -115881.487358 + Penalty 684.882281 = -115196.605077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4801.860000 sec): 2 clusters Score: Raw -7540.955639 + Penalty 217.830874 = -7323.124764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4802.030000 sec): 3 clusters Score: Raw -7544.326234 + Penalty 435.661749 = -7108.664485 nChanged 19 SP:Iteration 1F (4802.250000 sec): 3 clusters Score: Raw -7585.094086 + Penalty 435.661749 = -7149.432337 nChanged 7 SP:Iteration 2F (4802.360000 sec): 3 clusters Score: Raw -7610.100118 + Penalty 435.661749 = -7174.438369 nChanged 1 SP:Iteration 3Q (4802.540000 sec): 3 clusters Score: Raw -7611.129962 + Penalty 435.661749 = -7175.468213 nChanged 0 SP:Iteration 4F (4802.790000 sec): 3 clusters Score: Raw -7611.129962 + Penalty 435.661749 = -7175.468213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4802.870000 sec): 2 clusters Score: Raw -312617.729791 + Penalty 386.492192 = -312231.237599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4803.050000 sec): 3 clusters Score: Raw -309700.604230 + Penalty 772.984385 = -308927.619846 nChanged 2208 SP:Iteration 1F (4803.270000 sec): 3 clusters Score: Raw -310926.159557 + Penalty 772.984385 = -310153.175172 nChanged 308 SP:Iteration 2F (4803.450000 sec): 3 clusters Score: Raw -311120.246513 + Penalty 772.984385 = -310347.262128 nChanged 333 SP:Iteration 3F (4803.660000 sec): 3 clusters Score: Raw -311373.873345 + Penalty 772.984385 = -310600.888961 nChanged 346 SP:Iteration 4F (4803.890000 sec): 3 clusters Score: Raw -311666.868346 + Penalty 772.984385 = -310893.883962 nChanged 328 SP:Iteration 5F (4804.110000 sec): 3 clusters Score: Raw -311958.342011 + Penalty 772.984385 = -311185.357626 nChanged 282 SP:Iteration 6F (4804.270000 sec): 3 clusters Score: Raw -312219.008423 + Penalty 772.984385 = -311446.024039 nChanged 210 SP:Iteration 7Q (4804.420000 sec): 3 clusters Score: Raw -312422.279242 + Penalty 772.984385 = -311649.294857 nChanged 117 SP:Iteration 8Q (4804.660000 sec): 3 clusters Score: Raw -312528.594928 + Penalty 772.984385 = -311755.610543 nChanged 63 SP:Iteration 9Q (4804.840000 sec): 3 clusters Score: Raw -312584.392691 + Penalty 772.984385 = -311811.408307 nChanged 37 SP:Iteration 10Q (4804.990000 sec): 3 clusters Score: Raw -312629.699309 + Penalty 772.984385 = -311856.714924 nChanged 14 SP:Iteration 11Q (4805.180000 sec): 3 clusters Score: Raw -312648.385780 + Penalty 772.984385 = -311875.401395 nChanged 7 SP:Iteration 12Q (4805.410000 sec): 3 clusters Score: Raw -312655.804020 + Penalty 772.984385 = -311882.819635 nChanged 3 SP:Iteration 13Q (4805.600000 sec): 3 clusters Score: Raw -312661.049812 + Penalty 772.984385 = -311888.065427 nChanged 4 SP:Iteration 14Q (4805.740000 sec): 3 clusters Score: Raw -312670.151919 + Penalty 772.984385 = -311897.167535 nChanged 6 SP:Iteration 15Q (4805.940000 sec): 3 clusters Score: Raw -312677.497180 + Penalty 772.984385 = -311904.512796 nChanged 1 SP:Iteration 16Q (4806.110000 sec): 3 clusters Score: Raw -312677.790994 + Penalty 772.984385 = -311904.806610 nChanged 1 SP:Iteration 17Q (4806.330000 sec): 3 clusters Score: Raw -312678.481460 + Penalty 772.984385 = -311905.497075 nChanged 0 SP:Iteration 18F (4806.540000 sec): 3 clusters Score: Raw -312678.481460 + Penalty 772.984385 = -311905.497075 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4806.600000 sec): 2 clusters Score: Raw -36971.936692 + Penalty 293.496404 = -36678.440288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4806.820000 sec): 3 clusters Score: Raw -36690.403525 + Penalty 586.992808 = -36103.410716 nChanged 236 SP:Iteration 1F (4807.030000 sec): 3 clusters Score: Raw -36866.978976 + Penalty 586.992808 = -36279.986167 nChanged 56 SP:Iteration 2F (4807.240000 sec): 3 clusters Score: Raw -36920.582521 + Penalty 586.992808 = -36333.589712 nChanged 32 SP:Iteration 3F (4807.480000 sec): 3 clusters Score: Raw -36942.992274 + Penalty 586.992808 = -36355.999466 nChanged 22 SP:Iteration 4Q (4807.640000 sec): 3 clusters Score: Raw -36960.430070 + Penalty 586.992808 = -36373.437261 nChanged 15 SP:Iteration 5Q (4807.820000 sec): 3 clusters Score: Raw -36970.249830 + Penalty 586.992808 = -36383.257022 nChanged 6 SP:Iteration 6Q (4808.020000 sec): 3 clusters Score: Raw -36974.212217 + Penalty 586.992808 = -36387.219408 nChanged 4 SP:Iteration 7Q (4808.220000 sec): 3 clusters Score: Raw -36975.713165 + Penalty 586.992808 = -36388.720357 nChanged 6 SP:Iteration 8Q (4808.370000 sec): 3 clusters Score: Raw -36977.920074 + Penalty 586.992808 = -36390.927266 nChanged 7 SP:Iteration 9Q (4808.570000 sec): 3 clusters Score: Raw -36980.978234 + Penalty 586.992808 = -36393.985426 nChanged 7 SP:Iteration 10Q (4808.770000 sec): 3 clusters Score: Raw -36983.574973 + Penalty 586.992808 = -36396.582164 nChanged 7 SP:Iteration 11Q (4808.940000 sec): 3 clusters Score: Raw -36987.259307 + Penalty 586.992808 = -36400.266498 nChanged 5 SP:Iteration 12Q (4809.130000 sec): 3 clusters Score: Raw -36989.201819 + Penalty 586.992808 = -36402.209010 nChanged 3 SP:Iteration 13Q (4809.280000 sec): 3 clusters Score: Raw -36990.216457 + Penalty 586.992808 = -36403.223648 nChanged 2 SP:Iteration 14Q (4809.490000 sec): 3 clusters Score: Raw -36991.126214 + Penalty 586.992808 = -36404.133406 nChanged 2 SP:Iteration 15Q (4809.660000 sec): 3 clusters Score: Raw -36991.551748 + Penalty 586.992808 = -36404.558939 nChanged 2 SP:Iteration 16Q (4809.840000 sec): 3 clusters Score: Raw -36991.830803 + Penalty 586.992808 = -36404.837995 nChanged 0 SP:Iteration 17F (4810.040000 sec): 3 clusters Score: Raw -36991.830803 + Penalty 586.992808 = -36404.837995 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4810.140000 sec): 2 clusters Score: Raw -13460.386165 + Penalty 245.821821 = -13214.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4810.340000 sec): 3 clusters Score: Raw -13416.354135 + Penalty 491.643642 = -12924.710493 nChanged 73 SP:Iteration 1F (4810.550000 sec): 3 clusters Score: Raw -13537.926940 + Penalty 491.643642 = -13046.283298 nChanged 19 SP:Iteration 2F (4810.720000 sec): 3 clusters Score: Raw -13568.915897 + Penalty 491.643642 = -13077.272255 nChanged 11 SP:Iteration 3Q (4810.950000 sec): 3 clusters Score: Raw -13584.925089 + Penalty 491.643642 = -13093.281447 nChanged 7 SP:Iteration 4Q (4811.120000 sec): 3 clusters Score: Raw -13597.968296 + Penalty 491.643642 = -13106.324654 nChanged 4 SP:Iteration 5Q (4811.300000 sec): 3 clusters Score: Raw -13603.346935 + Penalty 491.643642 = -13111.703293 nChanged 3 SP:Iteration 6Q (4811.460000 sec): 3 clusters Score: Raw -13607.559648 + Penalty 491.643642 = -13115.916006 nChanged 3 SP:Iteration 7Q (4811.660000 sec): 3 clusters Score: Raw -13610.781934 + Penalty 491.643642 = -13119.138292 nChanged 2 SP:Iteration 8Q (4811.820000 sec): 3 clusters Score: Raw -13613.166417 + Penalty 491.643642 = -13121.522775 nChanged 2 SP:Iteration 9Q (4812.020000 sec): 3 clusters Score: Raw -13614.560434 + Penalty 491.643642 = -13122.916792 nChanged 0 SP:Iteration 10F (4812.160000 sec): 3 clusters Score: Raw -13614.560434 + Penalty 491.643642 = -13122.916792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4812.240000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4812.430000 sec): 3 clusters Score: Raw -6170.497271 + Penalty 417.232041 = -5753.265231 nChanged 18 SP:Iteration 1F (4812.620000 sec): 3 clusters Score: Raw -6205.862228 + Penalty 417.232041 = -5788.630187 nChanged 2 SP:Iteration 2Q (4812.780000 sec): 3 clusters Score: Raw -6213.001192 + Penalty 417.232041 = -5795.769152 nChanged 0 SP:Iteration 3F (4812.940000 sec): 3 clusters Score: Raw -6213.001192 + Penalty 417.232041 = -5795.769152 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4813.020000 sec): 2 clusters Score: Raw -43347.126218 + Penalty 298.009109 = -43049.117110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4813.240000 sec): 3 clusters Score: Raw -43009.759860 + Penalty 596.018218 = -42413.741643 nChanged 275 SP:Iteration 1F (4813.420000 sec): 3 clusters Score: Raw -43173.087065 + Penalty 596.018218 = -42577.068848 nChanged 55 SP:Iteration 2F (4813.620000 sec): 3 clusters Score: Raw -43218.953710 + Penalty 596.018218 = -42622.935492 nChanged 40 SP:Iteration 3F (4813.850000 sec): 3 clusters Score: Raw -43247.963007 + Penalty 596.018218 = -42651.944790 nChanged 25 SP:Iteration 4Q (4814.030000 sec): 3 clusters Score: Raw -43269.159140 + Penalty 596.018218 = -42673.140923 nChanged 30 SP:Iteration 5Q (4814.260000 sec): 3 clusters Score: Raw -43296.597170 + Penalty 596.018218 = -42700.578953 nChanged 27 SP:Iteration 6Q (4814.440000 sec): 3 clusters Score: Raw -43321.288595 + Penalty 596.018218 = -42725.270377 nChanged 19 SP:Iteration 7Q (4814.590000 sec): 3 clusters Score: Raw -43337.636501 + Penalty 596.018218 = -42741.618283 nChanged 14 SP:Iteration 8Q (4814.790000 sec): 3 clusters Score: Raw -43355.867743 + Penalty 596.018218 = -42759.849525 nChanged 13 SP:Iteration 9Q (4814.970000 sec): 3 clusters Score: Raw -43368.254476 + Penalty 596.018218 = -42772.236259 nChanged 12 SP:Iteration 10Q (4815.160000 sec): 3 clusters Score: Raw -43375.886106 + Penalty 596.018218 = -42779.867889 nChanged 14 SP:Iteration 11Q (4815.320000 sec): 3 clusters Score: Raw -43392.719682 + Penalty 596.018218 = -42796.701464 nChanged 11 SP:Iteration 12Q (4815.500000 sec): 3 clusters Score: Raw -43403.968950 + Penalty 596.018218 = -42807.950733 nChanged 5 SP:Iteration 13Q (4815.710000 sec): 3 clusters Score: Raw -43407.093739 + Penalty 596.018218 = -42811.075521 nChanged 3 SP:Iteration 14Q (4815.860000 sec): 3 clusters Score: Raw -43409.661304 + Penalty 596.018218 = -42813.643086 nChanged 3 SP:Iteration 15Q (4816.020000 sec): 3 clusters Score: Raw -43413.223148 + Penalty 596.018218 = -42817.204930 nChanged 2 SP:Iteration 16Q (4816.180000 sec): 3 clusters Score: Raw -43413.624995 + Penalty 596.018218 = -42817.606778 nChanged 2 SP:Iteration 17Q (4816.340000 sec): 3 clusters Score: Raw -43415.610004 + Penalty 596.018218 = -42819.591786 nChanged 3 SP:Iteration 18Q (4816.490000 sec): 3 clusters Score: Raw -43418.455399 + Penalty 596.018218 = -42822.437182 nChanged 4 SP:Iteration 19Q (4816.680000 sec): 3 clusters Score: Raw -43422.746922 + Penalty 596.018218 = -42826.728705 nChanged 6 SP:Iteration 20F (4816.870000 sec): 3 clusters Score: Raw -43427.081643 + Penalty 596.018218 = -42831.063426 nChanged 5 SP:Iteration 21Q (4817.000000 sec): 3 clusters Score: Raw -43436.084747 + Penalty 596.018218 = -42840.066529 nChanged 6 SP:Iteration 22Q (4817.210000 sec): 3 clusters Score: Raw -43439.650729 + Penalty 596.018218 = -42843.632512 nChanged 4 SP:Iteration 23Q (4817.360000 sec): 3 clusters Score: Raw -43442.387004 + Penalty 596.018218 = -42846.368786 nChanged 2 SP:Iteration 24Q (4817.530000 sec): 3 clusters Score: Raw -43443.299979 + Penalty 596.018218 = -42847.281762 nChanged 2 SP:Iteration 25Q (4817.700000 sec): 3 clusters Score: Raw -43447.074849 + Penalty 596.018218 = -42851.056632 nChanged 4 SP:Iteration 26Q (4817.910000 sec): 3 clusters Score: Raw -43452.341727 + Penalty 596.018218 = -42856.323509 nChanged 6 SP:Iteration 27Q (4818.090000 sec): 3 clusters Score: Raw -43463.063102 + Penalty 596.018218 = -42867.044884 nChanged 8 SP:Iteration 28Q (4818.270000 sec): 3 clusters Score: Raw -43474.751446 + Penalty 596.018218 = -42878.733229 nChanged 6 SP:Iteration 29Q (4818.500000 sec): 3 clusters Score: Raw -43485.382858 + Penalty 596.018218 = -42889.364640 nChanged 10 SP:Iteration 30Q (4818.650000 sec): 3 clusters Score: Raw -43493.344291 + Penalty 596.018218 = -42897.326074 nChanged 7 SP:Iteration 31Q (4818.830000 sec): 3 clusters Score: Raw -43501.185806 + Penalty 596.018218 = -42905.167589 nChanged 4 SP:Iteration 32Q (4818.990000 sec): 3 clusters Score: Raw -43504.386360 + Penalty 596.018218 = -42908.368142 nChanged 2 SP:Iteration 33Q (4819.220000 sec): 3 clusters Score: Raw -43506.127414 + Penalty 596.018218 = -42910.109197 nChanged 1 SP:Iteration 34Q (4819.390000 sec): 3 clusters Score: Raw -43506.804423 + Penalty 596.018218 = -42910.786205 nChanged 1 SP:Iteration 35Q (4819.610000 sec): 3 clusters Score: Raw -43507.366757 + Penalty 596.018218 = -42911.348539 nChanged 1 SP:Iteration 36Q (4819.770000 sec): 3 clusters Score: Raw -43507.863970 + Penalty 596.018218 = -42911.845752 nChanged 1 SP:Iteration 37Q (4819.950000 sec): 3 clusters Score: Raw -43510.697896 + Penalty 596.018218 = -42914.679678 nChanged 2 SP:Iteration 38Q (4820.110000 sec): 3 clusters Score: Raw -43513.937727 + Penalty 596.018218 = -42917.919510 nChanged 3 SP:Iteration 39Q (4820.300000 sec): 3 clusters Score: Raw -43517.212251 + Penalty 596.018218 = -42921.194034 nChanged 2 SP:Iteration 40F (4820.540000 sec): 3 clusters Score: Raw -43519.291782 + Penalty 596.018218 = -42923.273565 nChanged 2 SP:Iteration 41Q (4820.670000 sec): 3 clusters Score: Raw -43520.647265 + Penalty 596.018218 = -42924.629048 nChanged 2 SP:Iteration 42Q (4820.890000 sec): 3 clusters Score: Raw -43522.939251 + Penalty 596.018218 = -42926.921034 nChanged 1 SP:Iteration 43Q (4821.080000 sec): 3 clusters Score: Raw -43525.219656 + Penalty 596.018218 = -42929.201439 nChanged 2 SP:Iteration 44Q (4821.280000 sec): 3 clusters Score: Raw -43527.407812 + Penalty 596.018218 = -42931.389594 nChanged 0 SP:Iteration 45F (4821.460000 sec): 3 clusters Score: Raw -43527.407812 + Penalty 596.018218 = -42931.389594 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4821.550000 sec): 2 clusters Score: Raw -17607.460291 + Penalty 258.292298 = -17349.167993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4821.690000 sec): 3 clusters Score: Raw -17503.625325 + Penalty 516.584596 = -16987.040729 nChanged 97 SP:Iteration 1F (4821.850000 sec): 3 clusters Score: Raw -17584.649207 + Penalty 516.584596 = -17068.064611 nChanged 16 SP:Iteration 2F (4822.070000 sec): 3 clusters Score: Raw -17603.288402 + Penalty 516.584596 = -17086.703806 nChanged 9 SP:Iteration 3Q (4822.260000 sec): 3 clusters Score: Raw -17612.304828 + Penalty 516.584596 = -17095.720232 nChanged 4 SP:Iteration 4Q (4822.470000 sec): 3 clusters Score: Raw -17614.080269 + Penalty 516.584596 = -17097.495673 nChanged 1 SP:Iteration 5Q (4822.690000 sec): 3 clusters Score: Raw -17614.665706 + Penalty 516.584596 = -17098.081110 nChanged 0 SP:Iteration 6F (4822.930000 sec): 3 clusters Score: Raw -17614.665706 + Penalty 516.584596 = -17098.081110 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4822.990000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4823.090000 sec): 2 clusters Score: Raw -680.126606 + Penalty 148.243392 = -531.883213 nChanged 11 SP:Iteration 1F (4823.200000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4823.280000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4823.480000 sec): 3 clusters Score: Raw -24748.872031 + Penalty 552.856489 = -24196.015542 nChanged 137 SP:Iteration 1F (4823.700000 sec): 3 clusters Score: Raw -24852.436432 + Penalty 552.856489 = -24299.579943 nChanged 42 SP:Iteration 2F (4823.900000 sec): 3 clusters Score: Raw -24884.416187 + Penalty 552.856489 = -24331.559698 nChanged 20 SP:Iteration 3Q (4824.020000 sec): 3 clusters Score: Raw -24911.085857 + Penalty 552.856489 = -24358.229368 nChanged 21 SP:Iteration 4Q (4824.230000 sec): 3 clusters Score: Raw -24944.897426 + Penalty 552.856489 = -24392.040937 nChanged 24 SP:Iteration 5F (4824.430000 sec): 3 clusters Score: Raw -24975.897383 + Penalty 552.856489 = -24423.040894 nChanged 15 SP:Iteration 6Q (4824.590000 sec): 3 clusters Score: Raw -25007.596155 + Penalty 552.856489 = -24454.739666 nChanged 24 SP:Iteration 7F (4824.780000 sec): 3 clusters Score: Raw -25046.700446 + Penalty 552.856489 = -24493.843957 nChanged 18 SP:Iteration 8Q (4824.950000 sec): 3 clusters Score: Raw -25067.233410 + Penalty 552.856489 = -24514.376922 nChanged 19 SP:Iteration 9Q (4825.130000 sec): 3 clusters Score: Raw -25087.479684 + Penalty 552.856489 = -24534.623195 nChanged 15 SP:Iteration 10Q (4825.330000 sec): 3 clusters Score: Raw -25113.470094 + Penalty 552.856489 = -24560.613605 nChanged 13 SP:Iteration 11Q (4825.510000 sec): 3 clusters Score: Raw -25137.774906 + Penalty 552.856489 = -24584.918417 nChanged 11 SP:Iteration 12Q (4825.660000 sec): 3 clusters Score: Raw -25147.501894 + Penalty 552.856489 = -24594.645405 nChanged 7 SP:Iteration 13Q (4825.830000 sec): 3 clusters Score: Raw -25152.416204 + Penalty 552.856489 = -24599.559715 nChanged 3 SP:Iteration 14Q (4826.010000 sec): 3 clusters Score: Raw -25154.497381 + Penalty 552.856489 = -24601.640892 nChanged 1 SP:Iteration 15Q (4826.170000 sec): 3 clusters Score: Raw -25154.911354 + Penalty 552.856489 = -24602.054865 nChanged 2 SP:Iteration 16Q (4826.360000 sec): 3 clusters Score: Raw -25156.466376 + Penalty 552.856489 = -24603.609887 nChanged 0 SP:Iteration 17F (4826.600000 sec): 3 clusters Score: Raw -25156.466376 + Penalty 552.856489 = -24603.609887 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4826.680000 sec): 2 clusters Score: Raw -5504.116272 + Penalty 217.066150 = -5287.050121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4826.830000 sec): 3 clusters Score: Raw -5559.890360 + Penalty 434.132301 = -5125.758060 nChanged 34 SP:Iteration 1F (4827.050000 sec): 3 clusters Score: Raw -5618.738024 + Penalty 434.132301 = -5184.605723 nChanged 9 SP:Iteration 2F (4827.250000 sec): 3 clusters Score: Raw -5638.899347 + Penalty 434.132301 = -5204.767046 nChanged 5 SP:Iteration 3Q (4827.450000 sec): 3 clusters Score: Raw -5660.003573 + Penalty 434.132301 = -5225.871272 nChanged 2 SP:Iteration 4Q (4827.660000 sec): 3 clusters Score: Raw -5669.448057 + Penalty 434.132301 = -5235.315756 nChanged 0 SP:Iteration 5F (4827.810000 sec): 3 clusters Score: Raw -5669.448057 + Penalty 434.132301 = -5235.315756 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4827.940000 sec): 2 clusters Score: Raw -7534.105660 + Penalty 218.954388 = -7315.151272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4828.090000 sec): 3 clusters Score: Raw -7520.025046 + Penalty 437.908776 = -7082.116270 nChanged 20 SP:Iteration 1F (4828.300000 sec): 3 clusters Score: Raw -7551.876664 + Penalty 437.908776 = -7113.967888 nChanged 10 SP:Iteration 2F (4828.480000 sec): 3 clusters Score: Raw -7573.315900 + Penalty 437.908776 = -7135.407124 nChanged 3 SP:Iteration 3Q (4828.710000 sec): 3 clusters Score: Raw -7577.923506 + Penalty 437.908776 = -7140.014729 nChanged 3 SP:Iteration 4Q (4828.890000 sec): 3 clusters Score: Raw -7585.074827 + Penalty 437.908776 = -7147.166051 nChanged 1 SP:Iteration 5Q (4829.060000 sec): 3 clusters Score: Raw -7587.270438 + Penalty 437.908776 = -7149.361662 nChanged 0 SP:Iteration 6F (4829.280000 sec): 3 clusters Score: Raw -7587.270438 + Penalty 437.908776 = -7149.361662 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4830.220000 sec): 2 clusters Score: Raw -17596404.570788 + Penalty 570.330483 = -17595834.240305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.120000 sec): 3 clusters Score: Raw -17407616.736835 + Penalty 1140.660967 = -17406476.075868 nChanged 137224 SP:Iteration 1F (4832.010000 sec): 3 clusters Score: Raw -17491090.358794 + Penalty 1140.660967 = -17489949.697827 nChanged 10108 SP:Iteration 2Q (4832.960000 sec): 3 clusters Score: Raw -17494168.961341 + Penalty 1140.660967 = -17493028.300374 nChanged 12702 SP:Iteration 3Q (4833.860000 sec): 3 clusters Score: Raw -17499475.896146 + Penalty 1140.660967 = -17498335.235179 nChanged 16067 SP:Iteration 4F (4834.760000 sec): 3 clusters Score: Raw -17508613.458951 + Penalty 1140.660967 = -17507472.797984 nChanged 19016 SP:Iteration 5F (4835.780000 sec): 3 clusters Score: Raw -17523098.617045 + Penalty 1140.660967 = -17521957.956078 nChanged 19660 SP:Iteration 6F (4836.690000 sec): 3 clusters Score: Raw -17541479.415390 + Penalty 1140.660967 = -17540338.754424 nChanged 16547 SP:Iteration 7F (4837.610000 sec): 3 clusters Score: Raw -17556538.015185 + Penalty 1140.660967 = -17555397.354218 nChanged 11671 SP:Iteration 8Q (4838.560000 sec): 3 clusters Score: Raw -17564154.829398 + Penalty 1140.660967 = -17563014.168432 nChanged 7901 SP:Iteration 9Q (4839.550000 sec): 3 clusters Score: Raw -17568150.168123 + Penalty 1140.660967 = -17567009.507156 nChanged 6394 SP:Iteration 10Q (4840.470000 sec): 3 clusters Score: Raw -17571378.607891 + Penalty 1140.660967 = -17570237.946924 nChanged 6070 SP:Iteration 11Q (4841.430000 sec): 3 clusters Score: Raw -17574522.422374 + Penalty 1140.660967 = -17573381.761407 nChanged 5686 SP:Iteration 12Q (4842.590000 sec): 3 clusters Score: Raw -17577623.060342 + Penalty 1140.660967 = -17576482.399375 nChanged 5257 SP:Iteration 13Q (4843.430000 sec): 3 clusters Score: Raw -17580619.880488 + Penalty 1140.660967 = -17579479.219521 nChanged 4703 SP:Iteration 14Q (4844.460000 sec): 3 clusters Score: Raw -17583380.291167 + Penalty 1140.660967 = -17582239.630200 nChanged 4177 SP:Iteration 15Q (4845.550000 sec): 3 clusters Score: Raw -17585872.097852 + Penalty 1140.660967 = -17584731.436885 nChanged 3550 SP:Iteration 16Q (4846.730000 sec): 3 clusters Score: Raw -17588063.114738 + Penalty 1140.660967 = -17586922.453771 nChanged 3007 SP:Iteration 17Q (4847.720000 sec): 3 clusters Score: Raw -17589935.963799 + Penalty 1140.660967 = -17588795.302832 nChanged 2408 SP:Iteration 18Q (4848.640000 sec): 3 clusters Score: Raw -17591417.028404 + Penalty 1140.660967 = -17590276.367437 nChanged 1985 SP:Iteration 19Q (4849.630000 sec): 3 clusters Score: Raw -17592643.574616 + Penalty 1140.660967 = -17591502.913649 nChanged 1701 SP:Iteration 20F (4850.580000 sec): 3 clusters Score: Raw -17593726.056028 + Penalty 1140.660967 = -17592585.395061 nChanged 1352 SP:Iteration 21Q (4851.630000 sec): 3 clusters Score: Raw -17594592.273104 + Penalty 1140.660967 = -17593451.612138 nChanged 1010 SP:Iteration 22Q (4852.610000 sec): 3 clusters Score: Raw -17595216.572748 + Penalty 1140.660967 = -17594075.911781 nChanged 752 SP:Iteration 23Q (4853.630000 sec): 3 clusters Score: Raw -17595674.207042 + Penalty 1140.660967 = -17594533.546076 nChanged 496 SP:Iteration 24Q (4854.560000 sec): 3 clusters Score: Raw -17595973.548279 + Penalty 1140.660967 = -17594832.887312 nChanged 320 SP:Iteration 25Q (4855.600000 sec): 3 clusters Score: Raw -17596160.208471 + Penalty 1140.660967 = -17595019.547504 nChanged 207 SP:Iteration 26Q (4856.560000 sec): 3 clusters Score: Raw -17596284.631753 + Penalty 1140.660967 = -17595143.970786 nChanged 134 SP:Iteration 27Q (4857.650000 sec): 3 clusters Score: Raw -17596363.205775 + Penalty 1140.660967 = -17595222.544808 nChanged 93 SP:Iteration 28Q (4858.670000 sec): 3 clusters Score: Raw -17596422.527243 + Penalty 1140.660967 = -17595281.866276 nChanged 47 SP:Iteration 29Q (4859.610000 sec): 3 clusters Score: Raw -17596453.344843 + Penalty 1140.660967 = -17595312.683876 nChanged 38 SP:Iteration 30Q (4860.620000 sec): 3 clusters Score: Raw -17596471.492747 + Penalty 1140.660967 = -17595330.831780 nChanged 15 SP:Iteration 31Q (4861.690000 sec): 3 clusters Score: Raw -17596480.977277 + Penalty 1140.660967 = -17595340.316310 nChanged 13 SP:Iteration 32Q (4862.670000 sec): 3 clusters Score: Raw -17596487.273280 + Penalty 1140.660967 = -17595346.612313 nChanged 8 SP:Iteration 33Q (4863.700000 sec): 3 clusters Score: Raw -17596490.032481 + Penalty 1140.660967 = -17595349.371514 nChanged 6 SP:Iteration 34Q (4864.740000 sec): 3 clusters Score: Raw -17596491.676623 + Penalty 1140.660967 = -17595351.015656 nChanged 3 SP:Iteration 35Q (4865.700000 sec): 3 clusters Score: Raw -17596493.005070 + Penalty 1140.660967 = -17595352.344103 nChanged 3 SP:Iteration 36Q (4866.630000 sec): 3 clusters Score: Raw -17596493.839658 + Penalty 1140.660967 = -17595353.178691 nChanged 2 SP:Iteration 37Q (4867.610000 sec): 3 clusters Score: Raw -17596494.649985 + Penalty 1140.660967 = -17595353.989018 nChanged 3 SP:Iteration 38Q (4868.600000 sec): 3 clusters Score: Raw -17596496.348186 + Penalty 1140.660967 = -17595355.687219 nChanged 4 SP:Iteration 39Q (4869.670000 sec): 3 clusters Score: Raw -17596497.538332 + Penalty 1140.660967 = -17595356.877365 nChanged 2 SP:Iteration 40F (4870.770000 sec): 3 clusters Score: Raw -17596498.016791 + Penalty 1140.660967 = -17595357.355824 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.070000 sec): 2 clusters Score: Raw -2235.773055 + Penalty 173.203143 = -2062.569911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4871.310000 sec): 3 clusters Score: Raw -2298.655700 + Penalty 346.406287 = -1952.249413 nChanged 5 SP:Iteration 1F (4871.440000 sec): 3 clusters Score: Raw -2316.414418 + Penalty 346.406287 = -1970.008132 nChanged 2 SP:Iteration 2Q (4871.610000 sec): 3 clusters Score: Raw -2328.860087 + Penalty 346.406287 = -1982.453800 nChanged 0 SP:Iteration 3F (4871.800000 sec): 3 clusters Score: Raw -2328.860087 + Penalty 346.406287 = -1982.453800 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4871.890000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.050000 sec): 3 clusters Score: Raw -9953.934670 + Penalty 464.087845 = -9489.846825 nChanged 38 SP:Iteration 1F (4872.300000 sec): 3 clusters Score: Raw -10020.441661 + Penalty 464.087845 = -9556.353816 nChanged 8 SP:Iteration 2Q (4872.510000 sec): 3 clusters Score: Raw -10038.221197 + Penalty 464.087845 = -9574.133352 nChanged 5 SP:Iteration 3Q (4872.680000 sec): 3 clusters Score: Raw -10043.550394 + Penalty 464.087845 = -9579.462549 nChanged 0 SP:Iteration 4F (4872.860000 sec): 3 clusters Score: Raw -10043.550394 + Penalty 464.087845 = -9579.462549 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.920000 sec): 2 clusters Score: Raw -11682.315185 + Penalty 242.418366 = -11439.896819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4873.170000 sec): 3 clusters Score: Raw -11649.686118 + Penalty 484.836731 = -11164.849386 nChanged 66 SP:Iteration 1F (4873.350000 sec): 3 clusters Score: Raw -11764.047737 + Penalty 484.836731 = -11279.211006 nChanged 20 SP:Iteration 2F (4873.480000 sec): 3 clusters Score: Raw -11814.608539 + Penalty 484.836731 = -11329.771808 nChanged 14 SP:Iteration 3F (4873.660000 sec): 3 clusters Score: Raw -11842.649668 + Penalty 484.836731 = -11357.812937 nChanged 4 SP:Iteration 4Q (4873.810000 sec): 3 clusters Score: Raw -11848.519285 + Penalty 484.836731 = -11363.682554 nChanged 2 SP:Iteration 5Q (4873.900000 sec): 3 clusters Score: Raw -11850.471598 + Penalty 484.836731 = -11365.634867 nChanged 3 SP:Iteration 6Q (4874.150000 sec): 3 clusters Score: Raw -11852.935626 + Penalty 484.836731 = -11368.098895 nChanged 2 SP:Iteration 7Q (4874.300000 sec): 3 clusters Score: Raw -11855.906096 + Penalty 484.836731 = -11371.069364 nChanged 1 SP:Iteration 8Q (4874.450000 sec): 3 clusters Score: Raw -11857.329531 + Penalty 484.836731 = -11372.492800 nChanged 1 SP:Iteration 9Q (4874.650000 sec): 3 clusters Score: Raw -11858.420566 + Penalty 484.836731 = -11373.583835 nChanged 0 SP:Iteration 10F (4874.810000 sec): 3 clusters Score: Raw -11858.420566 + Penalty 484.836731 = -11373.583835 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.880000 sec): 2 clusters Score: Raw -8876.097023 + Penalty 226.441385 = -8649.655637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4875.040000 sec): 3 clusters Score: Raw -8868.003128 + Penalty 452.882771 = -8415.120357 nChanged 27 SP:Iteration 1F (4875.300000 sec): 3 clusters Score: Raw -8907.664453 + Penalty 452.882771 = -8454.781682 nChanged 5 SP:Iteration 2Q (4875.550000 sec): 3 clusters Score: Raw -8916.842388 + Penalty 452.882771 = -8463.959618 nChanged 1 SP:Iteration 3Q (4875.700000 sec): 3 clusters Score: Raw -8918.849650 + Penalty 452.882771 = -8465.966879 nChanged 2 SP:Iteration 4Q (4875.840000 sec): 3 clusters Score: Raw -8921.161396 + Penalty 452.882771 = -8468.278625 nChanged 0 SP:Iteration 5F (4875.970000 sec): 3 clusters Score: Raw -8921.161396 + Penalty 452.882771 = -8468.278625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4876.050000 sec): 2 clusters Score: Raw -109002.705283 + Penalty 343.291179 = -108659.414104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4876.210000 sec): 3 clusters Score: Raw -107939.518875 + Penalty 686.582357 = -107252.936518 nChanged 832 SP:Iteration 1F (4876.420000 sec): 3 clusters Score: Raw -108541.711132 + Penalty 686.582357 = -107855.128775 nChanged 216 SP:Iteration 2F (4876.590000 sec): 3 clusters Score: Raw -108742.641302 + Penalty 686.582357 = -108056.058945 nChanged 156 SP:Iteration 3F (4876.790000 sec): 3 clusters Score: Raw -108864.007822 + Penalty 686.582357 = -108177.425465 nChanged 107 SP:Iteration 4F (4877.020000 sec): 3 clusters Score: Raw -108934.074713 + Penalty 686.582357 = -108247.492355 nChanged 73 SP:Iteration 5Q (4877.160000 sec): 3 clusters Score: Raw -108989.761249 + Penalty 686.582357 = -108303.178891 nChanged 53 SP:Iteration 6Q (4877.330000 sec): 3 clusters Score: Raw -109030.609867 + Penalty 686.582357 = -108344.027509 nChanged 47 SP:Iteration 7Q (4877.530000 sec): 3 clusters Score: Raw -109062.903378 + Penalty 686.582357 = -108376.321021 nChanged 35 SP:Iteration 8Q (4877.720000 sec): 3 clusters Score: Raw -109075.230437 + Penalty 686.582357 = -108388.648080 nChanged 19 SP:Iteration 9Q (4877.930000 sec): 3 clusters Score: Raw -109079.807698 + Penalty 686.582357 = -108393.225341 nChanged 15 SP:Iteration 10Q (4878.100000 sec): 3 clusters Score: Raw -109083.038812 + Penalty 686.582357 = -108396.456455 nChanged 9 SP:Iteration 11Q (4878.230000 sec): 3 clusters Score: Raw -109084.809740 + Penalty 686.582357 = -108398.227383 nChanged 7 SP:Iteration 12Q (4878.450000 sec): 3 clusters Score: Raw -109086.288024 + Penalty 686.582357 = -108399.705667 nChanged 6 SP:Iteration 13Q (4878.660000 sec): 3 clusters Score: Raw -109087.654467 + Penalty 686.582357 = -108401.072110 nChanged 1 SP:Iteration 14Q (4878.820000 sec): 3 clusters Score: Raw -109087.773548 + Penalty 686.582357 = -108401.191191 nChanged 1 SP:Iteration 15Q (4879.000000 sec): 3 clusters Score: Raw -109087.935838 + Penalty 686.582357 = -108401.353481 nChanged 1 SP:Iteration 16Q (4879.250000 sec): 3 clusters Score: Raw -109088.133909 + Penalty 686.582357 = -108401.551552 nChanged 2 SP:Iteration 17Q (4879.410000 sec): 3 clusters Score: Raw -109088.431736 + Penalty 686.582357 = -108401.849379 nChanged 1 SP:Iteration 18Q (4879.630000 sec): 3 clusters Score: Raw -109088.535207 + Penalty 686.582357 = -108401.952850 nChanged 0 SP:Iteration 19F (4879.800000 sec): 3 clusters Score: Raw -109088.535207 + Penalty 686.582357 = -108401.952850 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4879.890000 sec): 2 clusters Score: Raw -117692.851197 + Penalty 342.047199 = -117350.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4880.100000 sec): 3 clusters Score: Raw -116692.232250 + Penalty 684.094397 = -116008.137852 nChanged 760 SP:Iteration 1F (4880.250000 sec): 3 clusters Score: Raw -117144.561173 + Penalty 684.094397 = -116460.466776 nChanged 146 SP:Iteration 2F (4880.430000 sec): 3 clusters Score: Raw -117239.164085 + Penalty 684.094397 = -116555.069687 nChanged 133 SP:Iteration 3F (4880.590000 sec): 3 clusters Score: Raw -117325.664862 + Penalty 684.094397 = -116641.570464 nChanged 114 SP:Iteration 4F (4880.750000 sec): 3 clusters Score: Raw -117407.650846 + Penalty 684.094397 = -116723.556448 nChanged 103 SP:Iteration 5F (4880.910000 sec): 3 clusters Score: Raw -117481.655776 + Penalty 684.094397 = -116797.561378 nChanged 81 SP:Iteration 6Q (4881.070000 sec): 3 clusters Score: Raw -117536.794173 + Penalty 684.094397 = -116852.699775 nChanged 57 SP:Iteration 7Q (4881.230000 sec): 3 clusters Score: Raw -117577.398884 + Penalty 684.094397 = -116893.304487 nChanged 48 SP:Iteration 8Q (4881.380000 sec): 3 clusters Score: Raw -117611.186030 + Penalty 684.094397 = -116927.091632 nChanged 40 SP:Iteration 9Q (4881.550000 sec): 3 clusters Score: Raw -117639.332920 + Penalty 684.094397 = -116955.238522 nChanged 25 SP:Iteration 10Q (4881.780000 sec): 3 clusters Score: Raw -117659.438879 + Penalty 684.094397 = -116975.344482 nChanged 24 SP:Iteration 11Q (4881.930000 sec): 3 clusters Score: Raw -117680.804580 + Penalty 684.094397 = -116996.710183 nChanged 13 SP:Iteration 12Q (4882.100000 sec): 3 clusters Score: Raw -117689.456764 + Penalty 684.094397 = -117005.362367 nChanged 10 SP:Iteration 13Q (4882.310000 sec): 3 clusters Score: Raw -117696.326448 + Penalty 684.094397 = -117012.232050 nChanged 8 SP:Iteration 14Q (4882.510000 sec): 3 clusters Score: Raw -117704.282509 + Penalty 684.094397 = -117020.188112 nChanged 8 SP:Iteration 15Q (4882.650000 sec): 3 clusters Score: Raw -117710.127786 + Penalty 684.094397 = -117026.033389 nChanged 8 SP:Iteration 16Q (4882.850000 sec): 3 clusters Score: Raw -117713.246961 + Penalty 684.094397 = -117029.152563 nChanged 3 SP:Iteration 17Q (4883.050000 sec): 3 clusters Score: Raw -117715.906988 + Penalty 684.094397 = -117031.812591 nChanged 2 SP:Iteration 18Q (4883.230000 sec): 3 clusters Score: Raw -117719.891985 + Penalty 684.094397 = -117035.797587 nChanged 4 SP:Iteration 19Q (4883.440000 sec): 3 clusters Score: Raw -117722.061966 + Penalty 684.094397 = -117037.967569 nChanged 2 SP:Iteration 20F (4883.680000 sec): 3 clusters Score: Raw -117723.317250 + Penalty 684.094397 = -117039.222853 nChanged 2 SP:Iteration 21Q (4883.930000 sec): 3 clusters Score: Raw -117724.433099 + Penalty 684.094397 = -117040.338701 nChanged 1 SP:Iteration 22Q (4884.120000 sec): 3 clusters Score: Raw -117724.740918 + Penalty 684.094397 = -117040.646521 nChanged 0 SP:Iteration 23F (4884.360000 sec): 3 clusters Score: Raw -117724.740918 + Penalty 684.094397 = -117040.646521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4884.410000 sec): 2 clusters Score: Raw -18607.571600 + Penalty 259.522103 = -18348.049498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4884.630000 sec): 3 clusters Score: Raw -18516.503474 + Penalty 519.044205 = -17997.459269 nChanged 90 SP:Iteration 1F (4884.820000 sec): 3 clusters Score: Raw -18596.259037 + Penalty 519.044205 = -18077.214832 nChanged 16 SP:Iteration 2F (4884.950000 sec): 3 clusters Score: Raw -18606.772544 + Penalty 519.044205 = -18087.728339 nChanged 8 SP:Iteration 3Q (4885.160000 sec): 3 clusters Score: Raw -18613.098121 + Penalty 519.044205 = -18094.053916 nChanged 4 SP:Iteration 4Q (4885.340000 sec): 3 clusters Score: Raw -18616.687966 + Penalty 519.044205 = -18097.643761 nChanged 3 SP:Iteration 5Q (4885.540000 sec): 3 clusters Score: Raw -18620.622915 + Penalty 519.044205 = -18101.578710 nChanged 2 SP:Iteration 6Q (4885.730000 sec): 3 clusters Score: Raw -18624.383661 + Penalty 519.044205 = -18105.339456 nChanged 4 SP:Iteration 7Q (4885.950000 sec): 3 clusters Score: Raw -18629.455643 + Penalty 519.044205 = -18110.411438 nChanged 5 SP:Iteration 8Q (4886.120000 sec): 3 clusters Score: Raw -18635.161004 + Penalty 519.044205 = -18116.116799 nChanged 1 SP:Iteration 9Q (4886.300000 sec): 3 clusters Score: Raw -18636.519211 + Penalty 519.044205 = -18117.475006 nChanged 1 SP:Iteration 10Q (4886.520000 sec): 3 clusters Score: Raw -18636.750739 + Penalty 519.044205 = -18117.706533 nChanged 0 SP:Iteration 11F (4886.690000 sec): 3 clusters Score: Raw -18636.750739 + Penalty 519.044205 = -18117.706533 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4886.820000 sec): 2 clusters Score: Raw -48147.543809 + Penalty 309.458378 = -47838.085431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4887.010000 sec): 3 clusters Score: Raw -47717.618378 + Penalty 618.916756 = -47098.701622 nChanged 326 SP:Iteration 1F (4887.200000 sec): 3 clusters Score: Raw -47909.887121 + Penalty 618.916756 = -47290.970365 nChanged 74 SP:Iteration 2F (4887.370000 sec): 3 clusters Score: Raw -47960.150638 + Penalty 618.916756 = -47341.233882 nChanged 61 SP:Iteration 3F (4887.530000 sec): 3 clusters Score: Raw -47997.388772 + Penalty 618.916756 = -47378.472016 nChanged 37 SP:Iteration 4Q (4887.730000 sec): 3 clusters Score: Raw -48021.087938 + Penalty 618.916756 = -47402.171182 nChanged 25 SP:Iteration 5Q (4887.900000 sec): 3 clusters Score: Raw -48046.645036 + Penalty 618.916756 = -47427.728280 nChanged 29 SP:Iteration 6Q (4888.120000 sec): 3 clusters Score: Raw -48064.386449 + Penalty 618.916756 = -47445.469693 nChanged 30 SP:Iteration 7Q (4888.280000 sec): 3 clusters Score: Raw -48078.914394 + Penalty 618.916756 = -47459.997637 nChanged 20 SP:Iteration 8Q (4888.490000 sec): 3 clusters Score: Raw -48087.849946 + Penalty 618.916756 = -47468.933189 nChanged 23 SP:Iteration 9Q (4888.710000 sec): 3 clusters Score: Raw -48100.655885 + Penalty 618.916756 = -47481.739129 nChanged 25 SP:Iteration 10Q (4888.920000 sec): 3 clusters Score: Raw -48123.254983 + Penalty 618.916756 = -47504.338226 nChanged 30 SP:Iteration 11Q (4889.120000 sec): 3 clusters Score: Raw -48142.076883 + Penalty 618.916756 = -47523.160127 nChanged 25 SP:Iteration 12Q (4889.350000 sec): 3 clusters Score: Raw -48158.952703 + Penalty 618.916756 = -47540.035947 nChanged 24 SP:Iteration 13Q (4889.570000 sec): 3 clusters Score: Raw -48172.125891 + Penalty 618.916756 = -47553.209135 nChanged 21 SP:Iteration 14Q (4889.810000 sec): 3 clusters Score: Raw -48188.588707 + Penalty 618.916756 = -47569.671951 nChanged 20 SP:Iteration 15Q (4890.020000 sec): 3 clusters Score: Raw -48196.420235 + Penalty 618.916756 = -47577.503479 nChanged 12 SP:Iteration 16Q (4890.220000 sec): 3 clusters Score: Raw -48204.491035 + Penalty 618.916756 = -47585.574278 nChanged 14 SP:Iteration 17Q (4890.390000 sec): 3 clusters Score: Raw -48212.636261 + Penalty 618.916756 = -47593.719505 nChanged 12 SP:Iteration 18Q (4890.560000 sec): 3 clusters Score: Raw -48217.455537 + Penalty 618.916756 = -47598.538781 nChanged 12 SP:Iteration 19Q (4890.730000 sec): 3 clusters Score: Raw -48223.664200 + Penalty 618.916756 = -47604.747444 nChanged 7 SP:Iteration 20F (4890.890000 sec): 3 clusters Score: Raw -48227.352596 + Penalty 618.916756 = -47608.435840 nChanged 6 SP:Iteration 21Q (4891.060000 sec): 3 clusters Score: Raw -48231.530893 + Penalty 618.916756 = -47612.614137 nChanged 6 SP:Iteration 22Q (4891.260000 sec): 3 clusters Score: Raw -48234.282650 + Penalty 618.916756 = -47615.365894 nChanged 4 SP:Iteration 23Q (4891.450000 sec): 3 clusters Score: Raw -48235.711737 + Penalty 618.916756 = -47616.794981 nChanged 1 SP:Iteration 24Q (4891.660000 sec): 3 clusters Score: Raw -48236.013017 + Penalty 618.916756 = -47617.096261 nChanged 0 SP:Iteration 25F (4891.800000 sec): 3 clusters Score: Raw -48236.013017 + Penalty 618.916756 = -47617.096261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4891.940000 sec): 2 clusters Score: Raw -5664.700284 + Penalty 218.208470 = -5446.491814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4892.150000 sec): 3 clusters Score: Raw -5667.079528 + Penalty 436.416940 = -5230.662589 nChanged 41 SP:Iteration 1F (4892.390000 sec): 3 clusters Score: Raw -5728.842769 + Penalty 436.416940 = -5292.425829 nChanged 7 SP:Iteration 2F (4892.560000 sec): 3 clusters Score: Raw -5761.589133 + Penalty 436.416940 = -5325.172193 nChanged 3 SP:Iteration 3Q (4892.660000 sec): 3 clusters Score: Raw -5767.000591 + Penalty 436.416940 = -5330.583652 nChanged 1 SP:Iteration 4Q (4892.860000 sec): 3 clusters Score: Raw -5769.371558 + Penalty 436.416940 = -5332.954619 nChanged 1 SP:Iteration 5Q (4893.050000 sec): 3 clusters Score: Raw -5770.829862 + Penalty 436.416940 = -5334.412923 nChanged 2 SP:Iteration 6Q (4893.260000 sec): 3 clusters Score: Raw -5775.619868 + Penalty 436.416940 = -5339.202929 nChanged 1 SP:Iteration 7Q (4893.420000 sec): 3 clusters Score: Raw -5776.776002 + Penalty 436.416940 = -5340.359063 nChanged 1 SP:Iteration 8Q (4893.570000 sec): 3 clusters Score: Raw -5778.532024 + Penalty 436.416940 = -5342.115085 nChanged 0 SP:Iteration 9F (4893.700000 sec): 3 clusters Score: Raw -5778.532024 + Penalty 436.416940 = -5342.115085 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4893.830000 sec): 2 clusters Score: Raw -36495.598952 + Penalty 292.257737 = -36203.341216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4894.030000 sec): 3 clusters Score: Raw -36240.446808 + Penalty 584.515474 = -35655.931334 nChanged 217 SP:Iteration 1F (4894.250000 sec): 3 clusters Score: Raw -36395.236953 + Penalty 584.515474 = -35810.721480 nChanged 53 SP:Iteration 2F (4894.430000 sec): 3 clusters Score: Raw -36431.933889 + Penalty 584.515474 = -35847.418415 nChanged 36 SP:Iteration 3F (4894.670000 sec): 3 clusters Score: Raw -36449.353324 + Penalty 584.515474 = -35864.837850 nChanged 17 SP:Iteration 4Q (4894.850000 sec): 3 clusters Score: Raw -36459.244605 + Penalty 584.515474 = -35874.729131 nChanged 7 SP:Iteration 5Q (4895.000000 sec): 3 clusters Score: Raw -36462.667468 + Penalty 584.515474 = -35878.151994 nChanged 6 SP:Iteration 6Q (4895.200000 sec): 3 clusters Score: Raw -36465.176962 + Penalty 584.515474 = -35880.661489 nChanged 4 SP:Iteration 7Q (4895.390000 sec): 3 clusters Score: Raw -36467.122737 + Penalty 584.515474 = -35882.607263 nChanged 4 SP:Iteration 8Q (4895.550000 sec): 3 clusters Score: Raw -36468.744045 + Penalty 584.515474 = -35884.228571 nChanged 2 SP:Iteration 9Q (4895.780000 sec): 3 clusters Score: Raw -36469.204135 + Penalty 584.515474 = -35884.688661 nChanged 3 SP:Iteration 10Q (4895.950000 sec): 3 clusters Score: Raw -36470.229199 + Penalty 584.515474 = -35885.713726 nChanged 2 SP:Iteration 11Q (4896.170000 sec): 3 clusters Score: Raw -36470.840389 + Penalty 584.515474 = -35886.324915 nChanged 3 SP:Iteration 12Q (4896.370000 sec): 3 clusters Score: Raw -36472.244781 + Penalty 584.515474 = -35887.729308 nChanged 4 SP:Iteration 13Q (4896.510000 sec): 3 clusters Score: Raw -36475.087084 + Penalty 584.515474 = -35890.571610 nChanged 5 SP:Iteration 14Q (4896.730000 sec): 3 clusters Score: Raw -36478.970394 + Penalty 584.515474 = -35894.454920 nChanged 3 SP:Iteration 15Q (4896.890000 sec): 3 clusters Score: Raw -36481.121628 + Penalty 584.515474 = -35896.606154 nChanged 2 SP:Iteration 16Q (4897.070000 sec): 3 clusters Score: Raw -36483.563672 + Penalty 584.515474 = -35899.048199 nChanged 3 SP:Iteration 17Q (4897.270000 sec): 3 clusters Score: Raw -36484.893408 + Penalty 584.515474 = -35900.377934 nChanged 5 SP:Iteration 18Q (4897.450000 sec): 3 clusters Score: Raw -36486.759023 + Penalty 584.515474 = -35902.243550 nChanged 3 SP:Iteration 19Q (4897.630000 sec): 3 clusters Score: Raw -36487.705697 + Penalty 584.515474 = -35903.190223 nChanged 2 SP:Iteration 20F (4897.760000 sec): 3 clusters Score: Raw -36487.978775 + Penalty 584.515474 = -35903.463302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 52 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4897.800000 sec): 2 clusters Score: Raw -16994.269064 + Penalty 257.979582 = -16736.289482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4897.980000 sec): 3 clusters Score: Raw -16890.949988 + Penalty 515.959164 = -16374.990824 nChanged 97 SP:Iteration 1F (4898.120000 sec): 3 clusters Score: Raw -16979.750918 + Penalty 515.959164 = -16463.791754 nChanged 25 SP:Iteration 2F (4898.280000 sec): 3 clusters Score: Raw -17010.884550 + Penalty 515.959164 = -16494.925386 nChanged 19 SP:Iteration 3F (4898.430000 sec): 3 clusters Score: Raw -17046.135059 + Penalty 515.959164 = -16530.175895 nChanged 10 SP:Iteration 4Q (4898.590000 sec): 3 clusters Score: Raw -17064.182918 + Penalty 515.959164 = -16548.223754 nChanged 13 SP:Iteration 5Q (4898.750000 sec): 3 clusters Score: Raw -17089.980148 + Penalty 515.959164 = -16574.020984 nChanged 5 SP:Iteration 6Q (4898.940000 sec): 3 clusters Score: Raw -17113.271944 + Penalty 515.959164 = -16597.312780 nChanged 6 SP:Iteration 7Q (4899.130000 sec): 3 clusters Score: Raw -17129.759327 + Penalty 515.959164 = -16613.800163 nChanged 8 SP:Iteration 8Q (4899.330000 sec): 3 clusters Score: Raw -17145.781542 + Penalty 515.959164 = -16629.822378 nChanged 4 SP:Iteration 9Q (4899.550000 sec): 3 clusters Score: Raw -17157.833032 + Penalty 515.959164 = -16641.873868 nChanged 2 SP:Iteration 10Q (4899.740000 sec): 3 clusters Score: Raw -17159.768499 + Penalty 515.959164 = -16643.809335 nChanged 2 SP:Iteration 11Q (4899.920000 sec): 3 clusters Score: Raw -17168.974048 + Penalty 515.959164 = -16653.014884 nChanged 1 SP:Iteration 12Q (4900.130000 sec): 3 clusters Score: Raw -17171.728605 + Penalty 515.959164 = -16655.769441 nChanged 1 SP:Iteration 13Q (4900.320000 sec): 3 clusters Score: Raw -17172.990720 + Penalty 515.959164 = -16657.031556 nChanged 1 SP:Iteration 14Q (4900.530000 sec): 3 clusters Score: Raw -17174.172521 + Penalty 515.959164 = -16658.213357 nChanged 0 SP:Iteration 15F (4900.740000 sec): 3 clusters Score: Raw -17174.172521 + Penalty 515.959164 = -16658.213357 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4900.840000 sec): 2 clusters Score: Raw -13041.150792 + Penalty 247.826550 = -12793.324242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4901.050000 sec): 3 clusters Score: Raw -13007.426700 + Penalty 495.653101 = -12511.773599 nChanged 61 SP:Iteration 1F (4901.250000 sec): 3 clusters Score: Raw -13088.056217 + Penalty 495.653101 = -12592.403117 nChanged 19 SP:Iteration 2F (4901.460000 sec): 3 clusters Score: Raw -13129.171613 + Penalty 495.653101 = -12633.518512 nChanged 11 SP:Iteration 3Q (4901.700000 sec): 3 clusters Score: Raw -13152.500154 + Penalty 495.653101 = -12656.847053 nChanged 6 SP:Iteration 4Q (4901.900000 sec): 3 clusters Score: Raw -13158.135498 + Penalty 495.653101 = -12662.482397 nChanged 1 SP:Iteration 5Q (4902.090000 sec): 3 clusters Score: Raw -13158.503037 + Penalty 495.653101 = -12662.849936 nChanged 0 SP:Iteration 6F (4902.270000 sec): 3 clusters Score: Raw -13158.503037 + Penalty 495.653101 = -12662.849936 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.390000 sec): 2 clusters Score: Raw -12729.235778 + Penalty 250.677169 = -12478.558608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.610000 sec): 3 clusters Score: Raw -12660.774258 + Penalty 501.354339 = -12159.419919 nChanged 72 SP:Iteration 1F (4902.770000 sec): 3 clusters Score: Raw -12747.455041 + Penalty 501.354339 = -12246.100702 nChanged 21 SP:Iteration 2F (4902.990000 sec): 3 clusters Score: Raw -12786.496272 + Penalty 501.354339 = -12285.141934 nChanged 12 SP:Iteration 3Q (4903.190000 sec): 3 clusters Score: Raw -12805.589366 + Penalty 501.354339 = -12304.235028 nChanged 5 SP:Iteration 4Q (4903.420000 sec): 3 clusters Score: Raw -12807.464578 + Penalty 501.354339 = -12306.110239 nChanged 1 SP:Iteration 5Q (4903.590000 sec): 3 clusters Score: Raw -12808.666535 + Penalty 501.354339 = -12307.312196 nChanged 0 SP:Iteration 6F (4903.730000 sec): 3 clusters Score: Raw -12808.666535 + Penalty 501.354339 = -12307.312196 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.830000 sec): 2 clusters Score: Raw -9160.686337 + Penalty 229.475843 = -8931.210494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.980000 sec): 3 clusters Score: Raw -9128.609161 + Penalty 458.951686 = -8669.657475 nChanged 42 SP:Iteration 1F (4904.180000 sec): 3 clusters Score: Raw -9176.710446 + Penalty 458.951686 = -8717.758760 nChanged 9 SP:Iteration 2F (4904.420000 sec): 3 clusters Score: Raw -9198.863691 + Penalty 458.951686 = -8739.912005 nChanged 5 SP:Iteration 3Q (4904.550000 sec): 3 clusters Score: Raw -9207.228015 + Penalty 458.951686 = -8748.276329 nChanged 3 SP:Iteration 4Q (4904.780000 sec): 3 clusters Score: Raw -9212.693787 + Penalty 458.951686 = -8753.742101 nChanged 3 SP:Iteration 5Q (4904.910000 sec): 3 clusters Score: Raw -9221.095817 + Penalty 458.951686 = -8762.144132 nChanged 5 SP:Iteration 6Q (4905.100000 sec): 3 clusters Score: Raw -9243.938635 + Penalty 458.951686 = -8784.986950 nChanged 5 SP:Iteration 7Q (4905.370000 sec): 3 clusters Score: Raw -9260.490203 + Penalty 458.951686 = -8801.538518 nChanged 2 SP:Iteration 8Q (4905.570000 sec): 3 clusters Score: Raw -9269.630191 + Penalty 458.951686 = -8810.678505 nChanged 0 SP:Iteration 9F (4905.730000 sec): 3 clusters Score: Raw -9269.630191 + Penalty 458.951686 = -8810.678505 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4905.850000 sec): 2 clusters Score: Raw -7251.462621 + Penalty 227.983906 = -7023.478715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4906.050000 sec): 3 clusters Score: Raw -7240.740212 + Penalty 455.967812 = -6784.772400 nChanged 30 SP:Iteration 1F (4906.250000 sec): 3 clusters Score: Raw -7300.641078 + Penalty 455.967812 = -6844.673266 nChanged 11 SP:Iteration 2F (4906.420000 sec): 3 clusters Score: Raw -7329.890758 + Penalty 455.967812 = -6873.922946 nChanged 4 SP:Iteration 3Q (4906.640000 sec): 3 clusters Score: Raw -7338.475643 + Penalty 455.967812 = -6882.507832 nChanged 2 SP:Iteration 4Q (4906.850000 sec): 3 clusters Score: Raw -7341.779474 + Penalty 455.967812 = -6885.811662 nChanged 1 SP:Iteration 5Q (4907.020000 sec): 3 clusters Score: Raw -7342.601501 + Penalty 455.967812 = -6886.633689 nChanged 0 SP:Iteration 6F (4907.220000 sec): 3 clusters Score: Raw -7342.601501 + Penalty 455.967812 = -6886.633689 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4907.290000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4907.490000 sec): 3 clusters Score: Raw -5451.863647 + Penalty 414.402797 = -5037.460850 nChanged 25 SP:Iteration 1F (4907.620000 sec): 3 clusters Score: Raw -5546.387819 + Penalty 414.402797 = -5131.985022 nChanged 4 SP:Iteration 2Q (4907.810000 sec): 3 clusters Score: Raw -5557.050539 + Penalty 414.402797 = -5142.647742 nChanged 0 SP:Iteration 3F (4908.040000 sec): 3 clusters Score: Raw -5557.050539 + Penalty 414.402797 = -5142.647742 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4908.100000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4908.280000 sec): 3 clusters Score: Raw -11185.204588 + Penalty 476.030884 = -10709.173704 nChanged 47 SP:Iteration 1F (4908.500000 sec): 3 clusters Score: Raw -11243.737271 + Penalty 476.030884 = -10767.706387 nChanged 9 SP:Iteration 2Q (4908.650000 sec): 3 clusters Score: Raw -11259.384598 + Penalty 476.030884 = -10783.353714 nChanged 2 SP:Iteration 3Q (4908.830000 sec): 3 clusters Score: Raw -11264.390377 + Penalty 476.030884 = -10788.359493 nChanged 3 SP:Iteration 4Q (4909.060000 sec): 3 clusters Score: Raw -11267.260626 + Penalty 476.030884 = -10791.229742 nChanged 2 SP:Iteration 5Q (4909.270000 sec): 3 clusters Score: Raw -11270.712819 + Penalty 476.030884 = -10794.681935 nChanged 2 SP:Iteration 6Q (4909.430000 sec): 3 clusters Score: Raw -11273.805018 + Penalty 476.030884 = -10797.774134 nChanged 3 SP:Iteration 7Q (4909.660000 sec): 3 clusters Score: Raw -11279.735048 + Penalty 476.030884 = -10803.704164 nChanged 2 SP:Iteration 8Q (4909.840000 sec): 3 clusters Score: Raw -11283.264110 + Penalty 476.030884 = -10807.233226 nChanged 2 SP:Iteration 9Q (4910.000000 sec): 3 clusters Score: Raw -11285.882479 + Penalty 476.030884 = -10809.851595 nChanged 1 SP:Iteration 10Q (4910.170000 sec): 3 clusters Score: Raw -11286.928541 + Penalty 476.030884 = -10810.897657 nChanged 0 SP:Iteration 11F (4910.330000 sec): 3 clusters Score: Raw -11286.928541 + Penalty 476.030884 = -10810.897657 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4910.440000 sec): 2 clusters Score: Raw -32620.367193 + Penalty 288.885824 = -32331.481369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4910.590000 sec): 3 clusters Score: Raw -32386.189084 + Penalty 577.771648 = -31808.417435 nChanged 200 SP:Iteration 1F (4910.790000 sec): 3 clusters Score: Raw -32524.181802 + Penalty 577.771648 = -31946.410154 nChanged 43 SP:Iteration 2F (4910.950000 sec): 3 clusters Score: Raw -32555.483451 + Penalty 577.771648 = -31977.711803 nChanged 30 SP:Iteration 3F (4911.150000 sec): 3 clusters Score: Raw -32575.292377 + Penalty 577.771648 = -31997.520729 nChanged 20 SP:Iteration 4Q (4911.330000 sec): 3 clusters Score: Raw -32596.281353 + Penalty 577.771648 = -32018.509705 nChanged 20 SP:Iteration 5Q (4911.520000 sec): 3 clusters Score: Raw -32618.568476 + Penalty 577.771648 = -32040.796828 nChanged 20 SP:Iteration 6Q (4911.690000 sec): 3 clusters Score: Raw -32636.040289 + Penalty 577.771648 = -32058.268641 nChanged 18 SP:Iteration 7Q (4911.860000 sec): 3 clusters Score: Raw -32652.650684 + Penalty 577.771648 = -32074.879036 nChanged 18 SP:Iteration 8Q (4912.030000 sec): 3 clusters Score: Raw -32672.781942 + Penalty 577.771648 = -32095.010294 nChanged 15 SP:Iteration 9Q (4912.180000 sec): 3 clusters Score: Raw -32687.266708 + Penalty 577.771648 = -32109.495060 nChanged 13 SP:Iteration 10Q (4912.320000 sec): 3 clusters Score: Raw -32699.746716 + Penalty 577.771648 = -32121.975068 nChanged 11 SP:Iteration 11Q (4912.490000 sec): 3 clusters Score: Raw -32716.164201 + Penalty 577.771648 = -32138.392553 nChanged 14 SP:Iteration 12Q (4912.650000 sec): 3 clusters Score: Raw -32732.613802 + Penalty 577.771648 = -32154.842153 nChanged 14 SP:Iteration 13Q (4912.810000 sec): 3 clusters Score: Raw -32748.136843 + Penalty 577.771648 = -32170.365195 nChanged 11 SP:Iteration 14Q (4912.970000 sec): 3 clusters Score: Raw -32756.209652 + Penalty 577.771648 = -32178.438004 nChanged 5 SP:Iteration 15Q (4913.130000 sec): 3 clusters Score: Raw -32760.097528 + Penalty 577.771648 = -32182.325879 nChanged 5 SP:Iteration 16Q (4913.300000 sec): 3 clusters Score: Raw -32764.868941 + Penalty 577.771648 = -32187.097293 nChanged 3 SP:Iteration 17Q (4913.450000 sec): 3 clusters Score: Raw -32767.257535 + Penalty 577.771648 = -32189.485887 nChanged 1 SP:Iteration 18Q (4913.610000 sec): 3 clusters Score: Raw -32767.821703 + Penalty 577.771648 = -32190.050055 nChanged 4 SP:Iteration 19Q (4913.750000 sec): 3 clusters Score: Raw -32769.644346 + Penalty 577.771648 = -32191.872698 nChanged 3 SP:Iteration 20F (4913.990000 sec): 3 clusters Score: Raw -32771.348554 + Penalty 577.771648 = -32193.576906 nChanged 4 SP:Iteration 21Q (4914.170000 sec): 3 clusters Score: Raw -32773.430144 + Penalty 577.771648 = -32195.658496 nChanged 0 SP:Iteration 22F (4914.330000 sec): 3 clusters Score: Raw -32773.430144 + Penalty 577.771648 = -32195.658496 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4914.420000 sec): 2 clusters Score: Raw -7457.998515 + Penalty 219.322811 = -7238.675704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4914.600000 sec): 3 clusters Score: Raw -7444.385162 + Penalty 438.645622 = -7005.739540 nChanged 28 SP:Iteration 1F (4914.760000 sec): 3 clusters Score: Raw -7489.054310 + Penalty 438.645622 = -7050.408687 nChanged 5 SP:Iteration 2Q (4914.950000 sec): 3 clusters Score: Raw -7496.107935 + Penalty 438.645622 = -7057.462312 nChanged 2 SP:Iteration 3Q (4915.130000 sec): 3 clusters Score: Raw -7498.765615 + Penalty 438.645622 = -7060.119992 nChanged 1 SP:Iteration 4Q (4915.320000 sec): 3 clusters Score: Raw -7499.346216 + Penalty 438.645622 = -7060.700593 nChanged 0 SP:Iteration 5F (4915.490000 sec): 3 clusters Score: Raw -7499.346216 + Penalty 438.645622 = -7060.700593 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4915.530000 sec): 2 clusters Score: Raw -6323.365115 + Penalty 212.613712 = -6110.751403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4915.730000 sec): 3 clusters Score: Raw -6336.707357 + Penalty 425.227424 = -5911.479933 nChanged 24 SP:Iteration 1F (4915.910000 sec): 3 clusters Score: Raw -6369.739044 + Penalty 425.227424 = -5944.511620 nChanged 2 SP:Iteration 2Q (4916.110000 sec): 3 clusters Score: Raw -6373.930168 + Penalty 425.227424 = -5948.702744 nChanged 2 SP:Iteration 3Q (4916.310000 sec): 3 clusters Score: Raw -6375.475897 + Penalty 425.227424 = -5950.248473 nChanged 1 SP:Iteration 4Q (4916.410000 sec): 3 clusters Score: Raw -6379.074293 + Penalty 425.227424 = -5953.846870 nChanged 2 SP:Iteration 5Q (4916.610000 sec): 3 clusters Score: Raw -6388.300282 + Penalty 425.227424 = -5963.072858 nChanged 1 SP:Iteration 6Q (4916.770000 sec): 3 clusters Score: Raw -6391.169300 + Penalty 425.227424 = -5965.941876 nChanged 0 SP:Iteration 7F (4917.010000 sec): 3 clusters Score: Raw -6391.169300 + Penalty 425.227424 = -5965.941876 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 62 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4917.130000 sec): 2 clusters Score: Raw -8892.051776 + Penalty 226.754101 = -8665.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4917.390000 sec): 3 clusters Score: Raw -8865.786634 + Penalty 453.508203 = -8412.278432 nChanged 35 SP:Iteration 1F (4917.570000 sec): 3 clusters Score: Raw -8906.191227 + Penalty 453.508203 = -8452.683025 nChanged 5 SP:Iteration 2Q (4917.750000 sec): 3 clusters Score: Raw -8911.459964 + Penalty 453.508203 = -8457.951761 nChanged 0 SP:Iteration 3F (4917.990000 sec): 3 clusters Score: Raw -8911.459964 + Penalty 453.508203 = -8457.951761 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.050000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.260000 sec): 3 clusters Score: Raw -2114.066367 + Penalty 328.593530 = -1785.472837 nChanged 2 SP:Iteration 1F (4918.430000 sec): 3 clusters Score: Raw -2125.450016 + Penalty 328.593530 = -1796.856486 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 65 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.550000 sec): 2 clusters Score: Raw -5396.681801 + Penalty 202.140632 = -5194.541169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.690000 sec): 3 clusters Score: Raw -5391.771629 + Penalty 404.281264 = -4987.490365 nChanged 17 SP:Iteration 1F (4918.870000 sec): 3 clusters Score: Raw -5430.178282 + Penalty 404.281264 = -5025.897018 nChanged 4 SP:Iteration 2Q (4919.040000 sec): 3 clusters Score: Raw -5442.919065 + Penalty 404.281264 = -5038.637801 nChanged 3 SP:Iteration 3Q (4919.240000 sec): 3 clusters Score: Raw -5456.110397 + Penalty 404.281264 = -5051.829132 nChanged 2 SP:Iteration 4Q (4919.380000 sec): 3 clusters Score: Raw -5460.746533 + Penalty 404.281264 = -5056.465269 nChanged 0 SP:Iteration 5F (4919.530000 sec): 3 clusters Score: Raw -5460.746533 + Penalty 404.281264 = -5056.465269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 66 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4919.610000 sec): 2 clusters Score: Raw -10436.138548 + Penalty 235.514813 = -10200.623735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4919.800000 sec): 3 clusters Score: Raw -10418.253661 + Penalty 471.029626 = -9947.224035 nChanged 44 SP:Iteration 1F (4919.960000 sec): 3 clusters Score: Raw -10468.976098 + Penalty 471.029626 = -9997.946473 nChanged 10 SP:Iteration 2F (4920.180000 sec): 3 clusters Score: Raw -10481.708560 + Penalty 471.029626 = -10010.678935 nChanged 5 SP:Iteration 3Q (4920.330000 sec): 3 clusters Score: Raw -10489.027217 + Penalty 471.029626 = -10017.997592 nChanged 3 SP:Iteration 4Q (4920.470000 sec): 3 clusters Score: Raw -10493.889082 + Penalty 471.029626 = -10022.859456 nChanged 2 SP:Iteration 5Q (4920.630000 sec): 3 clusters Score: Raw -10495.879251 + Penalty 471.029626 = -10024.849625 nChanged 1 SP:Iteration 6Q (4920.830000 sec): 3 clusters Score: Raw -10496.404676 + Penalty 471.029626 = -10025.375050 nChanged 0 SP:Iteration 7F (4921.000000 sec): 3 clusters Score: Raw -10496.404676 + Penalty 471.029626 = -10025.375050 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 67 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4921.090000 sec): 2 clusters Score: Raw -9116.508962 + Penalty 235.771152 = -8880.737810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4921.310000 sec): 3 clusters Score: Raw -9088.911275 + Penalty 471.542303 = -8617.368972 nChanged 44 SP:Iteration 1F (4921.490000 sec): 3 clusters Score: Raw -9199.233985 + Penalty 471.542303 = -8727.691682 nChanged 18 SP:Iteration 2F (4921.680000 sec): 3 clusters Score: Raw -9244.215704 + Penalty 471.542303 = -8772.673401 nChanged 3 SP:Iteration 3Q (4921.870000 sec): 3 clusters Score: Raw -9255.580492 + Penalty 471.542303 = -8784.038189 nChanged 2 SP:Iteration 4Q (4922.080000 sec): 3 clusters Score: Raw -9267.631784 + Penalty 471.542303 = -8796.089481 nChanged 2 SP:Iteration 5Q (4922.280000 sec): 3 clusters Score: Raw -9274.824975 + Penalty 471.542303 = -8803.282672 nChanged 2 SP:Iteration 6Q (4922.450000 sec): 3 clusters Score: Raw -9276.948304 + Penalty 471.542303 = -8805.406001 nChanged 1 SP:Iteration 7Q (4922.650000 sec): 3 clusters Score: Raw -9278.116818 + Penalty 471.542303 = -8806.574514 nChanged 0 SP:Iteration 8F (4922.910000 sec): 3 clusters Score: Raw -9278.116818 + Penalty 471.542303 = -8806.574514 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 68 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4922.960000 sec): 2 clusters Score: Raw -8828.489907 + Penalty 225.168575 = -8603.321332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4923.190000 sec): 3 clusters Score: Raw -8804.326278 + Penalty 450.337150 = -8353.989128 nChanged 32 SP:Iteration 1F (4923.370000 sec): 3 clusters Score: Raw -8839.009468 + Penalty 450.337150 = -8388.672318 nChanged 5 SP:Iteration 2Q (4923.540000 sec): 3 clusters Score: Raw -8845.347980 + Penalty 450.337150 = -8395.010830 nChanged 1 SP:Iteration 3Q (4923.730000 sec): 3 clusters Score: Raw -8846.288162 + Penalty 450.337150 = -8395.951012 nChanged 2 SP:Iteration 4Q (4923.940000 sec): 3 clusters Score: Raw -8850.717165 + Penalty 450.337150 = -8400.380015 nChanged 2 SP:Iteration 5Q (4924.130000 sec): 3 clusters Score: Raw -8855.969345 + Penalty 450.337150 = -8405.632195 nChanged 0 SP:Iteration 6F (4924.330000 sec): 3 clusters Score: Raw -8855.969345 + Penalty 450.337150 = -8405.632195 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 69 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4924.380000 sec): 2 clusters Score: Raw -4379.789908 + Penalty 199.947437 = -4179.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4924.590000 sec): 3 clusters Score: Raw -4415.387012 + Penalty 399.894873 = -4015.492139 nChanged 11 SP:Iteration 1F (4924.880000 sec): 3 clusters Score: Raw -4437.882914 + Penalty 399.894873 = -4037.988041 nChanged 2 SP:Iteration 2Q (4925.070000 sec): 3 clusters Score: Raw -4444.032746 + Penalty 399.894873 = -4044.137873 nChanged 0 SP:Iteration 3F (4925.200000 sec): 3 clusters Score: Raw -4444.032746 + Penalty 399.894873 = -4044.137873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 70 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4925.280000 sec): 2 clusters Score: Raw -8594.421895 + Penalty 224.190043 = -8370.231852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4925.460000 sec): 3 clusters Score: Raw -8565.292731 + Penalty 448.380085 = -8116.912645 nChanged 31 SP:Iteration 1F (4925.720000 sec): 3 clusters Score: Raw -8614.660717 + Penalty 448.380085 = -8166.280632 nChanged 11 SP:Iteration 2F (4925.880000 sec): 3 clusters Score: Raw -8638.655536 + Penalty 448.380085 = -8190.275451 nChanged 6 SP:Iteration 3Q (4926.070000 sec): 3 clusters Score: Raw -8653.727419 + Penalty 448.380085 = -8205.347334 nChanged 3 SP:Iteration 4Q (4926.280000 sec): 3 clusters Score: Raw -8659.480844 + Penalty 448.380085 = -8211.100759 nChanged 0 SP:Iteration 5F (4926.480000 sec): 3 clusters Score: Raw -8659.480844 + Penalty 448.380085 = -8211.100759 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 71 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4926.620000 sec): 2 clusters Score: Raw -12216.921891 + Penalty 242.638705 = -11974.283186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4926.790000 sec): 3 clusters Score: Raw -12180.721323 + Penalty 485.277410 = -11695.443913 nChanged 52 SP:Iteration 1F (4926.900000 sec): 3 clusters Score: Raw -12232.932111 + Penalty 485.277410 = -11747.654701 nChanged 17 SP:Iteration 2F (4927.060000 sec): 3 clusters Score: Raw -12257.497158 + Penalty 485.277410 = -11772.219748 nChanged 7 SP:Iteration 3Q (4927.250000 sec): 3 clusters Score: Raw -12268.078840 + Penalty 485.277410 = -11782.801430 nChanged 8 SP:Iteration 4Q (4927.440000 sec): 3 clusters Score: Raw -12279.121237 + Penalty 485.277410 = -11793.843827 nChanged 5 SP:Iteration 5Q (4927.600000 sec): 3 clusters Score: Raw -12282.407845 + Penalty 485.277410 = -11797.130435 nChanged 1 SP:Iteration 6Q (4927.740000 sec): 3 clusters Score: Raw -12283.238815 + Penalty 485.277410 = -11797.961404 nChanged 1 SP:Iteration 7Q (4927.880000 sec): 3 clusters Score: Raw -12289.299248 + Penalty 485.277410 = -11804.021838 nChanged 4 SP:Iteration 8Q (4928.020000 sec): 3 clusters Score: Raw -12296.007950 + Penalty 485.277410 = -11810.730540 nChanged 2 SP:Iteration 9Q (4928.200000 sec): 3 clusters Score: Raw -12298.541775 + Penalty 485.277410 = -11813.264365 nChanged 2 SP:Iteration 10Q (4928.390000 sec): 3 clusters Score: Raw -12301.898321 + Penalty 485.277410 = -11816.620911 nChanged 4 SP:Iteration 11Q (4928.590000 sec): 3 clusters Score: Raw -12307.312113 + Penalty 485.277410 = -11822.034702 nChanged 2 SP:Iteration 12Q (4928.780000 sec): 3 clusters Score: Raw -12310.476223 + Penalty 485.277410 = -11825.198813 nChanged 2 SP:Iteration 13Q (4928.960000 sec): 3 clusters Score: Raw -12312.493480 + Penalty 485.277410 = -11827.216069 nChanged 5 SP:Iteration 14Q (4929.150000 sec): 3 clusters Score: Raw -12321.020515 + Penalty 485.277410 = -11835.743105 nChanged 2 SP:Iteration 15Q (4929.400000 sec): 3 clusters Score: Raw -12323.242274 + Penalty 485.277410 = -11837.964864 nChanged 1 SP:Iteration 16Q (4929.510000 sec): 3 clusters Score: Raw -12325.105578 + Penalty 485.277410 = -11839.828168 nChanged 1 SP:Iteration 17Q (4929.750000 sec): 3 clusters Score: Raw -12326.412831 + Penalty 485.277410 = -11841.135421 nChanged 0 SP:Iteration 18F (4929.900000 sec): 3 clusters Score: Raw -12326.412831 + Penalty 485.277410 = -11841.135421 nChanged 0 Iteration 179Q (4960.460000 sec): 71 clusters Score: Raw -24037959.499885 + Penalty 41036.347033 = -23996923.152852 nChanged 13 Iteration 180F (4999.190000 sec): 71 clusters Score: Raw -24037981.536199 + Penalty 41036.347033 = -23996945.189166 nChanged 11 Iteration 181Q (5028.630000 sec): 71 clusters Score: Raw -24038017.256060 + Penalty 41036.347033 = -23996980.909027 nChanged 8 Iteration 182Q (5058.470000 sec): 71 clusters Score: Raw -24038022.266437 + Penalty 41036.347033 = -23996985.919404 nChanged 8 Iteration 183Q (5087.080000 sec): 71 clusters Score: Raw -24038030.269952 + Penalty 41036.347033 = -23996993.922919 nChanged 9 Iteration 184Q (5116.500000 sec): 71 clusters Score: Raw -24038034.134811 + Penalty 41036.347033 = -23996997.787778 nChanged 5 Iteration 185Q (5145.890000 sec): 71 clusters Score: Raw -24038035.977449 + Penalty 41036.347033 = -23996999.630416 nChanged 4 Iteration 186Q (5174.280000 sec): 71 clusters Score: Raw -24038035.988112 + Penalty 41036.347033 = -23996999.641079 nChanged 6 Iteration 187Q (5202.690000 sec): 71 clusters Score: Raw -24038036.008786 + Penalty 41036.347033 = -23996999.661753 nChanged 4 Iteration 188Q (5233.090000 sec): 71 clusters Score: Raw -24038036.021023 + Penalty 41036.347033 = -23996999.673990 nChanged 4 Iteration 189Q (5265.320000 sec): 71 clusters Score: Raw -24038036.047226 + Penalty 41036.347033 = -23996999.700193 nChanged 5 Iteration 190Q (5295.910000 sec): 71 clusters Score: Raw -24038036.084732 + Penalty 41036.347033 = -23996999.737699 nChanged 5 Iteration 191Q (5326.760000 sec): 71 clusters Score: Raw -24038036.098287 + Penalty 41036.347033 = -23996999.751254 nChanged 1 Iteration 192Q (5356.680000 sec): 71 clusters Score: Raw -24038036.105643 + Penalty 41036.347033 = -23996999.758610 nChanged 2 Iteration 193Q (5386.380000 sec): 71 clusters Score: Raw -24038036.111374 + Penalty 41036.347033 = -23996999.764341 nChanged 1 Iteration 194Q (5416.630000 sec): 71 clusters Score: Raw -24038036.113548 + Penalty 41036.347033 = -23996999.766515 nChanged 1 Iteration 195Q (5444.740000 sec): 71 clusters Score: Raw -24038036.116857 + Penalty 41036.347033 = -23996999.769824 nChanged 0 Iteration 196F (5488.050000 sec): 71 clusters Score: Raw -24038041.322801 + Penalty 41036.347033 = -23997004.975768 nChanged 1 Iteration 197Q (5531.440000 sec): 71 clusters Score: Raw -24038056.706087 + Penalty 41036.347033 = -23997020.359054 nChanged 1 Iteration 198Q (5562.530000 sec): 71 clusters Score: Raw -24038058.002274 + Penalty 41036.347033 = -23997021.655241 nChanged 2 Iteration 199Q (5595.140000 sec): 71 clusters Score: Raw -24038060.674838 + Penalty 41036.347033 = -23997024.327805 nChanged 3 Iteration 200F (5632.060000 sec): 71 clusters Score: Raw -24038067.145763 + Penalty 41036.347033 = -23997030.798730 nChanged 3 Iteration 201Q (5661.700000 sec): 71 clusters Score: Raw -24038074.101518 + Penalty 41036.347033 = -23997037.754485 nChanged 3 Iteration 202Q (5685.800000 sec): 71 clusters Score: Raw -24038077.548778 + Penalty 41036.347033 = -23997041.201745 nChanged 0 Iteration 203F (5722.440000 sec): 71 clusters Score: Raw -24038077.548778 + Penalty 41036.347033 = -23997041.201745 nChanged 0 Compute initial score before splitting: Score: Raw -24038077.548778 + Penalty 41036.347033 = -23997041.201745 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5722.630000 sec): 2 clusters Score: Raw -1722344.456499 + Penalty 464.910980 = -1721879.545519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5722.890000 sec): 3 clusters Score: Raw -1704532.088091 + Penalty 929.821959 = -1703602.266131 nChanged 13075 SP:Iteration 1F (5723.190000 sec): 3 clusters Score: Raw -1712960.917714 + Penalty 929.821959 = -1712031.095755 nChanged 1811 SP:Iteration 2F (5723.410000 sec): 3 clusters Score: Raw -1714033.422098 + Penalty 929.821959 = -1713103.600139 nChanged 2179 SP:Iteration 3F (5723.720000 sec): 3 clusters Score: Raw -1715716.946497 + Penalty 929.821959 = -1714787.124538 nChanged 2363 SP:Iteration 4F (5724.010000 sec): 3 clusters Score: Raw -1718015.293027 + Penalty 929.821959 = -1717085.471068 nChanged 2136 SP:Iteration 5F (5724.300000 sec): 3 clusters Score: Raw -1720322.187459 + Penalty 929.821959 = -1719392.365500 nChanged 1288 SP:Iteration 6Q (5724.620000 sec): 3 clusters Score: Raw -1721669.617272 + Penalty 929.821959 = -1720739.795313 nChanged 516 SP:Iteration 7Q (5724.940000 sec): 3 clusters Score: Raw -1722159.496245 + Penalty 929.821959 = -1721229.674285 nChanged 159 SP:Iteration 8Q (5725.200000 sec): 3 clusters Score: Raw -1722310.567660 + Penalty 929.821959 = -1721380.745701 nChanged 40 SP:Iteration 9Q (5725.460000 sec): 3 clusters Score: Raw -1722364.348187 + Penalty 929.821959 = -1721434.526227 nChanged 13 SP:Iteration 10Q (5725.790000 sec): 3 clusters Score: Raw -1722392.088666 + Penalty 929.821959 = -1721462.266706 nChanged 9 SP:Iteration 11Q (5726.010000 sec): 3 clusters Score: Raw -1722409.014769 + Penalty 929.821959 = -1721479.192810 nChanged 1 SP:Iteration 12Q (5726.290000 sec): 3 clusters Score: Raw -1722410.790840 + Penalty 929.821959 = -1721480.968881 nChanged 1 SP:Iteration 13Q (5726.510000 sec): 3 clusters Score: Raw -1722411.290182 + Penalty 929.821959 = -1721481.468223 nChanged 0 SP:Iteration 14F (5726.750000 sec): 3 clusters Score: Raw -1722411.290182 + Penalty 929.821959 = -1721481.468223 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5726.830000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5727.020000 sec): 3 clusters Score: Raw -19881.775305 + Penalty 530.967777 = -19350.807528 nChanged 103 SP:Iteration 1F (5727.120000 sec): 3 clusters Score: Raw -19986.141874 + Penalty 530.967777 = -19455.174097 nChanged 31 SP:Iteration 2F (5727.280000 sec): 3 clusters Score: Raw -20037.042935 + Penalty 530.967777 = -19506.075158 nChanged 23 SP:Iteration 3F (5727.420000 sec): 3 clusters Score: Raw -20068.455320 + Penalty 530.967777 = -19537.487543 nChanged 17 SP:Iteration 4Q (5727.560000 sec): 3 clusters Score: Raw -20085.375499 + Penalty 530.967777 = -19554.407722 nChanged 8 SP:Iteration 5Q (5727.730000 sec): 3 clusters Score: Raw -20091.921181 + Penalty 530.967777 = -19560.953404 nChanged 5 SP:Iteration 6Q (5727.880000 sec): 3 clusters Score: Raw -20097.650977 + Penalty 530.967777 = -19566.683200 nChanged 4 SP:Iteration 7Q (5728.100000 sec): 3 clusters Score: Raw -20105.516960 + Penalty 530.967777 = -19574.549183 nChanged 3 SP:Iteration 8Q (5728.290000 sec): 3 clusters Score: Raw -20109.077047 + Penalty 530.967777 = -19578.109270 nChanged 4 SP:Iteration 9Q (5728.460000 sec): 3 clusters Score: Raw -20113.910834 + Penalty 530.967777 = -19582.943057 nChanged 2 SP:Iteration 10Q (5728.620000 sec): 3 clusters Score: Raw -20116.847314 + Penalty 530.967777 = -19585.879537 nChanged 0 SP:Iteration 11F (5728.720000 sec): 3 clusters Score: Raw -20116.847314 + Penalty 530.967777 = -19585.879537 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5728.800000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5728.950000 sec): 3 clusters Score: Raw -10174.683572 + Penalty 471.542303 = -9703.141269 nChanged 47 SP:Iteration 1F (5729.040000 sec): 3 clusters Score: Raw -10245.916776 + Penalty 471.542303 = -9774.374473 nChanged 13 SP:Iteration 2F (5729.190000 sec): 3 clusters Score: Raw -10269.606386 + Penalty 471.542303 = -9798.064083 nChanged 2 SP:Iteration 3Q (5729.330000 sec): 3 clusters Score: Raw -10271.700744 + Penalty 471.542303 = -9800.158441 nChanged 1 SP:Iteration 4Q (5729.480000 sec): 3 clusters Score: Raw -10274.207418 + Penalty 471.542303 = -9802.665114 nChanged 0 SP:Iteration 5F (5729.580000 sec): 3 clusters Score: Raw -10274.207418 + Penalty 471.542303 = -9802.665114 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5729.680000 sec): 2 clusters Score: Raw -87856.086104 + Penalty 330.065092 = -87526.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5729.820000 sec): 3 clusters Score: Raw -87098.704849 + Penalty 660.130184 = -86438.574665 nChanged 592 SP:Iteration 1F (5729.920000 sec): 3 clusters Score: Raw -87474.538557 + Penalty 660.130184 = -86814.408373 nChanged 106 SP:Iteration 2F (5730.100000 sec): 3 clusters Score: Raw -87555.135887 + Penalty 660.130184 = -86895.005703 nChanged 95 SP:Iteration 3F (5730.200000 sec): 3 clusters Score: Raw -87630.008721 + Penalty 660.130184 = -86969.878537 nChanged 84 SP:Iteration 4F (5730.340000 sec): 3 clusters Score: Raw -87694.307566 + Penalty 660.130184 = -87034.177382 nChanged 83 SP:Iteration 5F (5730.470000 sec): 3 clusters Score: Raw -87763.693467 + Penalty 660.130184 = -87103.563283 nChanged 83 SP:Iteration 6F (5730.620000 sec): 3 clusters Score: Raw -87820.728596 + Penalty 660.130184 = -87160.598412 nChanged 61 SP:Iteration 7Q (5730.800000 sec): 3 clusters Score: Raw -87864.483990 + Penalty 660.130184 = -87204.353806 nChanged 41 SP:Iteration 8Q (5730.970000 sec): 3 clusters Score: Raw -87891.427964 + Penalty 660.130184 = -87231.297780 nChanged 33 SP:Iteration 9Q (5731.220000 sec): 3 clusters Score: Raw -87910.884361 + Penalty 660.130184 = -87250.754177 nChanged 30 SP:Iteration 10Q (5731.400000 sec): 3 clusters Score: Raw -87928.553721 + Penalty 660.130184 = -87268.423537 nChanged 26 SP:Iteration 11Q (5731.600000 sec): 3 clusters Score: Raw -87943.657056 + Penalty 660.130184 = -87283.526872 nChanged 19 SP:Iteration 12Q (5731.800000 sec): 3 clusters Score: Raw -87953.724513 + Penalty 660.130184 = -87293.594329 nChanged 22 SP:Iteration 13Q (5731.980000 sec): 3 clusters Score: Raw -87963.756171 + Penalty 660.130184 = -87303.625987 nChanged 25 SP:Iteration 14Q (5732.160000 sec): 3 clusters Score: Raw -87977.704237 + Penalty 660.130184 = -87317.574053 nChanged 18 SP:Iteration 15Q (5732.320000 sec): 3 clusters Score: Raw -87989.114862 + Penalty 660.130184 = -87328.984678 nChanged 15 SP:Iteration 16Q (5732.500000 sec): 3 clusters Score: Raw -87994.559445 + Penalty 660.130184 = -87334.429261 nChanged 6 SP:Iteration 17Q (5732.700000 sec): 3 clusters Score: Raw -87997.666053 + Penalty 660.130184 = -87337.535869 nChanged 8 SP:Iteration 18Q (5732.850000 sec): 3 clusters Score: Raw -88000.418789 + Penalty 660.130184 = -87340.288605 nChanged 3 SP:Iteration 19Q (5733.030000 sec): 3 clusters Score: Raw -88001.109046 + Penalty 660.130184 = -87340.978861 nChanged 2 SP:Iteration 20F (5733.200000 sec): 3 clusters Score: Raw -88001.526026 + Penalty 660.130184 = -87341.395841 nChanged 3 SP:Iteration 21Q (5733.430000 sec): 3 clusters Score: Raw -88002.266009 + Penalty 660.130184 = -87342.135825 nChanged 1 SP:Iteration 22Q (5733.620000 sec): 3 clusters Score: Raw -88002.631693 + Penalty 660.130184 = -87342.501509 nChanged 2 SP:Iteration 23Q (5733.860000 sec): 3 clusters Score: Raw -88003.563768 + Penalty 660.130184 = -87343.433584 nChanged 4 SP:Iteration 24Q (5734.070000 sec): 3 clusters Score: Raw -88005.099004 + Penalty 660.130184 = -87344.968820 nChanged 2 SP:Iteration 25Q (5734.290000 sec): 3 clusters Score: Raw -88005.706550 + Penalty 660.130184 = -87345.576366 nChanged 0 SP:Iteration 26F (5734.530000 sec): 3 clusters Score: Raw -88005.706550 + Penalty 660.130184 = -87345.576366 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5734.640000 sec): 2 clusters Score: Raw -350196.239830 + Penalty 393.764673 = -349802.475157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5734.840000 sec): 3 clusters Score: Raw -346772.219605 + Penalty 787.529347 = -345984.690258 nChanged 2575 SP:Iteration 1F (5735.050000 sec): 3 clusters Score: Raw -348390.919079 + Penalty 787.529347 = -347603.389732 nChanged 368 SP:Iteration 2F (5735.210000 sec): 3 clusters Score: Raw -348591.697598 + Penalty 787.529347 = -347804.168251 nChanged 345 SP:Iteration 3F (5735.420000 sec): 3 clusters Score: Raw -348769.424125 + Penalty 787.529347 = -347981.894778 nChanged 312 SP:Iteration 4F (5735.570000 sec): 3 clusters Score: Raw -348949.406542 + Penalty 787.529347 = -348161.877195 nChanged 290 SP:Iteration 5F (5735.800000 sec): 3 clusters Score: Raw -349128.835580 + Penalty 787.529347 = -348341.306234 nChanged 267 SP:Iteration 6Q (5735.980000 sec): 3 clusters Score: Raw -349300.768328 + Penalty 787.529347 = -348513.238981 nChanged 216 SP:Iteration 7Q (5736.190000 sec): 3 clusters Score: Raw -349441.716267 + Penalty 787.529347 = -348654.186920 nChanged 198 SP:Iteration 8Q (5736.350000 sec): 3 clusters Score: Raw -349585.625440 + Penalty 787.529347 = -348798.096094 nChanged 175 SP:Iteration 9Q (5736.550000 sec): 3 clusters Score: Raw -349728.154861 + Penalty 787.529347 = -348940.625514 nChanged 147 SP:Iteration 10Q (5736.770000 sec): 3 clusters Score: Raw -349883.015407 + Penalty 787.529347 = -349095.486060 nChanged 99 SP:Iteration 11Q (5736.970000 sec): 3 clusters Score: Raw -349967.002771 + Penalty 787.529347 = -349179.473424 nChanged 78 SP:Iteration 12Q (5737.200000 sec): 3 clusters Score: Raw -350043.075907 + Penalty 787.529347 = -349255.546561 nChanged 74 SP:Iteration 13Q (5737.430000 sec): 3 clusters Score: Raw -350119.461119 + Penalty 787.529347 = -349331.931772 nChanged 46 SP:Iteration 14Q (5737.620000 sec): 3 clusters Score: Raw -350165.314642 + Penalty 787.529347 = -349377.785295 nChanged 32 SP:Iteration 15Q (5737.850000 sec): 3 clusters Score: Raw -350194.773190 + Penalty 787.529347 = -349407.243843 nChanged 22 SP:Iteration 16Q (5738.090000 sec): 3 clusters Score: Raw -350211.244867 + Penalty 787.529347 = -349423.715520 nChanged 24 SP:Iteration 17Q (5738.320000 sec): 3 clusters Score: Raw -350224.380292 + Penalty 787.529347 = -349436.850945 nChanged 9 SP:Iteration 18Q (5738.520000 sec): 3 clusters Score: Raw -350229.962216 + Penalty 787.529347 = -349442.432869 nChanged 7 SP:Iteration 19Q (5738.780000 sec): 3 clusters Score: Raw -350233.368236 + Penalty 787.529347 = -349445.838889 nChanged 7 SP:Iteration 20F (5738.970000 sec): 3 clusters Score: Raw -350236.334089 + Penalty 787.529347 = -349448.804742 nChanged 4 SP:Iteration 21Q (5739.190000 sec): 3 clusters Score: Raw -350238.793531 + Penalty 787.529347 = -349451.264184 nChanged 3 SP:Iteration 22Q (5739.440000 sec): 3 clusters Score: Raw -350240.093814 + Penalty 787.529347 = -349452.564467 nChanged 2 SP:Iteration 23Q (5739.630000 sec): 3 clusters Score: Raw -350240.645728 + Penalty 787.529347 = -349453.116381 nChanged 2 SP:Iteration 24Q (5739.830000 sec): 3 clusters Score: Raw -350241.040005 + Penalty 787.529347 = -349453.510659 nChanged 2 SP:Iteration 25Q (5740.050000 sec): 3 clusters Score: Raw -350241.575178 + Penalty 787.529347 = -349454.045831 nChanged 0 SP:Iteration 26F (5740.220000 sec): 3 clusters Score: Raw -350241.575178 + Penalty 787.529347 = -349454.045831 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5740.350000 sec): 2 clusters Score: Raw -3718.877645 + Penalty 195.834962 = -3523.042683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5740.550000 sec): 3 clusters Score: Raw -3769.401984 + Penalty 391.669923 = -3377.732060 nChanged 15 SP:Iteration 1F (5740.770000 sec): 3 clusters Score: Raw -3790.989722 + Penalty 391.669923 = -3399.319799 nChanged 3 SP:Iteration 2Q (5740.930000 sec): 3 clusters Score: Raw -3796.208092 + Penalty 391.669923 = -3404.538169 nChanged 1 SP:Iteration 3Q (5741.150000 sec): 3 clusters Score: Raw -3796.760189 + Penalty 391.669923 = -3405.090265 nChanged 0 SP:Iteration 4F (5741.370000 sec): 3 clusters Score: Raw -3796.760189 + Penalty 391.669923 = -3405.090265 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5741.460000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5741.720000 sec): 3 clusters Score: Raw -58506.097765 + Penalty 618.916756 = -57887.181009 nChanged 354 SP:Iteration 1F (5741.900000 sec): 3 clusters Score: Raw -58702.203235 + Penalty 618.916756 = -58083.286479 nChanged 70 SP:Iteration 2F (5742.130000 sec): 3 clusters Score: Raw -58759.697427 + Penalty 618.916756 = -58140.780671 nChanged 41 SP:Iteration 3Q (5742.300000 sec): 3 clusters Score: Raw -58785.861115 + Penalty 618.916756 = -58166.944358 nChanged 31 SP:Iteration 4Q (5742.490000 sec): 3 clusters Score: Raw -58811.657447 + Penalty 618.916756 = -58192.740690 nChanged 33 SP:Iteration 5Q (5742.690000 sec): 3 clusters Score: Raw -58836.084761 + Penalty 618.916756 = -58217.168005 nChanged 39 SP:Iteration 6Q (5742.870000 sec): 3 clusters Score: Raw -58856.309827 + Penalty 618.916756 = -58237.393071 nChanged 25 SP:Iteration 7Q (5743.050000 sec): 3 clusters Score: Raw -58867.406627 + Penalty 618.916756 = -58248.489870 nChanged 17 SP:Iteration 8Q (5743.190000 sec): 3 clusters Score: Raw -58876.142149 + Penalty 618.916756 = -58257.225393 nChanged 22 SP:Iteration 9Q (5743.440000 sec): 3 clusters Score: Raw -58885.134582 + Penalty 618.916756 = -58266.217826 nChanged 15 SP:Iteration 10Q (5743.580000 sec): 3 clusters Score: Raw -58891.036523 + Penalty 618.916756 = -58272.119766 nChanged 6 SP:Iteration 11Q (5743.760000 sec): 3 clusters Score: Raw -58894.320756 + Penalty 618.916756 = -58275.404000 nChanged 7 SP:Iteration 12Q (5743.920000 sec): 3 clusters Score: Raw -58897.945878 + Penalty 618.916756 = -58279.029122 nChanged 6 SP:Iteration 13Q (5744.100000 sec): 3 clusters Score: Raw -58900.250542 + Penalty 618.916756 = -58281.333786 nChanged 6 SP:Iteration 14Q (5744.250000 sec): 3 clusters Score: Raw -58902.146559 + Penalty 618.916756 = -58283.229803 nChanged 8 SP:Iteration 15Q (5744.440000 sec): 3 clusters Score: Raw -58904.951308 + Penalty 618.916756 = -58286.034552 nChanged 4 SP:Iteration 16Q (5744.600000 sec): 3 clusters Score: Raw -58906.065685 + Penalty 618.916756 = -58287.148929 nChanged 2 SP:Iteration 17Q (5744.750000 sec): 3 clusters Score: Raw -58906.240651 + Penalty 618.916756 = -58287.323895 nChanged 1 SP:Iteration 18Q (5744.930000 sec): 3 clusters Score: Raw -58906.525686 + Penalty 618.916756 = -58287.608930 nChanged 1 SP:Iteration 19Q (5745.090000 sec): 3 clusters Score: Raw -58907.418361 + Penalty 618.916756 = -58288.501605 nChanged 0 SP:Iteration 20F (5745.290000 sec): 3 clusters Score: Raw -58907.418361 + Penalty 618.916756 = -58288.501605 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5745.380000 sec): 2 clusters Score: Raw -4047.832873 + Penalty 198.230252 = -3849.602621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5745.610000 sec): 3 clusters Score: Raw -4075.888565 + Penalty 396.460503 = -3679.428061 nChanged 15 SP:Iteration 1F (5745.830000 sec): 3 clusters Score: Raw -4115.973716 + Penalty 396.460503 = -3719.513212 nChanged 4 SP:Iteration 2F (5746.050000 sec): 3 clusters Score: Raw -4139.876257 + Penalty 396.460503 = -3743.415753 nChanged 1 SP:Iteration 3Q (5746.280000 sec): 3 clusters Score: Raw -4141.293833 + Penalty 396.460503 = -3744.833330 nChanged 0 SP:Iteration 4F (5746.520000 sec): 3 clusters Score: Raw -4141.293833 + Penalty 396.460503 = -3744.833330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5746.620000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5746.840000 sec): 3 clusters Score: Raw -7238.933933 + Penalty 430.192292 = -6808.741642 nChanged 18 SP:Iteration 1F (5747.060000 sec): 3 clusters Score: Raw -7271.586477 + Penalty 430.192292 = -6841.394186 nChanged 4 SP:Iteration 2Q (5747.270000 sec): 3 clusters Score: Raw -7277.614315 + Penalty 430.192292 = -6847.422024 nChanged 3 SP:Iteration 3Q (5747.530000 sec): 3 clusters Score: Raw -7287.463924 + Penalty 430.192292 = -6857.271633 nChanged 2 SP:Iteration 4Q (5747.710000 sec): 3 clusters Score: Raw -7294.223207 + Penalty 430.192292 = -6864.030916 nChanged 1 SP:Iteration 5Q (5747.910000 sec): 3 clusters Score: Raw -7296.075441 + Penalty 430.192292 = -6865.883150 nChanged 0 SP:Iteration 6F (5748.090000 sec): 3 clusters Score: Raw -7296.075441 + Penalty 430.192292 = -6865.883150 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5748.180000 sec): 2 clusters Score: Raw -4120.010728 + Penalty 191.987601 = -3928.023127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5748.370000 sec): 3 clusters Score: Raw -4164.245791 + Penalty 383.975201 = -3780.270590 nChanged 9 SP:Iteration 1F (5748.540000 sec): 3 clusters Score: Raw -4189.225700 + Penalty 383.975201 = -3805.250499 nChanged 1 SP:Iteration 2Q (5748.770000 sec): 3 clusters Score: Raw -4190.247592 + Penalty 383.975201 = -3806.272391 nChanged 0 SP:Iteration 3F (5749.000000 sec): 3 clusters Score: Raw -4190.247592 + Penalty 383.975201 = -3806.272391 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5749.110000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5749.310000 sec): 3 clusters Score: Raw -14056.312879 + Penalty 500.614497 = -13555.698382 nChanged 76 SP:Iteration 1F (5749.540000 sec): 3 clusters Score: Raw -14157.947250 + Penalty 500.614497 = -13657.332753 nChanged 21 SP:Iteration 2F (5749.700000 sec): 3 clusters Score: Raw -14210.548169 + Penalty 500.614497 = -13709.933672 nChanged 10 SP:Iteration 3Q (5749.920000 sec): 3 clusters Score: Raw -14229.208063 + Penalty 500.614497 = -13728.593566 nChanged 5 SP:Iteration 4Q (5750.170000 sec): 3 clusters Score: Raw -14233.936488 + Penalty 500.614497 = -13733.321991 nChanged 2 SP:Iteration 5Q (5750.370000 sec): 3 clusters Score: Raw -14244.560415 + Penalty 500.614497 = -13743.945917 nChanged 2 SP:Iteration 6Q (5750.490000 sec): 3 clusters Score: Raw -14250.586901 + Penalty 500.614497 = -13749.972403 nChanged 3 SP:Iteration 7Q (5750.710000 sec): 3 clusters Score: Raw -14254.148324 + Penalty 500.614497 = -13753.533827 nChanged 2 SP:Iteration 8Q (5750.880000 sec): 3 clusters Score: Raw -14257.623413 + Penalty 500.614497 = -13757.008916 nChanged 2 SP:Iteration 9Q (5751.080000 sec): 3 clusters Score: Raw -14259.321602 + Penalty 500.614497 = -13758.707105 nChanged 3 SP:Iteration 10Q (5751.250000 sec): 3 clusters Score: Raw -14263.649451 + Penalty 500.614497 = -13763.034953 nChanged 2 SP:Iteration 11Q (5751.400000 sec): 3 clusters Score: Raw -14266.049030 + Penalty 500.614497 = -13765.434533 nChanged 1 SP:Iteration 12Q (5751.610000 sec): 3 clusters Score: Raw -14266.441191 + Penalty 500.614497 = -13765.826694 nChanged 0 SP:Iteration 13F (5751.790000 sec): 3 clusters Score: Raw -14266.441191 + Penalty 500.614497 = -13765.826694 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5751.900000 sec): 2 clusters Score: Raw -7471.484263 + Penalty 233.678829 = -7237.805434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5752.080000 sec): 3 clusters Score: Raw -7481.476633 + Penalty 467.357658 = -7014.118975 nChanged 45 SP:Iteration 1F (5752.280000 sec): 3 clusters Score: Raw -7530.049372 + Penalty 467.357658 = -7062.691714 nChanged 13 SP:Iteration 2F (5752.450000 sec): 3 clusters Score: Raw -7558.137901 + Penalty 467.357658 = -7090.780244 nChanged 10 SP:Iteration 3F (5752.620000 sec): 3 clusters Score: Raw -7586.686684 + Penalty 467.357658 = -7119.329026 nChanged 12 SP:Iteration 4F (5752.820000 sec): 3 clusters Score: Raw -7604.006559 + Penalty 467.357658 = -7136.648901 nChanged 6 SP:Iteration 5Q (5752.960000 sec): 3 clusters Score: Raw -7608.653527 + Penalty 467.357658 = -7141.295869 nChanged 6 SP:Iteration 6Q (5753.180000 sec): 3 clusters Score: Raw -7616.831975 + Penalty 467.357658 = -7149.474317 nChanged 8 SP:Iteration 7Q (5753.380000 sec): 3 clusters Score: Raw -7632.237666 + Penalty 467.357658 = -7164.880008 nChanged 5 SP:Iteration 8Q (5753.570000 sec): 3 clusters Score: Raw -7639.972444 + Penalty 467.357658 = -7172.614787 nChanged 3 SP:Iteration 9Q (5753.700000 sec): 3 clusters Score: Raw -7641.496727 + Penalty 467.357658 = -7174.139069 nChanged 1 SP:Iteration 10Q (5753.940000 sec): 3 clusters Score: Raw -7643.418161 + Penalty 467.357658 = -7176.060503 nChanged 1 SP:Iteration 11Q (5754.120000 sec): 3 clusters Score: Raw -7643.814106 + Penalty 467.357658 = -7176.456448 nChanged 0 SP:Iteration 12F (5754.300000 sec): 3 clusters Score: Raw -7643.814106 + Penalty 467.357658 = -7176.456448 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5754.560000 sec): 2 clusters Score: Raw -2125642.209114 + Penalty 472.491616 = -2125169.717498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5754.880000 sec): 3 clusters Score: Raw -2104456.975225 + Penalty 944.983232 = -2103511.991993 nChanged 15522 SP:Iteration 1F (5755.140000 sec): 3 clusters Score: Raw -2113656.810373 + Penalty 944.983232 = -2112711.827141 nChanged 1496 SP:Iteration 2Q (5755.480000 sec): 3 clusters Score: Raw -2114192.780716 + Penalty 944.983232 = -2113247.797484 nChanged 1620 SP:Iteration 3F (5755.750000 sec): 3 clusters Score: Raw -2114861.267828 + Penalty 944.983232 = -2113916.284596 nChanged 1796 SP:Iteration 4F (5756.030000 sec): 3 clusters Score: Raw -2115747.912872 + Penalty 944.983232 = -2114802.929639 nChanged 1933 SP:Iteration 5F (5756.310000 sec): 3 clusters Score: Raw -2116899.383741 + Penalty 944.983232 = -2115954.400509 nChanged 1990 SP:Iteration 6F (5756.650000 sec): 3 clusters Score: Raw -2118355.140806 + Penalty 944.983232 = -2117410.157574 nChanged 1887 SP:Iteration 7F (5756.980000 sec): 3 clusters Score: Raw -2119872.229519 + Penalty 944.983232 = -2118927.246287 nChanged 1583 SP:Iteration 8Q (5757.280000 sec): 3 clusters Score: Raw -2121019.842701 + Penalty 944.983232 = -2120074.859469 nChanged 1169 SP:Iteration 9Q (5757.550000 sec): 3 clusters Score: Raw -2121643.584482 + Penalty 944.983232 = -2120698.601250 nChanged 825 SP:Iteration 10Q (5757.860000 sec): 3 clusters Score: Raw -2122013.283976 + Penalty 944.983232 = -2121068.300744 nChanged 644 SP:Iteration 11Q (5758.190000 sec): 3 clusters Score: Raw -2122283.408923 + Penalty 944.983232 = -2121338.425691 nChanged 590 SP:Iteration 12Q (5758.510000 sec): 3 clusters Score: Raw -2122509.847086 + Penalty 944.983232 = -2121564.863854 nChanged 558 SP:Iteration 13Q (5758.800000 sec): 3 clusters Score: Raw -2122730.005663 + Penalty 944.983232 = -2121785.022431 nChanged 576 SP:Iteration 14Q (5759.070000 sec): 3 clusters Score: Raw -2122957.767505 + Penalty 944.983232 = -2122012.784273 nChanged 548 SP:Iteration 15Q (5759.400000 sec): 3 clusters Score: Raw -2123186.961965 + Penalty 944.983232 = -2122241.978733 nChanged 552 SP:Iteration 16Q (5759.650000 sec): 3 clusters Score: Raw -2123415.448206 + Penalty 944.983232 = -2122470.464974 nChanged 515 SP:Iteration 17Q (5759.920000 sec): 3 clusters Score: Raw -2123633.770304 + Penalty 944.983232 = -2122688.787072 nChanged 481 SP:Iteration 18Q (5760.230000 sec): 3 clusters Score: Raw -2123828.670485 + Penalty 944.983232 = -2122883.687253 nChanged 448 SP:Iteration 19Q (5760.460000 sec): 3 clusters Score: Raw -2124013.127719 + Penalty 944.983232 = -2123068.144487 nChanged 451 SP:Iteration 20F (5760.760000 sec): 3 clusters Score: Raw -2124202.437051 + Penalty 944.983232 = -2123257.453818 nChanged 418 SP:Iteration 21Q (5761.100000 sec): 3 clusters Score: Raw -2124392.369991 + Penalty 944.983232 = -2123447.386759 nChanged 396 SP:Iteration 22Q (5761.360000 sec): 3 clusters Score: Raw -2124562.685833 + Penalty 944.983232 = -2123617.702601 nChanged 338 SP:Iteration 23Q (5761.620000 sec): 3 clusters Score: Raw -2124701.462007 + Penalty 944.983232 = -2123756.478775 nChanged 309 SP:Iteration 24Q (5761.940000 sec): 3 clusters Score: Raw -2124830.356548 + Penalty 944.983232 = -2123885.373316 nChanged 289 SP:Iteration 25Q (5762.230000 sec): 3 clusters Score: Raw -2124961.274964 + Penalty 944.983232 = -2124016.291732 nChanged 278 SP:Iteration 26Q (5762.520000 sec): 3 clusters Score: Raw -2125090.761747 + Penalty 944.983232 = -2124145.778515 nChanged 229 SP:Iteration 27Q (5762.760000 sec): 3 clusters Score: Raw -2125194.732418 + Penalty 944.983232 = -2124249.749186 nChanged 188 SP:Iteration 28Q (5763.070000 sec): 3 clusters Score: Raw -2125274.445258 + Penalty 944.983232 = -2124329.462025 nChanged 159 SP:Iteration 29Q (5763.350000 sec): 3 clusters Score: Raw -2125345.242385 + Penalty 944.983232 = -2124400.259153 nChanged 140 SP:Iteration 30Q (5763.600000 sec): 3 clusters Score: Raw -2125401.780095 + Penalty 944.983232 = -2124456.796863 nChanged 114 SP:Iteration 31Q (5763.860000 sec): 3 clusters Score: Raw -2125446.883506 + Penalty 944.983232 = -2124501.900273 nChanged 113 SP:Iteration 32Q (5764.100000 sec): 3 clusters Score: Raw -2125495.245673 + Penalty 944.983232 = -2124550.262441 nChanged 93 SP:Iteration 33Q (5764.400000 sec): 3 clusters Score: Raw -2125531.529065 + Penalty 944.983232 = -2124586.545833 nChanged 70 SP:Iteration 34Q (5764.670000 sec): 3 clusters Score: Raw -2125555.804136 + Penalty 944.983232 = -2124610.820904 nChanged 55 SP:Iteration 35Q (5764.890000 sec): 3 clusters Score: Raw -2125576.875361 + Penalty 944.983232 = -2124631.892129 nChanged 60 SP:Iteration 36Q (5765.170000 sec): 3 clusters Score: Raw -2125603.554965 + Penalty 944.983232 = -2124658.571733 nChanged 45 SP:Iteration 37Q (5765.430000 sec): 3 clusters Score: Raw -2125622.742786 + Penalty 944.983232 = -2124677.759554 nChanged 28 SP:Iteration 38Q (5765.750000 sec): 3 clusters Score: Raw -2125633.758128 + Penalty 944.983232 = -2124688.774896 nChanged 26 SP:Iteration 39Q (5765.970000 sec): 3 clusters Score: Raw -2125643.750889 + Penalty 944.983232 = -2124698.767657 nChanged 27 SP:Iteration 40F (5766.240000 sec): 3 clusters Score: Raw -2125656.453923 + Penalty 944.983232 = -2124711.470691 nChanged 24 SP:Iteration 41Q (5766.520000 sec): 3 clusters Score: Raw -2125666.808993 + Penalty 944.983232 = -2124721.825761 nChanged 22 SP:Iteration 42Q (5766.800000 sec): 3 clusters Score: Raw -2125675.215423 + Penalty 944.983232 = -2124730.232191 nChanged 20 SP:Iteration 43Q (5767.140000 sec): 3 clusters Score: Raw -2125683.602376 + Penalty 944.983232 = -2124738.619144 nChanged 16 SP:Iteration 44Q (5767.490000 sec): 3 clusters Score: Raw -2125687.181703 + Penalty 944.983232 = -2124742.198471 nChanged 13 SP:Iteration 45Q (5767.760000 sec): 3 clusters Score: Raw -2125691.814572 + Penalty 944.983232 = -2124746.831340 nChanged 17 SP:Iteration 46Q (5768.030000 sec): 3 clusters Score: Raw -2125698.197503 + Penalty 944.983232 = -2124753.214271 nChanged 18 SP:Iteration 47Q (5768.230000 sec): 3 clusters Score: Raw -2125706.207454 + Penalty 944.983232 = -2124761.224222 nChanged 17 SP:Iteration 48Q (5768.470000 sec): 3 clusters Score: Raw -2125713.141468 + Penalty 944.983232 = -2124768.158236 nChanged 12 SP:Iteration 49Q (5768.710000 sec): 3 clusters Score: Raw -2125718.107270 + Penalty 944.983232 = -2124773.124038 nChanged 10 SP:Iteration 50Q (5768.950000 sec): 3 clusters Score: Raw -2125724.112626 + Penalty 944.983232 = -2124779.129394 nChanged 8 SP:Iteration 51Q (5769.250000 sec): 3 clusters Score: Raw -2125731.405642 + Penalty 944.983232 = -2124786.422410 nChanged 9 SP:Iteration 52Q (5769.560000 sec): 3 clusters Score: Raw -2125735.115575 + Penalty 944.983232 = -2124790.132343 nChanged 5 SP:Iteration 53Q (5769.850000 sec): 3 clusters Score: Raw -2125737.475021 + Penalty 944.983232 = -2124792.491789 nChanged 3 SP:Iteration 54Q (5770.220000 sec): 3 clusters Score: Raw -2125738.176464 + Penalty 944.983232 = -2124793.193232 nChanged 1 SP:Iteration 55Q (5770.500000 sec): 3 clusters Score: Raw -2125738.505234 + Penalty 944.983232 = -2124793.522002 nChanged 3 SP:Iteration 56Q (5770.830000 sec): 3 clusters Score: Raw -2125739.230677 + Penalty 944.983232 = -2124794.247445 nChanged 1 SP:Iteration 57Q (5771.120000 sec): 3 clusters Score: Raw -2125739.589353 + Penalty 944.983232 = -2124794.606121 nChanged 1 SP:Iteration 58Q (5771.400000 sec): 3 clusters Score: Raw -2125739.651030 + Penalty 944.983232 = -2124794.667798 nChanged 0 SP:Iteration 59F (5771.730000 sec): 3 clusters Score: Raw -2125739.651030 + Penalty 944.983232 = -2124794.667798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5771.850000 sec): 2 clusters Score: Raw -8147.952172 + Penalty 233.945692 = -7914.006481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5772.050000 sec): 3 clusters Score: Raw -8112.973951 + Penalty 467.891384 = -7645.082567 nChanged 44 SP:Iteration 1F (5772.250000 sec): 3 clusters Score: Raw -8189.387727 + Penalty 467.891384 = -7721.496343 nChanged 14 SP:Iteration 2F (5772.390000 sec): 3 clusters Score: Raw -8217.227725 + Penalty 467.891384 = -7749.336341 nChanged 7 SP:Iteration 3Q (5772.580000 sec): 3 clusters Score: Raw -8232.657504 + Penalty 467.891384 = -7764.766121 nChanged 5 SP:Iteration 4Q (5772.760000 sec): 3 clusters Score: Raw -8243.948125 + Penalty 467.891384 = -7776.056742 nChanged 7 SP:Iteration 5Q (5772.940000 sec): 3 clusters Score: Raw -8278.622162 + Penalty 467.891384 = -7810.730778 nChanged 10 SP:Iteration 6F (5773.120000 sec): 3 clusters Score: Raw -8292.716068 + Penalty 467.891384 = -7824.824685 nChanged 4 SP:Iteration 7Q (5773.320000 sec): 3 clusters Score: Raw -8300.827440 + Penalty 467.891384 = -7832.936056 nChanged 6 SP:Iteration 8Q (5773.420000 sec): 3 clusters Score: Raw -8315.636776 + Penalty 467.891384 = -7847.745392 nChanged 2 SP:Iteration 9Q (5773.650000 sec): 3 clusters Score: Raw -8320.412210 + Penalty 467.891384 = -7852.520826 nChanged 2 SP:Iteration 10Q (5773.800000 sec): 3 clusters Score: Raw -8322.514137 + Penalty 467.891384 = -7854.622753 nChanged 0 SP:Iteration 11F (5773.960000 sec): 3 clusters Score: Raw -8322.514137 + Penalty 467.891384 = -7854.622753 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5774.080000 sec): 2 clusters Score: Raw -430747.942201 + Penalty 402.620239 = -430345.321963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5774.300000 sec): 3 clusters Score: Raw -426468.718591 + Penalty 805.240477 = -425663.478114 nChanged 3188 SP:Iteration 1F (5774.480000 sec): 3 clusters Score: Raw -428197.314532 + Penalty 805.240477 = -427392.074055 nChanged 397 SP:Iteration 2F (5774.670000 sec): 3 clusters Score: Raw -428406.539318 + Penalty 805.240477 = -427601.298841 nChanged 490 SP:Iteration 3F (5774.880000 sec): 3 clusters Score: Raw -428746.190128 + Penalty 805.240477 = -427940.949651 nChanged 557 SP:Iteration 4F (5775.060000 sec): 3 clusters Score: Raw -429210.718079 + Penalty 805.240477 = -428405.477602 nChanged 578 SP:Iteration 5F (5775.280000 sec): 3 clusters Score: Raw -429762.664888 + Penalty 805.240477 = -428957.424411 nChanged 548 SP:Iteration 6F (5775.420000 sec): 3 clusters Score: Raw -430374.619500 + Penalty 805.240477 = -429569.379023 nChanged 379 SP:Iteration 7F (5775.620000 sec): 3 clusters Score: Raw -430769.620803 + Penalty 805.240477 = -429964.380326 nChanged 242 SP:Iteration 8Q (5775.780000 sec): 3 clusters Score: Raw -430961.905149 + Penalty 805.240477 = -430156.664672 nChanged 123 SP:Iteration 9Q (5775.980000 sec): 3 clusters Score: Raw -431037.381425 + Penalty 805.240477 = -430232.140948 nChanged 81 SP:Iteration 10Q (5776.180000 sec): 3 clusters Score: Raw -431071.978051 + Penalty 805.240477 = -430266.737574 nChanged 57 SP:Iteration 11Q (5776.390000 sec): 3 clusters Score: Raw -431089.679022 + Penalty 805.240477 = -430284.438545 nChanged 49 SP:Iteration 12Q (5776.600000 sec): 3 clusters Score: Raw -431102.733380 + Penalty 805.240477 = -430297.492903 nChanged 35 SP:Iteration 13Q (5776.800000 sec): 3 clusters Score: Raw -431110.604602 + Penalty 805.240477 = -430305.364125 nChanged 19 SP:Iteration 14Q (5776.990000 sec): 3 clusters Score: Raw -431113.838905 + Penalty 805.240477 = -430308.598428 nChanged 13 SP:Iteration 15Q (5777.250000 sec): 3 clusters Score: Raw -431115.520484 + Penalty 805.240477 = -430310.280007 nChanged 12 SP:Iteration 16Q (5777.410000 sec): 3 clusters Score: Raw -431116.626473 + Penalty 805.240477 = -430311.385996 nChanged 6 SP:Iteration 17Q (5777.570000 sec): 3 clusters Score: Raw -431116.876133 + Penalty 805.240477 = -430311.635656 nChanged 2 SP:Iteration 18Q (5777.800000 sec): 3 clusters Score: Raw -431116.923888 + Penalty 805.240477 = -430311.683411 nChanged 0 SP:Iteration 19F (5778.050000 sec): 3 clusters Score: Raw -431116.923888 + Penalty 805.240477 = -430311.683411 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5778.120000 sec): 2 clusters Score: Raw -14558.576102 + Penalty 248.604347 = -14309.971755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5778.320000 sec): 3 clusters Score: Raw -14484.781239 + Penalty 497.208694 = -13987.572545 nChanged 61 SP:Iteration 1F (5778.500000 sec): 3 clusters Score: Raw -14534.105757 + Penalty 497.208694 = -14036.897063 nChanged 15 SP:Iteration 2F (5778.720000 sec): 3 clusters Score: Raw -14557.148119 + Penalty 497.208694 = -14059.939425 nChanged 10 SP:Iteration 3Q (5778.900000 sec): 3 clusters Score: Raw -14568.027047 + Penalty 497.208694 = -14070.818353 nChanged 7 SP:Iteration 4Q (5779.080000 sec): 3 clusters Score: Raw -14574.038818 + Penalty 497.208694 = -14076.830124 nChanged 4 SP:Iteration 5Q (5779.290000 sec): 3 clusters Score: Raw -14580.446139 + Penalty 497.208694 = -14083.237445 nChanged 3 SP:Iteration 6Q (5779.480000 sec): 3 clusters Score: Raw -14582.264478 + Penalty 497.208694 = -14085.055784 nChanged 1 SP:Iteration 7Q (5779.670000 sec): 3 clusters Score: Raw -14583.620728 + Penalty 497.208694 = -14086.412033 nChanged 4 SP:Iteration 8Q (5779.860000 sec): 3 clusters Score: Raw -14591.249475 + Penalty 497.208694 = -14094.040780 nChanged 3 SP:Iteration 9Q (5780.040000 sec): 3 clusters Score: Raw -14596.444441 + Penalty 497.208694 = -14099.235747 nChanged 1 SP:Iteration 10Q (5780.220000 sec): 3 clusters Score: Raw -14597.313247 + Penalty 497.208694 = -14100.104553 nChanged 1 SP:Iteration 11Q (5780.410000 sec): 3 clusters Score: Raw -14597.775235 + Penalty 497.208694 = -14100.566540 nChanged 2 SP:Iteration 12Q (5780.580000 sec): 3 clusters Score: Raw -14598.874448 + Penalty 497.208694 = -14101.665754 nChanged 2 SP:Iteration 13Q (5780.800000 sec): 3 clusters Score: Raw -14600.637319 + Penalty 497.208694 = -14103.428625 nChanged 0 SP:Iteration 14F (5780.970000 sec): 3 clusters Score: Raw -14600.637319 + Penalty 497.208694 = -14103.428625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5781.040000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5781.250000 sec): 3 clusters Score: Raw -232666.188988 + Penalty 741.981011 = -231924.207976 nChanged 1533 SP:Iteration 1F (5781.420000 sec): 3 clusters Score: Raw -233496.142364 + Penalty 741.981011 = -232754.161353 nChanged 222 SP:Iteration 2F (5781.560000 sec): 3 clusters Score: Raw -233606.412130 + Penalty 741.981011 = -232864.431119 nChanged 181 SP:Iteration 3F (5781.750000 sec): 3 clusters Score: Raw -233698.978303 + Penalty 741.981011 = -232956.997292 nChanged 187 SP:Iteration 4F (5781.930000 sec): 3 clusters Score: Raw -233808.534243 + Penalty 741.981011 = -233066.553232 nChanged 199 SP:Iteration 5F (5782.080000 sec): 3 clusters Score: Raw -233962.908326 + Penalty 741.981011 = -233220.927315 nChanged 210 SP:Iteration 6F (5782.270000 sec): 3 clusters Score: Raw -234117.252674 + Penalty 741.981011 = -233375.271663 nChanged 195 SP:Iteration 7F (5782.450000 sec): 3 clusters Score: Raw -234265.209577 + Penalty 741.981011 = -233523.228566 nChanged 171 SP:Iteration 8Q (5782.630000 sec): 3 clusters Score: Raw -234388.680314 + Penalty 741.981011 = -233646.699303 nChanged 128 SP:Iteration 9Q (5782.780000 sec): 3 clusters Score: Raw -234472.670935 + Penalty 741.981011 = -233730.689924 nChanged 94 SP:Iteration 10Q (5782.960000 sec): 3 clusters Score: Raw -234531.205067 + Penalty 741.981011 = -233789.224055 nChanged 68 SP:Iteration 11Q (5783.150000 sec): 3 clusters Score: Raw -234566.869463 + Penalty 741.981011 = -233824.888451 nChanged 64 SP:Iteration 12Q (5783.320000 sec): 3 clusters Score: Raw -234600.790214 + Penalty 741.981011 = -233858.809202 nChanged 46 SP:Iteration 13Q (5783.480000 sec): 3 clusters Score: Raw -234625.839063 + Penalty 741.981011 = -233883.858052 nChanged 42 SP:Iteration 14Q (5783.640000 sec): 3 clusters Score: Raw -234648.709242 + Penalty 741.981011 = -233906.728231 nChanged 29 SP:Iteration 15Q (5783.810000 sec): 3 clusters Score: Raw -234660.400008 + Penalty 741.981011 = -233918.418997 nChanged 23 SP:Iteration 16Q (5783.990000 sec): 3 clusters Score: Raw -234669.572355 + Penalty 741.981011 = -233927.591344 nChanged 27 SP:Iteration 17Q (5784.170000 sec): 3 clusters Score: Raw -234685.110674 + Penalty 741.981011 = -233943.129663 nChanged 34 SP:Iteration 18Q (5784.350000 sec): 3 clusters Score: Raw -234709.906529 + Penalty 741.981011 = -233967.925518 nChanged 31 SP:Iteration 19Q (5784.510000 sec): 3 clusters Score: Raw -234736.212853 + Penalty 741.981011 = -233994.231842 nChanged 28 SP:Iteration 20F (5784.670000 sec): 3 clusters Score: Raw -234756.517659 + Penalty 741.981011 = -234014.536648 nChanged 20 SP:Iteration 21Q (5784.870000 sec): 3 clusters Score: Raw -234765.785388 + Penalty 741.981011 = -234023.804377 nChanged 19 SP:Iteration 22Q (5785.050000 sec): 3 clusters Score: Raw -234773.652015 + Penalty 741.981011 = -234031.671004 nChanged 7 SP:Iteration 23Q (5785.280000 sec): 3 clusters Score: Raw -234776.079067 + Penalty 741.981011 = -234034.098056 nChanged 4 SP:Iteration 24Q (5785.490000 sec): 3 clusters Score: Raw -234777.977650 + Penalty 741.981011 = -234035.996639 nChanged 9 SP:Iteration 25Q (5785.630000 sec): 3 clusters Score: Raw -234781.701824 + Penalty 741.981011 = -234039.720812 nChanged 4 SP:Iteration 26Q (5785.840000 sec): 3 clusters Score: Raw -234783.596125 + Penalty 741.981011 = -234041.615114 nChanged 2 SP:Iteration 27Q (5786.010000 sec): 3 clusters Score: Raw -234783.948680 + Penalty 741.981011 = -234041.967669 nChanged 3 SP:Iteration 28Q (5786.240000 sec): 3 clusters Score: Raw -234784.361534 + Penalty 741.981011 = -234042.380523 nChanged 1 SP:Iteration 29Q (5786.430000 sec): 3 clusters Score: Raw -234784.480685 + Penalty 741.981011 = -234042.499674 nChanged 1 SP:Iteration 30Q (5786.640000 sec): 3 clusters Score: Raw -234784.631573 + Penalty 741.981011 = -234042.650562 nChanged 1 SP:Iteration 31Q (5786.800000 sec): 3 clusters Score: Raw -234785.176407 + Penalty 741.981011 = -234043.195396 nChanged 2 SP:Iteration 32Q (5786.980000 sec): 3 clusters Score: Raw -234785.733815 + Penalty 741.981011 = -234043.752804 nChanged 1 SP:Iteration 33Q (5787.130000 sec): 3 clusters Score: Raw -234785.879963 + Penalty 741.981011 = -234043.898952 nChanged 0 SP:Iteration 34F (5787.350000 sec): 3 clusters Score: Raw -234785.879963 + Penalty 741.981011 = -234043.898952 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5787.440000 sec): 2 clusters Score: Raw -5830.589746 + Penalty 221.472817 = -5609.116928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.620000 sec): 3 clusters Score: Raw -5879.983494 + Penalty 442.945635 = -5437.037859 nChanged 26 SP:Iteration 1F (5787.810000 sec): 3 clusters Score: Raw -5935.451484 + Penalty 442.945635 = -5492.505849 nChanged 4 SP:Iteration 2Q (5788.000000 sec): 3 clusters Score: Raw -5956.529074 + Penalty 442.945635 = -5513.583439 nChanged 3 SP:Iteration 3Q (5788.200000 sec): 3 clusters Score: Raw -5976.093977 + Penalty 442.945635 = -5533.148342 nChanged 1 SP:Iteration 4Q (5788.430000 sec): 3 clusters Score: Raw -5979.393774 + Penalty 442.945635 = -5536.448139 nChanged 3 SP:Iteration 5Q (5788.630000 sec): 3 clusters Score: Raw -5989.876906 + Penalty 442.945635 = -5546.931271 nChanged 0 SP:Iteration 6F (5788.780000 sec): 3 clusters Score: Raw -5989.876906 + Penalty 442.945635 = -5546.931271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5788.830000 sec): 2 clusters Score: Raw -34828.628248 + Penalty 290.832229 = -34537.796020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5789.100000 sec): 3 clusters Score: Raw -34551.898088 + Penalty 581.664457 = -33970.233631 nChanged 230 SP:Iteration 1F (5789.250000 sec): 3 clusters Score: Raw -34756.753062 + Penalty 581.664457 = -34175.088605 nChanged 66 SP:Iteration 2F (5789.340000 sec): 3 clusters Score: Raw -34821.449519 + Penalty 581.664457 = -34239.785062 nChanged 32 SP:Iteration 3F (5789.490000 sec): 3 clusters Score: Raw -34854.434861 + Penalty 581.664457 = -34272.770403 nChanged 23 SP:Iteration 4Q (5789.680000 sec): 3 clusters Score: Raw -34879.808782 + Penalty 581.664457 = -34298.144325 nChanged 20 SP:Iteration 5Q (5789.790000 sec): 3 clusters Score: Raw -34902.061672 + Penalty 581.664457 = -34320.397215 nChanged 19 SP:Iteration 6Q (5789.970000 sec): 3 clusters Score: Raw -34919.866314 + Penalty 581.664457 = -34338.201857 nChanged 18 SP:Iteration 7Q (5790.180000 sec): 3 clusters Score: Raw -34935.460960 + Penalty 581.664457 = -34353.796503 nChanged 16 SP:Iteration 8Q (5790.360000 sec): 3 clusters Score: Raw -34946.199467 + Penalty 581.664457 = -34364.535009 nChanged 10 SP:Iteration 9Q (5790.520000 sec): 3 clusters Score: Raw -34953.124655 + Penalty 581.664457 = -34371.460197 nChanged 9 SP:Iteration 10Q (5790.720000 sec): 3 clusters Score: Raw -34957.494466 + Penalty 581.664457 = -34375.830009 nChanged 6 SP:Iteration 11Q (5790.930000 sec): 3 clusters Score: Raw -34960.695029 + Penalty 581.664457 = -34379.030571 nChanged 5 SP:Iteration 12Q (5791.100000 sec): 3 clusters Score: Raw -34963.643145 + Penalty 581.664457 = -34381.978688 nChanged 9 SP:Iteration 13Q (5791.300000 sec): 3 clusters Score: Raw -34969.531877 + Penalty 581.664457 = -34387.867420 nChanged 4 SP:Iteration 14Q (5791.480000 sec): 3 clusters Score: Raw -34970.947803 + Penalty 581.664457 = -34389.283346 nChanged 3 SP:Iteration 15Q (5791.690000 sec): 3 clusters Score: Raw -34971.780126 + Penalty 581.664457 = -34390.115668 nChanged 1 SP:Iteration 16Q (5791.880000 sec): 3 clusters Score: Raw -34971.943284 + Penalty 581.664457 = -34390.278827 nChanged 2 SP:Iteration 17Q (5792.060000 sec): 3 clusters Score: Raw -34973.003424 + Penalty 581.664457 = -34391.338967 nChanged 7 SP:Iteration 18Q (5792.220000 sec): 3 clusters Score: Raw -34976.530095 + Penalty 581.664457 = -34394.865637 nChanged 4 SP:Iteration 19Q (5792.430000 sec): 3 clusters Score: Raw -34978.177993 + Penalty 581.664457 = -34396.513536 nChanged 4 SP:Iteration 20F (5792.610000 sec): 3 clusters Score: Raw -34980.450217 + Penalty 581.664457 = -34398.785760 nChanged 4 SP:Iteration 21Q (5792.740000 sec): 3 clusters Score: Raw -34982.443458 + Penalty 581.664457 = -34400.779000 nChanged 1 SP:Iteration 22Q (5792.870000 sec): 3 clusters Score: Raw -34983.101026 + Penalty 581.664457 = -34401.436569 nChanged 2 SP:Iteration 23Q (5793.140000 sec): 3 clusters Score: Raw -34983.737086 + Penalty 581.664457 = -34402.072628 nChanged 3 SP:Iteration 24Q (5793.330000 sec): 3 clusters Score: Raw -34984.606117 + Penalty 581.664457 = -34402.941660 nChanged 1 SP:Iteration 25Q (5793.500000 sec): 3 clusters Score: Raw -34984.797090 + Penalty 581.664457 = -34403.132633 nChanged 2 SP:Iteration 26Q (5793.660000 sec): 3 clusters Score: Raw -34985.829124 + Penalty 581.664457 = -34404.164666 nChanged 2 SP:Iteration 27Q (5793.850000 sec): 3 clusters Score: Raw -34986.941183 + Penalty 581.664457 = -34405.276725 nChanged 1 SP:Iteration 28Q (5794.010000 sec): 3 clusters Score: Raw -34987.578750 + Penalty 581.664457 = -34405.914292 nChanged 1 SP:Iteration 29Q (5794.160000 sec): 3 clusters Score: Raw -34987.839172 + Penalty 581.664457 = -34406.174715 nChanged 0 SP:Iteration 30F (5794.320000 sec): 3 clusters Score: Raw -34987.839172 + Penalty 581.664457 = -34406.174715 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5794.400000 sec): 2 clusters Score: Raw -144061.601409 + Penalty 351.442212 = -143710.159197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5794.560000 sec): 3 clusters Score: Raw -142808.291512 + Penalty 702.884424 = -142105.407088 nChanged 940 SP:Iteration 1F (5794.840000 sec): 3 clusters Score: Raw -143333.522038 + Penalty 702.884424 = -142630.637614 nChanged 179 SP:Iteration 2F (5795.020000 sec): 3 clusters Score: Raw -143507.132915 + Penalty 702.884424 = -142804.248492 nChanged 188 SP:Iteration 3F (5795.200000 sec): 3 clusters Score: Raw -143666.763439 + Penalty 702.884424 = -142963.879015 nChanged 156 SP:Iteration 4F (5795.400000 sec): 3 clusters Score: Raw -143777.038774 + Penalty 702.884424 = -143074.154350 nChanged 151 SP:Iteration 5F (5795.490000 sec): 3 clusters Score: Raw -143887.509449 + Penalty 702.884424 = -143184.625026 nChanged 118 SP:Iteration 6F (5795.730000 sec): 3 clusters Score: Raw -143990.563917 + Penalty 702.884424 = -143287.679494 nChanged 97 SP:Iteration 7Q (5795.860000 sec): 3 clusters Score: Raw -144072.195248 + Penalty 702.884424 = -143369.310824 nChanged 62 SP:Iteration 8Q (5796.050000 sec): 3 clusters Score: Raw -144118.702175 + Penalty 702.884424 = -143415.817751 nChanged 33 SP:Iteration 9Q (5796.260000 sec): 3 clusters Score: Raw -144136.965141 + Penalty 702.884424 = -143434.080717 nChanged 19 SP:Iteration 10Q (5796.430000 sec): 3 clusters Score: Raw -144143.388610 + Penalty 702.884424 = -143440.504187 nChanged 12 SP:Iteration 11Q (5796.610000 sec): 3 clusters Score: Raw -144148.362445 + Penalty 702.884424 = -143445.478021 nChanged 12 SP:Iteration 12Q (5796.800000 sec): 3 clusters Score: Raw -144151.560135 + Penalty 702.884424 = -143448.675711 nChanged 8 SP:Iteration 13Q (5797.000000 sec): 3 clusters Score: Raw -144153.608323 + Penalty 702.884424 = -143450.723899 nChanged 5 SP:Iteration 14Q (5797.190000 sec): 3 clusters Score: Raw -144155.060900 + Penalty 702.884424 = -143452.176476 nChanged 6 SP:Iteration 15Q (5797.360000 sec): 3 clusters Score: Raw -144156.713271 + Penalty 702.884424 = -143453.828848 nChanged 9 SP:Iteration 16Q (5797.550000 sec): 3 clusters Score: Raw -144158.651297 + Penalty 702.884424 = -143455.766873 nChanged 6 SP:Iteration 17Q (5797.770000 sec): 3 clusters Score: Raw -144160.423560 + Penalty 702.884424 = -143457.539136 nChanged 7 SP:Iteration 18Q (5797.970000 sec): 3 clusters Score: Raw -144162.463079 + Penalty 702.884424 = -143459.578655 nChanged 5 SP:Iteration 19Q (5798.210000 sec): 3 clusters Score: Raw -144163.540643 + Penalty 702.884424 = -143460.656219 nChanged 6 SP:Iteration 20F (5798.390000 sec): 3 clusters Score: Raw -144166.062235 + Penalty 702.884424 = -143463.177811 nChanged 8 SP:Iteration 21Q (5798.540000 sec): 3 clusters Score: Raw -144168.512879 + Penalty 702.884424 = -143465.628456 nChanged 10 SP:Iteration 22Q (5798.770000 sec): 3 clusters Score: Raw -144171.391440 + Penalty 702.884424 = -143468.507016 nChanged 11 SP:Iteration 23Q (5798.900000 sec): 3 clusters Score: Raw -144176.631730 + Penalty 702.884424 = -143473.747306 nChanged 14 SP:Iteration 24Q (5799.120000 sec): 3 clusters Score: Raw -144181.610179 + Penalty 702.884424 = -143478.725755 nChanged 12 SP:Iteration 25Q (5799.300000 sec): 3 clusters Score: Raw -144185.873161 + Penalty 702.884424 = -143482.988738 nChanged 12 SP:Iteration 26Q (5799.480000 sec): 3 clusters Score: Raw -144190.499050 + Penalty 702.884424 = -143487.614626 nChanged 12 SP:Iteration 27Q (5799.650000 sec): 3 clusters Score: Raw -144194.447951 + Penalty 702.884424 = -143491.563527 nChanged 14 SP:Iteration 28Q (5799.850000 sec): 3 clusters Score: Raw -144198.872732 + Penalty 702.884424 = -143495.988309 nChanged 13 SP:Iteration 29Q (5800.030000 sec): 3 clusters Score: Raw -144202.254468 + Penalty 702.884424 = -143499.370044 nChanged 10 SP:Iteration 30Q (5800.250000 sec): 3 clusters Score: Raw -144204.715585 + Penalty 702.884424 = -143501.831161 nChanged 9 SP:Iteration 31Q (5800.430000 sec): 3 clusters Score: Raw -144206.660428 + Penalty 702.884424 = -143503.776004 nChanged 7 SP:Iteration 32Q (5800.610000 sec): 3 clusters Score: Raw -144208.807371 + Penalty 702.884424 = -143505.922948 nChanged 8 SP:Iteration 33Q (5800.780000 sec): 3 clusters Score: Raw -144210.923089 + Penalty 702.884424 = -143508.038665 nChanged 5 SP:Iteration 34Q (5800.970000 sec): 3 clusters Score: Raw -144212.107215 + Penalty 702.884424 = -143509.222791 nChanged 1 SP:Iteration 35Q (5801.150000 sec): 3 clusters Score: Raw -144212.363171 + Penalty 702.884424 = -143509.478748 nChanged 2 SP:Iteration 36Q (5801.380000 sec): 3 clusters Score: Raw -144212.654778 + Penalty 702.884424 = -143509.770355 nChanged 2 SP:Iteration 37Q (5801.580000 sec): 3 clusters Score: Raw -144212.891153 + Penalty 702.884424 = -143510.006729 nChanged 2 SP:Iteration 38Q (5801.770000 sec): 3 clusters Score: Raw -144213.390258 + Penalty 702.884424 = -143510.505835 nChanged 1 SP:Iteration 39Q (5801.970000 sec): 3 clusters Score: Raw -144213.539058 + Penalty 702.884424 = -143510.654634 nChanged 3 SP:Iteration 40F (5802.110000 sec): 3 clusters Score: Raw -144214.195593 + Penalty 702.884424 = -143511.311169 nChanged 3 SP:Iteration 41Q (5802.310000 sec): 3 clusters Score: Raw -144214.577032 + Penalty 702.884424 = -143511.692609 nChanged 3 SP:Iteration 42Q (5802.470000 sec): 3 clusters Score: Raw -144215.271376 + Penalty 702.884424 = -143512.386952 nChanged 3 SP:Iteration 43Q (5802.650000 sec): 3 clusters Score: Raw -144216.238221 + Penalty 702.884424 = -143513.353797 nChanged 3 SP:Iteration 44Q (5802.860000 sec): 3 clusters Score: Raw -144217.540926 + Penalty 702.884424 = -143514.656502 nChanged 6 SP:Iteration 45Q (5803.090000 sec): 3 clusters Score: Raw -144219.602837 + Penalty 702.884424 = -143516.718413 nChanged 4 SP:Iteration 46Q (5803.260000 sec): 3 clusters Score: Raw -144220.444503 + Penalty 702.884424 = -143517.560079 nChanged 4 SP:Iteration 47Q (5803.510000 sec): 3 clusters Score: Raw -144221.240013 + Penalty 702.884424 = -143518.355589 nChanged 3 SP:Iteration 48Q (5803.700000 sec): 3 clusters Score: Raw -144222.474531 + Penalty 702.884424 = -143519.590107 nChanged 4 SP:Iteration 49Q (5803.930000 sec): 3 clusters Score: Raw -144223.734619 + Penalty 702.884424 = -143520.850195 nChanged 3 SP:Iteration 50Q (5804.070000 sec): 3 clusters Score: Raw -144224.433984 + Penalty 702.884424 = -143521.549561 nChanged 1 SP:Iteration 51Q (5804.270000 sec): 3 clusters Score: Raw -144224.717807 + Penalty 702.884424 = -143521.833383 nChanged 1 SP:Iteration 52Q (5804.430000 sec): 3 clusters Score: Raw -144225.110057 + Penalty 702.884424 = -143522.225633 nChanged 0 SP:Iteration 53F (5804.610000 sec): 3 clusters Score: Raw -144225.110057 + Penalty 702.884424 = -143522.225633 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5804.710000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5804.950000 sec): 3 clusters Score: Raw -7783.850653 + Penalty 440.101654 = -7343.749000 nChanged 24 SP:Iteration 1F (5805.150000 sec): 3 clusters Score: Raw -7832.206701 + Penalty 440.101654 = -7392.105047 nChanged 4 SP:Iteration 2Q (5805.380000 sec): 3 clusters Score: Raw -7838.219964 + Penalty 440.101654 = -7398.118311 nChanged 2 SP:Iteration 3Q (5805.590000 sec): 3 clusters Score: Raw -7840.802512 + Penalty 440.101654 = -7400.700858 nChanged 1 SP:Iteration 4Q (5805.790000 sec): 3 clusters Score: Raw -7847.370270 + Penalty 440.101654 = -7407.268616 nChanged 1 SP:Iteration 5Q (5806.010000 sec): 3 clusters Score: Raw -7849.542599 + Penalty 440.101654 = -7409.440945 nChanged 0 SP:Iteration 6F (5806.210000 sec): 3 clusters Score: Raw -7849.542599 + Penalty 440.101654 = -7409.440945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.300000 sec): 2 clusters Score: Raw -8575.707617 + Penalty 225.490131 = -8350.217486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5806.490000 sec): 3 clusters Score: Raw -8576.574552 + Penalty 450.980262 = -8125.594290 nChanged 34 SP:Iteration 1F (5806.700000 sec): 3 clusters Score: Raw -8641.575018 + Penalty 450.980262 = -8190.594755 nChanged 10 SP:Iteration 2F (5806.880000 sec): 3 clusters Score: Raw -8659.573436 + Penalty 450.980262 = -8208.593173 nChanged 5 SP:Iteration 3Q (5807.070000 sec): 3 clusters Score: Raw -8668.662826 + Penalty 450.980262 = -8217.682563 nChanged 2 SP:Iteration 4Q (5807.250000 sec): 3 clusters Score: Raw -8671.102234 + Penalty 450.980262 = -8220.121972 nChanged 1 SP:Iteration 5Q (5807.470000 sec): 3 clusters Score: Raw -8671.905404 + Penalty 450.980262 = -8220.925141 nChanged 2 SP:Iteration 6Q (5807.620000 sec): 3 clusters Score: Raw -8674.455162 + Penalty 450.980262 = -8223.474900 nChanged 2 SP:Iteration 7Q (5807.820000 sec): 3 clusters Score: Raw -8677.674817 + Penalty 450.980262 = -8226.694555 nChanged 1 SP:Iteration 8Q (5808.000000 sec): 3 clusters Score: Raw -8679.704812 + Penalty 450.980262 = -8228.724550 nChanged 1 SP:Iteration 9Q (5808.200000 sec): 3 clusters Score: Raw -8681.350372 + Penalty 450.980262 = -8230.370110 nChanged 0 SP:Iteration 10F (5808.390000 sec): 3 clusters Score: Raw -8681.350372 + Penalty 450.980262 = -8230.370110 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5808.520000 sec): 2 clusters Score: Raw -5572.004845 + Penalty 207.201399 = -5364.803446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5808.670000 sec): 3 clusters Score: Raw -5572.153226 + Penalty 414.402797 = -5157.750429 nChanged 17 SP:Iteration 1F (5808.830000 sec): 3 clusters Score: Raw -5608.408830 + Penalty 414.402797 = -5194.006033 nChanged 4 SP:Iteration 2Q (5808.980000 sec): 3 clusters Score: Raw -5617.987294 + Penalty 414.402797 = -5203.584497 nChanged 1 SP:Iteration 3Q (5809.130000 sec): 3 clusters Score: Raw -5626.851237 + Penalty 414.402797 = -5212.448440 nChanged 0 SP:Iteration 4F (5809.310000 sec): 3 clusters Score: Raw -5626.851237 + Penalty 414.402797 = -5212.448440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5809.380000 sec): 2 clusters Score: Raw -28923.206057 + Penalty 276.323526 = -28646.882531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5809.620000 sec): 3 clusters Score: Raw -28758.153772 + Penalty 552.647053 = -28205.506720 nChanged 136 SP:Iteration 1F (5809.780000 sec): 3 clusters Score: Raw -28862.841336 + Penalty 552.647053 = -28310.194283 nChanged 30 SP:Iteration 2F (5810.050000 sec): 3 clusters Score: Raw -28899.573827 + Penalty 552.647053 = -28346.926775 nChanged 27 SP:Iteration 3F (5810.280000 sec): 3 clusters Score: Raw -28921.851829 + Penalty 552.647053 = -28369.204777 nChanged 14 SP:Iteration 4Q (5810.520000 sec): 3 clusters Score: Raw -28935.706556 + Penalty 552.647053 = -28383.059503 nChanged 11 SP:Iteration 5Q (5810.670000 sec): 3 clusters Score: Raw -28948.813659 + Penalty 552.647053 = -28396.166607 nChanged 8 SP:Iteration 6Q (5810.890000 sec): 3 clusters Score: Raw -28955.046874 + Penalty 552.647053 = -28402.399821 nChanged 5 SP:Iteration 7Q (5811.080000 sec): 3 clusters Score: Raw -28959.545260 + Penalty 552.647053 = -28406.898207 nChanged 2 SP:Iteration 8Q (5811.260000 sec): 3 clusters Score: Raw -28960.119995 + Penalty 552.647053 = -28407.472942 nChanged 3 SP:Iteration 9Q (5811.450000 sec): 3 clusters Score: Raw -28961.083738 + Penalty 552.647053 = -28408.436685 nChanged 3 SP:Iteration 10Q (5811.690000 sec): 3 clusters Score: Raw -28963.229869 + Penalty 552.647053 = -28410.582816 nChanged 1 SP:Iteration 11Q (5811.840000 sec): 3 clusters Score: Raw -28963.440201 + Penalty 552.647053 = -28410.793148 nChanged 0 SP:Iteration 12F (5812.040000 sec): 3 clusters Score: Raw -28963.440201 + Penalty 552.647053 = -28410.793148 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.140000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5812.380000 sec): 3 clusters Score: Raw -6623.998342 + Penalty 432.576707 = -6191.421635 nChanged 18 SP:Iteration 1F (5812.500000 sec): 3 clusters Score: Raw -6655.840680 + Penalty 432.576707 = -6223.263973 nChanged 1 SP:Iteration 2Q (5812.680000 sec): 3 clusters Score: Raw -6657.190042 + Penalty 432.576707 = -6224.613334 nChanged 1 SP:Iteration 3Q (5812.910000 sec): 3 clusters Score: Raw -6661.820509 + Penalty 432.576707 = -6229.243802 nChanged 0 SP:Iteration 4F (5813.110000 sec): 3 clusters Score: Raw -6661.820509 + Penalty 432.576707 = -6229.243802 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5813.230000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.400000 sec): 3 clusters Score: Raw -20624.875208 + Penalty 524.632390 = -20100.242818 nChanged 110 SP:Iteration 1F (5813.570000 sec): 3 clusters Score: Raw -20752.944671 + Penalty 524.632390 = -20228.312280 nChanged 30 SP:Iteration 2F (5813.770000 sec): 3 clusters Score: Raw -20786.723181 + Penalty 524.632390 = -20262.090791 nChanged 17 SP:Iteration 3F (5813.960000 sec): 3 clusters Score: Raw -20804.707543 + Penalty 524.632390 = -20280.075153 nChanged 14 SP:Iteration 4Q (5814.230000 sec): 3 clusters Score: Raw -20823.759948 + Penalty 524.632390 = -20299.127558 nChanged 16 SP:Iteration 5F (5814.430000 sec): 3 clusters Score: Raw -20844.072532 + Penalty 524.632390 = -20319.440141 nChanged 7 SP:Iteration 6Q (5814.580000 sec): 3 clusters Score: Raw -20851.412683 + Penalty 524.632390 = -20326.780293 nChanged 9 SP:Iteration 7Q (5814.750000 sec): 3 clusters Score: Raw -20865.605779 + Penalty 524.632390 = -20340.973389 nChanged 8 SP:Iteration 8Q (5814.950000 sec): 3 clusters Score: Raw -20875.153603 + Penalty 524.632390 = -20350.521213 nChanged 3 SP:Iteration 9Q (5815.100000 sec): 3 clusters Score: Raw -20877.582424 + Penalty 524.632390 = -20352.950033 nChanged 0 SP:Iteration 10F (5815.270000 sec): 3 clusters Score: Raw -20877.582424 + Penalty 524.632390 = -20352.950033 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5815.390000 sec): 2 clusters Score: Raw -38326.998616 + Penalty 296.148996 = -38030.849620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5815.520000 sec): 3 clusters Score: Raw -38023.548958 + Penalty 592.297991 = -37431.250967 nChanged 238 SP:Iteration 1F (5815.670000 sec): 3 clusters Score: Raw -38164.395566 + Penalty 592.297991 = -37572.097575 nChanged 50 SP:Iteration 2F (5815.950000 sec): 3 clusters Score: Raw -38195.197956 + Penalty 592.297991 = -37602.899965 nChanged 37 SP:Iteration 3F (5816.100000 sec): 3 clusters Score: Raw -38215.931069 + Penalty 592.297991 = -37623.633077 nChanged 22 SP:Iteration 4Q (5816.290000 sec): 3 clusters Score: Raw -38228.979277 + Penalty 592.297991 = -37636.681286 nChanged 20 SP:Iteration 5Q (5816.550000 sec): 3 clusters Score: Raw -38237.938671 + Penalty 592.297991 = -37645.640680 nChanged 12 SP:Iteration 6Q (5816.720000 sec): 3 clusters Score: Raw -38243.541205 + Penalty 592.297991 = -37651.243213 nChanged 13 SP:Iteration 7Q (5816.890000 sec): 3 clusters Score: Raw -38249.030683 + Penalty 592.297991 = -37656.732691 nChanged 8 SP:Iteration 8Q (5817.100000 sec): 3 clusters Score: Raw -38252.736355 + Penalty 592.297991 = -37660.438363 nChanged 7 SP:Iteration 9Q (5817.300000 sec): 3 clusters Score: Raw -38256.598208 + Penalty 592.297991 = -37664.300216 nChanged 5 SP:Iteration 10Q (5817.540000 sec): 3 clusters Score: Raw -38257.942279 + Penalty 592.297991 = -37665.644287 nChanged 5 SP:Iteration 11Q (5817.640000 sec): 3 clusters Score: Raw -38259.055371 + Penalty 592.297991 = -37666.757380 nChanged 3 SP:Iteration 12Q (5817.830000 sec): 3 clusters Score: Raw -38260.457460 + Penalty 592.297991 = -37668.159469 nChanged 1 SP:Iteration 13Q (5817.940000 sec): 3 clusters Score: Raw -38261.704031 + Penalty 592.297991 = -37669.406039 nChanged 3 SP:Iteration 14Q (5818.100000 sec): 3 clusters Score: Raw -38264.441818 + Penalty 592.297991 = -37672.143826 nChanged 4 SP:Iteration 15Q (5818.290000 sec): 3 clusters Score: Raw -38266.476125 + Penalty 592.297991 = -37674.178134 nChanged 2 SP:Iteration 16Q (5818.530000 sec): 3 clusters Score: Raw -38267.292292 + Penalty 592.297991 = -37674.994300 nChanged 4 SP:Iteration 17Q (5818.750000 sec): 3 clusters Score: Raw -38269.468235 + Penalty 592.297991 = -37677.170243 nChanged 7 SP:Iteration 18Q (5818.920000 sec): 3 clusters Score: Raw -38271.975954 + Penalty 592.297991 = -37679.677962 nChanged 1 SP:Iteration 19Q (5819.130000 sec): 3 clusters Score: Raw -38272.094009 + Penalty 592.297991 = -37679.796018 nChanged 1 SP:Iteration 20F (5819.290000 sec): 3 clusters Score: Raw -38272.153283 + Penalty 592.297991 = -37679.855292 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5819.440000 sec): 2 clusters Score: Raw -425180.218763 + Penalty 404.956369 = -424775.262394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5819.640000 sec): 3 clusters Score: Raw -420703.753386 + Penalty 809.912739 = -419893.840647 nChanged 3459 SP:Iteration 1F (5819.840000 sec): 3 clusters Score: Raw -423281.260835 + Penalty 809.912739 = -422471.348096 nChanged 819 SP:Iteration 2F (5820.000000 sec): 3 clusters Score: Raw -424035.758678 + Penalty 809.912739 = -423225.845940 nChanged 692 SP:Iteration 3F (5820.180000 sec): 3 clusters Score: Raw -424629.322722 + Penalty 809.912739 = -423819.409983 nChanged 490 SP:Iteration 4F (5820.400000 sec): 3 clusters Score: Raw -424952.963269 + Penalty 809.912739 = -424143.050530 nChanged 303 SP:Iteration 5Q (5820.640000 sec): 3 clusters Score: Raw -425096.759617 + Penalty 809.912739 = -424286.846878 nChanged 179 SP:Iteration 6Q (5820.810000 sec): 3 clusters Score: Raw -425180.768650 + Penalty 809.912739 = -424370.855911 nChanged 139 SP:Iteration 7Q (5821.020000 sec): 3 clusters Score: Raw -425233.817089 + Penalty 809.912739 = -424423.904350 nChanged 121 SP:Iteration 8Q (5821.200000 sec): 3 clusters Score: Raw -425279.422737 + Penalty 809.912739 = -424469.509998 nChanged 110 SP:Iteration 9Q (5821.370000 sec): 3 clusters Score: Raw -425315.254542 + Penalty 809.912739 = -424505.341803 nChanged 80 SP:Iteration 10Q (5821.560000 sec): 3 clusters Score: Raw -425340.163663 + Penalty 809.912739 = -424530.250924 nChanged 61 SP:Iteration 11Q (5821.790000 sec): 3 clusters Score: Raw -425356.323479 + Penalty 809.912739 = -424546.410740 nChanged 57 SP:Iteration 12Q (5821.970000 sec): 3 clusters Score: Raw -425368.557188 + Penalty 809.912739 = -424558.644449 nChanged 41 SP:Iteration 13Q (5822.160000 sec): 3 clusters Score: Raw -425376.767334 + Penalty 809.912739 = -424566.854595 nChanged 42 SP:Iteration 14Q (5822.370000 sec): 3 clusters Score: Raw -425390.177743 + Penalty 809.912739 = -424580.265004 nChanged 55 SP:Iteration 15Q (5822.600000 sec): 3 clusters Score: Raw -425405.418502 + Penalty 809.912739 = -424595.505763 nChanged 62 SP:Iteration 16Q (5822.770000 sec): 3 clusters Score: Raw -425422.075189 + Penalty 809.912739 = -424612.162450 nChanged 49 SP:Iteration 17Q (5822.970000 sec): 3 clusters Score: Raw -425434.229396 + Penalty 809.912739 = -424624.316657 nChanged 47 SP:Iteration 18Q (5823.140000 sec): 3 clusters Score: Raw -425446.871756 + Penalty 809.912739 = -424636.959017 nChanged 46 SP:Iteration 19Q (5823.320000 sec): 3 clusters Score: Raw -425457.259326 + Penalty 809.912739 = -424647.346587 nChanged 40 SP:Iteration 20F (5823.530000 sec): 3 clusters Score: Raw -425467.156725 + Penalty 809.912739 = -424657.243986 nChanged 36 SP:Iteration 21Q (5823.750000 sec): 3 clusters Score: Raw -425477.364043 + Penalty 809.912739 = -424667.451304 nChanged 36 SP:Iteration 22Q (5823.980000 sec): 3 clusters Score: Raw -425488.588645 + Penalty 809.912739 = -424678.675906 nChanged 28 SP:Iteration 23Q (5824.160000 sec): 3 clusters Score: Raw -425495.866428 + Penalty 809.912739 = -424685.953689 nChanged 20 SP:Iteration 24Q (5824.390000 sec): 3 clusters Score: Raw -425499.997137 + Penalty 809.912739 = -424690.084398 nChanged 22 SP:Iteration 25Q (5824.610000 sec): 3 clusters Score: Raw -425506.505401 + Penalty 809.912739 = -424696.592662 nChanged 23 SP:Iteration 26Q (5824.830000 sec): 3 clusters Score: Raw -425517.078647 + Penalty 809.912739 = -424707.165908 nChanged 25 SP:Iteration 27Q (5825.050000 sec): 3 clusters Score: Raw -425529.264317 + Penalty 809.912739 = -424719.351578 nChanged 18 SP:Iteration 28Q (5825.240000 sec): 3 clusters Score: Raw -425533.822394 + Penalty 809.912739 = -424723.909655 nChanged 16 SP:Iteration 29Q (5825.420000 sec): 3 clusters Score: Raw -425537.946104 + Penalty 809.912739 = -424728.033365 nChanged 11 SP:Iteration 30Q (5825.650000 sec): 3 clusters Score: Raw -425541.741490 + Penalty 809.912739 = -424731.828751 nChanged 11 SP:Iteration 31Q (5825.920000 sec): 3 clusters Score: Raw -425543.831861 + Penalty 809.912739 = -424733.919122 nChanged 5 SP:Iteration 32Q (5826.080000 sec): 3 clusters Score: Raw -425544.625613 + Penalty 809.912739 = -424734.712874 nChanged 6 SP:Iteration 33Q (5826.350000 sec): 3 clusters Score: Raw -425545.794813 + Penalty 809.912739 = -424735.882075 nChanged 8 SP:Iteration 34Q (5826.540000 sec): 3 clusters Score: Raw -425548.079116 + Penalty 809.912739 = -424738.166377 nChanged 10 SP:Iteration 35Q (5826.700000 sec): 3 clusters Score: Raw -425551.735610 + Penalty 809.912739 = -424741.822871 nChanged 6 SP:Iteration 36Q (5826.900000 sec): 3 clusters Score: Raw -425552.945750 + Penalty 809.912739 = -424743.033011 nChanged 6 SP:Iteration 37Q (5827.110000 sec): 3 clusters Score: Raw -425553.658041 + Penalty 809.912739 = -424743.745303 nChanged 2 SP:Iteration 38Q (5827.280000 sec): 3 clusters Score: Raw -425553.827421 + Penalty 809.912739 = -424743.914682 nChanged 3 SP:Iteration 39Q (5827.500000 sec): 3 clusters Score: Raw -425554.111265 + Penalty 809.912739 = -424744.198526 nChanged 2 SP:Iteration 40F (5827.700000 sec): 3 clusters Score: Raw -425554.630543 + Penalty 809.912739 = -424744.717804 nChanged 2 SP:Iteration 41Q (5827.900000 sec): 3 clusters Score: Raw -425555.376006 + Penalty 809.912739 = -424745.463267 nChanged 2 SP:Iteration 42Q (5828.100000 sec): 3 clusters Score: Raw -425555.558678 + Penalty 809.912739 = -424745.645940 nChanged 2 SP:Iteration 43Q (5828.240000 sec): 3 clusters Score: Raw -425556.172207 + Penalty 809.912739 = -424746.259468 nChanged 2 SP:Iteration 44Q (5828.450000 sec): 3 clusters Score: Raw -425556.590350 + Penalty 809.912739 = -424746.677611 nChanged 4 SP:Iteration 45Q (5828.670000 sec): 3 clusters Score: Raw -425557.234305 + Penalty 809.912739 = -424747.321566 nChanged 3 SP:Iteration 46Q (5828.890000 sec): 3 clusters Score: Raw -425557.504860 + Penalty 809.912739 = -424747.592121 nChanged 3 SP:Iteration 47Q (5829.070000 sec): 3 clusters Score: Raw -425557.742794 + Penalty 809.912739 = -424747.830055 nChanged 0 SP:Iteration 48F (5829.290000 sec): 3 clusters Score: Raw -425557.742794 + Penalty 809.912739 = -424747.830055 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5829.400000 sec): 2 clusters Score: Raw -115692.145796 + Penalty 342.441141 = -115349.704656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5829.570000 sec): 3 clusters Score: Raw -114702.366428 + Penalty 684.882281 = -114017.484147 nChanged 756 SP:Iteration 1F (5829.790000 sec): 3 clusters Score: Raw -115102.055550 + Penalty 684.882281 = -114417.173268 nChanged 105 SP:Iteration 2F (5830.010000 sec): 3 clusters Score: Raw -115141.028818 + Penalty 684.882281 = -114456.146537 nChanged 71 SP:Iteration 3Q (5830.190000 sec): 3 clusters Score: Raw -115168.637961 + Penalty 684.882281 = -114483.755680 nChanged 74 SP:Iteration 4Q (5830.360000 sec): 3 clusters Score: Raw -115199.810706 + Penalty 684.882281 = -114514.928425 nChanged 70 SP:Iteration 5Q (5830.470000 sec): 3 clusters Score: Raw -115243.199868 + Penalty 684.882281 = -114558.317587 nChanged 81 SP:Iteration 6Q (5830.670000 sec): 3 clusters Score: Raw -115303.019587 + Penalty 684.882281 = -114618.137306 nChanged 107 SP:Iteration 7F (5830.930000 sec): 3 clusters Score: Raw -115378.505143 + Penalty 684.882281 = -114693.622861 nChanged 122 SP:Iteration 8F (5831.090000 sec): 3 clusters Score: Raw -115486.985075 + Penalty 684.882281 = -114802.102794 nChanged 113 SP:Iteration 9F (5831.250000 sec): 3 clusters Score: Raw -115594.409703 + Penalty 684.882281 = -114909.527422 nChanged 93 SP:Iteration 10F (5831.420000 sec): 3 clusters Score: Raw -115681.835797 + Penalty 684.882281 = -114996.953515 nChanged 74 SP:Iteration 11Q (5831.580000 sec): 3 clusters Score: Raw -115743.918093 + Penalty 684.882281 = -115059.035812 nChanged 48 SP:Iteration 12Q (5831.750000 sec): 3 clusters Score: Raw -115784.604226 + Penalty 684.882281 = -115099.721945 nChanged 40 SP:Iteration 13Q (5831.870000 sec): 3 clusters Score: Raw -115831.248693 + Penalty 684.882281 = -115146.366412 nChanged 33 SP:Iteration 14Q (5832.020000 sec): 3 clusters Score: Raw -115862.051979 + Penalty 684.882281 = -115177.169698 nChanged 20 SP:Iteration 15Q (5832.190000 sec): 3 clusters Score: Raw -115876.672418 + Penalty 684.882281 = -115191.790137 nChanged 18 SP:Iteration 16Q (5832.380000 sec): 3 clusters Score: Raw -115887.766477 + Penalty 684.882281 = -115202.884196 nChanged 11 SP:Iteration 17Q (5832.660000 sec): 3 clusters Score: Raw -115894.259810 + Penalty 684.882281 = -115209.377528 nChanged 10 SP:Iteration 18Q (5832.840000 sec): 3 clusters Score: Raw -115898.069573 + Penalty 684.882281 = -115213.187292 nChanged 3 SP:Iteration 19Q (5833.020000 sec): 3 clusters Score: Raw -115898.813086 + Penalty 684.882281 = -115213.930804 nChanged 2 SP:Iteration 20F (5833.220000 sec): 3 clusters Score: Raw -115899.287153 + Penalty 684.882281 = -115214.404872 nChanged 1 SP:Iteration 21Q (5833.410000 sec): 3 clusters Score: Raw -115899.429474 + Penalty 684.882281 = -115214.547193 nChanged 1 SP:Iteration 22Q (5833.650000 sec): 3 clusters Score: Raw -115899.857246 + Penalty 684.882281 = -115214.974964 nChanged 1 SP:Iteration 23Q (5833.850000 sec): 3 clusters Score: Raw -115900.175209 + Penalty 684.882281 = -115215.292928 nChanged 2 SP:Iteration 24Q (5834.070000 sec): 3 clusters Score: Raw -115900.467256 + Penalty 684.882281 = -115215.584975 nChanged 0 SP:Iteration 25F (5834.320000 sec): 3 clusters Score: Raw -115900.467256 + Penalty 684.882281 = -115215.584975 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5834.420000 sec): 2 clusters Score: Raw -7540.955639 + Penalty 217.830874 = -7323.124764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5834.600000 sec): 3 clusters Score: Raw -7531.167669 + Penalty 435.661749 = -7095.505920 nChanged 23 SP:Iteration 1F (5834.800000 sec): 3 clusters Score: Raw -7564.376621 + Penalty 435.661749 = -7128.714872 nChanged 3 SP:Iteration 2Q (5834.940000 sec): 3 clusters Score: Raw -7568.576257 + Penalty 435.661749 = -7132.914509 nChanged 0 SP:Iteration 3F (5835.120000 sec): 3 clusters Score: Raw -7568.576257 + Penalty 435.661749 = -7132.914509 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5835.230000 sec): 2 clusters Score: Raw -312617.729791 + Penalty 386.492192 = -312231.237599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5835.430000 sec): 3 clusters Score: Raw -309722.541857 + Penalty 772.984385 = -308949.557472 nChanged 2187 SP:Iteration 1F (5835.570000 sec): 3 clusters Score: Raw -310828.611093 + Penalty 772.984385 = -310055.626708 nChanged 248 SP:Iteration 2F (5835.760000 sec): 3 clusters Score: Raw -310921.720481 + Penalty 772.984385 = -310148.736096 nChanged 230 SP:Iteration 3Q (5835.900000 sec): 3 clusters Score: Raw -311019.728860 + Penalty 772.984385 = -310246.744475 nChanged 255 SP:Iteration 4F (5836.130000 sec): 3 clusters Score: Raw -311168.883731 + Penalty 772.984385 = -310395.899347 nChanged 279 SP:Iteration 5F (5836.270000 sec): 3 clusters Score: Raw -311343.585489 + Penalty 772.984385 = -310570.601104 nChanged 288 SP:Iteration 6F (5836.440000 sec): 3 clusters Score: Raw -311571.513926 + Penalty 772.984385 = -310798.529541 nChanged 295 SP:Iteration 7F (5836.620000 sec): 3 clusters Score: Raw -311833.399460 + Penalty 772.984385 = -311060.415076 nChanged 273 SP:Iteration 8F (5836.750000 sec): 3 clusters Score: Raw -312067.288491 + Penalty 772.984385 = -311294.304106 nChanged 220 SP:Iteration 9Q (5836.930000 sec): 3 clusters Score: Raw -312249.177307 + Penalty 772.984385 = -311476.192922 nChanged 156 SP:Iteration 10Q (5837.100000 sec): 3 clusters Score: Raw -312366.499564 + Penalty 772.984385 = -311593.515179 nChanged 117 SP:Iteration 11Q (5837.320000 sec): 3 clusters Score: Raw -312455.473043 + Penalty 772.984385 = -311682.488658 nChanged 101 SP:Iteration 12Q (5837.490000 sec): 3 clusters Score: Raw -312519.886953 + Penalty 772.984385 = -311746.902568 nChanged 90 SP:Iteration 13Q (5837.690000 sec): 3 clusters Score: Raw -312563.339550 + Penalty 772.984385 = -311790.355166 nChanged 58 SP:Iteration 14Q (5837.850000 sec): 3 clusters Score: Raw -312580.835780 + Penalty 772.984385 = -311807.851395 nChanged 37 SP:Iteration 15Q (5838.080000 sec): 3 clusters Score: Raw -312588.705178 + Penalty 772.984385 = -311815.720793 nChanged 31 SP:Iteration 16Q (5838.280000 sec): 3 clusters Score: Raw -312595.555499 + Penalty 772.984385 = -311822.571115 nChanged 26 SP:Iteration 17Q (5838.470000 sec): 3 clusters Score: Raw -312600.367377 + Penalty 772.984385 = -311827.382992 nChanged 31 SP:Iteration 18Q (5838.660000 sec): 3 clusters Score: Raw -312609.373758 + Penalty 772.984385 = -311836.389374 nChanged 28 SP:Iteration 19Q (5838.940000 sec): 3 clusters Score: Raw -312618.766398 + Penalty 772.984385 = -311845.782014 nChanged 25 SP:Iteration 20F (5839.120000 sec): 3 clusters Score: Raw -312625.111239 + Penalty 772.984385 = -311852.126854 nChanged 27 SP:Iteration 21Q (5839.330000 sec): 3 clusters Score: Raw -312629.843742 + Penalty 772.984385 = -311856.859358 nChanged 15 SP:Iteration 22Q (5839.520000 sec): 3 clusters Score: Raw -312631.869065 + Penalty 772.984385 = -311858.884680 nChanged 16 SP:Iteration 23Q (5839.700000 sec): 3 clusters Score: Raw -312633.755264 + Penalty 772.984385 = -311860.770879 nChanged 10 SP:Iteration 24Q (5839.920000 sec): 3 clusters Score: Raw -312634.990874 + Penalty 772.984385 = -311862.006489 nChanged 5 SP:Iteration 25Q (5840.090000 sec): 3 clusters Score: Raw -312635.513965 + Penalty 772.984385 = -311862.529580 nChanged 2 SP:Iteration 26Q (5840.250000 sec): 3 clusters Score: Raw -312635.612254 + Penalty 772.984385 = -311862.627870 nChanged 0 SP:Iteration 27F (5840.440000 sec): 3 clusters Score: Raw -312635.612254 + Penalty 772.984385 = -311862.627870 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5840.500000 sec): 2 clusters Score: Raw -36971.936692 + Penalty 293.496404 = -36678.440288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5840.730000 sec): 3 clusters Score: Raw -36702.859763 + Penalty 586.992808 = -36115.866955 nChanged 214 SP:Iteration 1F (5840.910000 sec): 3 clusters Score: Raw -36864.916247 + Penalty 586.992808 = -36277.923438 nChanged 45 SP:Iteration 2F (5841.040000 sec): 3 clusters Score: Raw -36897.907571 + Penalty 586.992808 = -36310.914762 nChanged 36 SP:Iteration 3F (5841.200000 sec): 3 clusters Score: Raw -36925.571241 + Penalty 586.992808 = -36338.578433 nChanged 29 SP:Iteration 4Q (5841.420000 sec): 3 clusters Score: Raw -36945.163797 + Penalty 586.992808 = -36358.170988 nChanged 24 SP:Iteration 5Q (5841.660000 sec): 3 clusters Score: Raw -36958.009035 + Penalty 586.992808 = -36371.016227 nChanged 14 SP:Iteration 6Q (5841.870000 sec): 3 clusters Score: Raw -36966.478612 + Penalty 586.992808 = -36379.485803 nChanged 10 SP:Iteration 7Q (5842.080000 sec): 3 clusters Score: Raw -36980.970788 + Penalty 586.992808 = -36393.977979 nChanged 15 SP:Iteration 8Q (5842.300000 sec): 3 clusters Score: Raw -37001.813388 + Penalty 586.992808 = -36414.820580 nChanged 17 SP:Iteration 9Q (5842.450000 sec): 3 clusters Score: Raw -37020.280851 + Penalty 586.992808 = -36433.288043 nChanged 18 SP:Iteration 10Q (5842.680000 sec): 3 clusters Score: Raw -37040.739110 + Penalty 586.992808 = -36453.746302 nChanged 16 SP:Iteration 11Q (5842.830000 sec): 3 clusters Score: Raw -37054.122896 + Penalty 586.992808 = -36467.130088 nChanged 15 SP:Iteration 12Q (5843.030000 sec): 3 clusters Score: Raw -37068.632927 + Penalty 586.992808 = -36481.640118 nChanged 13 SP:Iteration 13Q (5843.200000 sec): 3 clusters Score: Raw -37084.147291 + Penalty 586.992808 = -36497.154482 nChanged 11 SP:Iteration 14Q (5843.370000 sec): 3 clusters Score: Raw -37093.878997 + Penalty 586.992808 = -36506.886189 nChanged 13 SP:Iteration 15Q (5843.550000 sec): 3 clusters Score: Raw -37104.827733 + Penalty 586.992808 = -36517.834925 nChanged 8 SP:Iteration 16Q (5843.710000 sec): 3 clusters Score: Raw -37113.210940 + Penalty 586.992808 = -36526.218131 nChanged 5 SP:Iteration 17Q (5843.910000 sec): 3 clusters Score: Raw -37116.673284 + Penalty 586.992808 = -36529.680476 nChanged 2 SP:Iteration 18Q (5844.090000 sec): 3 clusters Score: Raw -37117.774501 + Penalty 586.992808 = -36530.781693 nChanged 0 SP:Iteration 19F (5844.250000 sec): 3 clusters Score: Raw -37117.774501 + Penalty 586.992808 = -36530.781693 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5844.340000 sec): 2 clusters Score: Raw -13460.386165 + Penalty 245.821821 = -13214.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5844.510000 sec): 3 clusters Score: Raw -13401.295470 + Penalty 491.643642 = -12909.651828 nChanged 60 SP:Iteration 1F (5844.690000 sec): 3 clusters Score: Raw -13490.558659 + Penalty 491.643642 = -12998.915017 nChanged 32 SP:Iteration 2F (5844.850000 sec): 3 clusters Score: Raw -13576.348029 + Penalty 491.643642 = -13084.704387 nChanged 8 SP:Iteration 3Q (5845.070000 sec): 3 clusters Score: Raw -13585.952177 + Penalty 491.643642 = -13094.308535 nChanged 3 SP:Iteration 4Q (5845.280000 sec): 3 clusters Score: Raw -13589.062240 + Penalty 491.643642 = -13097.418598 nChanged 5 SP:Iteration 5Q (5845.450000 sec): 3 clusters Score: Raw -13595.241052 + Penalty 491.643642 = -13103.597410 nChanged 2 SP:Iteration 6Q (5845.690000 sec): 3 clusters Score: Raw -13596.198041 + Penalty 491.643642 = -13104.554400 nChanged 1 SP:Iteration 7Q (5845.850000 sec): 3 clusters Score: Raw -13596.958130 + Penalty 491.643642 = -13105.314488 nChanged 0 SP:Iteration 8F (5846.040000 sec): 3 clusters Score: Raw -13596.958130 + Penalty 491.643642 = -13105.314488 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5846.140000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5846.290000 sec): 3 clusters Score: Raw -6150.491666 + Penalty 417.232041 = -5733.259625 nChanged 26 SP:Iteration 1F (5846.460000 sec): 3 clusters Score: Raw -6203.161335 + Penalty 417.232041 = -5785.929295 nChanged 7 SP:Iteration 2F (5846.670000 sec): 3 clusters Score: Raw -6226.612335 + Penalty 417.232041 = -5809.380294 nChanged 2 SP:Iteration 3Q (5846.880000 sec): 3 clusters Score: Raw -6231.758082 + Penalty 417.232041 = -5814.526042 nChanged 1 SP:Iteration 4Q (5847.100000 sec): 3 clusters Score: Raw -6237.102799 + Penalty 417.232041 = -5819.870758 nChanged 0 SP:Iteration 5F (5847.300000 sec): 3 clusters Score: Raw -6237.102799 + Penalty 417.232041 = -5819.870758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5847.420000 sec): 2 clusters Score: Raw -43347.126218 + Penalty 298.009109 = -43049.117110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5847.620000 sec): 3 clusters Score: Raw -43027.552784 + Penalty 596.018218 = -42431.534567 nChanged 269 SP:Iteration 1F (5847.830000 sec): 3 clusters Score: Raw -43198.600788 + Penalty 596.018218 = -42602.582570 nChanged 53 SP:Iteration 2F (5847.990000 sec): 3 clusters Score: Raw -43232.478454 + Penalty 596.018218 = -42636.460236 nChanged 30 SP:Iteration 3Q (5848.200000 sec): 3 clusters Score: Raw -43253.452297 + Penalty 596.018218 = -42657.434080 nChanged 19 SP:Iteration 4Q (5848.410000 sec): 3 clusters Score: Raw -43267.328611 + Penalty 596.018218 = -42671.310394 nChanged 18 SP:Iteration 5Q (5848.590000 sec): 3 clusters Score: Raw -43278.359597 + Penalty 596.018218 = -42682.341380 nChanged 10 SP:Iteration 6Q (5848.820000 sec): 3 clusters Score: Raw -43286.597068 + Penalty 596.018218 = -42690.578850 nChanged 13 SP:Iteration 7Q (5848.990000 sec): 3 clusters Score: Raw -43293.280777 + Penalty 596.018218 = -42697.262559 nChanged 8 SP:Iteration 8Q (5849.120000 sec): 3 clusters Score: Raw -43296.985604 + Penalty 596.018218 = -42700.967387 nChanged 8 SP:Iteration 9Q (5849.280000 sec): 3 clusters Score: Raw -43300.192308 + Penalty 596.018218 = -42704.174090 nChanged 6 SP:Iteration 10Q (5849.500000 sec): 3 clusters Score: Raw -43306.872239 + Penalty 596.018218 = -42710.854022 nChanged 17 SP:Iteration 11Q (5849.670000 sec): 3 clusters Score: Raw -43328.598503 + Penalty 596.018218 = -42732.580286 nChanged 8 SP:Iteration 12Q (5849.860000 sec): 3 clusters Score: Raw -43339.363242 + Penalty 596.018218 = -42743.345025 nChanged 10 SP:Iteration 13Q (5850.090000 sec): 3 clusters Score: Raw -43344.940958 + Penalty 596.018218 = -42748.922740 nChanged 6 SP:Iteration 14Q (5850.240000 sec): 3 clusters Score: Raw -43347.713279 + Penalty 596.018218 = -42751.695062 nChanged 5 SP:Iteration 15Q (5850.410000 sec): 3 clusters Score: Raw -43350.463469 + Penalty 596.018218 = -42754.445251 nChanged 8 SP:Iteration 16Q (5850.570000 sec): 3 clusters Score: Raw -43353.650367 + Penalty 596.018218 = -42757.632149 nChanged 5 SP:Iteration 17Q (5850.740000 sec): 3 clusters Score: Raw -43358.079410 + Penalty 596.018218 = -42762.061193 nChanged 9 SP:Iteration 18Q (5850.950000 sec): 3 clusters Score: Raw -43364.417515 + Penalty 596.018218 = -42768.399298 nChanged 5 SP:Iteration 19Q (5851.130000 sec): 3 clusters Score: Raw -43368.273357 + Penalty 596.018218 = -42772.255140 nChanged 4 SP:Iteration 20F (5851.320000 sec): 3 clusters Score: Raw -43371.010692 + Penalty 596.018218 = -42774.992474 nChanged 4 SP:Iteration 21Q (5851.560000 sec): 3 clusters Score: Raw -43374.145328 + Penalty 596.018218 = -42778.127111 nChanged 2 SP:Iteration 22Q (5851.740000 sec): 3 clusters Score: Raw -43376.410097 + Penalty 596.018218 = -42780.391879 nChanged 5 SP:Iteration 23Q (5851.900000 sec): 3 clusters Score: Raw -43379.288811 + Penalty 596.018218 = -42783.270593 nChanged 7 SP:Iteration 24Q (5852.070000 sec): 3 clusters Score: Raw -43385.744609 + Penalty 596.018218 = -42789.726391 nChanged 6 SP:Iteration 25Q (5852.220000 sec): 3 clusters Score: Raw -43391.027222 + Penalty 596.018218 = -42795.009005 nChanged 11 SP:Iteration 26Q (5852.380000 sec): 3 clusters Score: Raw -43395.027733 + Penalty 596.018218 = -42799.009515 nChanged 3 SP:Iteration 27Q (5852.580000 sec): 3 clusters Score: Raw -43397.113888 + Penalty 596.018218 = -42801.095671 nChanged 4 SP:Iteration 28Q (5852.780000 sec): 3 clusters Score: Raw -43399.497484 + Penalty 596.018218 = -42803.479267 nChanged 2 SP:Iteration 29Q (5852.950000 sec): 3 clusters Score: Raw -43401.001042 + Penalty 596.018218 = -42804.982824 nChanged 3 SP:Iteration 30Q (5853.120000 sec): 3 clusters Score: Raw -43402.576934 + Penalty 596.018218 = -42806.558716 nChanged 0 SP:Iteration 31F (5853.270000 sec): 3 clusters Score: Raw -43402.576934 + Penalty 596.018218 = -42806.558716 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5853.330000 sec): 2 clusters Score: Raw -17607.460291 + Penalty 258.292298 = -17349.167993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5853.520000 sec): 3 clusters Score: Raw -17534.080836 + Penalty 516.584596 = -17017.496240 nChanged 90 SP:Iteration 1F (5853.670000 sec): 3 clusters Score: Raw -17609.548589 + Penalty 516.584596 = -17092.963993 nChanged 23 SP:Iteration 2F (5853.800000 sec): 3 clusters Score: Raw -17630.885325 + Penalty 516.584596 = -17114.300729 nChanged 8 SP:Iteration 3Q (5853.970000 sec): 3 clusters Score: Raw -17636.711736 + Penalty 516.584596 = -17120.127140 nChanged 3 SP:Iteration 4Q (5854.110000 sec): 3 clusters Score: Raw -17638.834918 + Penalty 516.584596 = -17122.250322 nChanged 2 SP:Iteration 5Q (5854.280000 sec): 3 clusters Score: Raw -17642.691608 + Penalty 516.584596 = -17126.107012 nChanged 4 SP:Iteration 6Q (5854.440000 sec): 3 clusters Score: Raw -17652.278681 + Penalty 516.584596 = -17135.694085 nChanged 5 SP:Iteration 7Q (5854.620000 sec): 3 clusters Score: Raw -17655.726450 + Penalty 516.584596 = -17139.141854 nChanged 1 SP:Iteration 8Q (5854.820000 sec): 3 clusters Score: Raw -17657.584070 + Penalty 516.584596 = -17140.999474 nChanged 2 SP:Iteration 9Q (5854.990000 sec): 3 clusters Score: Raw -17659.047300 + Penalty 516.584596 = -17142.462704 nChanged 2 SP:Iteration 10Q (5855.170000 sec): 3 clusters Score: Raw -17660.784811 + Penalty 516.584596 = -17144.200215 nChanged 3 SP:Iteration 11Q (5855.390000 sec): 3 clusters Score: Raw -17662.586683 + Penalty 516.584596 = -17146.002087 nChanged 0 SP:Iteration 12F (5855.530000 sec): 3 clusters Score: Raw -17662.586683 + Penalty 516.584596 = -17146.002087 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5855.620000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5855.730000 sec): 2 clusters Score: Raw -1275.798504 + Penalty 148.243392 = -1127.555112 nChanged 11 SP:Iteration 1F (5855.820000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5855.880000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5856.060000 sec): 3 clusters Score: Raw -24764.655766 + Penalty 552.856489 = -24211.799278 nChanged 140 SP:Iteration 1F (5856.320000 sec): 3 clusters Score: Raw -24881.526471 + Penalty 552.856489 = -24328.669982 nChanged 31 SP:Iteration 2F (5856.550000 sec): 3 clusters Score: Raw -24915.873256 + Penalty 552.856489 = -24363.016768 nChanged 18 SP:Iteration 3Q (5856.760000 sec): 3 clusters Score: Raw -24930.062962 + Penalty 552.856489 = -24377.206473 nChanged 11 SP:Iteration 4Q (5856.940000 sec): 3 clusters Score: Raw -24936.181065 + Penalty 552.856489 = -24383.324577 nChanged 7 SP:Iteration 5Q (5857.160000 sec): 3 clusters Score: Raw -24941.343257 + Penalty 552.856489 = -24388.486768 nChanged 9 SP:Iteration 6Q (5857.400000 sec): 3 clusters Score: Raw -24950.570191 + Penalty 552.856489 = -24397.713702 nChanged 14 SP:Iteration 7Q (5857.640000 sec): 3 clusters Score: Raw -24961.394610 + Penalty 552.856489 = -24408.538121 nChanged 12 SP:Iteration 8Q (5857.880000 sec): 3 clusters Score: Raw -24972.461559 + Penalty 552.856489 = -24419.605070 nChanged 9 SP:Iteration 9Q (5858.080000 sec): 3 clusters Score: Raw -24979.816635 + Penalty 552.856489 = -24426.960146 nChanged 7 SP:Iteration 10Q (5858.290000 sec): 3 clusters Score: Raw -24984.850199 + Penalty 552.856489 = -24431.993710 nChanged 6 SP:Iteration 11Q (5858.450000 sec): 3 clusters Score: Raw -24987.218818 + Penalty 552.856489 = -24434.362329 nChanged 5 SP:Iteration 12Q (5858.640000 sec): 3 clusters Score: Raw -24991.467364 + Penalty 552.856489 = -24438.610876 nChanged 4 SP:Iteration 13Q (5858.810000 sec): 3 clusters Score: Raw -24994.285913 + Penalty 552.856489 = -24441.429425 nChanged 4 SP:Iteration 14Q (5858.990000 sec): 3 clusters Score: Raw -24996.823773 + Penalty 552.856489 = -24443.967285 nChanged 1 SP:Iteration 15Q (5859.250000 sec): 3 clusters Score: Raw -24996.985818 + Penalty 552.856489 = -24444.129329 nChanged 0 SP:Iteration 16F (5859.340000 sec): 3 clusters Score: Raw -24996.985818 + Penalty 552.856489 = -24444.129329 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5859.390000 sec): 2 clusters Score: Raw -5504.116272 + Penalty 217.066150 = -5287.050121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5859.590000 sec): 3 clusters Score: Raw -5558.424113 + Penalty 434.132301 = -5124.291813 nChanged 27 SP:Iteration 1F (5859.770000 sec): 3 clusters Score: Raw -5628.736432 + Penalty 434.132301 = -5194.604131 nChanged 10 SP:Iteration 2F (5860.000000 sec): 3 clusters Score: Raw -5658.681710 + Penalty 434.132301 = -5224.549409 nChanged 4 SP:Iteration 3Q (5860.200000 sec): 3 clusters Score: Raw -5673.681264 + Penalty 434.132301 = -5239.548963 nChanged 2 SP:Iteration 4Q (5860.390000 sec): 3 clusters Score: Raw -5726.221033 + Penalty 434.132301 = -5292.088732 nChanged 2 SP:Iteration 5Q (5860.610000 sec): 3 clusters Score: Raw -5733.608879 + Penalty 434.132301 = -5299.476578 nChanged 0 SP:Iteration 6F (5860.790000 sec): 3 clusters Score: Raw -5733.608879 + Penalty 434.132301 = -5299.476578 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5860.860000 sec): 2 clusters Score: Raw -7534.105660 + Penalty 218.954388 = -7315.151272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5861.050000 sec): 3 clusters Score: Raw -7522.417421 + Penalty 437.908776 = -7084.508645 nChanged 26 SP:Iteration 1F (5861.190000 sec): 3 clusters Score: Raw -7581.822251 + Penalty 437.908776 = -7143.913474 nChanged 8 SP:Iteration 2F (5861.320000 sec): 3 clusters Score: Raw -7595.341050 + Penalty 437.908776 = -7157.432274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.380000 sec): 2 clusters Score: Raw -17594301.540480 + Penalty 570.324915 = -17593731.215565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5863.330000 sec): 3 clusters Score: Raw -17405331.211610 + Penalty 1140.649830 = -17404190.561781 nChanged 136864 SP:Iteration 1F (5864.390000 sec): 3 clusters Score: Raw -17488796.126505 + Penalty 1140.649830 = -17487655.476675 nChanged 9208 SP:Iteration 2Q (5865.370000 sec): 3 clusters Score: Raw -17491480.136443 + Penalty 1140.649830 = -17490339.486613 nChanged 10789 SP:Iteration 3Q (5866.390000 sec): 3 clusters Score: Raw -17495897.386507 + Penalty 1140.649830 = -17494756.736677 nChanged 13077 SP:Iteration 4Q (5867.440000 sec): 3 clusters Score: Raw -17503797.492913 + Penalty 1140.649830 = -17502656.843083 nChanged 16188 SP:Iteration 5F (5868.340000 sec): 3 clusters Score: Raw -17517615.543784 + Penalty 1140.649830 = -17516474.893955 nChanged 18495 SP:Iteration 6F (5869.350000 sec): 3 clusters Score: Raw -17534230.531610 + Penalty 1140.649830 = -17533089.881780 nChanged 16025 SP:Iteration 7F (5870.430000 sec): 3 clusters Score: Raw -17543605.688580 + Penalty 1140.649830 = -17542465.038750 nChanged 9455 SP:Iteration 8Q (5871.570000 sec): 3 clusters Score: Raw -17546392.050214 + Penalty 1140.649830 = -17545251.400384 nChanged 5290 SP:Iteration 9Q (5872.500000 sec): 3 clusters Score: Raw -17547600.566234 + Penalty 1140.649830 = -17546459.916404 nChanged 4511 SP:Iteration 10Q (5873.530000 sec): 3 clusters Score: Raw -17548676.669049 + Penalty 1140.649830 = -17547536.019220 nChanged 4764 SP:Iteration 11Q (5874.510000 sec): 3 clusters Score: Raw -17549878.827692 + Penalty 1140.649830 = -17548738.177862 nChanged 5095 SP:Iteration 12Q (5875.650000 sec): 3 clusters Score: Raw -17551293.154365 + Penalty 1140.649830 = -17550152.504535 nChanged 5455 SP:Iteration 13Q (5876.530000 sec): 3 clusters Score: Raw -17552973.455252 + Penalty 1140.649830 = -17551832.805422 nChanged 5839 SP:Iteration 14Q (5877.410000 sec): 3 clusters Score: Raw -17554969.370339 + Penalty 1140.649830 = -17553828.720510 nChanged 6188 SP:Iteration 15Q (5878.370000 sec): 3 clusters Score: Raw -17557303.155798 + Penalty 1140.649830 = -17556162.505969 nChanged 6460 SP:Iteration 16Q (5879.310000 sec): 3 clusters Score: Raw -17559981.384881 + Penalty 1140.649830 = -17558840.735051 nChanged 6589 SP:Iteration 17Q (5880.410000 sec): 3 clusters Score: Raw -17562984.369184 + Penalty 1140.649830 = -17561843.719354 nChanged 6681 SP:Iteration 18Q (5881.360000 sec): 3 clusters Score: Raw -17566341.464921 + Penalty 1140.649830 = -17565200.815092 nChanged 6657 SP:Iteration 19Q (5882.360000 sec): 3 clusters Score: Raw -17570005.264322 + Penalty 1140.649830 = -17568864.614492 nChanged 6402 SP:Iteration 20F (5883.480000 sec): 3 clusters Score: Raw -17573892.422656 + Penalty 1140.649830 = -17572751.772826 nChanged 5974 SP:Iteration 21Q (5884.590000 sec): 3 clusters Score: Raw -17577776.073222 + Penalty 1140.649830 = -17576635.423392 nChanged 5398 SP:Iteration 22Q (5885.520000 sec): 3 clusters Score: Raw -17581488.341080 + Penalty 1140.649830 = -17580347.691250 nChanged 4626 SP:Iteration 23Q (5886.510000 sec): 3 clusters Score: Raw -17584900.912029 + Penalty 1140.649830 = -17583760.262200 nChanged 3863 SP:Iteration 24Q (5887.470000 sec): 3 clusters Score: Raw -17587889.540167 + Penalty 1140.649830 = -17586748.890337 nChanged 2986 SP:Iteration 25Q (5888.440000 sec): 3 clusters Score: Raw -17590266.390933 + Penalty 1140.649830 = -17589125.741103 nChanged 2141 SP:Iteration 26Q (5889.370000 sec): 3 clusters Score: Raw -17591970.615458 + Penalty 1140.649830 = -17590829.965628 nChanged 1453 SP:Iteration 27Q (5890.460000 sec): 3 clusters Score: Raw -17593099.560426 + Penalty 1140.649830 = -17591958.910597 nChanged 817 SP:Iteration 28Q (5891.380000 sec): 3 clusters Score: Raw -17593712.861749 + Penalty 1140.649830 = -17592572.211919 nChanged 433 SP:Iteration 29Q (5892.330000 sec): 3 clusters Score: Raw -17594033.267246 + Penalty 1140.649830 = -17592892.617416 nChanged 199 SP:Iteration 30Q (5893.240000 sec): 3 clusters Score: Raw -17594191.593808 + Penalty 1140.649830 = -17593050.943978 nChanged 114 SP:Iteration 31Q (5894.250000 sec): 3 clusters Score: Raw -17594281.705717 + Penalty 1140.649830 = -17593141.055888 nChanged 67 SP:Iteration 32Q (5895.020000 sec): 3 clusters Score: Raw -17594333.702189 + Penalty 1140.649830 = -17593193.052359 nChanged 40 SP:Iteration 33Q (5895.860000 sec): 3 clusters Score: Raw -17594354.056268 + Penalty 1140.649830 = -17593213.406439 nChanged 13 SP:Iteration 34Q (5896.860000 sec): 3 clusters Score: Raw -17594360.591539 + Penalty 1140.649830 = -17593219.941709 nChanged 12 SP:Iteration 35Q (5897.940000 sec): 3 clusters Score: Raw -17594367.279570 + Penalty 1140.649830 = -17593226.629741 nChanged 11 SP:Iteration 36Q (5898.800000 sec): 3 clusters Score: Raw -17594374.230431 + Penalty 1140.649830 = -17593233.580601 nChanged 8 SP:Iteration 37Q (5899.630000 sec): 3 clusters Score: Raw -17594378.259174 + Penalty 1140.649830 = -17593237.609345 nChanged 9 SP:Iteration 38Q (5900.460000 sec): 3 clusters Score: Raw -17594382.373979 + Penalty 1140.649830 = -17593241.724149 nChanged 4 SP:Iteration 39Q (5901.440000 sec): 3 clusters Score: Raw -17594385.487231 + Penalty 1140.649830 = -17593244.837401 nChanged 5 SP:Iteration 40F (5902.360000 sec): 3 clusters Score: Raw -17594387.656460 + Penalty 1140.649830 = -17593247.006630 nChanged 3 SP:Iteration 41Q (5903.290000 sec): 3 clusters Score: Raw -17594390.111165 + Penalty 1140.649830 = -17593249.461336 nChanged 3 SP:Iteration 42Q (5904.110000 sec): 3 clusters Score: Raw -17594391.393894 + Penalty 1140.649830 = -17593250.744064 nChanged 1 SP:Iteration 43Q (5905.000000 sec): 3 clusters Score: Raw -17594391.866286 + Penalty 1140.649830 = -17593251.216456 nChanged 0 SP:Iteration 44F (5906.000000 sec): 3 clusters Score: Raw -17594391.866286 + Penalty 1140.649830 = -17593251.216456 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5906.260000 sec): 2 clusters Score: Raw -2235.773055 + Penalty 173.203143 = -2062.569911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5906.460000 sec): 3 clusters Score: Raw -2284.495712 + Penalty 346.406287 = -1938.089425 nChanged 2 SP:Iteration 1Q (5906.630000 sec): 3 clusters Score: Raw -2297.520538 + Penalty 346.406287 = -1951.114251 nChanged 1 SP:Iteration 2Q (5906.840000 sec): 3 clusters Score: Raw -2300.426045 + Penalty 346.406287 = -1954.019758 nChanged 0 SP:Iteration 3F (5907.040000 sec): 3 clusters Score: Raw -2300.426045 + Penalty 346.406287 = -1954.019758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5907.100000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5907.320000 sec): 3 clusters Score: Raw -9932.904923 + Penalty 464.087845 = -9468.817078 nChanged 38 SP:Iteration 1F (5907.510000 sec): 3 clusters Score: Raw -10002.231870 + Penalty 464.087845 = -9538.144025 nChanged 18 SP:Iteration 2F (5907.680000 sec): 3 clusters Score: Raw -10033.865409 + Penalty 464.087845 = -9569.777564 nChanged 6 SP:Iteration 3Q (5907.850000 sec): 3 clusters Score: Raw -10044.632100 + Penalty 464.087845 = -9580.544256 nChanged 3 SP:Iteration 4Q (5908.030000 sec): 3 clusters Score: Raw -10050.401167 + Penalty 464.087845 = -9586.313323 nChanged 1 SP:Iteration 5Q (5908.230000 sec): 3 clusters Score: Raw -10055.386120 + Penalty 464.087845 = -9591.298275 nChanged 3 SP:Iteration 6Q (5908.380000 sec): 3 clusters Score: Raw -10059.919469 + Penalty 464.087845 = -9595.831624 nChanged 2 SP:Iteration 7Q (5908.550000 sec): 3 clusters Score: Raw -10063.119114 + Penalty 464.087845 = -9599.031269 nChanged 1 SP:Iteration 8Q (5908.740000 sec): 3 clusters Score: Raw -10063.696260 + Penalty 464.087845 = -9599.608416 nChanged 0 SP:Iteration 9F (5908.960000 sec): 3 clusters Score: Raw -10063.696260 + Penalty 464.087845 = -9599.608416 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5909.040000 sec): 2 clusters Score: Raw -11682.315185 + Penalty 242.418366 = -11439.896819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5909.240000 sec): 3 clusters Score: Raw -11655.865026 + Penalty 484.836731 = -11171.028295 nChanged 62 SP:Iteration 1F (5909.450000 sec): 3 clusters Score: Raw -11747.816674 + Penalty 484.836731 = -11262.979943 nChanged 17 SP:Iteration 2F (5909.580000 sec): 3 clusters Score: Raw -11766.225408 + Penalty 484.836731 = -11281.388676 nChanged 6 SP:Iteration 3Q (5909.800000 sec): 3 clusters Score: Raw -11774.006743 + Penalty 484.836731 = -11289.170012 nChanged 4 SP:Iteration 4Q (5909.950000 sec): 3 clusters Score: Raw -11777.943782 + Penalty 484.836731 = -11293.107051 nChanged 0 SP:Iteration 5F (5910.150000 sec): 3 clusters Score: Raw -11777.943782 + Penalty 484.836731 = -11293.107051 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5910.250000 sec): 2 clusters Score: Raw -8876.097023 + Penalty 226.441385 = -8649.655637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5910.460000 sec): 3 clusters Score: Raw -8847.622572 + Penalty 452.882771 = -8394.739801 nChanged 32 SP:Iteration 1F (5910.620000 sec): 3 clusters Score: Raw -8892.781285 + Penalty 452.882771 = -8439.898515 nChanged 8 SP:Iteration 2F (5910.840000 sec): 3 clusters Score: Raw -8904.889406 + Penalty 452.882771 = -8452.006635 nChanged 3 SP:Iteration 3Q (5911.010000 sec): 3 clusters Score: Raw -8907.060067 + Penalty 452.882771 = -8454.177297 nChanged 2 SP:Iteration 4Q (5911.240000 sec): 3 clusters Score: Raw -8908.028064 + Penalty 452.882771 = -8455.145294 nChanged 0 SP:Iteration 5F (5911.480000 sec): 3 clusters Score: Raw -8908.028064 + Penalty 452.882771 = -8455.145294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5911.560000 sec): 2 clusters Score: Raw -109005.237711 + Penalty 343.291179 = -108661.946532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5911.780000 sec): 3 clusters Score: Raw -107976.580424 + Penalty 686.582357 = -107289.998067 nChanged 806 SP:Iteration 1F (5911.980000 sec): 3 clusters Score: Raw -108483.710523 + Penalty 686.582357 = -107797.128166 nChanged 180 SP:Iteration 2F (5912.120000 sec): 3 clusters Score: Raw -108624.210068 + Penalty 686.582357 = -107937.627711 nChanged 150 SP:Iteration 3F (5912.250000 sec): 3 clusters Score: Raw -108762.052221 + Penalty 686.582357 = -108075.469864 nChanged 134 SP:Iteration 4F (5912.410000 sec): 3 clusters Score: Raw -108870.212266 + Penalty 686.582357 = -108183.629908 nChanged 100 SP:Iteration 5F (5912.570000 sec): 3 clusters Score: Raw -108947.728958 + Penalty 686.582357 = -108261.146601 nChanged 78 SP:Iteration 6Q (5912.750000 sec): 3 clusters Score: Raw -109005.583417 + Penalty 686.582357 = -108319.001060 nChanged 72 SP:Iteration 7Q (5912.960000 sec): 3 clusters Score: Raw -109054.437965 + Penalty 686.582357 = -108367.855608 nChanged 52 SP:Iteration 8Q (5913.170000 sec): 3 clusters Score: Raw -109090.581370 + Penalty 686.582357 = -108403.999013 nChanged 45 SP:Iteration 9Q (5913.400000 sec): 3 clusters Score: Raw -109116.998939 + Penalty 686.582357 = -108430.416582 nChanged 27 SP:Iteration 10Q (5913.650000 sec): 3 clusters Score: Raw -109129.737573 + Penalty 686.582357 = -108443.155216 nChanged 14 SP:Iteration 11Q (5913.850000 sec): 3 clusters Score: Raw -109135.749788 + Penalty 686.582357 = -108449.167430 nChanged 7 SP:Iteration 12Q (5914.060000 sec): 3 clusters Score: Raw -109138.804239 + Penalty 686.582357 = -108452.221882 nChanged 11 SP:Iteration 13Q (5914.290000 sec): 3 clusters Score: Raw -109143.739458 + Penalty 686.582357 = -108457.157101 nChanged 11 SP:Iteration 14Q (5914.520000 sec): 3 clusters Score: Raw -109147.372125 + Penalty 686.582357 = -108460.789768 nChanged 5 SP:Iteration 15Q (5914.710000 sec): 3 clusters Score: Raw -109148.618964 + Penalty 686.582357 = -108462.036607 nChanged 3 SP:Iteration 16Q (5914.920000 sec): 3 clusters Score: Raw -109149.545459 + Penalty 686.582357 = -108462.963102 nChanged 5 SP:Iteration 17Q (5915.110000 sec): 3 clusters Score: Raw -109152.003997 + Penalty 686.582357 = -108465.421640 nChanged 7 SP:Iteration 18Q (5915.350000 sec): 3 clusters Score: Raw -109157.479234 + Penalty 686.582357 = -108470.896877 nChanged 8 SP:Iteration 19Q (5915.540000 sec): 3 clusters Score: Raw -109164.255400 + Penalty 686.582357 = -108477.673043 nChanged 9 SP:Iteration 20F (5915.730000 sec): 3 clusters Score: Raw -109169.084821 + Penalty 686.582357 = -108482.502463 nChanged 10 SP:Iteration 21Q (5915.860000 sec): 3 clusters Score: Raw -109173.791058 + Penalty 686.582357 = -108487.208701 nChanged 11 SP:Iteration 22Q (5916.060000 sec): 3 clusters Score: Raw -109177.882701 + Penalty 686.582357 = -108491.300344 nChanged 5 SP:Iteration 23Q (5916.260000 sec): 3 clusters Score: Raw -109182.037473 + Penalty 686.582357 = -108495.455116 nChanged 5 SP:Iteration 24Q (5916.470000 sec): 3 clusters Score: Raw -109184.204342 + Penalty 686.582357 = -108497.621984 nChanged 2 SP:Iteration 25Q (5916.650000 sec): 3 clusters Score: Raw -109186.713389 + Penalty 686.582357 = -108500.131031 nChanged 5 SP:Iteration 26Q (5916.840000 sec): 3 clusters Score: Raw -109191.802262 + Penalty 686.582357 = -108505.219905 nChanged 8 SP:Iteration 27Q (5917.050000 sec): 3 clusters Score: Raw -109197.899771 + Penalty 686.582357 = -108511.317414 nChanged 3 SP:Iteration 28Q (5917.290000 sec): 3 clusters Score: Raw -109198.429788 + Penalty 686.582357 = -108511.847431 nChanged 0 SP:Iteration 29F (5917.520000 sec): 3 clusters Score: Raw -109198.429788 + Penalty 686.582357 = -108511.847431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5917.580000 sec): 2 clusters Score: Raw -117692.851197 + Penalty 342.047199 = -117350.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5917.750000 sec): 3 clusters Score: Raw -116666.508006 + Penalty 684.094397 = -115982.413609 nChanged 748 SP:Iteration 1F (5917.920000 sec): 3 clusters Score: Raw -117058.621418 + Penalty 684.094397 = -116374.527020 nChanged 133 SP:Iteration 2F (5918.140000 sec): 3 clusters Score: Raw -117115.885784 + Penalty 684.094397 = -116431.791386 nChanged 98 SP:Iteration 3F (5918.250000 sec): 3 clusters Score: Raw -117163.740614 + Penalty 684.094397 = -116479.646217 nChanged 101 SP:Iteration 4F (5918.390000 sec): 3 clusters Score: Raw -117216.884736 + Penalty 684.094397 = -116532.790338 nChanged 86 SP:Iteration 5Q (5918.580000 sec): 3 clusters Score: Raw -117263.030539 + Penalty 684.094397 = -116578.936141 nChanged 91 SP:Iteration 6Q (5918.760000 sec): 3 clusters Score: Raw -117325.770933 + Penalty 684.094397 = -116641.676535 nChanged 88 SP:Iteration 7Q (5919.000000 sec): 3 clusters Score: Raw -117390.854893 + Penalty 684.094397 = -116706.760495 nChanged 95 SP:Iteration 8F (5919.160000 sec): 3 clusters Score: Raw -117472.378515 + Penalty 684.094397 = -116788.284117 nChanged 86 SP:Iteration 9Q (5919.390000 sec): 3 clusters Score: Raw -117556.771986 + Penalty 684.094397 = -116872.677589 nChanged 72 SP:Iteration 10Q (5919.600000 sec): 3 clusters Score: Raw -117624.697197 + Penalty 684.094397 = -116940.602800 nChanged 53 SP:Iteration 11Q (5919.810000 sec): 3 clusters Score: Raw -117676.380526 + Penalty 684.094397 = -116992.286129 nChanged 35 SP:Iteration 12Q (5920.000000 sec): 3 clusters Score: Raw -117707.506163 + Penalty 684.094397 = -117023.411765 nChanged 23 SP:Iteration 13Q (5920.190000 sec): 3 clusters Score: Raw -117732.839672 + Penalty 684.094397 = -117048.745274 nChanged 14 SP:Iteration 14Q (5920.360000 sec): 3 clusters Score: Raw -117752.833019 + Penalty 684.094397 = -117068.738621 nChanged 11 SP:Iteration 15Q (5920.560000 sec): 3 clusters Score: Raw -117762.033087 + Penalty 684.094397 = -117077.938689 nChanged 6 SP:Iteration 16Q (5920.690000 sec): 3 clusters Score: Raw -117765.364638 + Penalty 684.094397 = -117081.270241 nChanged 4 SP:Iteration 17Q (5920.880000 sec): 3 clusters Score: Raw -117768.411900 + Penalty 684.094397 = -117084.317502 nChanged 2 SP:Iteration 18Q (5921.060000 sec): 3 clusters Score: Raw -117770.197604 + Penalty 684.094397 = -117086.103206 nChanged 3 SP:Iteration 19Q (5921.230000 sec): 3 clusters Score: Raw -117770.986805 + Penalty 684.094397 = -117086.892408 nChanged 1 SP:Iteration 20F (5921.420000 sec): 3 clusters Score: Raw -117771.202115 + Penalty 684.094397 = -117087.107718 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5921.470000 sec): 2 clusters Score: Raw -18607.571600 + Penalty 259.522103 = -18348.049498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5921.660000 sec): 3 clusters Score: Raw -18497.335891 + Penalty 519.044205 = -17978.291686 nChanged 101 SP:Iteration 1F (5921.810000 sec): 3 clusters Score: Raw -18585.376333 + Penalty 519.044205 = -18066.332128 nChanged 24 SP:Iteration 2F (5921.970000 sec): 3 clusters Score: Raw -18610.897031 + Penalty 519.044205 = -18091.852826 nChanged 11 SP:Iteration 3Q (5922.200000 sec): 3 clusters Score: Raw -18623.504980 + Penalty 519.044205 = -18104.460774 nChanged 9 SP:Iteration 4Q (5922.370000 sec): 3 clusters Score: Raw -18632.780524 + Penalty 519.044205 = -18113.736319 nChanged 6 SP:Iteration 5Q (5922.520000 sec): 3 clusters Score: Raw -18640.150521 + Penalty 519.044205 = -18121.106316 nChanged 2 SP:Iteration 6Q (5922.740000 sec): 3 clusters Score: Raw -18640.895725 + Penalty 519.044205 = -18121.851519 nChanged 1 SP:Iteration 7Q (5922.890000 sec): 3 clusters Score: Raw -18641.251550 + Penalty 519.044205 = -18122.207345 nChanged 0 SP:Iteration 8F (5923.080000 sec): 3 clusters Score: Raw -18641.251550 + Penalty 519.044205 = -18122.207345 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5923.150000 sec): 2 clusters Score: Raw -48147.543809 + Penalty 309.458378 = -47838.085431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5923.370000 sec): 3 clusters Score: Raw -47756.157972 + Penalty 618.916756 = -47137.241216 nChanged 350 SP:Iteration 1F (5923.600000 sec): 3 clusters Score: Raw -48008.067322 + Penalty 618.916756 = -47389.150566 nChanged 65 SP:Iteration 2F (5923.790000 sec): 3 clusters Score: Raw -48060.253919 + Penalty 618.916756 = -47441.337163 nChanged 40 SP:Iteration 3Q (5923.950000 sec): 3 clusters Score: Raw -48085.034995 + Penalty 618.916756 = -47466.118239 nChanged 34 SP:Iteration 4Q (5924.070000 sec): 3 clusters Score: Raw -48103.232743 + Penalty 618.916756 = -47484.315987 nChanged 29 SP:Iteration 5Q (5924.230000 sec): 3 clusters Score: Raw -48123.378923 + Penalty 618.916756 = -47504.462167 nChanged 24 SP:Iteration 6Q (5924.420000 sec): 3 clusters Score: Raw -48143.248423 + Penalty 618.916756 = -47524.331667 nChanged 28 SP:Iteration 7Q (5924.570000 sec): 3 clusters Score: Raw -48163.982012 + Penalty 618.916756 = -47545.065255 nChanged 23 SP:Iteration 8Q (5924.780000 sec): 3 clusters Score: Raw -48181.308586 + Penalty 618.916756 = -47562.391830 nChanged 15 SP:Iteration 9Q (5924.930000 sec): 3 clusters Score: Raw -48190.835420 + Penalty 618.916756 = -47571.918664 nChanged 10 SP:Iteration 10Q (5925.130000 sec): 3 clusters Score: Raw -48196.719156 + Penalty 618.916756 = -47577.802400 nChanged 7 SP:Iteration 11Q (5925.290000 sec): 3 clusters Score: Raw -48201.012445 + Penalty 618.916756 = -47582.095689 nChanged 5 SP:Iteration 12Q (5925.420000 sec): 3 clusters Score: Raw -48204.793307 + Penalty 618.916756 = -47585.876551 nChanged 8 SP:Iteration 13Q (5925.590000 sec): 3 clusters Score: Raw -48210.802813 + Penalty 618.916756 = -47591.886056 nChanged 7 SP:Iteration 14Q (5925.790000 sec): 3 clusters Score: Raw -48215.821587 + Penalty 618.916756 = -47596.904831 nChanged 0 SP:Iteration 15F (5925.930000 sec): 3 clusters Score: Raw -48215.821587 + Penalty 618.916756 = -47596.904831 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5926.040000 sec): 2 clusters Score: Raw -5664.700284 + Penalty 218.208470 = -5446.491814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5926.280000 sec): 3 clusters Score: Raw -5661.025108 + Penalty 436.416940 = -5224.608168 nChanged 34 SP:Iteration 1F (5926.440000 sec): 3 clusters Score: Raw -5733.763182 + Penalty 436.416940 = -5297.346242 nChanged 11 SP:Iteration 2F (5926.620000 sec): 3 clusters Score: Raw -5757.302780 + Penalty 436.416940 = -5320.885841 nChanged 5 SP:Iteration 3Q (5926.820000 sec): 3 clusters Score: Raw -5767.873016 + Penalty 436.416940 = -5331.456076 nChanged 2 SP:Iteration 4Q (5926.990000 sec): 3 clusters Score: Raw -5784.225499 + Penalty 436.416940 = -5347.808559 nChanged 1 SP:Iteration 5Q (5927.180000 sec): 3 clusters Score: Raw -5785.726931 + Penalty 436.416940 = -5349.309992 nChanged 0 SP:Iteration 6F (5927.420000 sec): 3 clusters Score: Raw -5785.726931 + Penalty 436.416940 = -5349.309992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5927.480000 sec): 2 clusters Score: Raw -36495.598952 + Penalty 292.257737 = -36203.341216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5927.700000 sec): 3 clusters Score: Raw -36221.794574 + Penalty 584.515474 = -35637.279100 nChanged 222 SP:Iteration 1F (5927.880000 sec): 3 clusters Score: Raw -36367.993228 + Penalty 584.515474 = -35783.477754 nChanged 51 SP:Iteration 2F (5928.070000 sec): 3 clusters Score: Raw -36417.429672 + Penalty 584.515474 = -35832.914198 nChanged 26 SP:Iteration 3Q (5928.280000 sec): 3 clusters Score: Raw -36444.340161 + Penalty 584.515474 = -35859.824688 nChanged 23 SP:Iteration 4Q (5928.490000 sec): 3 clusters Score: Raw -36470.099202 + Penalty 584.515474 = -35885.583729 nChanged 19 SP:Iteration 5Q (5928.720000 sec): 3 clusters Score: Raw -36497.539395 + Penalty 584.515474 = -35913.023921 nChanged 21 SP:Iteration 6Q (5928.870000 sec): 3 clusters Score: Raw -36515.592785 + Penalty 584.515474 = -35931.077311 nChanged 22 SP:Iteration 7Q (5929.080000 sec): 3 clusters Score: Raw -36546.511900 + Penalty 584.515474 = -35961.996427 nChanged 27 SP:Iteration 8Q (5929.290000 sec): 3 clusters Score: Raw -36591.110090 + Penalty 584.515474 = -36006.594616 nChanged 22 SP:Iteration 9Q (5929.450000 sec): 3 clusters Score: Raw -36636.569169 + Penalty 584.515474 = -36052.053695 nChanged 17 SP:Iteration 10Q (5929.640000 sec): 3 clusters Score: Raw -36660.166316 + Penalty 584.515474 = -36075.650842 nChanged 15 SP:Iteration 11Q (5929.810000 sec): 3 clusters Score: Raw -36695.384807 + Penalty 584.515474 = -36110.869334 nChanged 13 SP:Iteration 12Q (5929.980000 sec): 3 clusters Score: Raw -36756.290000 + Penalty 584.515474 = -36171.774527 nChanged 13 SP:Iteration 13Q (5930.160000 sec): 3 clusters Score: Raw -36796.650810 + Penalty 584.515474 = -36212.135336 nChanged 9 SP:Iteration 14Q (5930.320000 sec): 3 clusters Score: Raw -36818.109987 + Penalty 584.515474 = -36233.594514 nChanged 6 SP:Iteration 15Q (5930.470000 sec): 3 clusters Score: Raw -36822.373373 + Penalty 584.515474 = -36237.857899 nChanged 0 SP:Iteration 16F (5930.640000 sec): 3 clusters Score: Raw -36823.134587 + Penalty 584.515474 = -36238.619114 nChanged 1 SP:Iteration 17Q (5930.790000 sec): 3 clusters Score: Raw -36827.760012 + Penalty 584.515474 = -36243.244538 nChanged 0 SP:Iteration 18F (5930.990000 sec): 3 clusters Score: Raw -36827.760012 + Penalty 584.515474 = -36243.244538 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 52 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5931.070000 sec): 2 clusters Score: Raw -16994.269064 + Penalty 257.979582 = -16736.289482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5931.310000 sec): 3 clusters Score: Raw -16901.928814 + Penalty 515.959164 = -16385.969650 nChanged 85 SP:Iteration 1F (5931.510000 sec): 3 clusters Score: Raw -16988.963219 + Penalty 515.959164 = -16473.004055 nChanged 14 SP:Iteration 2Q (5931.730000 sec): 3 clusters Score: Raw -17022.909780 + Penalty 515.959164 = -16506.950616 nChanged 9 SP:Iteration 3Q (5931.970000 sec): 3 clusters Score: Raw -17044.132255 + Penalty 515.959164 = -16528.173091 nChanged 9 SP:Iteration 4Q (5932.260000 sec): 3 clusters Score: Raw -17062.949333 + Penalty 515.959164 = -16546.990169 nChanged 9 SP:Iteration 5Q (5932.480000 sec): 3 clusters Score: Raw -17084.280683 + Penalty 515.959164 = -16568.321519 nChanged 10 SP:Iteration 6Q (5932.640000 sec): 3 clusters Score: Raw -17099.865907 + Penalty 515.959164 = -16583.906743 nChanged 6 SP:Iteration 7Q (5932.900000 sec): 3 clusters Score: Raw -17104.953831 + Penalty 515.959164 = -16588.994667 nChanged 5 SP:Iteration 8Q (5933.060000 sec): 3 clusters Score: Raw -17108.084265 + Penalty 515.959164 = -16592.125101 nChanged 3 SP:Iteration 9Q (5933.250000 sec): 3 clusters Score: Raw -17110.811143 + Penalty 515.959164 = -16594.851979 nChanged 0 SP:Iteration 10F (5933.450000 sec): 3 clusters Score: Raw -17110.811143 + Penalty 515.959164 = -16594.851979 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5933.540000 sec): 2 clusters Score: Raw -13041.150792 + Penalty 247.826550 = -12793.324242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5933.740000 sec): 3 clusters Score: Raw -12988.573948 + Penalty 495.653101 = -12492.920847 nChanged 63 SP:Iteration 1F (5933.890000 sec): 3 clusters Score: Raw -13062.900458 + Penalty 495.653101 = -12567.247357 nChanged 21 SP:Iteration 2F (5934.070000 sec): 3 clusters Score: Raw -13087.956784 + Penalty 495.653101 = -12592.303683 nChanged 14 SP:Iteration 3F (5934.240000 sec): 3 clusters Score: Raw -13114.142091 + Penalty 495.653101 = -12618.488991 nChanged 8 SP:Iteration 4Q (5934.440000 sec): 3 clusters Score: Raw -13122.257748 + Penalty 495.653101 = -12626.604647 nChanged 3 SP:Iteration 5Q (5934.610000 sec): 3 clusters Score: Raw -13124.828881 + Penalty 495.653101 = -12629.175780 nChanged 2 SP:Iteration 6Q (5934.800000 sec): 3 clusters Score: Raw -13133.946444 + Penalty 495.653101 = -12638.293343 nChanged 4 SP:Iteration 7Q (5934.980000 sec): 3 clusters Score: Raw -13140.506424 + Penalty 495.653101 = -12644.853323 nChanged 4 SP:Iteration 8Q (5935.150000 sec): 3 clusters Score: Raw -13150.564400 + Penalty 495.653101 = -12654.911299 nChanged 5 SP:Iteration 9Q (5935.330000 sec): 3 clusters Score: Raw -13156.331151 + Penalty 495.653101 = -12660.678050 nChanged 3 SP:Iteration 10Q (5935.550000 sec): 3 clusters Score: Raw -13160.783452 + Penalty 495.653101 = -12665.130351 nChanged 1 SP:Iteration 11Q (5935.680000 sec): 3 clusters Score: Raw -13161.897746 + Penalty 495.653101 = -12666.244645 nChanged 1 SP:Iteration 12Q (5935.890000 sec): 3 clusters Score: Raw -13162.607204 + Penalty 495.653101 = -12666.954103 nChanged 1 SP:Iteration 13Q (5936.040000 sec): 3 clusters Score: Raw -13163.217792 + Penalty 495.653101 = -12667.564691 nChanged 0 SP:Iteration 14F (5936.300000 sec): 3 clusters Score: Raw -13163.217792 + Penalty 495.653101 = -12667.564691 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5936.350000 sec): 2 clusters Score: Raw -12729.235778 + Penalty 250.677169 = -12478.558608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5936.560000 sec): 3 clusters Score: Raw -12685.414057 + Penalty 501.354339 = -12184.059719 nChanged 77 SP:Iteration 1F (5936.740000 sec): 3 clusters Score: Raw -12815.588611 + Penalty 501.354339 = -12314.234272 nChanged 18 SP:Iteration 2F (5936.920000 sec): 3 clusters Score: Raw -12850.839106 + Penalty 501.354339 = -12349.484767 nChanged 14 SP:Iteration 3F (5937.120000 sec): 3 clusters Score: Raw -12894.883851 + Penalty 501.354339 = -12393.529512 nChanged 11 SP:Iteration 4Q (5937.320000 sec): 3 clusters Score: Raw -12927.652611 + Penalty 501.354339 = -12426.298272 nChanged 3 SP:Iteration 5Q (5937.500000 sec): 3 clusters Score: Raw -12932.106338 + Penalty 501.354339 = -12430.751999 nChanged 1 SP:Iteration 6Q (5937.700000 sec): 3 clusters Score: Raw -12933.231890 + Penalty 501.354339 = -12431.877551 nChanged 1 SP:Iteration 7Q (5937.880000 sec): 3 clusters Score: Raw -12935.351360 + Penalty 501.354339 = -12433.997021 nChanged 2 SP:Iteration 8Q (5938.060000 sec): 3 clusters Score: Raw -12942.033085 + Penalty 501.354339 = -12440.678746 nChanged 2 SP:Iteration 9Q (5938.250000 sec): 3 clusters Score: Raw -12948.802048 + Penalty 501.354339 = -12447.447710 nChanged 1 SP:Iteration 10Q (5938.440000 sec): 3 clusters Score: Raw -12952.064604 + Penalty 501.354339 = -12450.710265 nChanged 3 SP:Iteration 11Q (5938.640000 sec): 3 clusters Score: Raw -12956.687643 + Penalty 501.354339 = -12455.333304 nChanged 2 SP:Iteration 12Q (5938.830000 sec): 3 clusters Score: Raw -12959.323313 + Penalty 501.354339 = -12457.968974 nChanged 2 SP:Iteration 13Q (5939.030000 sec): 3 clusters Score: Raw -12963.814444 + Penalty 501.354339 = -12462.460105 nChanged 4 SP:Iteration 14Q (5939.260000 sec): 3 clusters Score: Raw -12972.454298 + Penalty 501.354339 = -12471.099959 nChanged 3 SP:Iteration 15Q (5939.420000 sec): 3 clusters Score: Raw -12976.965515 + Penalty 501.354339 = -12475.611176 nChanged 1 SP:Iteration 16Q (5939.620000 sec): 3 clusters Score: Raw -12979.732360 + Penalty 501.354339 = -12478.378021 nChanged 1 SP:Iteration 17Q (5939.760000 sec): 3 clusters Score: Raw -12984.489012 + Penalty 501.354339 = -12483.134674 nChanged 1 SP:Iteration 18Q (5939.980000 sec): 3 clusters Score: Raw -12985.735366 + Penalty 501.354339 = -12484.381027 nChanged 1 SP:Iteration 19Q (5940.180000 sec): 3 clusters Score: Raw -12988.299075 + Penalty 501.354339 = -12486.944736 nChanged 0 SP:Iteration 20F (5940.420000 sec): 3 clusters Score: Raw -12988.299075 + Penalty 501.354339 = -12486.944736 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 73. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5940.500000 sec): 2 clusters Score: Raw -9160.686337 + Penalty 229.475843 = -8931.210494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5940.690000 sec): 3 clusters Score: Raw -9133.901374 + Penalty 458.951686 = -8674.949688 nChanged 35 SP:Iteration 1F (5940.870000 sec): 3 clusters Score: Raw -9169.258683 + Penalty 458.951686 = -8710.306997 nChanged 4 SP:Iteration 2Q (5941.060000 sec): 3 clusters Score: Raw -9175.389056 + Penalty 458.951686 = -8716.437371 nChanged 4 SP:Iteration 3Q (5941.180000 sec): 3 clusters Score: Raw -9179.638560 + Penalty 458.951686 = -8720.686874 nChanged 2 SP:Iteration 4Q (5941.410000 sec): 3 clusters Score: Raw -9181.804371 + Penalty 458.951686 = -8722.852685 nChanged 2 SP:Iteration 5Q (5941.560000 sec): 3 clusters Score: Raw -9186.375841 + Penalty 458.951686 = -8727.424155 nChanged 3 SP:Iteration 6Q (5941.780000 sec): 3 clusters Score: Raw -9193.175461 + Penalty 458.951686 = -8734.223775 nChanged 3 SP:Iteration 7Q (5941.990000 sec): 3 clusters Score: Raw -9197.786321 + Penalty 458.951686 = -8738.834636 nChanged 1 SP:Iteration 8Q (5942.190000 sec): 3 clusters Score: Raw -9198.846521 + Penalty 458.951686 = -8739.894835 nChanged 0 SP:Iteration 9F (5942.440000 sec): 3 clusters Score: Raw -9198.846521 + Penalty 458.951686 = -8739.894835 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5942.490000 sec): 2 clusters Score: Raw -7251.462621 + Penalty 227.983906 = -7023.478715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5942.690000 sec): 3 clusters Score: Raw -7239.745191 + Penalty 455.967812 = -6783.777379 nChanged 44 SP:Iteration 1F (5942.920000 sec): 3 clusters Score: Raw -7341.146386 + Penalty 455.967812 = -6885.178575 nChanged 14 SP:Iteration 2F (5943.110000 sec): 3 clusters Score: Raw -7376.400398 + Penalty 455.967812 = -6920.432587 nChanged 9 SP:Iteration 3F (5943.280000 sec): 3 clusters Score: Raw -7391.072864 + Penalty 455.967812 = -6935.105052 nChanged 2 SP:Iteration 4Q (5943.480000 sec): 3 clusters Score: Raw -7394.589262 + Penalty 455.967812 = -6938.621450 nChanged 3 SP:Iteration 5Q (5943.650000 sec): 3 clusters Score: Raw -7404.703055 + Penalty 455.967812 = -6948.735243 nChanged 3 SP:Iteration 6Q (5943.870000 sec): 3 clusters Score: Raw -7407.701924 + Penalty 455.967812 = -6951.734112 nChanged 2 SP:Iteration 7Q (5944.070000 sec): 3 clusters Score: Raw -7412.393581 + Penalty 455.967812 = -6956.425769 nChanged 2 SP:Iteration 8Q (5944.230000 sec): 3 clusters Score: Raw -7419.308131 + Penalty 455.967812 = -6963.340319 nChanged 3 SP:Iteration 9Q (5944.390000 sec): 3 clusters Score: Raw -7426.172175 + Penalty 455.967812 = -6970.204363 nChanged 1 SP:Iteration 10Q (5944.580000 sec): 3 clusters Score: Raw -7427.939167 + Penalty 455.967812 = -6971.971355 nChanged 2 SP:Iteration 11Q (5944.790000 sec): 3 clusters Score: Raw -7434.076909 + Penalty 455.967812 = -6978.109097 nChanged 1 SP:Iteration 12Q (5944.920000 sec): 3 clusters Score: Raw -7437.002659 + Penalty 455.967812 = -6981.034848 nChanged 0 SP:Iteration 13F (5945.100000 sec): 3 clusters Score: Raw -7437.002659 + Penalty 455.967812 = -6981.034848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5945.210000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5945.430000 sec): 3 clusters Score: Raw -5436.078405 + Penalty 414.402797 = -5021.675607 nChanged 17 SP:Iteration 1F (5945.580000 sec): 3 clusters Score: Raw -5471.120105 + Penalty 414.402797 = -5056.717308 nChanged 5 SP:Iteration 2F (5945.730000 sec): 3 clusters Score: Raw -5490.190943 + Penalty 414.402797 = -5075.788146 nChanged 1 SP:Iteration 3Q (5945.930000 sec): 3 clusters Score: Raw -5492.159824 + Penalty 414.402797 = -5077.757027 nChanged 2 SP:Iteration 4Q (5946.120000 sec): 3 clusters Score: Raw -5501.286361 + Penalty 414.402797 = -5086.883564 nChanged 2 SP:Iteration 5Q (5946.290000 sec): 3 clusters Score: Raw -5506.134950 + Penalty 414.402797 = -5091.732153 nChanged 0 SP:Iteration 6F (5946.520000 sec): 3 clusters Score: Raw -5506.134950 + Penalty 414.402797 = -5091.732153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5946.600000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5946.810000 sec): 3 clusters Score: Raw -11173.099226 + Penalty 476.030884 = -10697.068342 nChanged 54 SP:Iteration 1F (5946.950000 sec): 3 clusters Score: Raw -11219.690328 + Penalty 476.030884 = -10743.659444 nChanged 11 SP:Iteration 2F (5947.150000 sec): 3 clusters Score: Raw -11231.801545 + Penalty 476.030884 = -10755.770661 nChanged 4 SP:Iteration 3Q (5947.330000 sec): 3 clusters Score: Raw -11233.793159 + Penalty 476.030884 = -10757.762275 nChanged 1 SP:Iteration 4Q (5947.540000 sec): 3 clusters Score: Raw -11235.110872 + Penalty 476.030884 = -10759.079988 nChanged 1 SP:Iteration 5Q (5947.750000 sec): 3 clusters Score: Raw -11235.341035 + Penalty 476.030884 = -10759.310151 nChanged 1 SP:Iteration 6Q (5947.930000 sec): 3 clusters Score: Raw -11236.019362 + Penalty 476.030884 = -10759.988478 nChanged 2 SP:Iteration 7Q (5948.200000 sec): 3 clusters Score: Raw -11239.866105 + Penalty 476.030884 = -10763.835221 nChanged 1 SP:Iteration 8Q (5948.400000 sec): 3 clusters Score: Raw -11242.288833 + Penalty 476.030884 = -10766.257949 nChanged 1 SP:Iteration 9Q (5948.600000 sec): 3 clusters Score: Raw -11244.742725 + Penalty 476.030884 = -10768.711841 nChanged 1 SP:Iteration 10Q (5948.820000 sec): 3 clusters Score: Raw -11245.416811 + Penalty 476.030884 = -10769.385927 nChanged 0 SP:Iteration 11F (5949.030000 sec): 3 clusters Score: Raw -11245.416811 + Penalty 476.030884 = -10769.385927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5949.070000 sec): 2 clusters Score: Raw -32620.367193 + Penalty 288.885824 = -32331.481369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.290000 sec): 3 clusters Score: Raw -32401.031227 + Penalty 577.771648 = -31823.259578 nChanged 183 SP:Iteration 1F (5949.460000 sec): 3 clusters Score: Raw -32564.298568 + Penalty 577.771648 = -31986.526920 nChanged 53 SP:Iteration 2F (5949.640000 sec): 3 clusters Score: Raw -32632.865397 + Penalty 577.771648 = -32055.093749 nChanged 38 SP:Iteration 3F (5949.820000 sec): 3 clusters Score: Raw -32668.533016 + Penalty 577.771648 = -32090.761367 nChanged 21 SP:Iteration 4Q (5950.000000 sec): 3 clusters Score: Raw -32701.111451 + Penalty 577.771648 = -32123.339803 nChanged 24 SP:Iteration 5Q (5950.180000 sec): 3 clusters Score: Raw -32738.018218 + Penalty 577.771648 = -32160.246569 nChanged 24 SP:Iteration 6Q (5950.330000 sec): 3 clusters Score: Raw -32778.799466 + Penalty 577.771648 = -32201.027817 nChanged 21 SP:Iteration 7Q (5950.530000 sec): 3 clusters Score: Raw -32813.998710 + Penalty 577.771648 = -32236.227062 nChanged 18 SP:Iteration 8Q (5950.740000 sec): 3 clusters Score: Raw -32843.813728 + Penalty 577.771648 = -32266.042080 nChanged 22 SP:Iteration 9Q (5950.920000 sec): 3 clusters Score: Raw -32891.790709 + Penalty 577.771648 = -32314.019061 nChanged 22 SP:Iteration 10Q (5951.090000 sec): 3 clusters Score: Raw -32946.539062 + Penalty 577.771648 = -32368.767414 nChanged 17 SP:Iteration 11Q (5951.270000 sec): 3 clusters Score: Raw -32965.036961 + Penalty 577.771648 = -32387.265313 nChanged 11 SP:Iteration 12Q (5951.470000 sec): 3 clusters Score: Raw -32977.200771 + Penalty 577.771648 = -32399.429123 nChanged 7 SP:Iteration 13Q (5951.630000 sec): 3 clusters Score: Raw -32983.160447 + Penalty 577.771648 = -32405.388799 nChanged 4 SP:Iteration 14Q (5951.810000 sec): 3 clusters Score: Raw -32986.481789 + Penalty 577.771648 = -32408.710141 nChanged 4 SP:Iteration 15Q (5952.030000 sec): 3 clusters Score: Raw -32988.109967 + Penalty 577.771648 = -32410.338319 nChanged 1 SP:Iteration 16Q (5952.240000 sec): 3 clusters Score: Raw -32988.591376 + Penalty 577.771648 = -32410.819728 nChanged 0 SP:Iteration 17F (5952.460000 sec): 3 clusters Score: Raw -32988.591376 + Penalty 577.771648 = -32410.819728 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.540000 sec): 2 clusters Score: Raw -7457.998515 + Penalty 219.322811 = -7238.675704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.730000 sec): 3 clusters Score: Raw -7435.857850 + Penalty 438.645622 = -6997.212227 nChanged 34 SP:Iteration 1F (5952.910000 sec): 3 clusters Score: Raw -7499.894071 + Penalty 438.645622 = -7061.248448 nChanged 4 SP:Iteration 2Q (5953.080000 sec): 3 clusters Score: Raw -7506.367847 + Penalty 438.645622 = -7067.722224 nChanged 1 SP:Iteration 3Q (5953.230000 sec): 3 clusters Score: Raw -7506.885837 + Penalty 438.645622 = -7068.240214 nChanged 0 SP:Iteration 4F (5953.350000 sec): 3 clusters Score: Raw -7506.885837 + Penalty 438.645622 = -7068.240214 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5953.430000 sec): 2 clusters Score: Raw -6323.365115 + Penalty 212.613712 = -6110.751403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5953.650000 sec): 3 clusters Score: Raw -6329.098723 + Penalty 425.227424 = -5903.871299 nChanged 19 SP:Iteration 1F (5953.810000 sec): 3 clusters Score: Raw -6364.780408 + Penalty 425.227424 = -5939.552984 nChanged 7 SP:Iteration 2F (5953.970000 sec): 3 clusters Score: Raw -6377.296788 + Penalty 425.227424 = -5952.069364 nChanged 2 SP:Iteration 3Q (5954.150000 sec): 3 clusters Score: Raw -6377.851419 + Penalty 425.227424 = -5952.623995 nChanged 0 SP:Iteration 4F (5954.330000 sec): 3 clusters Score: Raw -6377.851419 + Penalty 425.227424 = -5952.623995 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 62 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.420000 sec): 2 clusters Score: Raw -8892.051776 + Penalty 226.754101 = -8665.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.630000 sec): 3 clusters Score: Raw -8883.997719 + Penalty 453.508203 = -8430.489516 nChanged 32 SP:Iteration 1F (5954.830000 sec): 3 clusters Score: Raw -8934.670784 + Penalty 453.508203 = -8481.162581 nChanged 7 SP:Iteration 2Q (5955.030000 sec): 3 clusters Score: Raw -8943.774159 + Penalty 453.508203 = -8490.265956 nChanged 0 SP:Iteration 3F (5955.220000 sec): 3 clusters Score: Raw -8943.774159 + Penalty 453.508203 = -8490.265956 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5955.290000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5955.510000 sec): 3 clusters Score: Raw -2140.663951 + Penalty 328.593530 = -1812.070421 nChanged 1 SP:Iteration 1Q (5955.710000 sec): 3 clusters Score: Raw -2145.124042 + Penalty 328.593530 = -1816.530512 nChanged 0 SP:Iteration 2F (5955.900000 sec): 3 clusters Score: Raw -2145.124042 + Penalty 328.593530 = -1816.530512 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 65 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5956.010000 sec): 2 clusters Score: Raw -5396.681801 + Penalty 202.140632 = -5194.541169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5956.230000 sec): 3 clusters Score: Raw -5402.563325 + Penalty 404.281264 = -4998.282061 nChanged 13 SP:Iteration 1F (5956.420000 sec): 3 clusters Score: Raw -5429.357714 + Penalty 404.281264 = -5025.076450 nChanged 6 SP:Iteration 2F (5956.700000 sec): 3 clusters Score: Raw -5442.133858 + Penalty 404.281264 = -5037.852593 nChanged 1 SP:Iteration 3Q (5956.840000 sec): 3 clusters Score: Raw -5444.795843 + Penalty 404.281264 = -5040.514578 nChanged 0 SP:Iteration 4F (5957.070000 sec): 3 clusters Score: Raw -5444.795843 + Penalty 404.281264 = -5040.514578 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 66 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5957.150000 sec): 2 clusters Score: Raw -10436.138548 + Penalty 235.514813 = -10200.623735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5957.340000 sec): 3 clusters Score: Raw -10410.254283 + Penalty 471.029626 = -9939.224657 nChanged 54 SP:Iteration 1F (5957.480000 sec): 3 clusters Score: Raw -10502.304264 + Penalty 471.029626 = -10031.274639 nChanged 16 SP:Iteration 2F (5957.670000 sec): 3 clusters Score: Raw -10540.618662 + Penalty 471.029626 = -10069.589036 nChanged 8 SP:Iteration 3Q (5957.900000 sec): 3 clusters Score: Raw -10571.917618 + Penalty 471.029626 = -10100.887992 nChanged 5 SP:Iteration 4Q (5958.100000 sec): 3 clusters Score: Raw -10585.694008 + Penalty 471.029626 = -10114.664382 nChanged 5 SP:Iteration 5Q (5958.230000 sec): 3 clusters Score: Raw -10594.339104 + Penalty 471.029626 = -10123.309478 nChanged 2 SP:Iteration 6Q (5958.400000 sec): 3 clusters Score: Raw -10600.309555 + Penalty 471.029626 = -10129.279929 nChanged 2 SP:Iteration 7Q (5958.610000 sec): 3 clusters Score: Raw -10605.158535 + Penalty 471.029626 = -10134.128909 nChanged 0 SP:Iteration 8F (5958.780000 sec): 3 clusters Score: Raw -10605.158535 + Penalty 471.029626 = -10134.128909 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 67 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5958.910000 sec): 2 clusters Score: Raw -9116.508962 + Penalty 235.771152 = -8880.737810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5959.100000 sec): 3 clusters Score: Raw -9098.348108 + Penalty 471.542303 = -8626.805805 nChanged 53 SP:Iteration 1F (5959.340000 sec): 3 clusters Score: Raw -9206.323436 + Penalty 471.542303 = -8734.781133 nChanged 10 SP:Iteration 2F (5959.520000 sec): 3 clusters Score: Raw -9245.418421 + Penalty 471.542303 = -8773.876118 nChanged 12 SP:Iteration 3F (5959.780000 sec): 3 clusters Score: Raw -9268.951515 + Penalty 471.542303 = -8797.409212 nChanged 4 SP:Iteration 4Q (5959.940000 sec): 3 clusters Score: Raw -9277.964384 + Penalty 471.542303 = -8806.422081 nChanged 3 SP:Iteration 5Q (5960.110000 sec): 3 clusters Score: Raw -9281.736250 + Penalty 471.542303 = -8810.193947 nChanged 5 SP:Iteration 6Q (5960.290000 sec): 3 clusters Score: Raw -9286.136244 + Penalty 471.542303 = -8814.593941 nChanged 1 SP:Iteration 7Q (5960.480000 sec): 3 clusters Score: Raw -9288.781380 + Penalty 471.542303 = -8817.239077 nChanged 0 SP:Iteration 8F (5960.580000 sec): 3 clusters Score: Raw -9288.781380 + Penalty 471.542303 = -8817.239077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 68 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5960.690000 sec): 2 clusters Score: Raw -8828.489907 + Penalty 225.168575 = -8603.321332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5960.870000 sec): 3 clusters Score: Raw -8812.368242 + Penalty 450.337150 = -8362.031092 nChanged 30 SP:Iteration 1F (5961.080000 sec): 3 clusters Score: Raw -8852.960676 + Penalty 450.337150 = -8402.623526 nChanged 6 SP:Iteration 2Q (5961.220000 sec): 3 clusters Score: Raw -8860.870540 + Penalty 450.337150 = -8410.533390 nChanged 1 SP:Iteration 3Q (5961.440000 sec): 3 clusters Score: Raw -8862.598585 + Penalty 450.337150 = -8412.261435 nChanged 0 SP:Iteration 4F (5961.570000 sec): 3 clusters Score: Raw -8862.598585 + Penalty 450.337150 = -8412.261435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 69 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5961.670000 sec): 2 clusters Score: Raw -4379.789908 + Penalty 199.947437 = -4179.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5961.870000 sec): 3 clusters Score: Raw -4421.546684 + Penalty 399.894873 = -4021.651811 nChanged 15 SP:Iteration 1F (5962.060000 sec): 3 clusters Score: Raw -4452.495747 + Penalty 399.894873 = -4052.600874 nChanged 2 SP:Iteration 2Q (5962.210000 sec): 3 clusters Score: Raw -4457.757572 + Penalty 399.894873 = -4057.862699 nChanged 1 SP:Iteration 3Q (5962.390000 sec): 3 clusters Score: Raw -4458.723255 + Penalty 399.894873 = -4058.828382 nChanged 0 SP:Iteration 4F (5962.570000 sec): 3 clusters Score: Raw -4458.723255 + Penalty 399.894873 = -4058.828382 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 70 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5962.670000 sec): 2 clusters Score: Raw -8594.421895 + Penalty 224.190043 = -8370.231852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5962.900000 sec): 3 clusters Score: Raw -8582.132878 + Penalty 448.380085 = -8133.752793 nChanged 24 SP:Iteration 1F (5963.100000 sec): 3 clusters Score: Raw -8615.386249 + Penalty 448.380085 = -8167.006164 nChanged 7 SP:Iteration 2F (5963.240000 sec): 3 clusters Score: Raw -8633.197322 + Penalty 448.380085 = -8184.817236 nChanged 3 SP:Iteration 3Q (5963.450000 sec): 3 clusters Score: Raw -8639.894907 + Penalty 448.380085 = -8191.514822 nChanged 0 SP:Iteration 4F (5963.660000 sec): 3 clusters Score: Raw -8639.894907 + Penalty 448.380085 = -8191.514822 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 71 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5963.770000 sec): 2 clusters Score: Raw -12216.921891 + Penalty 242.638705 = -11974.283186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5963.950000 sec): 3 clusters Score: Raw -12154.389691 + Penalty 485.277410 = -11669.112280 nChanged 67 SP:Iteration 1F (5964.130000 sec): 3 clusters Score: Raw -12236.345184 + Penalty 485.277410 = -11751.067774 nChanged 15 SP:Iteration 2F (5964.300000 sec): 3 clusters Score: Raw -12260.541326 + Penalty 485.277410 = -11775.263916 nChanged 8 SP:Iteration 3Q (5964.490000 sec): 3 clusters Score: Raw -12285.079135 + Penalty 485.277410 = -11799.801725 nChanged 13 SP:Iteration 4F (5964.690000 sec): 3 clusters Score: Raw -12310.964988 + Penalty 485.277410 = -11825.687578 nChanged 5 SP:Iteration 5Q (5964.870000 sec): 3 clusters Score: Raw -12317.264463 + Penalty 485.277410 = -11831.987053 nChanged 1 SP:Iteration 6Q (5965.050000 sec): 3 clusters Score: Raw -12317.488739 + Penalty 485.277410 = -11832.211329 nChanged 1 SP:Iteration 7Q (5965.230000 sec): 3 clusters Score: Raw -12318.425212 + Penalty 485.277410 = -11833.147802 nChanged 0 SP:Iteration 8F (5965.410000 sec): 3 clusters Score: Raw -12318.425212 + Penalty 485.277410 = -11833.147802 nChanged 0 Deleting Class 64 (42 points): Lose 442.161834 but Gain 586.233529 Iteration 204F (6004.570000 sec): 74 clusters Score: Raw -24038853.001340 + Penalty 42795.047620 = -23996057.953719 nChanged 65 Iteration 205F (6041.000000 sec): 74 clusters Score: Raw -24039087.467972 + Penalty 42795.047620 = -23996292.420352 nChanged 10 Iteration 206Q (6069.600000 sec): 74 clusters Score: Raw -24039109.736144 + Penalty 42795.047620 = -23996314.688524 nChanged 4 Iteration 207Q (6106.920000 sec): 74 clusters Score: Raw -24039115.951109 + Penalty 42795.047620 = -23996320.903489 nChanged 4 Iteration 208Q (6139.550000 sec): 74 clusters Score: Raw -24039119.512471 + Penalty 42795.047620 = -23996324.464851 nChanged 1 Iteration 209Q (6171.500000 sec): 74 clusters Score: Raw -24039119.874893 + Penalty 42795.047620 = -23996324.827273 nChanged 1 Iteration 210Q (6198.790000 sec): 74 clusters Score: Raw -24039120.300892 + Penalty 42795.047620 = -23996325.253272 nChanged 1 Iteration 211Q (6230.020000 sec): 74 clusters Score: Raw -24039120.552197 + Penalty 42795.047620 = -23996325.504577 nChanged 1 Iteration 212Q (6262.040000 sec): 74 clusters Score: Raw -24039120.876924 + Penalty 42795.047620 = -23996325.829304 nChanged 1 Iteration 213Q (6295.070000 sec): 74 clusters Score: Raw -24039121.125856 + Penalty 42795.047620 = -23996326.078236 nChanged 0 Iteration 214F (6331.720000 sec): 74 clusters Score: Raw -24039121.125856 + Penalty 42795.047620 = -23996326.078236 nChanged 0 Compute initial score before splitting: Score: Raw -24039121.125856 + Penalty 42795.047620 = -23996326.078236 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6331.950000 sec): 2 clusters Score: Raw -1722344.456499 + Penalty 464.910980 = -1721879.545519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6332.240000 sec): 3 clusters Score: Raw -1704520.170765 + Penalty 929.821959 = -1703590.348806 nChanged 13105 SP:Iteration 1F (6332.560000 sec): 3 clusters Score: Raw -1711926.951763 + Penalty 929.821959 = -1710997.129804 nChanged 930 SP:Iteration 2Q (6332.820000 sec): 3 clusters Score: Raw -1712181.918430 + Penalty 929.821959 = -1711252.096471 nChanged 1103 SP:Iteration 3Q (6333.090000 sec): 3 clusters Score: Raw -1712583.735751 + Penalty 929.821959 = -1711653.913792 nChanged 1398 SP:Iteration 4F (6333.340000 sec): 3 clusters Score: Raw -1713271.655313 + Penalty 929.821959 = -1712341.833354 nChanged 1889 SP:Iteration 5F (6333.560000 sec): 3 clusters Score: Raw -1714474.656935 + Penalty 929.821959 = -1713544.834976 nChanged 2173 SP:Iteration 6F (6333.800000 sec): 3 clusters Score: Raw -1716211.632142 + Penalty 929.821959 = -1715281.810183 nChanged 2250 SP:Iteration 7F (6334.060000 sec): 3 clusters Score: Raw -1718379.748188 + Penalty 929.821959 = -1717449.926229 nChanged 1793 SP:Iteration 8F (6334.310000 sec): 3 clusters Score: Raw -1720225.869880 + Penalty 929.821959 = -1719296.047921 nChanged 987 SP:Iteration 9Q (6334.570000 sec): 3 clusters Score: Raw -1721189.351176 + Penalty 929.821959 = -1720259.529217 nChanged 577 SP:Iteration 10Q (6334.840000 sec): 3 clusters Score: Raw -1721696.265994 + Penalty 929.821959 = -1720766.444035 nChanged 339 SP:Iteration 11Q (6335.050000 sec): 3 clusters Score: Raw -1721962.976899 + Penalty 929.821959 = -1721033.154940 nChanged 233 SP:Iteration 12Q (6335.290000 sec): 3 clusters Score: Raw -1722151.144869 + Penalty 929.821959 = -1721221.322910 nChanged 146 SP:Iteration 13Q (6335.600000 sec): 3 clusters Score: Raw -1722276.358926 + Penalty 929.821959 = -1721346.536966 nChanged 74 SP:Iteration 14Q (6335.940000 sec): 3 clusters Score: Raw -1722343.558449 + Penalty 929.821959 = -1721413.736489 nChanged 31 SP:Iteration 15Q (6336.170000 sec): 3 clusters Score: Raw -1722372.550020 + Penalty 929.821959 = -1721442.728061 nChanged 19 SP:Iteration 16Q (6336.380000 sec): 3 clusters Score: Raw -1722388.823582 + Penalty 929.821959 = -1721459.001623 nChanged 15 SP:Iteration 17Q (6336.620000 sec): 3 clusters Score: Raw -1722405.006975 + Penalty 929.821959 = -1721475.185016 nChanged 15 SP:Iteration 18Q (6336.860000 sec): 3 clusters Score: Raw -1722420.016046 + Penalty 929.821959 = -1721490.194087 nChanged 15 SP:Iteration 19Q (6337.140000 sec): 3 clusters Score: Raw -1722435.323444 + Penalty 929.821959 = -1721505.501485 nChanged 11 SP:Iteration 20F (6337.350000 sec): 3 clusters Score: Raw -1722447.153316 + Penalty 929.821959 = -1721517.331356 nChanged 4 SP:Iteration 21Q (6337.580000 sec): 3 clusters Score: Raw -1722452.064579 + Penalty 929.821959 = -1721522.242620 nChanged 0 SP:Iteration 22F (6337.890000 sec): 3 clusters Score: Raw -1722452.064579 + Penalty 929.821959 = -1721522.242620 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6337.980000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6338.170000 sec): 3 clusters Score: Raw -19874.222331 + Penalty 530.967777 = -19343.254554 nChanged 104 SP:Iteration 1F (6338.360000 sec): 3 clusters Score: Raw -19971.647825 + Penalty 530.967777 = -19440.680048 nChanged 31 SP:Iteration 2F (6338.510000 sec): 3 clusters Score: Raw -20014.846790 + Penalty 530.967777 = -19483.879013 nChanged 28 SP:Iteration 3F (6338.700000 sec): 3 clusters Score: Raw -20051.157809 + Penalty 530.967777 = -19520.190032 nChanged 12 SP:Iteration 4Q (6338.900000 sec): 3 clusters Score: Raw -20062.643480 + Penalty 530.967777 = -19531.675703 nChanged 10 SP:Iteration 5Q (6339.050000 sec): 3 clusters Score: Raw -20069.333623 + Penalty 530.967777 = -19538.365846 nChanged 2 SP:Iteration 6Q (6339.270000 sec): 3 clusters Score: Raw -20072.530509 + Penalty 530.967777 = -19541.562732 nChanged 2 SP:Iteration 7Q (6339.420000 sec): 3 clusters Score: Raw -20074.194401 + Penalty 530.967777 = -19543.226624 nChanged 0 SP:Iteration 8F (6339.600000 sec): 3 clusters Score: Raw -20074.194401 + Penalty 530.967777 = -19543.226624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6339.720000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6339.940000 sec): 3 clusters Score: Raw -10180.972951 + Penalty 471.542303 = -9709.430648 nChanged 42 SP:Iteration 1F (6340.140000 sec): 3 clusters Score: Raw -10230.157000 + Penalty 471.542303 = -9758.614697 nChanged 10 SP:Iteration 2F (6340.320000 sec): 3 clusters Score: Raw -10241.188912 + Penalty 471.542303 = -9769.646609 nChanged 7 SP:Iteration 3Q (6340.520000 sec): 3 clusters Score: Raw -10256.379054 + Penalty 471.542303 = -9784.836751 nChanged 4 SP:Iteration 4Q (6340.670000 sec): 3 clusters Score: Raw -10261.851740 + Penalty 471.542303 = -9790.309437 nChanged 2 SP:Iteration 5Q (6340.850000 sec): 3 clusters Score: Raw -10265.920624 + Penalty 471.542303 = -9794.378321 nChanged 1 SP:Iteration 6Q (6341.040000 sec): 3 clusters Score: Raw -10266.208844 + Penalty 471.542303 = -9794.666541 nChanged 0 SP:Iteration 7F (6341.200000 sec): 3 clusters Score: Raw -10266.208844 + Penalty 471.542303 = -9794.666541 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6341.330000 sec): 2 clusters Score: Raw -87856.086104 + Penalty 330.065092 = -87526.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6341.490000 sec): 3 clusters Score: Raw -87135.060344 + Penalty 660.130184 = -86474.930160 nChanged 592 SP:Iteration 1F (6341.690000 sec): 3 clusters Score: Raw -87468.708915 + Penalty 660.130184 = -86808.578731 nChanged 128 SP:Iteration 2F (6341.850000 sec): 3 clusters Score: Raw -87565.330050 + Penalty 660.130184 = -86905.199866 nChanged 119 SP:Iteration 3F (6342.050000 sec): 3 clusters Score: Raw -87690.965426 + Penalty 660.130184 = -87030.835242 nChanged 116 SP:Iteration 4F (6342.270000 sec): 3 clusters Score: Raw -87782.264180 + Penalty 660.130184 = -87122.133996 nChanged 84 SP:Iteration 5F (6342.380000 sec): 3 clusters Score: Raw -87845.864317 + Penalty 660.130184 = -87185.734133 nChanged 63 SP:Iteration 6Q (6342.570000 sec): 3 clusters Score: Raw -87891.327781 + Penalty 660.130184 = -87231.197597 nChanged 43 SP:Iteration 7Q (6342.760000 sec): 3 clusters Score: Raw -87915.099423 + Penalty 660.130184 = -87254.969239 nChanged 29 SP:Iteration 8Q (6342.940000 sec): 3 clusters Score: Raw -87926.199539 + Penalty 660.130184 = -87266.069355 nChanged 11 SP:Iteration 9Q (6343.140000 sec): 3 clusters Score: Raw -87930.620381 + Penalty 660.130184 = -87270.490197 nChanged 10 SP:Iteration 10Q (6343.360000 sec): 3 clusters Score: Raw -87935.268380 + Penalty 660.130184 = -87275.138196 nChanged 11 SP:Iteration 11Q (6343.520000 sec): 3 clusters Score: Raw -87941.318805 + Penalty 660.130184 = -87281.188621 nChanged 11 SP:Iteration 12Q (6343.660000 sec): 3 clusters Score: Raw -87946.144608 + Penalty 660.130184 = -87286.014424 nChanged 5 SP:Iteration 13Q (6343.840000 sec): 3 clusters Score: Raw -87947.481223 + Penalty 660.130184 = -87287.351039 nChanged 4 SP:Iteration 14Q (6344.000000 sec): 3 clusters Score: Raw -87949.486277 + Penalty 660.130184 = -87289.356093 nChanged 6 SP:Iteration 15Q (6344.170000 sec): 3 clusters Score: Raw -87951.656865 + Penalty 660.130184 = -87291.526681 nChanged 6 SP:Iteration 16Q (6344.340000 sec): 3 clusters Score: Raw -87954.285192 + Penalty 660.130184 = -87294.155008 nChanged 9 SP:Iteration 17Q (6344.520000 sec): 3 clusters Score: Raw -87958.056599 + Penalty 660.130184 = -87297.926415 nChanged 8 SP:Iteration 18Q (6344.700000 sec): 3 clusters Score: Raw -87960.861163 + Penalty 660.130184 = -87300.730979 nChanged 7 SP:Iteration 19Q (6344.880000 sec): 3 clusters Score: Raw -87963.340341 + Penalty 660.130184 = -87303.210157 nChanged 7 SP:Iteration 20F (6345.060000 sec): 3 clusters Score: Raw -87965.294721 + Penalty 660.130184 = -87305.164537 nChanged 7 SP:Iteration 21Q (6345.250000 sec): 3 clusters Score: Raw -87967.887021 + Penalty 660.130184 = -87307.756837 nChanged 11 SP:Iteration 22Q (6345.400000 sec): 3 clusters Score: Raw -87971.473915 + Penalty 660.130184 = -87311.343731 nChanged 5 SP:Iteration 23Q (6345.620000 sec): 3 clusters Score: Raw -87972.481629 + Penalty 660.130184 = -87312.351445 nChanged 4 SP:Iteration 24Q (6345.840000 sec): 3 clusters Score: Raw -87972.863387 + Penalty 660.130184 = -87312.733203 nChanged 3 SP:Iteration 25Q (6346.030000 sec): 3 clusters Score: Raw -87973.387994 + Penalty 660.130184 = -87313.257810 nChanged 3 SP:Iteration 26Q (6346.220000 sec): 3 clusters Score: Raw -87973.844146 + Penalty 660.130184 = -87313.713962 nChanged 3 SP:Iteration 27Q (6346.440000 sec): 3 clusters Score: Raw -87974.930082 + Penalty 660.130184 = -87314.799898 nChanged 4 SP:Iteration 28Q (6346.650000 sec): 3 clusters Score: Raw -87975.916647 + Penalty 660.130184 = -87315.786462 nChanged 4 SP:Iteration 29Q (6346.840000 sec): 3 clusters Score: Raw -87976.537001 + Penalty 660.130184 = -87316.406817 nChanged 5 SP:Iteration 30Q (6346.990000 sec): 3 clusters Score: Raw -87977.905021 + Penalty 660.130184 = -87317.774837 nChanged 5 SP:Iteration 31Q (6347.150000 sec): 3 clusters Score: Raw -87978.673401 + Penalty 660.130184 = -87318.543217 nChanged 1 SP:Iteration 32Q (6347.300000 sec): 3 clusters Score: Raw -87978.798207 + Penalty 660.130184 = -87318.668023 nChanged 1 SP:Iteration 33Q (6347.520000 sec): 3 clusters Score: Raw -87978.941214 + Penalty 660.130184 = -87318.811030 nChanged 1 SP:Iteration 34Q (6347.730000 sec): 3 clusters Score: Raw -87979.196380 + Penalty 660.130184 = -87319.066196 nChanged 1 SP:Iteration 35Q (6347.890000 sec): 3 clusters Score: Raw -87980.093168 + Penalty 660.130184 = -87319.962984 nChanged 0 SP:Iteration 36F (6348.110000 sec): 3 clusters Score: Raw -87980.093168 + Penalty 660.130184 = -87319.962984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6348.190000 sec): 2 clusters Score: Raw -350196.239830 + Penalty 393.764673 = -349802.475157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6348.410000 sec): 3 clusters Score: Raw -346670.714239 + Penalty 787.529347 = -345883.184892 nChanged 2608 SP:Iteration 1F (6348.600000 sec): 3 clusters Score: Raw -348269.238288 + Penalty 787.529347 = -347481.708941 nChanged 349 SP:Iteration 2F (6348.820000 sec): 3 clusters Score: Raw -348472.362279 + Penalty 787.529347 = -347684.832932 nChanged 332 SP:Iteration 3F (6349.040000 sec): 3 clusters Score: Raw -348685.063499 + Penalty 787.529347 = -347897.534152 nChanged 348 SP:Iteration 4F (6349.190000 sec): 3 clusters Score: Raw -348899.368365 + Penalty 787.529347 = -348111.839018 nChanged 320 SP:Iteration 5F (6349.410000 sec): 3 clusters Score: Raw -349082.525414 + Penalty 787.529347 = -348294.996068 nChanged 278 SP:Iteration 6Q (6349.620000 sec): 3 clusters Score: Raw -349237.175871 + Penalty 787.529347 = -348449.646525 nChanged 235 SP:Iteration 7Q (6349.790000 sec): 3 clusters Score: Raw -349379.337439 + Penalty 787.529347 = -348591.808093 nChanged 232 SP:Iteration 8Q (6349.990000 sec): 3 clusters Score: Raw -349491.493480 + Penalty 787.529347 = -348703.964133 nChanged 182 SP:Iteration 9Q (6350.190000 sec): 3 clusters Score: Raw -349583.331942 + Penalty 787.529347 = -348795.802595 nChanged 144 SP:Iteration 10Q (6350.380000 sec): 3 clusters Score: Raw -349661.944233 + Penalty 787.529347 = -348874.414886 nChanged 137 SP:Iteration 11Q (6350.590000 sec): 3 clusters Score: Raw -349720.077630 + Penalty 787.529347 = -348932.548284 nChanged 115 SP:Iteration 12Q (6350.760000 sec): 3 clusters Score: Raw -349769.240064 + Penalty 787.529347 = -348981.710718 nChanged 104 SP:Iteration 13Q (6350.970000 sec): 3 clusters Score: Raw -349813.480229 + Penalty 787.529347 = -349025.950882 nChanged 103 SP:Iteration 14Q (6351.170000 sec): 3 clusters Score: Raw -349862.186099 + Penalty 787.529347 = -349074.656752 nChanged 111 SP:Iteration 15Q (6351.340000 sec): 3 clusters Score: Raw -349931.607819 + Penalty 787.529347 = -349144.078472 nChanged 103 SP:Iteration 16Q (6351.550000 sec): 3 clusters Score: Raw -350000.633570 + Penalty 787.529347 = -349213.104223 nChanged 103 SP:Iteration 17Q (6351.740000 sec): 3 clusters Score: Raw -350061.474118 + Penalty 787.529347 = -349273.944772 nChanged 91 SP:Iteration 18Q (6351.940000 sec): 3 clusters Score: Raw -350108.355646 + Penalty 787.529347 = -349320.826300 nChanged 73 SP:Iteration 19Q (6352.120000 sec): 3 clusters Score: Raw -350138.738095 + Penalty 787.529347 = -349351.208748 nChanged 54 SP:Iteration 20F (6352.340000 sec): 3 clusters Score: Raw -350155.642089 + Penalty 787.529347 = -349368.112742 nChanged 39 SP:Iteration 21Q (6352.550000 sec): 3 clusters Score: Raw -350166.360980 + Penalty 787.529347 = -349378.831633 nChanged 28 SP:Iteration 22Q (6352.770000 sec): 3 clusters Score: Raw -350175.868320 + Penalty 787.529347 = -349388.338973 nChanged 33 SP:Iteration 23Q (6352.980000 sec): 3 clusters Score: Raw -350188.308593 + Penalty 787.529347 = -349400.779246 nChanged 32 SP:Iteration 24Q (6353.190000 sec): 3 clusters Score: Raw -350197.933999 + Penalty 787.529347 = -349410.404652 nChanged 16 SP:Iteration 25Q (6353.350000 sec): 3 clusters Score: Raw -350201.628063 + Penalty 787.529347 = -349414.098716 nChanged 22 SP:Iteration 26Q (6353.560000 sec): 3 clusters Score: Raw -350208.830564 + Penalty 787.529347 = -349421.301217 nChanged 24 SP:Iteration 27Q (6353.790000 sec): 3 clusters Score: Raw -350217.850493 + Penalty 787.529347 = -349430.321146 nChanged 27 SP:Iteration 28Q (6354.010000 sec): 3 clusters Score: Raw -350227.967260 + Penalty 787.529347 = -349440.437913 nChanged 25 SP:Iteration 29Q (6354.170000 sec): 3 clusters Score: Raw -350235.426401 + Penalty 787.529347 = -349447.897054 nChanged 25 SP:Iteration 30Q (6354.380000 sec): 3 clusters Score: Raw -350241.679538 + Penalty 787.529347 = -349454.150191 nChanged 18 SP:Iteration 31Q (6354.600000 sec): 3 clusters Score: Raw -350246.508744 + Penalty 787.529347 = -349458.979397 nChanged 14 SP:Iteration 32Q (6354.740000 sec): 3 clusters Score: Raw -350250.691678 + Penalty 787.529347 = -349463.162331 nChanged 13 SP:Iteration 33Q (6354.930000 sec): 3 clusters Score: Raw -350253.692366 + Penalty 787.529347 = -349466.163019 nChanged 12 SP:Iteration 34Q (6355.090000 sec): 3 clusters Score: Raw -350256.156158 + Penalty 787.529347 = -349468.626812 nChanged 10 SP:Iteration 35Q (6355.330000 sec): 3 clusters Score: Raw -350258.966707 + Penalty 787.529347 = -349471.437361 nChanged 15 SP:Iteration 36Q (6355.530000 sec): 3 clusters Score: Raw -350262.512668 + Penalty 787.529347 = -349474.983321 nChanged 15 SP:Iteration 37Q (6355.670000 sec): 3 clusters Score: Raw -350267.827791 + Penalty 787.529347 = -349480.298444 nChanged 19 SP:Iteration 38Q (6355.870000 sec): 3 clusters Score: Raw -350273.869137 + Penalty 787.529347 = -349486.339791 nChanged 13 SP:Iteration 39Q (6356.030000 sec): 3 clusters Score: Raw -350278.671441 + Penalty 787.529347 = -349491.142094 nChanged 18 SP:Iteration 40F (6356.220000 sec): 3 clusters Score: Raw -350282.462169 + Penalty 787.529347 = -349494.932822 nChanged 12 SP:Iteration 41Q (6356.410000 sec): 3 clusters Score: Raw -350285.186877 + Penalty 787.529347 = -349497.657530 nChanged 12 SP:Iteration 42Q (6356.590000 sec): 3 clusters Score: Raw -350288.456578 + Penalty 787.529347 = -349500.927231 nChanged 15 SP:Iteration 43Q (6356.810000 sec): 3 clusters Score: Raw -350292.677794 + Penalty 787.529347 = -349505.148448 nChanged 13 SP:Iteration 44Q (6356.990000 sec): 3 clusters Score: Raw -350301.313908 + Penalty 787.529347 = -349513.784561 nChanged 16 SP:Iteration 45Q (6357.180000 sec): 3 clusters Score: Raw -350310.408476 + Penalty 787.529347 = -349522.879130 nChanged 15 SP:Iteration 46Q (6357.410000 sec): 3 clusters Score: Raw -350315.013176 + Penalty 787.529347 = -349527.483829 nChanged 10 SP:Iteration 47Q (6357.550000 sec): 3 clusters Score: Raw -350318.443305 + Penalty 787.529347 = -349530.913958 nChanged 8 SP:Iteration 48Q (6357.700000 sec): 3 clusters Score: Raw -350321.054128 + Penalty 787.529347 = -349533.524781 nChanged 6 SP:Iteration 49Q (6357.870000 sec): 3 clusters Score: Raw -350323.569666 + Penalty 787.529347 = -349536.040319 nChanged 6 SP:Iteration 50Q (6358.090000 sec): 3 clusters Score: Raw -350325.285227 + Penalty 787.529347 = -349537.755881 nChanged 8 SP:Iteration 51Q (6358.250000 sec): 3 clusters Score: Raw -350327.219696 + Penalty 787.529347 = -349539.690349 nChanged 4 SP:Iteration 52Q (6358.410000 sec): 3 clusters Score: Raw -350327.918105 + Penalty 787.529347 = -349540.388758 nChanged 2 SP:Iteration 53Q (6358.540000 sec): 3 clusters Score: Raw -350328.092160 + Penalty 787.529347 = -349540.562813 nChanged 1 SP:Iteration 54Q (6358.780000 sec): 3 clusters Score: Raw -350328.136927 + Penalty 787.529347 = -349540.607580 nChanged 1 SP:Iteration 55Q (6358.990000 sec): 3 clusters Score: Raw -350328.204827 + Penalty 787.529347 = -349540.675480 nChanged 0 SP:Iteration 56F (6359.150000 sec): 3 clusters Score: Raw -350328.204827 + Penalty 787.529347 = -349540.675480 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6359.250000 sec): 2 clusters Score: Raw -3718.877645 + Penalty 195.834962 = -3523.042683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6359.390000 sec): 3 clusters Score: Raw -3794.340970 + Penalty 391.669923 = -3402.671046 nChanged 6 SP:Iteration 1F (6359.620000 sec): 3 clusters Score: Raw -3828.528784 + Penalty 391.669923 = -3436.858860 nChanged 1 SP:Iteration 2Q (6359.760000 sec): 3 clusters Score: Raw -3831.529488 + Penalty 391.669923 = -3439.859565 nChanged 0 SP:Iteration 3F (6360.010000 sec): 3 clusters Score: Raw -3831.529488 + Penalty 391.669923 = -3439.859565 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6360.120000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6360.290000 sec): 3 clusters Score: Raw -58517.049621 + Penalty 618.916756 = -57898.132865 nChanged 338 SP:Iteration 1F (6360.520000 sec): 3 clusters Score: Raw -58704.623043 + Penalty 618.916756 = -58085.706287 nChanged 74 SP:Iteration 2F (6360.660000 sec): 3 clusters Score: Raw -58756.688124 + Penalty 618.916756 = -58137.771368 nChanged 40 SP:Iteration 3Q (6360.860000 sec): 3 clusters Score: Raw -58780.226888 + Penalty 618.916756 = -58161.310132 nChanged 28 SP:Iteration 4Q (6361.070000 sec): 3 clusters Score: Raw -58804.223133 + Penalty 618.916756 = -58185.306377 nChanged 31 SP:Iteration 5Q (6361.300000 sec): 3 clusters Score: Raw -58819.841551 + Penalty 618.916756 = -58200.924795 nChanged 18 SP:Iteration 6Q (6361.430000 sec): 3 clusters Score: Raw -58828.361670 + Penalty 618.916756 = -58209.444914 nChanged 15 SP:Iteration 7Q (6361.620000 sec): 3 clusters Score: Raw -58836.190628 + Penalty 618.916756 = -58217.273871 nChanged 10 SP:Iteration 8Q (6361.790000 sec): 3 clusters Score: Raw -58839.585714 + Penalty 618.916756 = -58220.668958 nChanged 9 SP:Iteration 9Q (6361.980000 sec): 3 clusters Score: Raw -58846.191447 + Penalty 618.916756 = -58227.274691 nChanged 12 SP:Iteration 10Q (6362.140000 sec): 3 clusters Score: Raw -58858.197540 + Penalty 618.916756 = -58239.280784 nChanged 17 SP:Iteration 11Q (6362.310000 sec): 3 clusters Score: Raw -58878.620654 + Penalty 618.916756 = -58259.703898 nChanged 19 SP:Iteration 12Q (6362.470000 sec): 3 clusters Score: Raw -58890.402380 + Penalty 618.916756 = -58271.485624 nChanged 20 SP:Iteration 13Q (6362.680000 sec): 3 clusters Score: Raw -58906.218157 + Penalty 618.916756 = -58287.301401 nChanged 18 SP:Iteration 14Q (6362.820000 sec): 3 clusters Score: Raw -58914.393918 + Penalty 618.916756 = -58295.477162 nChanged 9 SP:Iteration 15Q (6362.990000 sec): 3 clusters Score: Raw -58920.035463 + Penalty 618.916756 = -58301.118707 nChanged 10 SP:Iteration 16Q (6363.240000 sec): 3 clusters Score: Raw -58923.445029 + Penalty 618.916756 = -58304.528273 nChanged 8 SP:Iteration 17Q (6363.380000 sec): 3 clusters Score: Raw -58927.239055 + Penalty 618.916756 = -58308.322299 nChanged 10 SP:Iteration 18Q (6363.580000 sec): 3 clusters Score: Raw -58933.669963 + Penalty 618.916756 = -58314.753207 nChanged 11 SP:Iteration 19Q (6363.760000 sec): 3 clusters Score: Raw -58939.178318 + Penalty 618.916756 = -58320.261562 nChanged 4 SP:Iteration 20F (6363.930000 sec): 3 clusters Score: Raw -58941.849235 + Penalty 618.916756 = -58322.932479 nChanged 7 SP:Iteration 21Q (6364.080000 sec): 3 clusters Score: Raw -58945.435283 + Penalty 618.916756 = -58326.518527 nChanged 8 SP:Iteration 22Q (6364.230000 sec): 3 clusters Score: Raw -58949.336816 + Penalty 618.916756 = -58330.420060 nChanged 7 SP:Iteration 23Q (6364.410000 sec): 3 clusters Score: Raw -58953.049072 + Penalty 618.916756 = -58334.132316 nChanged 4 SP:Iteration 24Q (6364.550000 sec): 3 clusters Score: Raw -58954.747228 + Penalty 618.916756 = -58335.830471 nChanged 6 SP:Iteration 25Q (6364.680000 sec): 3 clusters Score: Raw -58957.620191 + Penalty 618.916756 = -58338.703435 nChanged 3 SP:Iteration 26Q (6364.890000 sec): 3 clusters Score: Raw -58958.530019 + Penalty 618.916756 = -58339.613263 nChanged 2 SP:Iteration 27Q (6365.060000 sec): 3 clusters Score: Raw -58959.252540 + Penalty 618.916756 = -58340.335784 nChanged 1 SP:Iteration 28Q (6365.250000 sec): 3 clusters Score: Raw -58959.684930 + Penalty 618.916756 = -58340.768174 nChanged 1 SP:Iteration 29Q (6365.410000 sec): 3 clusters Score: Raw -58959.911915 + Penalty 618.916756 = -58340.995159 nChanged 1 SP:Iteration 30Q (6365.650000 sec): 3 clusters Score: Raw -58960.546883 + Penalty 618.916756 = -58341.630127 nChanged 2 SP:Iteration 31Q (6365.870000 sec): 3 clusters Score: Raw -58961.036223 + Penalty 618.916756 = -58342.119467 nChanged 0 SP:Iteration 32F (6366.090000 sec): 3 clusters Score: Raw -58961.036223 + Penalty 618.916756 = -58342.119467 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6366.190000 sec): 2 clusters Score: Raw -4047.832873 + Penalty 198.230252 = -3849.602621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6366.370000 sec): 3 clusters Score: Raw -4068.657764 + Penalty 396.460503 = -3672.197261 nChanged 16 SP:Iteration 1F (6366.510000 sec): 3 clusters Score: Raw -4115.676666 + Penalty 396.460503 = -3719.216163 nChanged 4 SP:Iteration 2F (6366.710000 sec): 3 clusters Score: Raw -4130.846499 + Penalty 396.460503 = -3734.385996 nChanged 1 SP:Iteration 3Q (6366.890000 sec): 3 clusters Score: Raw -4136.945940 + Penalty 396.460503 = -3740.485437 nChanged 1 SP:Iteration 4Q (6367.090000 sec): 3 clusters Score: Raw -4139.308427 + Penalty 396.460503 = -3742.847924 nChanged 1 SP:Iteration 5Q (6367.260000 sec): 3 clusters Score: Raw -4143.096365 + Penalty 396.460503 = -3746.635862 nChanged 1 SP:Iteration 6Q (6367.430000 sec): 3 clusters Score: Raw -4143.972447 + Penalty 396.460503 = -3747.511944 nChanged 0 SP:Iteration 7F (6367.660000 sec): 3 clusters Score: Raw -4143.972447 + Penalty 396.460503 = -3747.511944 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6367.710000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6367.920000 sec): 3 clusters Score: Raw -7241.444685 + Penalty 430.192292 = -6811.252393 nChanged 24 SP:Iteration 1F (6368.130000 sec): 3 clusters Score: Raw -7283.070506 + Penalty 430.192292 = -6852.878215 nChanged 6 SP:Iteration 2F (6368.260000 sec): 3 clusters Score: Raw -7295.227843 + Penalty 430.192292 = -6865.035552 nChanged 1 SP:Iteration 3Q (6368.400000 sec): 3 clusters Score: Raw -7295.591724 + Penalty 430.192292 = -6865.399432 nChanged 0 SP:Iteration 4F (6368.510000 sec): 3 clusters Score: Raw -7295.591724 + Penalty 430.192292 = -6865.399432 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6368.620000 sec): 2 clusters Score: Raw -4120.010728 + Penalty 191.987601 = -3928.023127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6368.830000 sec): 3 clusters Score: Raw -4177.041874 + Penalty 383.975201 = -3793.066673 nChanged 11 SP:Iteration 1F (6368.990000 sec): 3 clusters Score: Raw -4214.763786 + Penalty 383.975201 = -3830.788585 nChanged 2 SP:Iteration 2Q (6369.150000 sec): 3 clusters Score: Raw -4219.004983 + Penalty 383.975201 = -3835.029782 nChanged 1 SP:Iteration 3Q (6369.330000 sec): 3 clusters Score: Raw -4222.582997 + Penalty 383.975201 = -3838.607796 nChanged 1 SP:Iteration 4Q (6369.470000 sec): 3 clusters Score: Raw -4225.197179 + Penalty 383.975201 = -3841.221978 nChanged 1 SP:Iteration 5Q (6369.630000 sec): 3 clusters Score: Raw -4228.179906 + Penalty 383.975201 = -3844.204705 nChanged 0 SP:Iteration 6F (6369.840000 sec): 3 clusters Score: Raw -4228.179906 + Penalty 383.975201 = -3844.204705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6369.890000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6370.090000 sec): 3 clusters Score: Raw -14028.869309 + Penalty 500.614497 = -13528.254812 nChanged 68 SP:Iteration 1F (6370.270000 sec): 3 clusters Score: Raw -14123.309278 + Penalty 500.614497 = -13622.694781 nChanged 16 SP:Iteration 2F (6370.450000 sec): 3 clusters Score: Raw -14153.609213 + Penalty 500.614497 = -13652.994716 nChanged 13 SP:Iteration 3F (6370.630000 sec): 3 clusters Score: Raw -14173.635212 + Penalty 500.614497 = -13673.020715 nChanged 7 SP:Iteration 4Q (6370.830000 sec): 3 clusters Score: Raw -14184.222973 + Penalty 500.614497 = -13683.608476 nChanged 5 SP:Iteration 5Q (6371.010000 sec): 3 clusters Score: Raw -14193.454971 + Penalty 500.614497 = -13692.840474 nChanged 5 SP:Iteration 6Q (6371.200000 sec): 3 clusters Score: Raw -14199.346025 + Penalty 500.614497 = -13698.731528 nChanged 2 SP:Iteration 7Q (6371.350000 sec): 3 clusters Score: Raw -14200.045409 + Penalty 500.614497 = -13699.430912 nChanged 1 SP:Iteration 8Q (6371.590000 sec): 3 clusters Score: Raw -14200.199869 + Penalty 500.614497 = -13699.585372 nChanged 0 SP:Iteration 9F (6371.770000 sec): 3 clusters Score: Raw -14200.199869 + Penalty 500.614497 = -13699.585372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.880000 sec): 2 clusters Score: Raw -7488.143077 + Penalty 233.945692 = -7254.197385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6372.080000 sec): 3 clusters Score: Raw -7516.130373 + Penalty 467.891384 = -7048.238990 nChanged 51 SP:Iteration 1F (6372.270000 sec): 3 clusters Score: Raw -7607.584987 + Penalty 467.891384 = -7139.693603 nChanged 14 SP:Iteration 2F (6372.440000 sec): 3 clusters Score: Raw -7648.232625 + Penalty 467.891384 = -7180.341241 nChanged 5 SP:Iteration 3Q (6372.620000 sec): 3 clusters Score: Raw -7654.687832 + Penalty 467.891384 = -7186.796448 nChanged 2 SP:Iteration 4Q (6372.820000 sec): 3 clusters Score: Raw -7657.833409 + Penalty 467.891384 = -7189.942025 nChanged 2 SP:Iteration 5Q (6373.040000 sec): 3 clusters Score: Raw -7660.170455 + Penalty 467.891384 = -7192.279071 nChanged 0 SP:Iteration 6F (6373.220000 sec): 3 clusters Score: Raw -7660.170455 + Penalty 467.891384 = -7192.279071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6373.400000 sec): 2 clusters Score: Raw -2125642.209114 + Penalty 472.491616 = -2125169.717498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6373.660000 sec): 3 clusters Score: Raw -2104474.995542 + Penalty 944.983232 = -2103530.012310 nChanged 15459 SP:Iteration 1F (6373.890000 sec): 3 clusters Score: Raw -2114079.550280 + Penalty 944.983232 = -2113134.567048 nChanged 1958 SP:Iteration 2F (6374.160000 sec): 3 clusters Score: Raw -2115149.816397 + Penalty 944.983232 = -2114204.833165 nChanged 2213 SP:Iteration 3F (6374.490000 sec): 3 clusters Score: Raw -2116494.889391 + Penalty 944.983232 = -2115549.906159 nChanged 2232 SP:Iteration 4F (6374.760000 sec): 3 clusters Score: Raw -2117916.974582 + Penalty 944.983232 = -2116971.991350 nChanged 2174 SP:Iteration 5F (6375.090000 sec): 3 clusters Score: Raw -2119270.918992 + Penalty 944.983232 = -2118325.935760 nChanged 1932 SP:Iteration 6F (6375.390000 sec): 3 clusters Score: Raw -2120426.481440 + Penalty 944.983232 = -2119481.498208 nChanged 1582 SP:Iteration 7Q (6375.670000 sec): 3 clusters Score: Raw -2121387.141931 + Penalty 944.983232 = -2120442.158699 nChanged 1239 SP:Iteration 8Q (6375.960000 sec): 3 clusters Score: Raw -2122193.855963 + Penalty 944.983232 = -2121248.872731 nChanged 1074 SP:Iteration 9Q (6376.230000 sec): 3 clusters Score: Raw -2122930.300191 + Penalty 944.983232 = -2121985.316959 nChanged 901 SP:Iteration 10Q (6376.560000 sec): 3 clusters Score: Raw -2123564.253300 + Penalty 944.983232 = -2122619.270068 nChanged 732 SP:Iteration 11Q (6376.870000 sec): 3 clusters Score: Raw -2124066.966974 + Penalty 944.983232 = -2123121.983742 nChanged 610 SP:Iteration 12Q (6377.120000 sec): 3 clusters Score: Raw -2124477.731526 + Penalty 944.983232 = -2123532.748294 nChanged 496 SP:Iteration 13Q (6377.360000 sec): 3 clusters Score: Raw -2124794.666364 + Penalty 944.983232 = -2123849.683132 nChanged 401 SP:Iteration 14Q (6377.670000 sec): 3 clusters Score: Raw -2125048.215656 + Penalty 944.983232 = -2124103.232424 nChanged 333 SP:Iteration 15Q (6377.950000 sec): 3 clusters Score: Raw -2125259.638581 + Penalty 944.983232 = -2124314.655349 nChanged 220 SP:Iteration 16Q (6378.180000 sec): 3 clusters Score: Raw -2125387.385998 + Penalty 944.983232 = -2124442.402766 nChanged 164 SP:Iteration 17Q (6378.410000 sec): 3 clusters Score: Raw -2125483.168890 + Penalty 944.983232 = -2124538.185658 nChanged 123 SP:Iteration 18Q (6378.610000 sec): 3 clusters Score: Raw -2125561.521038 + Penalty 944.983232 = -2124616.537806 nChanged 92 SP:Iteration 19Q (6378.880000 sec): 3 clusters Score: Raw -2125615.454687 + Penalty 944.983232 = -2124670.471455 nChanged 59 SP:Iteration 20F (6379.150000 sec): 3 clusters Score: Raw -2125642.110195 + Penalty 944.983232 = -2124697.126963 nChanged 40 SP:Iteration 21Q (6379.390000 sec): 3 clusters Score: Raw -2125660.178524 + Penalty 944.983232 = -2124715.195292 nChanged 21 SP:Iteration 22Q (6379.630000 sec): 3 clusters Score: Raw -2125668.921525 + Penalty 944.983232 = -2124723.938293 nChanged 15 SP:Iteration 23Q (6379.870000 sec): 3 clusters Score: Raw -2125673.926013 + Penalty 944.983232 = -2124728.942781 nChanged 11 SP:Iteration 24Q (6380.130000 sec): 3 clusters Score: Raw -2125678.025102 + Penalty 944.983232 = -2124733.041870 nChanged 17 SP:Iteration 25Q (6380.350000 sec): 3 clusters Score: Raw -2125684.471696 + Penalty 944.983232 = -2124739.488464 nChanged 16 SP:Iteration 26Q (6380.590000 sec): 3 clusters Score: Raw -2125690.135563 + Penalty 944.983232 = -2124745.152331 nChanged 16 SP:Iteration 27Q (6380.830000 sec): 3 clusters Score: Raw -2125696.137795 + Penalty 944.983232 = -2124751.154563 nChanged 11 SP:Iteration 28Q (6381.060000 sec): 3 clusters Score: Raw -2125701.534106 + Penalty 944.983232 = -2124756.550874 nChanged 8 SP:Iteration 29Q (6381.350000 sec): 3 clusters Score: Raw -2125703.622061 + Penalty 944.983232 = -2124758.638828 nChanged 6 SP:Iteration 30Q (6381.570000 sec): 3 clusters Score: Raw -2125707.938448 + Penalty 944.983232 = -2124762.955216 nChanged 9 SP:Iteration 31Q (6381.840000 sec): 3 clusters Score: Raw -2125716.129230 + Penalty 944.983232 = -2124771.145998 nChanged 12 SP:Iteration 32Q (6382.030000 sec): 3 clusters Score: Raw -2125725.023811 + Penalty 944.983232 = -2124780.040579 nChanged 12 SP:Iteration 33Q (6382.300000 sec): 3 clusters Score: Raw -2125735.336417 + Penalty 944.983232 = -2124790.353185 nChanged 7 SP:Iteration 34Q (6382.540000 sec): 3 clusters Score: Raw -2125739.708856 + Penalty 944.983232 = -2124794.725624 nChanged 6 SP:Iteration 35Q (6382.770000 sec): 3 clusters Score: Raw -2125741.424812 + Penalty 944.983232 = -2124796.441579 nChanged 2 SP:Iteration 36Q (6383.010000 sec): 3 clusters Score: Raw -2125741.624588 + Penalty 944.983232 = -2124796.641356 nChanged 1 SP:Iteration 37Q (6383.270000 sec): 3 clusters Score: Raw -2125741.760261 + Penalty 944.983232 = -2124796.777029 nChanged 0 SP:Iteration 38F (6383.510000 sec): 3 clusters Score: Raw -2125741.760261 + Penalty 944.983232 = -2124796.777029 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6383.630000 sec): 2 clusters Score: Raw -8011.586306 + Penalty 233.140361 = -7778.445945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6383.830000 sec): 3 clusters Score: Raw -7992.503333 + Penalty 466.280722 = -7526.222611 nChanged 49 SP:Iteration 1F (6383.990000 sec): 3 clusters Score: Raw -8079.436098 + Penalty 466.280722 = -7613.155376 nChanged 16 SP:Iteration 2F (6384.170000 sec): 3 clusters Score: Raw -8133.784179 + Penalty 466.280722 = -7667.503457 nChanged 14 SP:Iteration 3F (6384.330000 sec): 3 clusters Score: Raw -8188.232610 + Penalty 466.280722 = -7721.951888 nChanged 7 SP:Iteration 4Q (6384.500000 sec): 3 clusters Score: Raw -8205.980923 + Penalty 466.280722 = -7739.700201 nChanged 1 SP:Iteration 5Q (6384.690000 sec): 3 clusters Score: Raw -8212.042811 + Penalty 466.280722 = -7745.762089 nChanged 0 SP:Iteration 6F (6384.830000 sec): 3 clusters Score: Raw -8212.042811 + Penalty 466.280722 = -7745.762089 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6384.940000 sec): 2 clusters Score: Raw -430747.942201 + Penalty 402.620239 = -430345.321963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6385.110000 sec): 3 clusters Score: Raw -426488.342517 + Penalty 805.240477 = -425683.102040 nChanged 3179 SP:Iteration 1F (6385.310000 sec): 3 clusters Score: Raw -428291.118523 + Penalty 805.240477 = -427485.878046 nChanged 504 SP:Iteration 2F (6385.450000 sec): 3 clusters Score: Raw -428583.039867 + Penalty 805.240477 = -427777.799390 nChanged 535 SP:Iteration 3F (6385.620000 sec): 3 clusters Score: Raw -428976.083645 + Penalty 805.240477 = -428170.843168 nChanged 588 SP:Iteration 4F (6385.790000 sec): 3 clusters Score: Raw -429508.271178 + Penalty 805.240477 = -428703.030701 nChanged 544 SP:Iteration 5F (6385.990000 sec): 3 clusters Score: Raw -430077.138272 + Penalty 805.240477 = -429271.897795 nChanged 378 SP:Iteration 6F (6386.170000 sec): 3 clusters Score: Raw -430482.965380 + Penalty 805.240477 = -429677.724903 nChanged 183 SP:Iteration 7Q (6386.320000 sec): 3 clusters Score: Raw -430679.188812 + Penalty 805.240477 = -429873.948335 nChanged 58 SP:Iteration 8Q (6386.520000 sec): 3 clusters Score: Raw -430752.985811 + Penalty 805.240477 = -429947.745334 nChanged 16 SP:Iteration 9Q (6386.670000 sec): 3 clusters Score: Raw -430788.705622 + Penalty 805.240477 = -429983.465145 nChanged 9 SP:Iteration 10Q (6386.830000 sec): 3 clusters Score: Raw -430800.645842 + Penalty 805.240477 = -429995.405365 nChanged 7 SP:Iteration 11Q (6387.050000 sec): 3 clusters Score: Raw -430809.720261 + Penalty 805.240477 = -430004.479784 nChanged 3 SP:Iteration 12Q (6387.200000 sec): 3 clusters Score: Raw -430813.570502 + Penalty 805.240477 = -430008.330025 nChanged 2 SP:Iteration 13Q (6387.400000 sec): 3 clusters Score: Raw -430820.737764 + Penalty 805.240477 = -430015.497287 nChanged 2 SP:Iteration 14Q (6387.550000 sec): 3 clusters Score: Raw -430823.321467 + Penalty 805.240477 = -430018.080990 nChanged 1 SP:Iteration 15Q (6387.760000 sec): 3 clusters Score: Raw -430830.423151 + Penalty 805.240477 = -430025.182673 nChanged 1 SP:Iteration 16Q (6387.910000 sec): 3 clusters Score: Raw -430833.031876 + Penalty 805.240477 = -430027.791399 nChanged 2 SP:Iteration 17Q (6388.150000 sec): 3 clusters Score: Raw -430834.452876 + Penalty 805.240477 = -430029.212399 nChanged 0 SP:Iteration 18F (6388.290000 sec): 3 clusters Score: Raw -430834.452876 + Penalty 805.240477 = -430029.212399 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6388.410000 sec): 2 clusters Score: Raw -14558.576102 + Penalty 248.604347 = -14309.971755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6388.630000 sec): 3 clusters Score: Raw -14487.545115 + Penalty 497.208694 = -13990.336421 nChanged 70 SP:Iteration 1F (6388.790000 sec): 3 clusters Score: Raw -14559.114778 + Penalty 497.208694 = -14061.906084 nChanged 13 SP:Iteration 2F (6389.000000 sec): 3 clusters Score: Raw -14576.829236 + Penalty 497.208694 = -14079.620542 nChanged 11 SP:Iteration 3Q (6389.190000 sec): 3 clusters Score: Raw -14583.621150 + Penalty 497.208694 = -14086.412456 nChanged 3 SP:Iteration 4Q (6389.370000 sec): 3 clusters Score: Raw -14586.066326 + Penalty 497.208694 = -14088.857632 nChanged 0 SP:Iteration 5F (6389.540000 sec): 3 clusters Score: Raw -14586.066326 + Penalty 497.208694 = -14088.857632 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6389.640000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6389.810000 sec): 3 clusters Score: Raw -232642.941601 + Penalty 741.981011 = -231900.960589 nChanged 1528 SP:Iteration 1F (6389.990000 sec): 3 clusters Score: Raw -233492.490904 + Penalty 741.981011 = -232750.509893 nChanged 237 SP:Iteration 2F (6390.170000 sec): 3 clusters Score: Raw -233623.148811 + Penalty 741.981011 = -232881.167799 nChanged 252 SP:Iteration 3F (6390.370000 sec): 3 clusters Score: Raw -233785.773703 + Penalty 741.981011 = -233043.792692 nChanged 277 SP:Iteration 4F (6390.590000 sec): 3 clusters Score: Raw -234013.227261 + Penalty 741.981011 = -233271.246249 nChanged 249 SP:Iteration 5F (6390.750000 sec): 3 clusters Score: Raw -234230.010860 + Penalty 741.981011 = -233488.029849 nChanged 218 SP:Iteration 6F (6390.950000 sec): 3 clusters Score: Raw -234434.734394 + Penalty 741.981011 = -233692.753383 nChanged 147 SP:Iteration 7Q (6391.110000 sec): 3 clusters Score: Raw -234587.971707 + Penalty 741.981011 = -233845.990695 nChanged 67 SP:Iteration 8Q (6391.280000 sec): 3 clusters Score: Raw -234670.428526 + Penalty 741.981011 = -233928.447515 nChanged 42 SP:Iteration 9Q (6391.490000 sec): 3 clusters Score: Raw -234729.190194 + Penalty 741.981011 = -233987.209183 nChanged 18 SP:Iteration 10Q (6391.630000 sec): 3 clusters Score: Raw -234750.420882 + Penalty 741.981011 = -234008.439870 nChanged 10 SP:Iteration 11Q (6391.820000 sec): 3 clusters Score: Raw -234757.289939 + Penalty 741.981011 = -234015.308928 nChanged 4 SP:Iteration 12Q (6392.030000 sec): 3 clusters Score: Raw -234761.950159 + Penalty 741.981011 = -234019.969148 nChanged 2 SP:Iteration 13Q (6392.190000 sec): 3 clusters Score: Raw -234764.179178 + Penalty 741.981011 = -234022.198167 nChanged 2 SP:Iteration 14Q (6392.370000 sec): 3 clusters Score: Raw -234765.697232 + Penalty 741.981011 = -234023.716221 nChanged 2 SP:Iteration 15Q (6392.520000 sec): 3 clusters Score: Raw -234766.244107 + Penalty 741.981011 = -234024.263096 nChanged 1 SP:Iteration 16Q (6392.660000 sec): 3 clusters Score: Raw -234766.741450 + Penalty 741.981011 = -234024.760439 nChanged 2 SP:Iteration 17Q (6392.850000 sec): 3 clusters Score: Raw -234767.717693 + Penalty 741.981011 = -234025.736682 nChanged 3 SP:Iteration 18Q (6393.010000 sec): 3 clusters Score: Raw -234769.248811 + Penalty 741.981011 = -234027.267799 nChanged 2 SP:Iteration 19Q (6393.170000 sec): 3 clusters Score: Raw -234770.298868 + Penalty 741.981011 = -234028.317857 nChanged 1 SP:Iteration 20F (6393.390000 sec): 3 clusters Score: Raw -234770.506088 + Penalty 741.981011 = -234028.525077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6393.440000 sec): 2 clusters Score: Raw -5873.843115 + Penalty 221.821478 = -5652.021637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6393.650000 sec): 3 clusters Score: Raw -5880.642243 + Penalty 443.642956 = -5436.999287 nChanged 44 SP:Iteration 1F (6393.800000 sec): 3 clusters Score: Raw -6038.448436 + Penalty 443.642956 = -5594.805479 nChanged 9 SP:Iteration 2F (6393.960000 sec): 3 clusters Score: Raw -6077.036043 + Penalty 443.642956 = -5633.393087 nChanged 4 SP:Iteration 3Q (6394.130000 sec): 3 clusters Score: Raw -6091.098869 + Penalty 443.642956 = -5647.455913 nChanged 1 SP:Iteration 4Q (6394.320000 sec): 3 clusters Score: Raw -6097.194107 + Penalty 443.642956 = -5653.551151 nChanged 1 SP:Iteration 5Q (6394.490000 sec): 3 clusters Score: Raw -6101.747269 + Penalty 443.642956 = -5658.104312 nChanged 1 SP:Iteration 6Q (6394.690000 sec): 3 clusters Score: Raw -6105.425159 + Penalty 443.642956 = -5661.782202 nChanged 0 SP:Iteration 7F (6394.910000 sec): 3 clusters Score: Raw -6105.425159 + Penalty 443.642956 = -5661.782202 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6394.990000 sec): 2 clusters Score: Raw -34933.295255 + Penalty 290.984403 = -34642.310852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6395.210000 sec): 3 clusters Score: Raw -34686.266196 + Penalty 581.968805 = -34104.297391 nChanged 229 SP:Iteration 1F (6395.340000 sec): 3 clusters Score: Raw -34860.317183 + Penalty 581.968805 = -34278.348377 nChanged 58 SP:Iteration 2F (6395.540000 sec): 3 clusters Score: Raw -34934.522487 + Penalty 581.968805 = -34352.553682 nChanged 43 SP:Iteration 3F (6395.680000 sec): 3 clusters Score: Raw -34976.275800 + Penalty 581.968805 = -34394.306994 nChanged 23 SP:Iteration 4Q (6395.850000 sec): 3 clusters Score: Raw -34995.806213 + Penalty 581.968805 = -34413.837408 nChanged 17 SP:Iteration 5Q (6396.010000 sec): 3 clusters Score: Raw -35004.015705 + Penalty 581.968805 = -34422.046899 nChanged 12 SP:Iteration 6Q (6396.210000 sec): 3 clusters Score: Raw -35012.845163 + Penalty 581.968805 = -34430.876358 nChanged 12 SP:Iteration 7Q (6396.410000 sec): 3 clusters Score: Raw -35021.988804 + Penalty 581.968805 = -34440.019998 nChanged 9 SP:Iteration 8Q (6396.610000 sec): 3 clusters Score: Raw -35031.290515 + Penalty 581.968805 = -34449.321709 nChanged 13 SP:Iteration 9Q (6396.770000 sec): 3 clusters Score: Raw -35049.541096 + Penalty 581.968805 = -34467.572291 nChanged 15 SP:Iteration 10Q (6396.990000 sec): 3 clusters Score: Raw -35073.217831 + Penalty 581.968805 = -34491.249025 nChanged 14 SP:Iteration 11Q (6397.150000 sec): 3 clusters Score: Raw -35094.718114 + Penalty 581.968805 = -34512.749309 nChanged 13 SP:Iteration 12Q (6397.350000 sec): 3 clusters Score: Raw -35103.234732 + Penalty 581.968805 = -34521.265927 nChanged 3 SP:Iteration 13Q (6397.570000 sec): 3 clusters Score: Raw -35104.076349 + Penalty 581.968805 = -34522.107544 nChanged 0 SP:Iteration 14F (6397.710000 sec): 3 clusters Score: Raw -35104.076349 + Penalty 581.968805 = -34522.107544 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6397.810000 sec): 2 clusters Score: Raw -144061.601409 + Penalty 351.442212 = -143710.159197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6397.970000 sec): 3 clusters Score: Raw -142814.564496 + Penalty 702.884424 = -142111.680072 nChanged 984 SP:Iteration 1F (6398.180000 sec): 3 clusters Score: Raw -143360.450399 + Penalty 702.884424 = -142657.565975 nChanged 149 SP:Iteration 2F (6398.320000 sec): 3 clusters Score: Raw -143424.944769 + Penalty 702.884424 = -142722.060345 nChanged 121 SP:Iteration 3F (6398.500000 sec): 3 clusters Score: Raw -143486.483944 + Penalty 702.884424 = -142783.599521 nChanged 94 SP:Iteration 4Q (6398.660000 sec): 3 clusters Score: Raw -143526.717635 + Penalty 702.884424 = -142823.833211 nChanged 66 SP:Iteration 5Q (6398.850000 sec): 3 clusters Score: Raw -143562.926493 + Penalty 702.884424 = -142860.042069 nChanged 67 SP:Iteration 6Q (6399.040000 sec): 3 clusters Score: Raw -143603.577105 + Penalty 702.884424 = -142900.692681 nChanged 76 SP:Iteration 7Q (6399.230000 sec): 3 clusters Score: Raw -143643.953213 + Penalty 702.884424 = -142941.068789 nChanged 80 SP:Iteration 8Q (6399.380000 sec): 3 clusters Score: Raw -143696.523603 + Penalty 702.884424 = -142993.639180 nChanged 93 SP:Iteration 9Q (6399.560000 sec): 3 clusters Score: Raw -143760.424837 + Penalty 702.884424 = -143057.540414 nChanged 88 SP:Iteration 10Q (6399.700000 sec): 3 clusters Score: Raw -143807.839044 + Penalty 702.884424 = -143104.954620 nChanged 74 SP:Iteration 11Q (6399.900000 sec): 3 clusters Score: Raw -143857.037672 + Penalty 702.884424 = -143154.153249 nChanged 73 SP:Iteration 12Q (6400.080000 sec): 3 clusters Score: Raw -143915.544990 + Penalty 702.884424 = -143212.660566 nChanged 65 SP:Iteration 13Q (6400.270000 sec): 3 clusters Score: Raw -143968.115312 + Penalty 702.884424 = -143265.230888 nChanged 49 SP:Iteration 14Q (6400.460000 sec): 3 clusters Score: Raw -143996.761640 + Penalty 702.884424 = -143293.877216 nChanged 38 SP:Iteration 15Q (6400.690000 sec): 3 clusters Score: Raw -144011.820559 + Penalty 702.884424 = -143308.936136 nChanged 29 SP:Iteration 16Q (6400.860000 sec): 3 clusters Score: Raw -144022.289429 + Penalty 702.884424 = -143319.405005 nChanged 25 SP:Iteration 17Q (6401.080000 sec): 3 clusters Score: Raw -144032.247175 + Penalty 702.884424 = -143329.362752 nChanged 23 SP:Iteration 18Q (6401.270000 sec): 3 clusters Score: Raw -144039.716110 + Penalty 702.884424 = -143336.831686 nChanged 13 SP:Iteration 19Q (6401.460000 sec): 3 clusters Score: Raw -144043.410975 + Penalty 702.884424 = -143340.526551 nChanged 12 SP:Iteration 20F (6401.650000 sec): 3 clusters Score: Raw -144048.579305 + Penalty 702.884424 = -143345.694881 nChanged 15 SP:Iteration 21Q (6401.830000 sec): 3 clusters Score: Raw -144052.636848 + Penalty 702.884424 = -143349.752425 nChanged 11 SP:Iteration 22Q (6402.010000 sec): 3 clusters Score: Raw -144054.209650 + Penalty 702.884424 = -143351.325226 nChanged 5 SP:Iteration 23Q (6402.230000 sec): 3 clusters Score: Raw -144054.985330 + Penalty 702.884424 = -143352.100906 nChanged 6 SP:Iteration 24Q (6402.410000 sec): 3 clusters Score: Raw -144056.271800 + Penalty 702.884424 = -143353.387376 nChanged 7 SP:Iteration 25Q (6402.620000 sec): 3 clusters Score: Raw -144057.642678 + Penalty 702.884424 = -143354.758254 nChanged 7 SP:Iteration 26Q (6402.780000 sec): 3 clusters Score: Raw -144059.704296 + Penalty 702.884424 = -143356.819873 nChanged 7 SP:Iteration 27Q (6402.940000 sec): 3 clusters Score: Raw -144061.677207 + Penalty 702.884424 = -143358.792783 nChanged 8 SP:Iteration 28Q (6403.100000 sec): 3 clusters Score: Raw -144063.401810 + Penalty 702.884424 = -143360.517387 nChanged 8 SP:Iteration 29Q (6403.270000 sec): 3 clusters Score: Raw -144065.702637 + Penalty 702.884424 = -143362.818213 nChanged 10 SP:Iteration 30Q (6403.460000 sec): 3 clusters Score: Raw -144068.993793 + Penalty 702.884424 = -143366.109369 nChanged 7 SP:Iteration 31Q (6403.650000 sec): 3 clusters Score: Raw -144069.872809 + Penalty 702.884424 = -143366.988385 nChanged 2 SP:Iteration 32Q (6403.840000 sec): 3 clusters Score: Raw -144070.141596 + Penalty 702.884424 = -143367.257172 nChanged 2 SP:Iteration 33Q (6403.990000 sec): 3 clusters Score: Raw -144070.376262 + Penalty 702.884424 = -143367.491838 nChanged 2 SP:Iteration 34Q (6404.220000 sec): 3 clusters Score: Raw -144070.655931 + Penalty 702.884424 = -143367.771508 nChanged 3 SP:Iteration 35Q (6404.380000 sec): 3 clusters Score: Raw -144070.846334 + Penalty 702.884424 = -143367.961910 nChanged 1 SP:Iteration 36Q (6404.550000 sec): 3 clusters Score: Raw -144070.922865 + Penalty 702.884424 = -143368.038441 nChanged 0 SP:Iteration 37F (6404.700000 sec): 3 clusters Score: Raw -144070.922865 + Penalty 702.884424 = -143368.038441 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6404.830000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6404.990000 sec): 3 clusters Score: Raw -7770.463636 + Penalty 440.101654 = -7330.361983 nChanged 24 SP:Iteration 1F (6405.170000 sec): 3 clusters Score: Raw -7800.820863 + Penalty 440.101654 = -7360.719209 nChanged 6 SP:Iteration 2Q (6405.340000 sec): 3 clusters Score: Raw -7816.235227 + Penalty 440.101654 = -7376.133573 nChanged 4 SP:Iteration 3Q (6405.500000 sec): 3 clusters Score: Raw -7824.273771 + Penalty 440.101654 = -7384.172118 nChanged 3 SP:Iteration 4Q (6405.680000 sec): 3 clusters Score: Raw -7828.697146 + Penalty 440.101654 = -7388.595493 nChanged 1 SP:Iteration 5Q (6405.860000 sec): 3 clusters Score: Raw -7829.265584 + Penalty 440.101654 = -7389.163931 nChanged 0 SP:Iteration 6F (6406.040000 sec): 3 clusters Score: Raw -7829.265584 + Penalty 440.101654 = -7389.163931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6406.120000 sec): 2 clusters Score: Raw -8575.707617 + Penalty 225.490131 = -8350.217486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6406.270000 sec): 3 clusters Score: Raw -8578.936831 + Penalty 450.980262 = -8127.956569 nChanged 32 SP:Iteration 1F (6406.470000 sec): 3 clusters Score: Raw -8630.367748 + Penalty 450.980262 = -8179.387486 nChanged 11 SP:Iteration 2F (6406.630000 sec): 3 clusters Score: Raw -8646.532159 + Penalty 450.980262 = -8195.551897 nChanged 2 SP:Iteration 3Q (6406.830000 sec): 3 clusters Score: Raw -8650.843002 + Penalty 450.980262 = -8199.862740 nChanged 0 SP:Iteration 4F (6406.990000 sec): 3 clusters Score: Raw -8650.843002 + Penalty 450.980262 = -8199.862740 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6407.110000 sec): 2 clusters Score: Raw -5572.004845 + Penalty 207.201399 = -5364.803446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6407.300000 sec): 3 clusters Score: Raw -5568.730333 + Penalty 414.402797 = -5154.327536 nChanged 18 SP:Iteration 1F (6407.460000 sec): 3 clusters Score: Raw -5613.295114 + Penalty 414.402797 = -5198.892317 nChanged 6 SP:Iteration 2F (6407.630000 sec): 3 clusters Score: Raw -5628.551244 + Penalty 414.402797 = -5214.148447 nChanged 1 SP:Iteration 3Q (6407.810000 sec): 3 clusters Score: Raw -5631.584134 + Penalty 414.402797 = -5217.181337 nChanged 0 SP:Iteration 4F (6407.970000 sec): 3 clusters Score: Raw -5631.584134 + Penalty 414.402797 = -5217.181337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6408.080000 sec): 2 clusters Score: Raw -28923.206057 + Penalty 276.323526 = -28646.882531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6408.230000 sec): 3 clusters Score: Raw -28795.715922 + Penalty 552.647053 = -28243.068869 nChanged 130 SP:Iteration 1F (6408.370000 sec): 3 clusters Score: Raw -28925.271643 + Penalty 552.647053 = -28372.624590 nChanged 34 SP:Iteration 2F (6408.570000 sec): 3 clusters Score: Raw -28955.044185 + Penalty 552.647053 = -28402.397132 nChanged 11 SP:Iteration 3Q (6408.750000 sec): 3 clusters Score: Raw -28964.503092 + Penalty 552.647053 = -28411.856040 nChanged 8 SP:Iteration 4Q (6408.920000 sec): 3 clusters Score: Raw -28973.033389 + Penalty 552.647053 = -28420.386337 nChanged 8 SP:Iteration 5Q (6409.070000 sec): 3 clusters Score: Raw -28986.560984 + Penalty 552.647053 = -28433.913931 nChanged 11 SP:Iteration 6Q (6409.230000 sec): 3 clusters Score: Raw -28996.334138 + Penalty 552.647053 = -28443.687086 nChanged 7 SP:Iteration 7Q (6409.390000 sec): 3 clusters Score: Raw -29000.413595 + Penalty 552.647053 = -28447.766543 nChanged 2 SP:Iteration 8Q (6409.570000 sec): 3 clusters Score: Raw -29001.961269 + Penalty 552.647053 = -28449.314217 nChanged 6 SP:Iteration 9Q (6409.770000 sec): 3 clusters Score: Raw -29007.032146 + Penalty 552.647053 = -28454.385093 nChanged 8 SP:Iteration 10Q (6409.970000 sec): 3 clusters Score: Raw -29014.862972 + Penalty 552.647053 = -28462.215919 nChanged 8 SP:Iteration 11Q (6410.150000 sec): 3 clusters Score: Raw -29023.604687 + Penalty 552.647053 = -28470.957634 nChanged 11 SP:Iteration 12Q (6410.280000 sec): 3 clusters Score: Raw -29033.005960 + Penalty 552.647053 = -28480.358908 nChanged 4 SP:Iteration 13Q (6410.450000 sec): 3 clusters Score: Raw -29034.945077 + Penalty 552.647053 = -28482.298024 nChanged 2 SP:Iteration 14Q (6410.600000 sec): 3 clusters Score: Raw -29036.659167 + Penalty 552.647053 = -28484.012114 nChanged 4 SP:Iteration 15Q (6410.760000 sec): 3 clusters Score: Raw -29039.897204 + Penalty 552.647053 = -28487.250152 nChanged 4 SP:Iteration 16Q (6410.950000 sec): 3 clusters Score: Raw -29043.641892 + Penalty 552.647053 = -28490.994839 nChanged 5 SP:Iteration 17Q (6411.160000 sec): 3 clusters Score: Raw -29046.847151 + Penalty 552.647053 = -28494.200098 nChanged 2 SP:Iteration 18Q (6411.330000 sec): 3 clusters Score: Raw -29047.754412 + Penalty 552.647053 = -28495.107359 nChanged 2 SP:Iteration 19Q (6411.510000 sec): 3 clusters Score: Raw -29052.364614 + Penalty 552.647053 = -28499.717562 nChanged 5 SP:Iteration 20F (6411.680000 sec): 3 clusters Score: Raw -29064.653223 + Penalty 552.647053 = -28512.006170 nChanged 5 SP:Iteration 21Q (6411.880000 sec): 3 clusters Score: Raw -29066.841437 + Penalty 552.647053 = -28514.194384 nChanged 1 SP:Iteration 22Q (6412.070000 sec): 3 clusters Score: Raw -29067.124518 + Penalty 552.647053 = -28514.477465 nChanged 1 SP:Iteration 23Q (6412.230000 sec): 3 clusters Score: Raw -29067.352792 + Penalty 552.647053 = -28514.705739 nChanged 1 SP:Iteration 24Q (6412.410000 sec): 3 clusters Score: Raw -29067.694104 + Penalty 552.647053 = -28515.047051 nChanged 0 SP:Iteration 25F (6412.600000 sec): 3 clusters Score: Raw -29067.694104 + Penalty 552.647053 = -28515.047051 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6412.710000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6412.880000 sec): 3 clusters Score: Raw -6606.623320 + Penalty 432.576707 = -6174.046612 nChanged 22 SP:Iteration 1F (6413.070000 sec): 3 clusters Score: Raw -6657.966546 + Penalty 432.576707 = -6225.389839 nChanged 8 SP:Iteration 2F (6413.270000 sec): 3 clusters Score: Raw -6668.915928 + Penalty 432.576707 = -6236.339220 nChanged 1 SP:Iteration 3Q (6413.440000 sec): 3 clusters Score: Raw -6671.942326 + Penalty 432.576707 = -6239.365618 nChanged 0 SP:Iteration 4F (6413.650000 sec): 3 clusters Score: Raw -6671.942326 + Penalty 432.576707 = -6239.365618 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6413.770000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6413.950000 sec): 3 clusters Score: Raw -20596.741373 + Penalty 524.632390 = -20072.108982 nChanged 92 SP:Iteration 1F (6414.180000 sec): 3 clusters Score: Raw -20722.162494 + Penalty 524.632390 = -20197.530104 nChanged 44 SP:Iteration 2F (6414.340000 sec): 3 clusters Score: Raw -20805.469080 + Penalty 524.632390 = -20280.836690 nChanged 23 SP:Iteration 3F (6414.540000 sec): 3 clusters Score: Raw -20834.493562 + Penalty 524.632390 = -20309.861172 nChanged 15 SP:Iteration 4Q (6414.700000 sec): 3 clusters Score: Raw -20855.577984 + Penalty 524.632390 = -20330.945594 nChanged 10 SP:Iteration 5Q (6414.850000 sec): 3 clusters Score: Raw -20866.717235 + Penalty 524.632390 = -20342.084845 nChanged 6 SP:Iteration 6Q (6415.030000 sec): 3 clusters Score: Raw -20875.072422 + Penalty 524.632390 = -20350.440032 nChanged 6 SP:Iteration 7Q (6415.230000 sec): 3 clusters Score: Raw -20883.248790 + Penalty 524.632390 = -20358.616400 nChanged 3 SP:Iteration 8Q (6415.360000 sec): 3 clusters Score: Raw -20886.846232 + Penalty 524.632390 = -20362.213842 nChanged 5 SP:Iteration 9Q (6415.550000 sec): 3 clusters Score: Raw -20890.468911 + Penalty 524.632390 = -20365.836521 nChanged 4 SP:Iteration 10Q (6415.760000 sec): 3 clusters Score: Raw -20894.389953 + Penalty 524.632390 = -20369.757563 nChanged 7 SP:Iteration 11Q (6416.030000 sec): 3 clusters Score: Raw -20900.082079 + Penalty 524.632390 = -20375.449688 nChanged 1 SP:Iteration 12Q (6416.240000 sec): 3 clusters Score: Raw -20901.652388 + Penalty 524.632390 = -20377.019998 nChanged 2 SP:Iteration 13Q (6416.410000 sec): 3 clusters Score: Raw -20903.241149 + Penalty 524.632390 = -20378.608758 nChanged 2 SP:Iteration 14Q (6416.670000 sec): 3 clusters Score: Raw -20905.199803 + Penalty 524.632390 = -20380.567412 nChanged 2 SP:Iteration 15Q (6416.880000 sec): 3 clusters Score: Raw -20907.000474 + Penalty 524.632390 = -20382.368084 nChanged 1 SP:Iteration 16Q (6417.100000 sec): 3 clusters Score: Raw -20907.296518 + Penalty 524.632390 = -20382.664127 nChanged 0 SP:Iteration 17F (6417.260000 sec): 3 clusters Score: Raw -20907.296518 + Penalty 524.632390 = -20382.664127 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6417.420000 sec): 2 clusters Score: Raw -38326.998616 + Penalty 296.148996 = -38030.849620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6417.580000 sec): 3 clusters Score: Raw -38033.883703 + Penalty 592.297991 = -37441.585711 nChanged 236 SP:Iteration 1F (6417.740000 sec): 3 clusters Score: Raw -38189.654282 + Penalty 592.297991 = -37597.356291 nChanged 52 SP:Iteration 2F (6417.910000 sec): 3 clusters Score: Raw -38234.655774 + Penalty 592.297991 = -37642.357783 nChanged 37 SP:Iteration 3F (6418.090000 sec): 3 clusters Score: Raw -38274.366534 + Penalty 592.297991 = -37682.068542 nChanged 34 SP:Iteration 4F (6418.310000 sec): 3 clusters Score: Raw -38303.752096 + Penalty 592.297991 = -37711.454105 nChanged 22 SP:Iteration 5Q (6418.490000 sec): 3 clusters Score: Raw -38318.483971 + Penalty 592.297991 = -37726.185980 nChanged 16 SP:Iteration 6Q (6418.670000 sec): 3 clusters Score: Raw -38326.421415 + Penalty 592.297991 = -37734.123424 nChanged 14 SP:Iteration 7Q (6418.860000 sec): 3 clusters Score: Raw -38332.510081 + Penalty 592.297991 = -37740.212089 nChanged 10 SP:Iteration 8Q (6419.020000 sec): 3 clusters Score: Raw -38338.869471 + Penalty 592.297991 = -37746.571479 nChanged 9 SP:Iteration 9Q (6419.200000 sec): 3 clusters Score: Raw -38345.664227 + Penalty 592.297991 = -37753.366235 nChanged 9 SP:Iteration 10Q (6419.360000 sec): 3 clusters Score: Raw -38350.360190 + Penalty 592.297991 = -37758.062198 nChanged 7 SP:Iteration 11Q (6419.550000 sec): 3 clusters Score: Raw -38354.299828 + Penalty 592.297991 = -37762.001836 nChanged 4 SP:Iteration 12Q (6419.810000 sec): 3 clusters Score: Raw -38356.655594 + Penalty 592.297991 = -37764.357602 nChanged 5 SP:Iteration 13Q (6419.980000 sec): 3 clusters Score: Raw -38363.352202 + Penalty 592.297991 = -37771.054211 nChanged 7 SP:Iteration 14Q (6420.140000 sec): 3 clusters Score: Raw -38369.432119 + Penalty 592.297991 = -37777.134127 nChanged 4 SP:Iteration 15Q (6420.330000 sec): 3 clusters Score: Raw -38371.858190 + Penalty 592.297991 = -37779.560198 nChanged 3 SP:Iteration 16Q (6420.490000 sec): 3 clusters Score: Raw -38374.746626 + Penalty 592.297991 = -37782.448635 nChanged 6 SP:Iteration 17Q (6420.730000 sec): 3 clusters Score: Raw -38377.277453 + Penalty 592.297991 = -37784.979462 nChanged 3 SP:Iteration 18Q (6420.920000 sec): 3 clusters Score: Raw -38377.955511 + Penalty 592.297991 = -37785.657519 nChanged 1 SP:Iteration 19Q (6421.150000 sec): 3 clusters Score: Raw -38378.059765 + Penalty 592.297991 = -37785.761773 nChanged 0 SP:Iteration 20F (6421.350000 sec): 3 clusters Score: Raw -38378.059765 + Penalty 592.297991 = -37785.761773 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6421.480000 sec): 2 clusters Score: Raw -424624.304183 + Penalty 404.888065 = -424219.416118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6421.640000 sec): 3 clusters Score: Raw -420172.604912 + Penalty 809.776130 = -419362.828782 nChanged 3335 SP:Iteration 1F (6421.880000 sec): 3 clusters Score: Raw -422200.626180 + Penalty 809.776130 = -421390.850050 nChanged 433 SP:Iteration 2F (6422.090000 sec): 3 clusters Score: Raw -422395.650159 + Penalty 809.776130 = -421585.874029 nChanged 349 SP:Iteration 3Q (6422.310000 sec): 3 clusters Score: Raw -422567.582569 + Penalty 809.776130 = -421757.806438 nChanged 365 SP:Iteration 4Q (6422.500000 sec): 3 clusters Score: Raw -422783.247925 + Penalty 809.776130 = -421973.471795 nChanged 331 SP:Iteration 5Q (6422.690000 sec): 3 clusters Score: Raw -423000.722465 + Penalty 809.776130 = -422190.946334 nChanged 319 SP:Iteration 6Q (6422.860000 sec): 3 clusters Score: Raw -423191.669042 + Penalty 809.776130 = -422381.892912 nChanged 260 SP:Iteration 7Q (6423.060000 sec): 3 clusters Score: Raw -423302.862506 + Penalty 809.776130 = -422493.086376 nChanged 200 SP:Iteration 8Q (6423.260000 sec): 3 clusters Score: Raw -423370.806894 + Penalty 809.776130 = -422561.030764 nChanged 141 SP:Iteration 9Q (6423.490000 sec): 3 clusters Score: Raw -423407.343311 + Penalty 809.776130 = -422597.567181 nChanged 129 SP:Iteration 10Q (6423.700000 sec): 3 clusters Score: Raw -423440.565195 + Penalty 809.776130 = -422630.789064 nChanged 121 SP:Iteration 11Q (6423.890000 sec): 3 clusters Score: Raw -423472.678771 + Penalty 809.776130 = -422662.902641 nChanged 127 SP:Iteration 12Q (6424.100000 sec): 3 clusters Score: Raw -423510.441383 + Penalty 809.776130 = -422700.665252 nChanged 138 SP:Iteration 13Q (6424.320000 sec): 3 clusters Score: Raw -423553.936366 + Penalty 809.776130 = -422744.160236 nChanged 153 SP:Iteration 14Q (6424.500000 sec): 3 clusters Score: Raw -423612.012572 + Penalty 809.776130 = -422802.236442 nChanged 177 SP:Iteration 15Q (6424.660000 sec): 3 clusters Score: Raw -423680.190063 + Penalty 809.776130 = -422870.413932 nChanged 182 SP:Iteration 16Q (6424.820000 sec): 3 clusters Score: Raw -423755.021782 + Penalty 809.776130 = -422945.245651 nChanged 159 SP:Iteration 17Q (6425.000000 sec): 3 clusters Score: Raw -423824.684077 + Penalty 809.776130 = -423014.907947 nChanged 165 SP:Iteration 18Q (6425.200000 sec): 3 clusters Score: Raw -423905.730754 + Penalty 809.776130 = -423095.954624 nChanged 175 SP:Iteration 19Q (6425.380000 sec): 3 clusters Score: Raw -424000.694786 + Penalty 809.776130 = -423190.918656 nChanged 175 SP:Iteration 20F (6425.590000 sec): 3 clusters Score: Raw -424108.193576 + Penalty 809.776130 = -423298.417446 nChanged 188 SP:Iteration 21Q (6425.780000 sec): 3 clusters Score: Raw -424226.253536 + Penalty 809.776130 = -423416.477405 nChanged 167 SP:Iteration 22Q (6425.970000 sec): 3 clusters Score: Raw -424335.809421 + Penalty 809.776130 = -423526.033291 nChanged 146 SP:Iteration 23Q (6426.190000 sec): 3 clusters Score: Raw -424437.656960 + Penalty 809.776130 = -423627.880830 nChanged 134 SP:Iteration 24Q (6426.410000 sec): 3 clusters Score: Raw -424542.932342 + Penalty 809.776130 = -423733.156212 nChanged 127 SP:Iteration 25Q (6426.610000 sec): 3 clusters Score: Raw -424641.666818 + Penalty 809.776130 = -423831.890688 nChanged 90 SP:Iteration 26Q (6426.770000 sec): 3 clusters Score: Raw -424706.614434 + Penalty 809.776130 = -423896.838303 nChanged 72 SP:Iteration 27Q (6426.950000 sec): 3 clusters Score: Raw -424764.231424 + Penalty 809.776130 = -423954.455294 nChanged 65 SP:Iteration 28Q (6427.120000 sec): 3 clusters Score: Raw -424806.071278 + Penalty 809.776130 = -423996.295148 nChanged 36 SP:Iteration 29Q (6427.350000 sec): 3 clusters Score: Raw -424823.681921 + Penalty 809.776130 = -424013.905790 nChanged 27 SP:Iteration 30Q (6427.550000 sec): 3 clusters Score: Raw -424840.502205 + Penalty 809.776130 = -424030.726075 nChanged 20 SP:Iteration 31Q (6427.750000 sec): 3 clusters Score: Raw -424858.219019 + Penalty 809.776130 = -424048.442889 nChanged 10 SP:Iteration 32Q (6427.920000 sec): 3 clusters Score: Raw -424862.854701 + Penalty 809.776130 = -424053.078571 nChanged 5 SP:Iteration 33Q (6428.120000 sec): 3 clusters Score: Raw -424864.747164 + Penalty 809.776130 = -424054.971033 nChanged 3 SP:Iteration 34Q (6428.260000 sec): 3 clusters Score: Raw -424865.775792 + Penalty 809.776130 = -424055.999662 nChanged 5 SP:Iteration 35Q (6428.460000 sec): 3 clusters Score: Raw -424867.616379 + Penalty 809.776130 = -424057.840249 nChanged 6 SP:Iteration 36Q (6428.630000 sec): 3 clusters Score: Raw -424870.465941 + Penalty 809.776130 = -424060.689811 nChanged 3 SP:Iteration 37Q (6428.800000 sec): 3 clusters Score: Raw -424872.319500 + Penalty 809.776130 = -424062.543370 nChanged 2 SP:Iteration 38Q (6429.010000 sec): 3 clusters Score: Raw -424872.727493 + Penalty 809.776130 = -424062.951363 nChanged 1 SP:Iteration 39Q (6429.160000 sec): 3 clusters Score: Raw -424873.310845 + Penalty 809.776130 = -424063.534715 nChanged 4 SP:Iteration 40F (6429.370000 sec): 3 clusters Score: Raw -424882.431695 + Penalty 809.776130 = -424072.655564 nChanged 6 SP:Iteration 41Q (6429.530000 sec): 3 clusters Score: Raw -424892.630721 + Penalty 809.776130 = -424082.854591 nChanged 14 SP:Iteration 42Q (6429.690000 sec): 3 clusters Score: Raw -424903.556155 + Penalty 809.776130 = -424093.780024 nChanged 10 SP:Iteration 43Q (6429.840000 sec): 3 clusters Score: Raw -424911.936606 + Penalty 809.776130 = -424102.160476 nChanged 13 SP:Iteration 44Q (6430.010000 sec): 3 clusters Score: Raw -424919.821731 + Penalty 809.776130 = -424110.045601 nChanged 11 SP:Iteration 45Q (6430.190000 sec): 3 clusters Score: Raw -424926.517275 + Penalty 809.776130 = -424116.741144 nChanged 12 SP:Iteration 46Q (6430.410000 sec): 3 clusters Score: Raw -424931.254294 + Penalty 809.776130 = -424121.478164 nChanged 8 SP:Iteration 47Q (6430.600000 sec): 3 clusters Score: Raw -424932.961879 + Penalty 809.776130 = -424123.185749 nChanged 5 SP:Iteration 48Q (6430.850000 sec): 3 clusters Score: Raw -424933.728558 + Penalty 809.776130 = -424123.952428 nChanged 3 SP:Iteration 49Q (6431.010000 sec): 3 clusters Score: Raw -424934.557760 + Penalty 809.776130 = -424124.781630 nChanged 1 SP:Iteration 50Q (6431.200000 sec): 3 clusters Score: Raw -424934.792853 + Penalty 809.776130 = -424125.016723 nChanged 2 SP:Iteration 51Q (6431.410000 sec): 3 clusters Score: Raw -424935.022866 + Penalty 809.776130 = -424125.246735 nChanged 0 SP:Iteration 52F (6431.670000 sec): 3 clusters Score: Raw -424935.022866 + Penalty 809.776130 = -424125.246735 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6431.750000 sec): 2 clusters Score: Raw -115692.145796 + Penalty 342.441141 = -115349.704656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6431.940000 sec): 3 clusters Score: Raw -114680.584874 + Penalty 684.882281 = -113995.702592 nChanged 769 SP:Iteration 1F (6432.160000 sec): 3 clusters Score: Raw -115125.730075 + Penalty 684.882281 = -114440.847794 nChanged 125 SP:Iteration 2F (6432.350000 sec): 3 clusters Score: Raw -115204.761568 + Penalty 684.882281 = -114519.879287 nChanged 108 SP:Iteration 3F (6432.560000 sec): 3 clusters Score: Raw -115291.678007 + Penalty 684.882281 = -114606.795726 nChanged 92 SP:Iteration 4Q (6432.810000 sec): 3 clusters Score: Raw -115377.482453 + Penalty 684.882281 = -114692.600172 nChanged 82 SP:Iteration 5Q (6432.960000 sec): 3 clusters Score: Raw -115456.894740 + Penalty 684.882281 = -114772.012459 nChanged 72 SP:Iteration 6Q (6433.130000 sec): 3 clusters Score: Raw -115521.727250 + Penalty 684.882281 = -114836.844969 nChanged 79 SP:Iteration 7Q (6433.340000 sec): 3 clusters Score: Raw -115579.861321 + Penalty 684.882281 = -114894.979040 nChanged 72 SP:Iteration 8Q (6433.510000 sec): 3 clusters Score: Raw -115629.264064 + Penalty 684.882281 = -114944.381783 nChanged 72 SP:Iteration 9Q (6433.700000 sec): 3 clusters Score: Raw -115674.996748 + Penalty 684.882281 = -114990.114467 nChanged 60 SP:Iteration 10Q (6433.870000 sec): 3 clusters Score: Raw -115714.604004 + Penalty 684.882281 = -115029.721723 nChanged 45 SP:Iteration 11Q (6434.060000 sec): 3 clusters Score: Raw -115740.415288 + Penalty 684.882281 = -115055.533007 nChanged 33 SP:Iteration 12Q (6434.240000 sec): 3 clusters Score: Raw -115757.250002 + Penalty 684.882281 = -115072.367720 nChanged 26 SP:Iteration 13Q (6434.500000 sec): 3 clusters Score: Raw -115764.696666 + Penalty 684.882281 = -115079.814385 nChanged 22 SP:Iteration 14Q (6434.670000 sec): 3 clusters Score: Raw -115774.737595 + Penalty 684.882281 = -115089.855314 nChanged 26 SP:Iteration 15Q (6434.820000 sec): 3 clusters Score: Raw -115785.291426 + Penalty 684.882281 = -115100.409145 nChanged 25 SP:Iteration 16Q (6435.020000 sec): 3 clusters Score: Raw -115802.328743 + Penalty 684.882281 = -115117.446462 nChanged 32 SP:Iteration 17Q (6435.230000 sec): 3 clusters Score: Raw -115821.923351 + Penalty 684.882281 = -115137.041070 nChanged 30 SP:Iteration 18Q (6435.420000 sec): 3 clusters Score: Raw -115838.597552 + Penalty 684.882281 = -115153.715271 nChanged 26 SP:Iteration 19Q (6435.600000 sec): 3 clusters Score: Raw -115849.003810 + Penalty 684.882281 = -115164.121529 nChanged 19 SP:Iteration 20F (6435.800000 sec): 3 clusters Score: Raw -115856.225460 + Penalty 684.882281 = -115171.343179 nChanged 16 SP:Iteration 21Q (6435.990000 sec): 3 clusters Score: Raw -115862.989508 + Penalty 684.882281 = -115178.107227 nChanged 17 SP:Iteration 22Q (6436.180000 sec): 3 clusters Score: Raw -115871.989818 + Penalty 684.882281 = -115187.107537 nChanged 19 SP:Iteration 23Q (6436.390000 sec): 3 clusters Score: Raw -115881.973031 + Penalty 684.882281 = -115197.090750 nChanged 12 SP:Iteration 24Q (6436.610000 sec): 3 clusters Score: Raw -115886.148078 + Penalty 684.882281 = -115201.265797 nChanged 8 SP:Iteration 25Q (6436.840000 sec): 3 clusters Score: Raw -115888.098218 + Penalty 684.882281 = -115203.215937 nChanged 6 SP:Iteration 26Q (6437.000000 sec): 3 clusters Score: Raw -115890.510203 + Penalty 684.882281 = -115205.627922 nChanged 3 SP:Iteration 27Q (6437.200000 sec): 3 clusters Score: Raw -115890.806218 + Penalty 684.882281 = -115205.923937 nChanged 1 SP:Iteration 28Q (6437.360000 sec): 3 clusters Score: Raw -115890.921828 + Penalty 684.882281 = -115206.039547 nChanged 2 SP:Iteration 29Q (6437.570000 sec): 3 clusters Score: Raw -115891.220527 + Penalty 684.882281 = -115206.338246 nChanged 2 SP:Iteration 30Q (6437.800000 sec): 3 clusters Score: Raw -115891.505118 + Penalty 684.882281 = -115206.622836 nChanged 0 SP:Iteration 31F (6438.000000 sec): 3 clusters Score: Raw -115891.505118 + Penalty 684.882281 = -115206.622836 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6438.130000 sec): 2 clusters Score: Raw -7540.955639 + Penalty 217.830874 = -7323.124764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6438.290000 sec): 3 clusters Score: Raw -7525.673556 + Penalty 435.661749 = -7090.011807 nChanged 26 SP:Iteration 1F (6438.460000 sec): 3 clusters Score: Raw -7572.253611 + Penalty 435.661749 = -7136.591863 nChanged 5 SP:Iteration 2Q (6438.690000 sec): 3 clusters Score: Raw -7579.173701 + Penalty 435.661749 = -7143.511952 nChanged 1 SP:Iteration 3Q (6438.830000 sec): 3 clusters Score: Raw -7583.120103 + Penalty 435.661749 = -7147.458354 nChanged 0 SP:Iteration 4F (6439.000000 sec): 3 clusters Score: Raw -7583.120103 + Penalty 435.661749 = -7147.458354 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.090000 sec): 2 clusters Score: Raw -312617.729791 + Penalty 386.492192 = -312231.237599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.270000 sec): 3 clusters Score: Raw -309698.582741 + Penalty 772.984385 = -308925.598356 nChanged 2189 SP:Iteration 1F (6439.500000 sec): 3 clusters Score: Raw -310933.940693 + Penalty 772.984385 = -310160.956308 nChanged 264 SP:Iteration 2F (6439.710000 sec): 3 clusters Score: Raw -311046.825831 + Penalty 772.984385 = -310273.841447 nChanged 272 SP:Iteration 3F (6439.930000 sec): 3 clusters Score: Raw -311192.427523 + Penalty 772.984385 = -310419.443138 nChanged 286 SP:Iteration 4F (6440.150000 sec): 3 clusters Score: Raw -311373.688892 + Penalty 772.984385 = -310600.704507 nChanged 320 SP:Iteration 5F (6440.330000 sec): 3 clusters Score: Raw -311603.275194 + Penalty 772.984385 = -310830.290809 nChanged 356 SP:Iteration 6F (6440.510000 sec): 3 clusters Score: Raw -311925.897306 + Penalty 772.984385 = -311152.912922 nChanged 298 SP:Iteration 7F (6440.690000 sec): 3 clusters Score: Raw -312224.009312 + Penalty 772.984385 = -311451.024927 nChanged 218 SP:Iteration 8Q (6440.930000 sec): 3 clusters Score: Raw -312468.403551 + Penalty 772.984385 = -311695.419167 nChanged 89 SP:Iteration 9Q (6441.130000 sec): 3 clusters Score: Raw -312567.289665 + Penalty 772.984385 = -311794.305280 nChanged 47 SP:Iteration 10Q (6441.290000 sec): 3 clusters Score: Raw -312621.344567 + Penalty 772.984385 = -311848.360183 nChanged 22 SP:Iteration 11Q (6441.470000 sec): 3 clusters Score: Raw -312644.827765 + Penalty 772.984385 = -311871.843380 nChanged 10 SP:Iteration 12Q (6441.630000 sec): 3 clusters Score: Raw -312660.653304 + Penalty 772.984385 = -311887.668919 nChanged 5 SP:Iteration 13Q (6441.840000 sec): 3 clusters Score: Raw -312665.791332 + Penalty 772.984385 = -311892.806947 nChanged 1 SP:Iteration 14Q (6441.990000 sec): 3 clusters Score: Raw -312666.088877 + Penalty 772.984385 = -311893.104492 nChanged 0 SP:Iteration 15F (6442.140000 sec): 3 clusters Score: Raw -312666.088877 + Penalty 772.984385 = -311893.104492 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6442.230000 sec): 2 clusters Score: Raw -36971.936692 + Penalty 293.496404 = -36678.440288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6442.440000 sec): 3 clusters Score: Raw -36684.381008 + Penalty 586.992808 = -36097.388199 nChanged 230 SP:Iteration 1F (6442.620000 sec): 3 clusters Score: Raw -36877.909179 + Penalty 586.992808 = -36290.916370 nChanged 68 SP:Iteration 2F (6442.780000 sec): 3 clusters Score: Raw -36946.774404 + Penalty 586.992808 = -36359.781595 nChanged 34 SP:Iteration 3F (6442.980000 sec): 3 clusters Score: Raw -36969.611429 + Penalty 586.992808 = -36382.618621 nChanged 18 SP:Iteration 4Q (6443.200000 sec): 3 clusters Score: Raw -36983.387805 + Penalty 586.992808 = -36396.394996 nChanged 16 SP:Iteration 5Q (6443.400000 sec): 3 clusters Score: Raw -36994.402278 + Penalty 586.992808 = -36407.409470 nChanged 13 SP:Iteration 6Q (6443.610000 sec): 3 clusters Score: Raw -37005.381269 + Penalty 586.992808 = -36418.388461 nChanged 12 SP:Iteration 7Q (6443.770000 sec): 3 clusters Score: Raw -37014.847791 + Penalty 586.992808 = -36427.854983 nChanged 7 SP:Iteration 8Q (6443.970000 sec): 3 clusters Score: Raw -37019.270617 + Penalty 586.992808 = -36432.277808 nChanged 6 SP:Iteration 9Q (6444.140000 sec): 3 clusters Score: Raw -37021.052185 + Penalty 586.992808 = -36434.059376 nChanged 6 SP:Iteration 10Q (6444.280000 sec): 3 clusters Score: Raw -37022.835409 + Penalty 586.992808 = -36435.842601 nChanged 6 SP:Iteration 11Q (6444.460000 sec): 3 clusters Score: Raw -37024.690673 + Penalty 586.992808 = -36437.697865 nChanged 2 SP:Iteration 12Q (6444.620000 sec): 3 clusters Score: Raw -37025.209459 + Penalty 586.992808 = -36438.216651 nChanged 2 SP:Iteration 13Q (6444.850000 sec): 3 clusters Score: Raw -37027.321296 + Penalty 586.992808 = -36440.328488 nChanged 3 SP:Iteration 14Q (6445.020000 sec): 3 clusters Score: Raw -37029.100579 + Penalty 586.992808 = -36442.107770 nChanged 3 SP:Iteration 15Q (6445.210000 sec): 3 clusters Score: Raw -37031.522978 + Penalty 586.992808 = -36444.530170 nChanged 7 SP:Iteration 16Q (6445.360000 sec): 3 clusters Score: Raw -37034.579239 + Penalty 586.992808 = -36447.586431 nChanged 4 SP:Iteration 17Q (6445.550000 sec): 3 clusters Score: Raw -37036.674786 + Penalty 586.992808 = -36449.681978 nChanged 4 SP:Iteration 18Q (6445.730000 sec): 3 clusters Score: Raw -37038.423853 + Penalty 586.992808 = -36451.431045 nChanged 1 SP:Iteration 19Q (6445.870000 sec): 3 clusters Score: Raw -37038.759022 + Penalty 586.992808 = -36451.766214 nChanged 0 SP:Iteration 20F (6446.030000 sec): 3 clusters Score: Raw -37038.759022 + Penalty 586.992808 = -36451.766214 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6446.120000 sec): 2 clusters Score: Raw -13460.386165 + Penalty 245.821821 = -13214.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6446.260000 sec): 3 clusters Score: Raw -13402.227598 + Penalty 491.643642 = -12910.583957 nChanged 69 SP:Iteration 1F (6446.430000 sec): 3 clusters Score: Raw -13483.289899 + Penalty 491.643642 = -12991.646257 nChanged 17 SP:Iteration 2F (6446.630000 sec): 3 clusters Score: Raw -13502.172398 + Penalty 491.643642 = -13010.528756 nChanged 5 SP:Iteration 3Q (6446.830000 sec): 3 clusters Score: Raw -13508.652561 + Penalty 491.643642 = -13017.008919 nChanged 6 SP:Iteration 4Q (6446.960000 sec): 3 clusters Score: Raw -13516.059963 + Penalty 491.643642 = -13024.416321 nChanged 4 SP:Iteration 5Q (6447.150000 sec): 3 clusters Score: Raw -13520.856627 + Penalty 491.643642 = -13029.212985 nChanged 3 SP:Iteration 6Q (6447.300000 sec): 3 clusters Score: Raw -13526.293243 + Penalty 491.643642 = -13034.649601 nChanged 2 SP:Iteration 7Q (6447.470000 sec): 3 clusters Score: Raw -13529.559883 + Penalty 491.643642 = -13037.916241 nChanged 1 SP:Iteration 8Q (6447.670000 sec): 3 clusters Score: Raw -13531.079362 + Penalty 491.643642 = -13039.435720 nChanged 1 SP:Iteration 9Q (6447.880000 sec): 3 clusters Score: Raw -13531.844456 + Penalty 491.643642 = -13040.200815 nChanged 0 SP:Iteration 10F (6448.080000 sec): 3 clusters Score: Raw -13531.844456 + Penalty 491.643642 = -13040.200815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6448.240000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6448.370000 sec): 3 clusters Score: Raw -6157.624008 + Penalty 417.232041 = -5740.391967 nChanged 14 SP:Iteration 1F (6448.580000 sec): 3 clusters Score: Raw -6186.097166 + Penalty 417.232041 = -5768.865126 nChanged 3 SP:Iteration 2Q (6448.850000 sec): 3 clusters Score: Raw -6201.189787 + Penalty 417.232041 = -5783.957746 nChanged 0 SP:Iteration 3F (6449.130000 sec): 3 clusters Score: Raw -6201.189787 + Penalty 417.232041 = -5783.957746 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.240000 sec): 2 clusters Score: Raw -43347.126218 + Penalty 298.009109 = -43049.117110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.560000 sec): 3 clusters Score: Raw -43005.173415 + Penalty 596.018218 = -42409.155198 nChanged 288 SP:Iteration 1F (6449.780000 sec): 3 clusters Score: Raw -43227.768846 + Penalty 596.018218 = -42631.750629 nChanged 73 SP:Iteration 2F (6450.000000 sec): 3 clusters Score: Raw -43291.061515 + Penalty 596.018218 = -42695.043297 nChanged 37 SP:Iteration 3F (6450.220000 sec): 3 clusters Score: Raw -43319.314883 + Penalty 596.018218 = -42723.296666 nChanged 25 SP:Iteration 4Q (6450.410000 sec): 3 clusters Score: Raw -43341.234144 + Penalty 596.018218 = -42745.215926 nChanged 27 SP:Iteration 5Q (6450.630000 sec): 3 clusters Score: Raw -43366.411330 + Penalty 596.018218 = -42770.393112 nChanged 17 SP:Iteration 6Q (6450.830000 sec): 3 clusters Score: Raw -43381.196820 + Penalty 596.018218 = -42785.178602 nChanged 19 SP:Iteration 7Q (6451.040000 sec): 3 clusters Score: Raw -43397.402630 + Penalty 596.018218 = -42801.384413 nChanged 16 SP:Iteration 8Q (6451.210000 sec): 3 clusters Score: Raw -43408.383571 + Penalty 596.018218 = -42812.365353 nChanged 8 SP:Iteration 9Q (6451.400000 sec): 3 clusters Score: Raw -43413.227814 + Penalty 596.018218 = -42817.209597 nChanged 7 SP:Iteration 10Q (6451.560000 sec): 3 clusters Score: Raw -43416.991140 + Penalty 596.018218 = -42820.972922 nChanged 5 SP:Iteration 11Q (6451.750000 sec): 3 clusters Score: Raw -43418.899762 + Penalty 596.018218 = -42822.881545 nChanged 3 SP:Iteration 12Q (6451.980000 sec): 3 clusters Score: Raw -43421.116200 + Penalty 596.018218 = -42825.097982 nChanged 6 SP:Iteration 13Q (6452.140000 sec): 3 clusters Score: Raw -43424.522651 + Penalty 596.018218 = -42828.504434 nChanged 5 SP:Iteration 14Q (6452.300000 sec): 3 clusters Score: Raw -43427.497272 + Penalty 596.018218 = -42831.479054 nChanged 4 SP:Iteration 15Q (6452.520000 sec): 3 clusters Score: Raw -43429.409097 + Penalty 596.018218 = -42833.390879 nChanged 4 SP:Iteration 16Q (6452.640000 sec): 3 clusters Score: Raw -43431.964925 + Penalty 596.018218 = -42835.946707 nChanged 7 SP:Iteration 17Q (6452.850000 sec): 3 clusters Score: Raw -43439.314803 + Penalty 596.018218 = -42843.296586 nChanged 7 SP:Iteration 18Q (6452.980000 sec): 3 clusters Score: Raw -43444.884989 + Penalty 596.018218 = -42848.866772 nChanged 4 SP:Iteration 19Q (6453.140000 sec): 3 clusters Score: Raw -43447.253155 + Penalty 596.018218 = -42851.234938 nChanged 2 SP:Iteration 20F (6453.300000 sec): 3 clusters Score: Raw -43448.258126 + Penalty 596.018218 = -42852.239908 nChanged 2 SP:Iteration 21Q (6453.420000 sec): 3 clusters Score: Raw -43449.254437 + Penalty 596.018218 = -42853.236219 nChanged 0 SP:Iteration 22F (6453.620000 sec): 3 clusters Score: Raw -43449.254437 + Penalty 596.018218 = -42853.236219 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6453.790000 sec): 2 clusters Score: Raw -17555.380868 + Penalty 258.136209 = -17297.244660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6453.940000 sec): 3 clusters Score: Raw -17469.661624 + Penalty 516.272417 = -16953.389206 nChanged 90 SP:Iteration 1F (6454.150000 sec): 3 clusters Score: Raw -17566.580720 + Penalty 516.272417 = -17050.308303 nChanged 16 SP:Iteration 2F (6454.320000 sec): 3 clusters Score: Raw -17593.552417 + Penalty 516.272417 = -17077.279999 nChanged 14 SP:Iteration 3Q (6454.520000 sec): 3 clusters Score: Raw -17614.357515 + Penalty 516.272417 = -17098.085098 nChanged 11 SP:Iteration 4Q (6454.670000 sec): 3 clusters Score: Raw -17628.654542 + Penalty 516.272417 = -17112.382125 nChanged 8 SP:Iteration 5Q (6454.840000 sec): 3 clusters Score: Raw -17638.862423 + Penalty 516.272417 = -17122.590006 nChanged 11 SP:Iteration 6Q (6455.000000 sec): 3 clusters Score: Raw -17656.012472 + Penalty 516.272417 = -17139.740055 nChanged 6 SP:Iteration 7Q (6455.140000 sec): 3 clusters Score: Raw -17661.183220 + Penalty 516.272417 = -17144.910803 nChanged 3 SP:Iteration 8Q (6455.390000 sec): 3 clusters Score: Raw -17666.114444 + Penalty 516.272417 = -17149.842027 nChanged 3 SP:Iteration 9Q (6455.530000 sec): 3 clusters Score: Raw -17668.885667 + Penalty 516.272417 = -17152.613250 nChanged 1 SP:Iteration 10Q (6455.720000 sec): 3 clusters Score: Raw -17669.231136 + Penalty 516.272417 = -17152.958719 nChanged 1 SP:Iteration 11Q (6455.840000 sec): 3 clusters Score: Raw -17670.596149 + Penalty 516.272417 = -17154.323732 nChanged 1 SP:Iteration 12Q (6456.030000 sec): 3 clusters Score: Raw -17671.209667 + Penalty 516.272417 = -17154.937250 nChanged 1 SP:Iteration 13Q (6456.160000 sec): 3 clusters Score: Raw -17671.703422 + Penalty 516.272417 = -17155.431004 nChanged 2 SP:Iteration 14Q (6456.320000 sec): 3 clusters Score: Raw -17674.627809 + Penalty 516.272417 = -17158.355392 nChanged 2 SP:Iteration 15Q (6456.490000 sec): 3 clusters Score: Raw -17676.958360 + Penalty 516.272417 = -17160.685942 nChanged 2 SP:Iteration 16Q (6456.660000 sec): 3 clusters Score: Raw -17678.247745 + Penalty 516.272417 = -17161.975328 nChanged 0 SP:Iteration 17F (6456.880000 sec): 3 clusters Score: Raw -17678.247745 + Penalty 516.272417 = -17161.975328 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6456.960000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6457.030000 sec): 2 clusters Score: Raw -1121.066917 + Penalty 148.243392 = -972.823524 nChanged 10 SP:Iteration 1F (6457.160000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6457.250000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6457.410000 sec): 3 clusters Score: Raw -24750.552951 + Penalty 552.856489 = -24197.696462 nChanged 146 SP:Iteration 1F (6457.620000 sec): 3 clusters Score: Raw -24865.837325 + Penalty 552.856489 = -24312.980836 nChanged 43 SP:Iteration 2F (6457.840000 sec): 3 clusters Score: Raw -24909.482458 + Penalty 552.856489 = -24356.625969 nChanged 21 SP:Iteration 3Q (6458.020000 sec): 3 clusters Score: Raw -24934.709429 + Penalty 552.856489 = -24381.852940 nChanged 17 SP:Iteration 4Q (6458.160000 sec): 3 clusters Score: Raw -24946.897758 + Penalty 552.856489 = -24394.041269 nChanged 6 SP:Iteration 5Q (6458.370000 sec): 3 clusters Score: Raw -24953.223914 + Penalty 552.856489 = -24400.367425 nChanged 12 SP:Iteration 6Q (6458.520000 sec): 3 clusters Score: Raw -24962.593858 + Penalty 552.856489 = -24409.737369 nChanged 12 SP:Iteration 7Q (6458.720000 sec): 3 clusters Score: Raw -24974.655052 + Penalty 552.856489 = -24421.798563 nChanged 8 SP:Iteration 8Q (6458.880000 sec): 3 clusters Score: Raw -24997.477343 + Penalty 552.856489 = -24444.620854 nChanged 12 SP:Iteration 9Q (6459.060000 sec): 3 clusters Score: Raw -25008.303151 + Penalty 552.856489 = -24455.446662 nChanged 6 SP:Iteration 10Q (6459.250000 sec): 3 clusters Score: Raw -25014.215294 + Penalty 552.856489 = -24461.358805 nChanged 1 SP:Iteration 11Q (6459.410000 sec): 3 clusters Score: Raw -25014.486753 + Penalty 552.856489 = -24461.630265 nChanged 1 SP:Iteration 12Q (6459.640000 sec): 3 clusters Score: Raw -25015.860288 + Penalty 552.856489 = -24463.003800 nChanged 0 SP:Iteration 13F (6459.820000 sec): 3 clusters Score: Raw -25015.860288 + Penalty 552.856489 = -24463.003800 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6459.910000 sec): 2 clusters Score: Raw -5170.587359 + Penalty 213.036971 = -4957.550388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6460.130000 sec): 3 clusters Score: Raw -5209.953173 + Penalty 426.073942 = -4783.879231 nChanged 30 SP:Iteration 1F (6460.290000 sec): 3 clusters Score: Raw -5264.905621 + Penalty 426.073942 = -4838.831679 nChanged 10 SP:Iteration 2F (6460.410000 sec): 3 clusters Score: Raw -5302.735525 + Penalty 426.073942 = -4876.661583 nChanged 3 SP:Iteration 3Q (6460.560000 sec): 3 clusters Score: Raw -5320.939732 + Penalty 426.073942 = -4894.865791 nChanged 4 SP:Iteration 4Q (6460.760000 sec): 3 clusters Score: Raw -5362.235529 + Penalty 426.073942 = -4936.161588 nChanged 3 SP:Iteration 5Q (6460.930000 sec): 3 clusters Score: Raw -5384.519504 + Penalty 426.073942 = -4958.445562 nChanged 3 SP:Iteration 6Q (6461.100000 sec): 3 clusters Score: Raw -5401.821474 + Penalty 426.073942 = -4975.747532 nChanged 2 SP:Iteration 7Q (6461.330000 sec): 3 clusters Score: Raw -5410.644992 + Penalty 426.073942 = -4984.571050 nChanged 1 SP:Iteration 8Q (6461.480000 sec): 3 clusters Score: Raw -5418.620676 + Penalty 426.073942 = -4992.546735 nChanged 2 SP:Iteration 9Q (6461.680000 sec): 3 clusters Score: Raw -5445.210758 + Penalty 426.073942 = -5019.136816 nChanged 0 SP:Iteration 10F (6461.850000 sec): 3 clusters Score: Raw -5445.210758 + Penalty 426.073942 = -5019.136816 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 75. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6461.900000 sec): 2 clusters Score: Raw -7534.105660 + Penalty 218.954388 = -7315.151272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6462.060000 sec): 3 clusters Score: Raw -7528.338928 + Penalty 437.908776 = -7090.430152 nChanged 22 SP:Iteration 1F (6462.240000 sec): 3 clusters Score: Raw -7567.866012 + Penalty 437.908776 = -7129.957236 nChanged 6 SP:Iteration 2Q (6462.410000 sec): 3 clusters Score: Raw -7581.862529 + Penalty 437.908776 = -7143.953752 nChanged 0 SP:Iteration 3F (6462.650000 sec): 3 clusters Score: Raw -7581.862529 + Penalty 437.908776 = -7143.953752 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6463.440000 sec): 2 clusters Score: Raw -17594301.540480 + Penalty 570.324915 = -17593731.215565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6464.250000 sec): 3 clusters Score: Raw -17405715.240962 + Penalty 1140.649830 = -17404574.591132 nChanged 136833 SP:Iteration 1F (6465.100000 sec): 3 clusters Score: Raw -17489010.515801 + Penalty 1140.649830 = -17487869.865971 nChanged 13610 SP:Iteration 2Q (6466.010000 sec): 3 clusters Score: Raw -17494970.076966 + Penalty 1140.649830 = -17493829.427136 nChanged 18623 SP:Iteration 3F (6466.900000 sec): 3 clusters Score: Raw -17506630.122071 + Penalty 1140.649830 = -17505489.472242 nChanged 24072 SP:Iteration 4F (6467.800000 sec): 3 clusters Score: Raw -17526757.614102 + Penalty 1140.649830 = -17525616.964273 nChanged 25930 SP:Iteration 5F (6468.710000 sec): 3 clusters Score: Raw -17552558.624383 + Penalty 1140.649830 = -17551417.974553 nChanged 20705 SP:Iteration 6F (6469.680000 sec): 3 clusters Score: Raw -17574387.462722 + Penalty 1140.649830 = -17573246.812892 nChanged 12092 SP:Iteration 7Q (6470.690000 sec): 3 clusters Score: Raw -17587073.136291 + Penalty 1140.649830 = -17585932.486461 nChanged 5256 SP:Iteration 8Q (6471.720000 sec): 3 clusters Score: Raw -17592351.124166 + Penalty 1140.649830 = -17591210.474336 nChanged 1620 SP:Iteration 9Q (6472.710000 sec): 3 clusters Score: Raw -17593894.279962 + Penalty 1140.649830 = -17592753.630133 nChanged 369 SP:Iteration 10Q (6473.790000 sec): 3 clusters Score: Raw -17594239.074334 + Penalty 1140.649830 = -17593098.424504 nChanged 58 SP:Iteration 11Q (6474.630000 sec): 3 clusters Score: Raw -17594297.532976 + Penalty 1140.649830 = -17593156.883147 nChanged 16 SP:Iteration 12Q (6475.590000 sec): 3 clusters Score: Raw -17594337.479028 + Penalty 1140.649830 = -17593196.829198 nChanged 7 SP:Iteration 13Q (6476.410000 sec): 3 clusters Score: Raw -17594347.432893 + Penalty 1140.649830 = -17593206.783063 nChanged 1 SP:Iteration 14Q (6477.160000 sec): 3 clusters Score: Raw -17594352.068111 + Penalty 1140.649830 = -17593211.418282 nChanged 1 SP:Iteration 15Q (6477.880000 sec): 3 clusters Score: Raw -17594353.376336 + Penalty 1140.649830 = -17593212.726507 nChanged 0 SP:Iteration 16F (6478.670000 sec): 3 clusters Score: Raw -17594353.376336 + Penalty 1140.649830 = -17593212.726507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6478.970000 sec): 2 clusters Score: Raw -2235.773055 + Penalty 173.203143 = -2062.569911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6479.190000 sec): 3 clusters Score: Raw -2280.562874 + Penalty 346.406287 = -1934.156588 nChanged 2 SP:Iteration 1Q (6479.360000 sec): 3 clusters Score: Raw -2302.437984 + Penalty 346.406287 = -1956.031698 nChanged 0 SP:Iteration 2F (6479.560000 sec): 3 clusters Score: Raw -2302.437984 + Penalty 346.406287 = -1956.031698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6479.650000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6479.830000 sec): 3 clusters Score: Raw -9945.416267 + Penalty 464.087845 = -9481.328423 nChanged 39 SP:Iteration 1F (6480.030000 sec): 3 clusters Score: Raw -9983.282271 + Penalty 464.087845 = -9519.194426 nChanged 8 SP:Iteration 2Q (6480.200000 sec): 3 clusters Score: Raw -10000.331098 + Penalty 464.087845 = -9536.243253 nChanged 6 SP:Iteration 3Q (6480.340000 sec): 3 clusters Score: Raw -10008.474664 + Penalty 464.087845 = -9544.386819 nChanged 1 SP:Iteration 4Q (6480.510000 sec): 3 clusters Score: Raw -10011.179479 + Penalty 464.087845 = -9547.091634 nChanged 3 SP:Iteration 5Q (6480.690000 sec): 3 clusters Score: Raw -10012.544348 + Penalty 464.087845 = -9548.456503 nChanged 1 SP:Iteration 6Q (6480.900000 sec): 3 clusters Score: Raw -10012.909369 + Penalty 464.087845 = -9548.821524 nChanged 0 SP:Iteration 7F (6481.060000 sec): 3 clusters Score: Raw -10012.909369 + Penalty 464.087845 = -9548.821524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6481.170000 sec): 2 clusters Score: Raw -11682.315185 + Penalty 242.418366 = -11439.896819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6481.360000 sec): 3 clusters Score: Raw -11652.208415 + Penalty 484.836731 = -11167.371683 nChanged 70 SP:Iteration 1F (6481.530000 sec): 3 clusters Score: Raw -11726.360134 + Penalty 484.836731 = -11241.523402 nChanged 13 SP:Iteration 2F (6481.740000 sec): 3 clusters Score: Raw -11742.225334 + Penalty 484.836731 = -11257.388603 nChanged 6 SP:Iteration 3Q (6481.930000 sec): 3 clusters Score: Raw -11762.707419 + Penalty 484.836731 = -11277.870688 nChanged 7 SP:Iteration 4Q (6482.090000 sec): 3 clusters Score: Raw -11780.245498 + Penalty 484.836731 = -11295.408766 nChanged 3 SP:Iteration 5Q (6482.200000 sec): 3 clusters Score: Raw -11783.864320 + Penalty 484.836731 = -11299.027589 nChanged 4 SP:Iteration 6Q (6482.370000 sec): 3 clusters Score: Raw -11788.387415 + Penalty 484.836731 = -11303.550684 nChanged 1 SP:Iteration 7Q (6482.540000 sec): 3 clusters Score: Raw -11794.294266 + Penalty 484.836731 = -11309.457535 nChanged 2 SP:Iteration 8Q (6482.710000 sec): 3 clusters Score: Raw -11799.260370 + Penalty 484.836731 = -11314.423639 nChanged 2 SP:Iteration 9Q (6482.890000 sec): 3 clusters Score: Raw -11804.951912 + Penalty 484.836731 = -11320.115181 nChanged 3 SP:Iteration 10Q (6483.030000 sec): 3 clusters Score: Raw -11812.319241 + Penalty 484.836731 = -11327.482510 nChanged 1 SP:Iteration 11Q (6483.270000 sec): 3 clusters Score: Raw -11815.240874 + Penalty 484.836731 = -11330.404142 nChanged 3 SP:Iteration 12Q (6483.410000 sec): 3 clusters Score: Raw -11824.414351 + Penalty 484.836731 = -11339.577619 nChanged 2 SP:Iteration 13Q (6483.590000 sec): 3 clusters Score: Raw -11828.345919 + Penalty 484.836731 = -11343.509187 nChanged 1 SP:Iteration 14Q (6483.780000 sec): 3 clusters Score: Raw -11829.196883 + Penalty 484.836731 = -11344.360152 nChanged 2 SP:Iteration 15Q (6483.950000 sec): 3 clusters Score: Raw -11831.399740 + Penalty 484.836731 = -11346.563009 nChanged 1 SP:Iteration 16Q (6484.160000 sec): 3 clusters Score: Raw -11832.777273 + Penalty 484.836731 = -11347.940542 nChanged 2 SP:Iteration 17Q (6484.370000 sec): 3 clusters Score: Raw -11836.480251 + Penalty 484.836731 = -11351.643519 nChanged 0 SP:Iteration 18F (6484.510000 sec): 3 clusters Score: Raw -11836.480251 + Penalty 484.836731 = -11351.643519 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6484.610000 sec): 2 clusters Score: Raw -8876.097023 + Penalty 226.441385 = -8649.655637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6484.800000 sec): 3 clusters Score: Raw -8853.411417 + Penalty 452.882771 = -8400.528647 nChanged 35 SP:Iteration 1F (6485.000000 sec): 3 clusters Score: Raw -8900.018788 + Penalty 452.882771 = -8447.136017 nChanged 5 SP:Iteration 2Q (6485.210000 sec): 3 clusters Score: Raw -8909.573081 + Penalty 452.882771 = -8456.690310 nChanged 4 SP:Iteration 3Q (6485.380000 sec): 3 clusters Score: Raw -8918.966056 + Penalty 452.882771 = -8466.083285 nChanged 3 SP:Iteration 4Q (6485.530000 sec): 3 clusters Score: Raw -8923.370904 + Penalty 452.882771 = -8470.488134 nChanged 1 SP:Iteration 5Q (6485.680000 sec): 3 clusters Score: Raw -8925.151180 + Penalty 452.882771 = -8472.268409 nChanged 1 SP:Iteration 6Q (6485.830000 sec): 3 clusters Score: Raw -8925.734513 + Penalty 452.882771 = -8472.851743 nChanged 0 SP:Iteration 7F (6486.030000 sec): 3 clusters Score: Raw -8925.734513 + Penalty 452.882771 = -8472.851743 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6486.080000 sec): 2 clusters Score: Raw -109005.237711 + Penalty 343.291179 = -108661.946532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6486.290000 sec): 3 clusters Score: Raw -108015.513803 + Penalty 686.582357 = -107328.931446 nChanged 803 SP:Iteration 1F (6486.460000 sec): 3 clusters Score: Raw -108548.047001 + Penalty 686.582357 = -107861.464644 nChanged 159 SP:Iteration 2F (6486.640000 sec): 3 clusters Score: Raw -108663.367236 + Penalty 686.582357 = -107976.784879 nChanged 123 SP:Iteration 3F (6486.810000 sec): 3 clusters Score: Raw -108741.103492 + Penalty 686.582357 = -108054.521135 nChanged 121 SP:Iteration 4F (6487.010000 sec): 3 clusters Score: Raw -108826.799226 + Penalty 686.582357 = -108140.216869 nChanged 100 SP:Iteration 5F (6487.170000 sec): 3 clusters Score: Raw -108885.212155 + Penalty 686.582357 = -108198.629798 nChanged 73 SP:Iteration 6Q (6487.350000 sec): 3 clusters Score: Raw -108921.065731 + Penalty 686.582357 = -108234.483373 nChanged 56 SP:Iteration 7Q (6487.540000 sec): 3 clusters Score: Raw -108950.111306 + Penalty 686.582357 = -108263.528948 nChanged 44 SP:Iteration 8Q (6487.720000 sec): 3 clusters Score: Raw -108974.331264 + Penalty 686.582357 = -108287.748907 nChanged 44 SP:Iteration 9Q (6487.910000 sec): 3 clusters Score: Raw -109002.979814 + Penalty 686.582357 = -108316.397457 nChanged 45 SP:Iteration 10Q (6488.080000 sec): 3 clusters Score: Raw -109034.911373 + Penalty 686.582357 = -108348.329015 nChanged 45 SP:Iteration 11Q (6488.270000 sec): 3 clusters Score: Raw -109061.435061 + Penalty 686.582357 = -108374.852704 nChanged 30 SP:Iteration 12Q (6488.430000 sec): 3 clusters Score: Raw -109083.432808 + Penalty 686.582357 = -108396.850450 nChanged 34 SP:Iteration 13Q (6488.600000 sec): 3 clusters Score: Raw -109105.278984 + Penalty 686.582357 = -108418.696626 nChanged 28 SP:Iteration 14Q (6488.790000 sec): 3 clusters Score: Raw -109120.973099 + Penalty 686.582357 = -108434.390742 nChanged 21 SP:Iteration 15Q (6488.970000 sec): 3 clusters Score: Raw -109132.391245 + Penalty 686.582357 = -108445.808887 nChanged 18 SP:Iteration 16Q (6489.150000 sec): 3 clusters Score: Raw -109140.838856 + Penalty 686.582357 = -108454.256499 nChanged 15 SP:Iteration 17Q (6489.340000 sec): 3 clusters Score: Raw -109147.097493 + Penalty 686.582357 = -108460.515135 nChanged 5 SP:Iteration 18Q (6489.560000 sec): 3 clusters Score: Raw -109148.822683 + Penalty 686.582357 = -108462.240326 nChanged 5 SP:Iteration 19Q (6489.780000 sec): 3 clusters Score: Raw -109150.080892 + Penalty 686.582357 = -108463.498535 nChanged 6 SP:Iteration 20F (6490.070000 sec): 3 clusters Score: Raw -109155.338715 + Penalty 686.582357 = -108468.756358 nChanged 8 SP:Iteration 21Q (6490.250000 sec): 3 clusters Score: Raw -109160.032378 + Penalty 686.582357 = -108473.450021 nChanged 6 SP:Iteration 22Q (6490.390000 sec): 3 clusters Score: Raw -109163.792420 + Penalty 686.582357 = -108477.210063 nChanged 2 SP:Iteration 23Q (6490.620000 sec): 3 clusters Score: Raw -109164.677854 + Penalty 686.582357 = -108478.095497 nChanged 1 SP:Iteration 24Q (6490.810000 sec): 3 clusters Score: Raw -109165.194090 + Penalty 686.582357 = -108478.611733 nChanged 0 SP:Iteration 25F (6490.990000 sec): 3 clusters Score: Raw -109165.194090 + Penalty 686.582357 = -108478.611733 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6491.070000 sec): 2 clusters Score: Raw -117692.851197 + Penalty 342.047199 = -117350.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6491.300000 sec): 3 clusters Score: Raw -116721.208955 + Penalty 684.094397 = -116037.114558 nChanged 753 SP:Iteration 1F (6491.480000 sec): 3 clusters Score: Raw -117188.774460 + Penalty 684.094397 = -116504.680063 nChanged 167 SP:Iteration 2F (6491.650000 sec): 3 clusters Score: Raw -117308.384481 + Penalty 684.094397 = -116624.290084 nChanged 113 SP:Iteration 3F (6491.810000 sec): 3 clusters Score: Raw -117380.513689 + Penalty 684.094397 = -116696.419291 nChanged 107 SP:Iteration 4F (6491.920000 sec): 3 clusters Score: Raw -117456.054340 + Penalty 684.094397 = -116771.959943 nChanged 97 SP:Iteration 5F (6492.070000 sec): 3 clusters Score: Raw -117519.659583 + Penalty 684.094397 = -116835.565185 nChanged 79 SP:Iteration 6Q (6492.250000 sec): 3 clusters Score: Raw -117559.400370 + Penalty 684.094397 = -116875.305972 nChanged 56 SP:Iteration 7Q (6492.400000 sec): 3 clusters Score: Raw -117586.913793 + Penalty 684.094397 = -116902.819396 nChanged 40 SP:Iteration 8Q (6492.550000 sec): 3 clusters Score: Raw -117608.247483 + Penalty 684.094397 = -116924.153085 nChanged 33 SP:Iteration 9Q (6492.750000 sec): 3 clusters Score: Raw -117622.699769 + Penalty 684.094397 = -116938.605371 nChanged 17 SP:Iteration 10Q (6492.900000 sec): 3 clusters Score: Raw -117628.666762 + Penalty 684.094397 = -116944.572364 nChanged 15 SP:Iteration 11Q (6493.070000 sec): 3 clusters Score: Raw -117635.359388 + Penalty 684.094397 = -116951.264991 nChanged 21 SP:Iteration 12Q (6493.250000 sec): 3 clusters Score: Raw -117643.482429 + Penalty 684.094397 = -116959.388031 nChanged 21 SP:Iteration 13Q (6493.480000 sec): 3 clusters Score: Raw -117649.692813 + Penalty 684.094397 = -116965.598416 nChanged 15 SP:Iteration 14Q (6493.630000 sec): 3 clusters Score: Raw -117655.118233 + Penalty 684.094397 = -116971.023835 nChanged 11 SP:Iteration 15Q (6493.810000 sec): 3 clusters Score: Raw -117660.258957 + Penalty 684.094397 = -116976.164560 nChanged 11 SP:Iteration 16Q (6494.000000 sec): 3 clusters Score: Raw -117663.841880 + Penalty 684.094397 = -116979.747483 nChanged 6 SP:Iteration 17Q (6494.180000 sec): 3 clusters Score: Raw -117664.863630 + Penalty 684.094397 = -116980.769232 nChanged 7 SP:Iteration 18Q (6494.380000 sec): 3 clusters Score: Raw -117665.816703 + Penalty 684.094397 = -116981.722306 nChanged 4 SP:Iteration 19Q (6494.570000 sec): 3 clusters Score: Raw -117666.462333 + Penalty 684.094397 = -116982.367936 nChanged 6 SP:Iteration 20F (6494.810000 sec): 3 clusters Score: Raw -117667.232150 + Penalty 684.094397 = -116983.137753 nChanged 1 SP:Iteration 21Q (6494.950000 sec): 3 clusters Score: Raw -117667.269054 + Penalty 684.094397 = -116983.174657 nChanged 1 SP:Iteration 22Q (6495.110000 sec): 3 clusters Score: Raw -117667.328478 + Penalty 684.094397 = -116983.234081 nChanged 1 SP:Iteration 23Q (6495.290000 sec): 3 clusters Score: Raw -117667.423531 + Penalty 684.094397 = -116983.329134 nChanged 0 SP:Iteration 24F (6495.460000 sec): 3 clusters Score: Raw -117667.423531 + Penalty 684.094397 = -116983.329134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6495.530000 sec): 2 clusters Score: Raw -18607.571600 + Penalty 259.522103 = -18348.049498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6495.710000 sec): 3 clusters Score: Raw -18499.695668 + Penalty 519.044205 = -17980.651463 nChanged 87 SP:Iteration 1F (6495.920000 sec): 3 clusters Score: Raw -18563.228327 + Penalty 519.044205 = -18044.184122 nChanged 23 SP:Iteration 2F (6496.090000 sec): 3 clusters Score: Raw -18583.040951 + Penalty 519.044205 = -18063.996746 nChanged 9 SP:Iteration 3Q (6496.230000 sec): 3 clusters Score: Raw -18592.180933 + Penalty 519.044205 = -18073.136728 nChanged 6 SP:Iteration 4Q (6496.420000 sec): 3 clusters Score: Raw -18597.189505 + Penalty 519.044205 = -18078.145300 nChanged 5 SP:Iteration 5Q (6496.650000 sec): 3 clusters Score: Raw -18601.168716 + Penalty 519.044205 = -18082.124511 nChanged 5 SP:Iteration 6Q (6496.820000 sec): 3 clusters Score: Raw -18604.000876 + Penalty 519.044205 = -18084.956671 nChanged 3 SP:Iteration 7Q (6496.990000 sec): 3 clusters Score: Raw -18605.254108 + Penalty 519.044205 = -18086.209902 nChanged 2 SP:Iteration 8Q (6497.200000 sec): 3 clusters Score: Raw -18606.072799 + Penalty 519.044205 = -18087.028593 nChanged 0 SP:Iteration 9F (6497.370000 sec): 3 clusters Score: Raw -18606.072799 + Penalty 519.044205 = -18087.028593 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6497.460000 sec): 2 clusters Score: Raw -48040.196295 + Penalty 309.357042 = -47730.839253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6497.640000 sec): 3 clusters Score: Raw -47626.007815 + Penalty 618.714083 = -47007.293731 nChanged 360 SP:Iteration 1F (6497.840000 sec): 3 clusters Score: Raw -47843.598857 + Penalty 618.714083 = -47224.884774 nChanged 79 SP:Iteration 2F (6497.980000 sec): 3 clusters Score: Raw -47891.284245 + Penalty 618.714083 = -47272.570162 nChanged 47 SP:Iteration 3F (6498.170000 sec): 3 clusters Score: Raw -47922.013440 + Penalty 618.714083 = -47303.299356 nChanged 37 SP:Iteration 4Q (6498.380000 sec): 3 clusters Score: Raw -47950.831547 + Penalty 618.714083 = -47332.117463 nChanged 35 SP:Iteration 5Q (6498.550000 sec): 3 clusters Score: Raw -47974.115984 + Penalty 618.714083 = -47355.401901 nChanged 36 SP:Iteration 6Q (6498.710000 sec): 3 clusters Score: Raw -47996.110263 + Penalty 618.714083 = -47377.396180 nChanged 26 SP:Iteration 7Q (6498.920000 sec): 3 clusters Score: Raw -48015.718619 + Penalty 618.714083 = -47397.004536 nChanged 28 SP:Iteration 8Q (6499.080000 sec): 3 clusters Score: Raw -48031.947050 + Penalty 618.714083 = -47413.232967 nChanged 25 SP:Iteration 9Q (6499.250000 sec): 3 clusters Score: Raw -48051.947159 + Penalty 618.714083 = -47433.233075 nChanged 26 SP:Iteration 10Q (6499.430000 sec): 3 clusters Score: Raw -48072.568106 + Penalty 618.714083 = -47453.854022 nChanged 19 SP:Iteration 11Q (6499.640000 sec): 3 clusters Score: Raw -48088.448653 + Penalty 618.714083 = -47469.734569 nChanged 16 SP:Iteration 12Q (6499.790000 sec): 3 clusters Score: Raw -48105.542560 + Penalty 618.714083 = -47486.828477 nChanged 17 SP:Iteration 13Q (6500.000000 sec): 3 clusters Score: Raw -48127.662831 + Penalty 618.714083 = -47508.948747 nChanged 11 SP:Iteration 14Q (6500.150000 sec): 3 clusters Score: Raw -48135.910520 + Penalty 618.714083 = -47517.196436 nChanged 4 SP:Iteration 15Q (6500.350000 sec): 3 clusters Score: Raw -48138.255054 + Penalty 618.714083 = -47519.540971 nChanged 3 SP:Iteration 16Q (6500.540000 sec): 3 clusters Score: Raw -48140.603989 + Penalty 618.714083 = -47521.889906 nChanged 7 SP:Iteration 17Q (6500.670000 sec): 3 clusters Score: Raw -48147.243010 + Penalty 618.714083 = -47528.528927 nChanged 2 SP:Iteration 18Q (6500.870000 sec): 3 clusters Score: Raw -48148.593938 + Penalty 618.714083 = -47529.879855 nChanged 2 SP:Iteration 19Q (6501.070000 sec): 3 clusters Score: Raw -48149.192952 + Penalty 618.714083 = -47530.478868 nChanged 1 SP:Iteration 20F (6501.260000 sec): 3 clusters Score: Raw -48149.762067 + Penalty 618.714083 = -47531.047983 nChanged 1 SP:Iteration 21Q (6501.410000 sec): 3 clusters Score: Raw -48152.947877 + Penalty 618.714083 = -47534.233794 nChanged 2 SP:Iteration 22Q (6501.600000 sec): 3 clusters Score: Raw -48153.293351 + Penalty 618.714083 = -47534.579268 nChanged 1 SP:Iteration 23Q (6501.780000 sec): 3 clusters Score: Raw -48153.435246 + Penalty 618.714083 = -47534.721162 nChanged 0 SP:Iteration 24F (6501.990000 sec): 3 clusters Score: Raw -48153.435246 + Penalty 618.714083 = -47534.721162 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6502.120000 sec): 2 clusters Score: Raw -5664.700284 + Penalty 218.208470 = -5446.491814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6502.350000 sec): 3 clusters Score: Raw -5693.088194 + Penalty 436.416940 = -5256.671255 nChanged 34 SP:Iteration 1F (6502.570000 sec): 3 clusters Score: Raw -5773.765850 + Penalty 436.416940 = -5337.348910 nChanged 8 SP:Iteration 2F (6502.770000 sec): 3 clusters Score: Raw -5792.846748 + Penalty 436.416940 = -5356.429808 nChanged 2 SP:Iteration 3Q (6502.920000 sec): 3 clusters Score: Raw -5799.517087 + Penalty 436.416940 = -5363.100147 nChanged 4 SP:Iteration 4Q (6503.100000 sec): 3 clusters Score: Raw -5808.873617 + Penalty 436.416940 = -5372.456677 nChanged 3 SP:Iteration 5Q (6503.300000 sec): 3 clusters Score: Raw -5817.138669 + Penalty 436.416940 = -5380.721729 nChanged 3 SP:Iteration 6Q (6503.500000 sec): 3 clusters Score: Raw -5830.147117 + Penalty 436.416940 = -5393.730177 nChanged 2 SP:Iteration 7Q (6503.710000 sec): 3 clusters Score: Raw -5833.730420 + Penalty 436.416940 = -5397.313480 nChanged 1 SP:Iteration 8Q (6503.860000 sec): 3 clusters Score: Raw -5837.044878 + Penalty 436.416940 = -5400.627938 nChanged 2 SP:Iteration 9Q (6504.040000 sec): 3 clusters Score: Raw -5848.707283 + Penalty 436.416940 = -5412.290344 nChanged 2 SP:Iteration 10Q (6504.220000 sec): 3 clusters Score: Raw -5865.309654 + Penalty 436.416940 = -5428.892715 nChanged 2 SP:Iteration 11Q (6504.390000 sec): 3 clusters Score: Raw -5871.521555 + Penalty 436.416940 = -5435.104616 nChanged 1 SP:Iteration 12Q (6504.590000 sec): 3 clusters Score: Raw -5872.963148 + Penalty 436.416940 = -5436.546208 nChanged 0 SP:Iteration 13F (6504.810000 sec): 3 clusters Score: Raw -5874.306028 + Penalty 436.416940 = -5437.889088 nChanged 1 SP:Iteration 14Q (6505.000000 sec): 3 clusters Score: Raw -5878.349891 + Penalty 436.416940 = -5441.932951 nChanged 0 SP:Iteration 15F (6505.210000 sec): 3 clusters Score: Raw -5878.349891 + Penalty 436.416940 = -5441.932951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6505.310000 sec): 2 clusters Score: Raw -28751.833246 + Penalty 280.812377 = -28471.020869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6505.450000 sec): 3 clusters Score: Raw -28560.560741 + Penalty 561.624754 = -27998.935987 nChanged 144 SP:Iteration 1F (6505.690000 sec): 3 clusters Score: Raw -28647.992283 + Penalty 561.624754 = -28086.367529 nChanged 32 SP:Iteration 2F (6505.840000 sec): 3 clusters Score: Raw -28664.665059 + Penalty 561.624754 = -28103.040305 nChanged 17 SP:Iteration 3Q (6506.030000 sec): 3 clusters Score: Raw -28674.385857 + Penalty 561.624754 = -28112.761103 nChanged 12 SP:Iteration 4Q (6506.290000 sec): 3 clusters Score: Raw -28686.976341 + Penalty 561.624754 = -28125.351587 nChanged 18 SP:Iteration 5Q (6506.430000 sec): 3 clusters Score: Raw -28698.852161 + Penalty 561.624754 = -28137.227407 nChanged 15 SP:Iteration 6Q (6506.660000 sec): 3 clusters Score: Raw -28707.024130 + Penalty 561.624754 = -28145.399376 nChanged 8 SP:Iteration 7Q (6506.880000 sec): 3 clusters Score: Raw -28710.212857 + Penalty 561.624754 = -28148.588103 nChanged 7 SP:Iteration 8Q (6507.130000 sec): 3 clusters Score: Raw -28714.319591 + Penalty 561.624754 = -28152.694837 nChanged 3 SP:Iteration 9Q (6507.270000 sec): 3 clusters Score: Raw -28715.043743 + Penalty 561.624754 = -28153.418989 nChanged 2 SP:Iteration 10Q (6507.470000 sec): 3 clusters Score: Raw -28715.356450 + Penalty 561.624754 = -28153.731696 nChanged 2 SP:Iteration 11Q (6507.680000 sec): 3 clusters Score: Raw -28715.711972 + Penalty 561.624754 = -28154.087218 nChanged 0 SP:Iteration 12F (6507.840000 sec): 3 clusters Score: Raw -28715.711972 + Penalty 561.624754 = -28154.087218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 52 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6507.930000 sec): 2 clusters Score: Raw -17119.361324 + Penalty 258.447854 = -16860.913470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6508.180000 sec): 3 clusters Score: Raw -17044.750107 + Penalty 516.895707 = -16527.854400 nChanged 92 SP:Iteration 1F (6508.350000 sec): 3 clusters Score: Raw -17160.606332 + Penalty 516.895707 = -16643.710624 nChanged 25 SP:Iteration 2F (6508.510000 sec): 3 clusters Score: Raw -17189.478516 + Penalty 516.895707 = -16672.582809 nChanged 11 SP:Iteration 3Q (6508.720000 sec): 3 clusters Score: Raw -17200.857700 + Penalty 516.895707 = -16683.961992 nChanged 8 SP:Iteration 4Q (6508.870000 sec): 3 clusters Score: Raw -17207.598564 + Penalty 516.895707 = -16690.702857 nChanged 6 SP:Iteration 5Q (6509.110000 sec): 3 clusters Score: Raw -17212.414064 + Penalty 516.895707 = -16695.518357 nChanged 7 SP:Iteration 6Q (6509.290000 sec): 3 clusters Score: Raw -17217.939382 + Penalty 516.895707 = -16701.043675 nChanged 5 SP:Iteration 7Q (6509.490000 sec): 3 clusters Score: Raw -17223.633133 + Penalty 516.895707 = -16706.737425 nChanged 2 SP:Iteration 8Q (6509.630000 sec): 3 clusters Score: Raw -17227.838674 + Penalty 516.895707 = -16710.942967 nChanged 2 SP:Iteration 9Q (6509.810000 sec): 3 clusters Score: Raw -17229.206173 + Penalty 516.895707 = -16712.310465 nChanged 0 SP:Iteration 10F (6509.950000 sec): 3 clusters Score: Raw -17229.206173 + Penalty 516.895707 = -16712.310465 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6510.050000 sec): 2 clusters Score: Raw -13143.400379 + Penalty 248.217111 = -12895.183268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6510.220000 sec): 3 clusters Score: Raw -13081.153254 + Penalty 496.434221 = -12584.719032 nChanged 66 SP:Iteration 1F (6510.380000 sec): 3 clusters Score: Raw -13157.096658 + Penalty 496.434221 = -12660.662436 nChanged 25 SP:Iteration 2F (6510.640000 sec): 3 clusters Score: Raw -13193.883600 + Penalty 496.434221 = -12697.449379 nChanged 15 SP:Iteration 3F (6510.860000 sec): 3 clusters Score: Raw -13211.569197 + Penalty 496.434221 = -12715.134976 nChanged 7 SP:Iteration 4Q (6511.030000 sec): 3 clusters Score: Raw -13229.757026 + Penalty 496.434221 = -12733.322805 nChanged 1 SP:Iteration 5Q (6511.260000 sec): 3 clusters Score: Raw -13235.410364 + Penalty 496.434221 = -12738.976142 nChanged 2 SP:Iteration 6Q (6511.480000 sec): 3 clusters Score: Raw -13239.386550 + Penalty 496.434221 = -12742.952328 nChanged 2 SP:Iteration 7Q (6511.650000 sec): 3 clusters Score: Raw -13241.507150 + Penalty 496.434221 = -12745.072928 nChanged 0 SP:Iteration 8F (6511.880000 sec): 3 clusters Score: Raw -13241.507150 + Penalty 496.434221 = -12745.072928 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6511.950000 sec): 2 clusters Score: Raw -5131.973979 + Penalty 206.719913 = -4925.254067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6512.200000 sec): 3 clusters Score: Raw -5177.018153 + Penalty 413.439825 = -4763.578328 nChanged 27 SP:Iteration 1F (6512.440000 sec): 3 clusters Score: Raw -5275.587975 + Penalty 413.439825 = -4862.148150 nChanged 5 SP:Iteration 2F (6512.610000 sec): 3 clusters Score: Raw -5287.884181 + Penalty 413.439825 = -4874.444355 nChanged 2 SP:Iteration 3Q (6512.800000 sec): 3 clusters Score: Raw -5302.631141 + Penalty 413.439825 = -4889.191315 nChanged 1 SP:Iteration 4Q (6512.990000 sec): 3 clusters Score: Raw -5308.176867 + Penalty 413.439825 = -4894.737042 nChanged 1 SP:Iteration 5Q (6513.200000 sec): 3 clusters Score: Raw -5314.645076 + Penalty 413.439825 = -4901.205251 nChanged 0 SP:Iteration 6F (6513.390000 sec): 3 clusters Score: Raw -5314.645076 + Penalty 413.439825 = -4901.205251 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6513.480000 sec): 2 clusters Score: Raw -9160.686337 + Penalty 229.475843 = -8931.210494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6513.700000 sec): 3 clusters Score: Raw -9149.004309 + Penalty 458.951686 = -8690.052624 nChanged 33 SP:Iteration 1F (6513.840000 sec): 3 clusters Score: Raw -9197.067632 + Penalty 458.951686 = -8738.115947 nChanged 10 SP:Iteration 2F (6514.040000 sec): 3 clusters Score: Raw -9219.180284 + Penalty 458.951686 = -8760.228599 nChanged 5 SP:Iteration 3Q (6514.190000 sec): 3 clusters Score: Raw -9224.869860 + Penalty 458.951686 = -8765.918174 nChanged 1 SP:Iteration 4Q (6514.390000 sec): 3 clusters Score: Raw -9225.389713 + Penalty 458.951686 = -8766.438028 nChanged 0 SP:Iteration 5F (6514.570000 sec): 3 clusters Score: Raw -9225.389713 + Penalty 458.951686 = -8766.438028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6514.710000 sec): 2 clusters Score: Raw -7251.462621 + Penalty 227.983906 = -7023.478715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6514.840000 sec): 3 clusters Score: Raw -7244.004811 + Penalty 455.967812 = -6788.037000 nChanged 35 SP:Iteration 1F (6515.040000 sec): 3 clusters Score: Raw -7352.626226 + Penalty 455.967812 = -6896.658414 nChanged 10 SP:Iteration 2F (6515.290000 sec): 3 clusters Score: Raw -7403.234590 + Penalty 455.967812 = -6947.266778 nChanged 7 SP:Iteration 3Q (6515.450000 sec): 3 clusters Score: Raw -7432.371529 + Penalty 455.967812 = -6976.403718 nChanged 6 SP:Iteration 4Q (6515.640000 sec): 3 clusters Score: Raw -7472.740661 + Penalty 455.967812 = -7016.772849 nChanged 6 SP:Iteration 5Q (6515.800000 sec): 3 clusters Score: Raw -7505.216963 + Penalty 455.967812 = -7049.249151 nChanged 7 SP:Iteration 6Q (6516.020000 sec): 3 clusters Score: Raw -7530.420737 + Penalty 455.967812 = -7074.452925 nChanged 4 SP:Iteration 7Q (6516.240000 sec): 3 clusters Score: Raw -7552.449740 + Penalty 455.967812 = -7096.481929 nChanged 2 SP:Iteration 8Q (6516.400000 sec): 3 clusters Score: Raw -7567.074822 + Penalty 455.967812 = -7111.107011 nChanged 3 SP:Iteration 9Q (6516.620000 sec): 3 clusters Score: Raw -7574.989652 + Penalty 455.967812 = -7119.021841 nChanged 0 SP:Iteration 10F (6516.770000 sec): 3 clusters Score: Raw -7578.078952 + Penalty 455.967812 = -7122.111140 nChanged 2 SP:Iteration 11Q (6516.960000 sec): 3 clusters Score: Raw -7591.980197 + Penalty 455.967812 = -7136.012385 nChanged 2 SP:Iteration 12Q (6517.180000 sec): 3 clusters Score: Raw -7599.629272 + Penalty 455.967812 = -7143.661460 nChanged 0 SP:Iteration 13F (6517.390000 sec): 3 clusters Score: Raw -7599.629272 + Penalty 455.967812 = -7143.661460 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6517.450000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6517.670000 sec): 3 clusters Score: Raw -5433.912726 + Penalty 414.402797 = -5019.509929 nChanged 18 SP:Iteration 1F (6517.910000 sec): 3 clusters Score: Raw -5492.719573 + Penalty 414.402797 = -5078.316776 nChanged 3 SP:Iteration 2Q (6518.110000 sec): 3 clusters Score: Raw -5499.253735 + Penalty 414.402797 = -5084.850938 nChanged 1 SP:Iteration 3Q (6518.320000 sec): 3 clusters Score: Raw -5504.695072 + Penalty 414.402797 = -5090.292275 nChanged 2 SP:Iteration 4Q (6518.500000 sec): 3 clusters Score: Raw -5515.874002 + Penalty 414.402797 = -5101.471205 nChanged 2 SP:Iteration 5Q (6518.710000 sec): 3 clusters Score: Raw -5519.882939 + Penalty 414.402797 = -5105.480142 nChanged 2 SP:Iteration 6Q (6518.930000 sec): 3 clusters Score: Raw -5526.392294 + Penalty 414.402797 = -5111.989497 nChanged 0 SP:Iteration 7F (6519.170000 sec): 3 clusters Score: Raw -5526.392294 + Penalty 414.402797 = -5111.989497 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6519.230000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6519.430000 sec): 3 clusters Score: Raw -11184.225495 + Penalty 476.030884 = -10708.194611 nChanged 48 SP:Iteration 1F (6519.640000 sec): 3 clusters Score: Raw -11244.238808 + Penalty 476.030884 = -10768.207924 nChanged 13 SP:Iteration 2F (6519.840000 sec): 3 clusters Score: Raw -11261.787023 + Penalty 476.030884 = -10785.756139 nChanged 8 SP:Iteration 3Q (6520.030000 sec): 3 clusters Score: Raw -11277.526922 + Penalty 476.030884 = -10801.496038 nChanged 3 SP:Iteration 4Q (6520.210000 sec): 3 clusters Score: Raw -11283.339490 + Penalty 476.030884 = -10807.308606 nChanged 1 SP:Iteration 5Q (6520.410000 sec): 3 clusters Score: Raw -11284.126770 + Penalty 476.030884 = -10808.095886 nChanged 2 SP:Iteration 6Q (6520.610000 sec): 3 clusters Score: Raw -11289.596888 + Penalty 476.030884 = -10813.566004 nChanged 2 SP:Iteration 7Q (6520.800000 sec): 3 clusters Score: Raw -11292.612166 + Penalty 476.030884 = -10816.581281 nChanged 1 SP:Iteration 8Q (6520.990000 sec): 3 clusters Score: Raw -11292.854252 + Penalty 476.030884 = -10816.823368 nChanged 0 SP:Iteration 9F (6521.170000 sec): 3 clusters Score: Raw -11292.854252 + Penalty 476.030884 = -10816.823368 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6521.290000 sec): 2 clusters Score: Raw -11842.331450 + Penalty 241.300373 = -11601.031076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6521.460000 sec): 3 clusters Score: Raw -11804.658386 + Penalty 482.600747 = -11322.057640 nChanged 50 SP:Iteration 1F (6521.630000 sec): 3 clusters Score: Raw -11851.614007 + Penalty 482.600747 = -11369.013260 nChanged 7 SP:Iteration 2Q (6521.780000 sec): 3 clusters Score: Raw -11856.287166 + Penalty 482.600747 = -11373.686420 nChanged 2 SP:Iteration 3Q (6521.970000 sec): 3 clusters Score: Raw -11856.939637 + Penalty 482.600747 = -11374.338891 nChanged 2 SP:Iteration 4Q (6522.170000 sec): 3 clusters Score: Raw -11858.937916 + Penalty 482.600747 = -11376.337170 nChanged 1 SP:Iteration 5Q (6522.330000 sec): 3 clusters Score: Raw -11859.394506 + Penalty 482.600747 = -11376.793759 nChanged 1 SP:Iteration 6Q (6522.550000 sec): 3 clusters Score: Raw -11861.090059 + Penalty 482.600747 = -11378.489312 nChanged 2 SP:Iteration 7Q (6522.710000 sec): 3 clusters Score: Raw -11867.839517 + Penalty 482.600747 = -11385.238771 nChanged 1 SP:Iteration 8Q (6522.910000 sec): 3 clusters Score: Raw -11869.233021 + Penalty 482.600747 = -11386.632274 nChanged 0 SP:Iteration 9F (6523.090000 sec): 3 clusters Score: Raw -11869.233021 + Penalty 482.600747 = -11386.632274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6523.200000 sec): 2 clusters Score: Raw -7457.998515 + Penalty 219.322811 = -7238.675704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6523.350000 sec): 3 clusters Score: Raw -7467.085956 + Penalty 438.645622 = -7028.440334 nChanged 24 SP:Iteration 1F (6523.530000 sec): 3 clusters Score: Raw -7498.446439 + Penalty 438.645622 = -7059.800816 nChanged 6 SP:Iteration 2Q (6523.650000 sec): 3 clusters Score: Raw -7511.696768 + Penalty 438.645622 = -7073.051145 nChanged 4 SP:Iteration 3Q (6523.920000 sec): 3 clusters Score: Raw -7518.659931 + Penalty 438.645622 = -7080.014309 nChanged 3 SP:Iteration 4Q (6524.130000 sec): 3 clusters Score: Raw -7524.760809 + Penalty 438.645622 = -7086.115187 nChanged 2 SP:Iteration 5Q (6524.330000 sec): 3 clusters Score: Raw -7536.346251 + Penalty 438.645622 = -7097.700628 nChanged 1 SP:Iteration 6Q (6524.510000 sec): 3 clusters Score: Raw -7541.586182 + Penalty 438.645622 = -7102.940560 nChanged 1 SP:Iteration 7Q (6524.730000 sec): 3 clusters Score: Raw -7543.243246 + Penalty 438.645622 = -7104.597624 nChanged 0 SP:Iteration 8F (6524.870000 sec): 3 clusters Score: Raw -7543.243246 + Penalty 438.645622 = -7104.597624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6524.980000 sec): 2 clusters Score: Raw -6323.365115 + Penalty 212.613712 = -6110.751403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6525.140000 sec): 3 clusters Score: Raw -6305.992949 + Penalty 425.227424 = -5880.765525 nChanged 19 SP:Iteration 1F (6525.290000 sec): 3 clusters Score: Raw -6347.476068 + Penalty 425.227424 = -5922.248644 nChanged 5 SP:Iteration 2Q (6525.510000 sec): 3 clusters Score: Raw -6356.952327 + Penalty 425.227424 = -5931.724903 nChanged 4 SP:Iteration 3Q (6525.680000 sec): 3 clusters Score: Raw -6372.056710 + Penalty 425.227424 = -5946.829286 nChanged 3 SP:Iteration 4Q (6525.900000 sec): 3 clusters Score: Raw -6375.011433 + Penalty 425.227424 = -5949.784009 nChanged 0 SP:Iteration 5F (6526.160000 sec): 3 clusters Score: Raw -6375.011433 + Penalty 425.227424 = -5949.784009 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 62 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6526.270000 sec): 2 clusters Score: Raw -8892.051776 + Penalty 226.754101 = -8665.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6526.410000 sec): 3 clusters Score: Raw -8875.694777 + Penalty 453.508203 = -8422.186574 nChanged 29 SP:Iteration 1F (6526.580000 sec): 3 clusters Score: Raw -8931.293873 + Penalty 453.508203 = -8477.785670 nChanged 9 SP:Iteration 2F (6526.720000 sec): 3 clusters Score: Raw -8946.662170 + Penalty 453.508203 = -8493.153968 nChanged 1 SP:Iteration 3Q (6526.880000 sec): 3 clusters Score: Raw -8948.728296 + Penalty 453.508203 = -8495.220093 nChanged 2 SP:Iteration 4Q (6527.050000 sec): 3 clusters Score: Raw -8954.954908 + Penalty 453.508203 = -8501.446705 nChanged 3 SP:Iteration 5Q (6527.240000 sec): 3 clusters Score: Raw -8957.779183 + Penalty 453.508203 = -8504.270980 nChanged 1 SP:Iteration 6Q (6527.440000 sec): 3 clusters Score: Raw -8958.102085 + Penalty 453.508203 = -8504.593883 nChanged 0 SP:Iteration 7F (6527.610000 sec): 3 clusters Score: Raw -8958.102085 + Penalty 453.508203 = -8504.593883 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6527.690000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6527.860000 sec): 3 clusters Score: Raw -2133.189518 + Penalty 328.593530 = -1804.595988 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 65 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6527.950000 sec): 2 clusters Score: Raw -5396.681801 + Penalty 202.140632 = -5194.541169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6528.080000 sec): 3 clusters Score: Raw -5403.558884 + Penalty 404.281264 = -4999.277620 nChanged 8 SP:Iteration 1F (6528.210000 sec): 3 clusters Score: Raw -5430.584185 + Penalty 404.281264 = -5026.302921 nChanged 3 SP:Iteration 2Q (6528.410000 sec): 3 clusters Score: Raw -5439.434672 + Penalty 404.281264 = -5035.153408 nChanged 1 SP:Iteration 3Q (6528.570000 sec): 3 clusters Score: Raw -5445.803909 + Penalty 404.281264 = -5041.522645 nChanged 0 SP:Iteration 4F (6528.780000 sec): 3 clusters Score: Raw -5445.803909 + Penalty 404.281264 = -5041.522645 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 66 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6528.870000 sec): 2 clusters Score: Raw -10436.138548 + Penalty 235.514813 = -10200.623735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6529.070000 sec): 3 clusters Score: Raw -10421.884778 + Penalty 471.029626 = -9950.855152 nChanged 45 SP:Iteration 1F (6529.280000 sec): 3 clusters Score: Raw -10546.565033 + Penalty 471.029626 = -10075.535407 nChanged 20 SP:Iteration 2F (6529.520000 sec): 3 clusters Score: Raw -10602.476286 + Penalty 471.029626 = -10131.446660 nChanged 9 SP:Iteration 3F (6529.740000 sec): 3 clusters Score: Raw -10617.070049 + Penalty 471.029626 = -10146.040423 nChanged 3 SP:Iteration 4Q (6529.900000 sec): 3 clusters Score: Raw -10623.656347 + Penalty 471.029626 = -10152.626721 nChanged 1 SP:Iteration 5Q (6530.120000 sec): 3 clusters Score: Raw -10624.187413 + Penalty 471.029626 = -10153.157788 nChanged 0 SP:Iteration 6F (6530.330000 sec): 3 clusters Score: Raw -10624.187413 + Penalty 471.029626 = -10153.157788 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 67 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6530.430000 sec): 2 clusters Score: Raw -9061.626853 + Penalty 235.771152 = -8825.855702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6530.620000 sec): 3 clusters Score: Raw -9069.075566 + Penalty 471.542303 = -8597.533263 nChanged 58 SP:Iteration 1F (6530.840000 sec): 3 clusters Score: Raw -9219.290297 + Penalty 471.542303 = -8747.747994 nChanged 16 SP:Iteration 2F (6530.990000 sec): 3 clusters Score: Raw -9260.824606 + Penalty 471.542303 = -8789.282303 nChanged 7 SP:Iteration 3Q (6531.110000 sec): 3 clusters Score: Raw -9272.809844 + Penalty 471.542303 = -8801.267541 nChanged 1 SP:Iteration 4Q (6531.230000 sec): 3 clusters Score: Raw -9275.279133 + Penalty 471.542303 = -8803.736830 nChanged 0 SP:Iteration 5F (6531.360000 sec): 3 clusters Score: Raw -9275.279133 + Penalty 471.542303 = -8803.736830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 68 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6531.470000 sec): 2 clusters Score: Raw -8828.489907 + Penalty 225.168575 = -8603.321332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.690000 sec): 3 clusters Score: Raw -8823.946749 + Penalty 450.337150 = -8373.609599 nChanged 34 SP:Iteration 1F (6531.860000 sec): 3 clusters Score: Raw -8874.294767 + Penalty 450.337150 = -8423.957617 nChanged 5 SP:Iteration 2Q (6532.070000 sec): 3 clusters Score: Raw -8878.760454 + Penalty 450.337150 = -8428.423304 nChanged 1 SP:Iteration 3Q (6532.270000 sec): 3 clusters Score: Raw -8880.041600 + Penalty 450.337150 = -8429.704450 nChanged 1 SP:Iteration 4Q (6532.480000 sec): 3 clusters Score: Raw -8881.213099 + Penalty 450.337150 = -8430.875949 nChanged 0 SP:Iteration 5F (6532.670000 sec): 3 clusters Score: Raw -8881.213099 + Penalty 450.337150 = -8430.875949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 69 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6532.740000 sec): 2 clusters Score: Raw -4379.789908 + Penalty 199.947437 = -4179.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6532.950000 sec): 3 clusters Score: Raw -4408.880301 + Penalty 399.894873 = -4008.985428 nChanged 16 SP:Iteration 1F (6533.120000 sec): 3 clusters Score: Raw -4450.107727 + Penalty 399.894873 = -4050.212854 nChanged 5 SP:Iteration 2F (6533.270000 sec): 3 clusters Score: Raw -4466.661827 + Penalty 399.894873 = -4066.766954 nChanged 1 SP:Iteration 3Q (6533.430000 sec): 3 clusters Score: Raw -4472.346286 + Penalty 399.894873 = -4072.451413 nChanged 0 SP:Iteration 4F (6533.640000 sec): 3 clusters Score: Raw -4472.346286 + Penalty 399.894873 = -4072.451413 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 70 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6533.730000 sec): 2 clusters Score: Raw -8594.421895 + Penalty 224.190043 = -8370.231852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6533.920000 sec): 3 clusters Score: Raw -8581.915963 + Penalty 448.380085 = -8133.535877 nChanged 23 SP:Iteration 1F (6534.120000 sec): 3 clusters Score: Raw -8609.320543 + Penalty 448.380085 = -8160.940458 nChanged 3 SP:Iteration 2Q (6534.330000 sec): 3 clusters Score: Raw -8617.448409 + Penalty 448.380085 = -8169.068324 nChanged 3 SP:Iteration 3Q (6534.530000 sec): 3 clusters Score: Raw -8619.261048 + Penalty 448.380085 = -8170.880963 nChanged 0 SP:Iteration 4F (6534.730000 sec): 3 clusters Score: Raw -8619.261048 + Penalty 448.380085 = -8170.880963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 71 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6534.800000 sec): 2 clusters Score: Raw -12283.203033 + Penalty 242.857983 = -12040.345050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6534.990000 sec): 3 clusters Score: Raw -12237.444912 + Penalty 485.715965 = -11751.728947 nChanged 53 SP:Iteration 1F (6535.160000 sec): 3 clusters Score: Raw -12302.270950 + Penalty 485.715965 = -11816.554984 nChanged 17 SP:Iteration 2F (6535.360000 sec): 3 clusters Score: Raw -12328.054445 + Penalty 485.715965 = -11842.338480 nChanged 13 SP:Iteration 3F (6535.500000 sec): 3 clusters Score: Raw -12352.068237 + Penalty 485.715965 = -11866.352271 nChanged 7 SP:Iteration 4Q (6535.700000 sec): 3 clusters Score: Raw -12360.632135 + Penalty 485.715965 = -11874.916170 nChanged 3 SP:Iteration 5Q (6535.850000 sec): 3 clusters Score: Raw -12366.577237 + Penalty 485.715965 = -11880.861271 nChanged 3 SP:Iteration 6Q (6536.050000 sec): 3 clusters Score: Raw -12377.407712 + Penalty 485.715965 = -11891.691746 nChanged 2 SP:Iteration 7Q (6536.220000 sec): 3 clusters Score: Raw -12381.601800 + Penalty 485.715965 = -11895.885835 nChanged 4 SP:Iteration 8Q (6536.380000 sec): 3 clusters Score: Raw -12395.115408 + Penalty 485.715965 = -11909.399442 nChanged 6 SP:Iteration 9Q (6536.640000 sec): 3 clusters Score: Raw -12444.188377 + Penalty 485.715965 = -11958.472411 nChanged 5 SP:Iteration 10Q (6536.750000 sec): 3 clusters Score: Raw -12465.389998 + Penalty 485.715965 = -11979.674033 nChanged 2 SP:Iteration 11Q (6536.890000 sec): 3 clusters Score: Raw -12477.045848 + Penalty 485.715965 = -11991.329883 nChanged 1 SP:Iteration 12Q (6537.040000 sec): 3 clusters Score: Raw -12485.482876 + Penalty 485.715965 = -11999.766910 nChanged 1 SP:Iteration 13Q (6537.210000 sec): 3 clusters Score: Raw -12493.810345 + Penalty 485.715965 = -12008.094380 nChanged 1 SP:Iteration 14Q (6537.450000 sec): 3 clusters Score: Raw -12497.575885 + Penalty 485.715965 = -12011.859920 nChanged 1 SP:Iteration 15Q (6537.620000 sec): 3 clusters Score: Raw -12500.235705 + Penalty 485.715965 = -12014.519740 nChanged 0 SP:Iteration 16F (6537.800000 sec): 3 clusters Score: Raw -12502.636454 + Penalty 485.715965 = -12016.920489 nChanged 1 SP:Iteration 17Q (6538.000000 sec): 3 clusters Score: Raw -12513.377857 + Penalty 485.715965 = -12027.661891 nChanged 4 SP:Iteration 18Q (6538.230000 sec): 3 clusters Score: Raw -12537.471287 + Penalty 485.715965 = -12051.755322 nChanged 2 SP:Iteration 19Q (6538.450000 sec): 3 clusters Score: Raw -12543.196166 + Penalty 485.715965 = -12057.480201 nChanged 1 SP:Iteration 20F (6538.600000 sec): 3 clusters Score: Raw -12544.795827 + Penalty 485.715965 = -12059.079862 nChanged 1 SP:Iteration 21Q (6538.820000 sec): 3 clusters Score: Raw -12545.845879 + Penalty 485.715965 = -12060.129913 nChanged 0 SP:Iteration 22F (6538.970000 sec): 3 clusters Score: Raw -12545.845879 + Penalty 485.715965 = -12060.129913 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 72 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6539.080000 sec): 2 clusters Score: Raw -8347.211566 + Penalty 223.525797 = -8123.685769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6539.240000 sec): 3 clusters Score: Raw -8327.555598 + Penalty 447.051595 = -7880.504004 nChanged 35 SP:Iteration 1F (6539.430000 sec): 3 clusters Score: Raw -8379.785894 + Penalty 447.051595 = -7932.734300 nChanged 7 SP:Iteration 2F (6539.630000 sec): 3 clusters Score: Raw -8402.564675 + Penalty 447.051595 = -7955.513081 nChanged 5 SP:Iteration 3Q (6539.780000 sec): 3 clusters Score: Raw -8412.005095 + Penalty 447.051595 = -7964.953501 nChanged 2 SP:Iteration 4Q (6539.980000 sec): 3 clusters Score: Raw -8415.346545 + Penalty 447.051595 = -7968.294950 nChanged 0 SP:Iteration 5F (6540.140000 sec): 3 clusters Score: Raw -8415.346545 + Penalty 447.051595 = -7968.294950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 73 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6540.220000 sec): 2 clusters Score: Raw -8855.771703 + Penalty 233.410392 = -8622.361311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6540.400000 sec): 3 clusters Score: Raw -8823.665892 + Penalty 466.820783 = -8356.845109 nChanged 46 SP:Iteration 1F (6540.580000 sec): 3 clusters Score: Raw -8904.975700 + Penalty 466.820783 = -8438.154917 nChanged 10 SP:Iteration 2F (6540.750000 sec): 3 clusters Score: Raw -8930.668924 + Penalty 466.820783 = -8463.848141 nChanged 7 SP:Iteration 3Q (6540.930000 sec): 3 clusters Score: Raw -8942.234862 + Penalty 466.820783 = -8475.414079 nChanged 2 SP:Iteration 4Q (6541.120000 sec): 3 clusters Score: Raw -8944.732309 + Penalty 466.820783 = -8477.911525 nChanged 2 SP:Iteration 5Q (6541.260000 sec): 3 clusters Score: Raw -8947.718816 + Penalty 466.820783 = -8480.898033 nChanged 1 SP:Iteration 6Q (6541.420000 sec): 3 clusters Score: Raw -8953.260353 + Penalty 466.820783 = -8486.439569 nChanged 2 SP:Iteration 7Q (6541.630000 sec): 3 clusters Score: Raw -8960.377012 + Penalty 466.820783 = -8493.556229 nChanged 1 SP:Iteration 8Q (6541.840000 sec): 3 clusters Score: Raw -8962.061340 + Penalty 466.820783 = -8495.240557 nChanged 3 SP:Iteration 9Q (6542.010000 sec): 3 clusters Score: Raw -8965.390178 + Penalty 466.820783 = -8498.569395 nChanged 0 SP:Iteration 10F (6542.210000 sec): 3 clusters Score: Raw -8965.390178 + Penalty 466.820783 = -8498.569395 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 74 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6542.290000 sec): 2 clusters Score: Raw -21635.510154 + Penalty 269.431818 = -21366.078336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6542.460000 sec): 3 clusters Score: Raw -21494.738819 + Penalty 538.863636 = -20955.875183 nChanged 118 SP:Iteration 1F (6542.700000 sec): 3 clusters Score: Raw -21597.612297 + Penalty 538.863636 = -21058.748661 nChanged 29 SP:Iteration 2F (6542.870000 sec): 3 clusters Score: Raw -21620.857747 + Penalty 538.863636 = -21081.994110 nChanged 13 SP:Iteration 3Q (6543.030000 sec): 3 clusters Score: Raw -21632.754913 + Penalty 538.863636 = -21093.891276 nChanged 9 SP:Iteration 4Q (6543.230000 sec): 3 clusters Score: Raw -21642.218596 + Penalty 538.863636 = -21103.354960 nChanged 8 SP:Iteration 5Q (6543.380000 sec): 3 clusters Score: Raw -21646.762554 + Penalty 538.863636 = -21107.898918 nChanged 1 SP:Iteration 6Q (6543.560000 sec): 3 clusters Score: Raw -21647.130335 + Penalty 538.863636 = -21108.266699 nChanged 1 SP:Iteration 7Q (6543.760000 sec): 3 clusters Score: Raw -21648.527226 + Penalty 538.863636 = -21109.663589 nChanged 2 SP:Iteration 8Q (6543.970000 sec): 3 clusters Score: Raw -21648.908266 + Penalty 538.863636 = -21110.044630 nChanged 0 SP:Iteration 9F (6544.140000 sec): 3 clusters Score: Raw -21648.908266 + Penalty 538.863636 = -21110.044630 nChanged 0 Deleting Class 71 (87 points): Lose 488.930095 but Gain 586.233529 Iteration 215F (6585.590000 sec): 77 clusters Score: Raw -24039776.735759 + Penalty 44553.748207 = -23995222.987552 nChanged 107 Iteration 216F (6629.540000 sec): 77 clusters Score: Raw -24040046.500169 + Penalty 44553.748207 = -23995492.751962 nChanged 30 Iteration 217Q (6665.180000 sec): 77 clusters Score: Raw -24040096.358217 + Penalty 44553.748207 = -23995542.610009 nChanged 14 Iteration 218Q (6701.420000 sec): 77 clusters Score: Raw -24040126.767831 + Penalty 44553.748207 = -23995573.019624 nChanged 10 Writing temp clu file Because OldScore, -23995542.610009, is greater than current (better) Score,-23995573.019624 Compute initial score before splitting: Score: Raw -24040126.767831 + Penalty 44553.748207 = -23995573.019624 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6701.760000 sec): 2 clusters Score: Raw -1722344.456499 + Penalty 464.910980 = -1721879.545519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6702.090000 sec): 3 clusters Score: Raw -1704481.082473 + Penalty 929.821959 = -1703551.260514 nChanged 13175 SP:Iteration 1F (6702.420000 sec): 3 clusters Score: Raw -1712289.091926 + Penalty 929.821959 = -1711359.269967 nChanged 1328 SP:Iteration 2Q (6702.700000 sec): 3 clusters Score: Raw -1712892.010440 + Penalty 929.821959 = -1711962.188480 nChanged 1531 SP:Iteration 3F (6702.920000 sec): 3 clusters Score: Raw -1713773.937292 + Penalty 929.821959 = -1712844.115333 nChanged 1726 SP:Iteration 4F (6703.170000 sec): 3 clusters Score: Raw -1715082.690190 + Penalty 929.821959 = -1714152.868230 nChanged 1897 SP:Iteration 5F (6703.440000 sec): 3 clusters Score: Raw -1716699.537284 + Penalty 929.821959 = -1715769.715325 nChanged 1753 SP:Iteration 6F (6703.730000 sec): 3 clusters Score: Raw -1717896.399658 + Penalty 929.821959 = -1716966.577699 nChanged 1195 SP:Iteration 7Q (6703.960000 sec): 3 clusters Score: Raw -1718431.563147 + Penalty 929.821959 = -1717501.741188 nChanged 752 SP:Iteration 8Q (6704.230000 sec): 3 clusters Score: Raw -1718719.406785 + Penalty 929.821959 = -1717789.584826 nChanged 585 SP:Iteration 9Q (6704.570000 sec): 3 clusters Score: Raw -1718996.158944 + Penalty 929.821959 = -1718066.336985 nChanged 643 SP:Iteration 10Q (6704.820000 sec): 3 clusters Score: Raw -1719335.908602 + Penalty 929.821959 = -1718406.086643 nChanged 713 SP:Iteration 11Q (6705.100000 sec): 3 clusters Score: Raw -1719793.937492 + Penalty 929.821959 = -1718864.115533 nChanged 752 SP:Iteration 12Q (6705.400000 sec): 3 clusters Score: Raw -1720322.200804 + Penalty 929.821959 = -1719392.378845 nChanged 709 SP:Iteration 13Q (6705.600000 sec): 3 clusters Score: Raw -1720825.601150 + Penalty 929.821959 = -1719895.779190 nChanged 649 SP:Iteration 14Q (6705.870000 sec): 3 clusters Score: Raw -1721235.487175 + Penalty 929.821959 = -1720305.665215 nChanged 552 SP:Iteration 15Q (6706.140000 sec): 3 clusters Score: Raw -1721484.059516 + Penalty 929.821959 = -1720554.237556 nChanged 405 SP:Iteration 16Q (6706.400000 sec): 3 clusters Score: Raw -1721613.992984 + Penalty 929.821959 = -1720684.171025 nChanged 277 SP:Iteration 17Q (6706.730000 sec): 3 clusters Score: Raw -1721687.894824 + Penalty 929.821959 = -1720758.072865 nChanged 230 SP:Iteration 18Q (6707.020000 sec): 3 clusters Score: Raw -1721736.879877 + Penalty 929.821959 = -1720807.057917 nChanged 177 SP:Iteration 19Q (6707.290000 sec): 3 clusters Score: Raw -1721773.846704 + Penalty 929.821959 = -1720844.024745 nChanged 173 SP:Iteration 20F (6707.590000 sec): 3 clusters Score: Raw -1721808.083426 + Penalty 929.821959 = -1720878.261467 nChanged 168 SP:Iteration 21Q (6707.860000 sec): 3 clusters Score: Raw -1721833.738272 + Penalty 929.821959 = -1720903.916313 nChanged 135 SP:Iteration 22Q (6708.150000 sec): 3 clusters Score: Raw -1721851.410064 + Penalty 929.821959 = -1720921.588105 nChanged 118 SP:Iteration 23Q (6708.420000 sec): 3 clusters Score: Raw -1721865.785322 + Penalty 929.821959 = -1720935.963363 nChanged 126 SP:Iteration 24Q (6708.730000 sec): 3 clusters Score: Raw -1721880.654435 + Penalty 929.821959 = -1720950.832476 nChanged 133 SP:Iteration 25Q (6709.070000 sec): 3 clusters Score: Raw -1721897.268351 + Penalty 929.821959 = -1720967.446391 nChanged 128 SP:Iteration 26Q (6709.410000 sec): 3 clusters Score: Raw -1721913.738107 + Penalty 929.821959 = -1720983.916148 nChanged 129 SP:Iteration 27Q (6709.630000 sec): 3 clusters Score: Raw -1721929.285408 + Penalty 929.821959 = -1720999.463449 nChanged 111 SP:Iteration 28Q (6709.900000 sec): 3 clusters Score: Raw -1721942.188771 + Penalty 929.821959 = -1721012.366812 nChanged 123 SP:Iteration 29Q (6710.130000 sec): 3 clusters Score: Raw -1721957.460430 + Penalty 929.821959 = -1721027.638471 nChanged 130 SP:Iteration 30Q (6710.450000 sec): 3 clusters Score: Raw -1721973.889784 + Penalty 929.821959 = -1721044.067825 nChanged 111 SP:Iteration 31Q (6710.670000 sec): 3 clusters Score: Raw -1721987.341136 + Penalty 929.821959 = -1721057.519177 nChanged 108 SP:Iteration 32Q (6710.970000 sec): 3 clusters Score: Raw -1722000.002780 + Penalty 929.821959 = -1721070.180821 nChanged 99 SP:Iteration 33Q (6711.300000 sec): 3 clusters Score: Raw -1722010.877034 + Penalty 929.821959 = -1721081.055075 nChanged 103 SP:Iteration 34Q (6711.590000 sec): 3 clusters Score: Raw -1722022.972952 + Penalty 929.821959 = -1721093.150993 nChanged 113 SP:Iteration 35Q (6711.870000 sec): 3 clusters Score: Raw -1722036.318007 + Penalty 929.821959 = -1721106.496048 nChanged 104 SP:Iteration 36Q (6712.130000 sec): 3 clusters Score: Raw -1722048.131963 + Penalty 929.821959 = -1721118.310003 nChanged 97 SP:Iteration 37Q (6712.410000 sec): 3 clusters Score: Raw -1722059.267215 + Penalty 929.821959 = -1721129.445256 nChanged 101 SP:Iteration 38Q (6712.620000 sec): 3 clusters Score: Raw -1722071.182459 + Penalty 929.821959 = -1721141.360500 nChanged 98 SP:Iteration 39Q (6712.950000 sec): 3 clusters Score: Raw -1722082.603665 + Penalty 929.821959 = -1721152.781706 nChanged 89 SP:Iteration 40F (6713.160000 sec): 3 clusters Score: Raw -1722093.550230 + Penalty 929.821959 = -1721163.728271 nChanged 95 SP:Iteration 41Q (6713.470000 sec): 3 clusters Score: Raw -1722105.948523 + Penalty 929.821959 = -1721176.126564 nChanged 84 SP:Iteration 42Q (6713.750000 sec): 3 clusters Score: Raw -1722115.462545 + Penalty 929.821959 = -1721185.640586 nChanged 77 SP:Iteration 43Q (6714.010000 sec): 3 clusters Score: Raw -1722123.036346 + Penalty 929.821959 = -1721193.214387 nChanged 78 SP:Iteration 44Q (6714.230000 sec): 3 clusters Score: Raw -1722130.807870 + Penalty 929.821959 = -1721200.985911 nChanged 72 SP:Iteration 45Q (6714.510000 sec): 3 clusters Score: Raw -1722137.084251 + Penalty 929.821959 = -1721207.262292 nChanged 59 SP:Iteration 46Q (6714.720000 sec): 3 clusters Score: Raw -1722142.063708 + Penalty 929.821959 = -1721212.241748 nChanged 54 SP:Iteration 47Q (6714.990000 sec): 3 clusters Score: Raw -1722145.836430 + Penalty 929.821959 = -1721216.014471 nChanged 48 SP:Iteration 48Q (6715.260000 sec): 3 clusters Score: Raw -1722148.717122 + Penalty 929.821959 = -1721218.895163 nChanged 47 SP:Iteration 49Q (6715.530000 sec): 3 clusters Score: Raw -1722151.926483 + Penalty 929.821959 = -1721222.104524 nChanged 48 SP:Iteration 50Q (6715.740000 sec): 3 clusters Score: Raw -1722155.433686 + Penalty 929.821959 = -1721225.611727 nChanged 42 SP:Iteration 51Q (6716.000000 sec): 3 clusters Score: Raw -1722158.646314 + Penalty 929.821959 = -1721228.824355 nChanged 44 SP:Iteration 52Q (6716.280000 sec): 3 clusters Score: Raw -1722162.078570 + Penalty 929.821959 = -1721232.256611 nChanged 45 SP:Iteration 53Q (6716.590000 sec): 3 clusters Score: Raw -1722165.654672 + Penalty 929.821959 = -1721235.832712 nChanged 46 SP:Iteration 54Q (6716.850000 sec): 3 clusters Score: Raw -1722169.254132 + Penalty 929.821959 = -1721239.432172 nChanged 53 SP:Iteration 55Q (6717.090000 sec): 3 clusters Score: Raw -1722173.985679 + Penalty 929.821959 = -1721244.163720 nChanged 57 SP:Iteration 56Q (6717.330000 sec): 3 clusters Score: Raw -1722178.689427 + Penalty 929.821959 = -1721248.867468 nChanged 53 SP:Iteration 57Q (6717.590000 sec): 3 clusters Score: Raw -1722182.530566 + Penalty 929.821959 = -1721252.708607 nChanged 57 SP:Iteration 58Q (6717.830000 sec): 3 clusters Score: Raw -1722187.332361 + Penalty 929.821959 = -1721257.510402 nChanged 59 SP:Iteration 59Q (6718.050000 sec): 3 clusters Score: Raw -1722192.108277 + Penalty 929.821959 = -1721262.286318 nChanged 46 SP:Iteration 60F (6718.300000 sec): 3 clusters Score: Raw -1722196.099104 + Penalty 929.821959 = -1721266.277145 nChanged 48 SP:Iteration 61Q (6718.590000 sec): 3 clusters Score: Raw -1722200.200718 + Penalty 929.821959 = -1721270.378758 nChanged 55 SP:Iteration 62Q (6718.850000 sec): 3 clusters Score: Raw -1722204.572307 + Penalty 929.821959 = -1721274.750348 nChanged 46 SP:Iteration 63Q (6719.120000 sec): 3 clusters Score: Raw -1722208.392884 + Penalty 929.821959 = -1721278.570925 nChanged 47 SP:Iteration 64Q (6719.420000 sec): 3 clusters Score: Raw -1722211.893806 + Penalty 929.821959 = -1721282.071847 nChanged 37 SP:Iteration 65Q (6719.690000 sec): 3 clusters Score: Raw -1722214.309408 + Penalty 929.821959 = -1721284.487449 nChanged 41 SP:Iteration 66Q (6720.050000 sec): 3 clusters Score: Raw -1722217.089012 + Penalty 929.821959 = -1721287.267053 nChanged 47 SP:Iteration 67Q (6720.310000 sec): 3 clusters Score: Raw -1722221.113516 + Penalty 929.821959 = -1721291.291557 nChanged 49 SP:Iteration 68Q (6720.570000 sec): 3 clusters Score: Raw -1722226.355890 + Penalty 929.821959 = -1721296.533930 nChanged 51 SP:Iteration 69Q (6720.830000 sec): 3 clusters Score: Raw -1722231.366468 + Penalty 929.821959 = -1721301.544509 nChanged 44 SP:Iteration 70Q (6721.100000 sec): 3 clusters Score: Raw -1722235.856781 + Penalty 929.821959 = -1721306.034822 nChanged 54 SP:Iteration 71Q (6721.390000 sec): 3 clusters Score: Raw -1722241.092900 + Penalty 929.821959 = -1721311.270940 nChanged 45 SP:Iteration 72Q (6721.690000 sec): 3 clusters Score: Raw -1722245.111820 + Penalty 929.821959 = -1721315.289861 nChanged 53 SP:Iteration 73Q (6721.970000 sec): 3 clusters Score: Raw -1722250.209879 + Penalty 929.821959 = -1721320.387920 nChanged 46 SP:Iteration 74Q (6722.210000 sec): 3 clusters Score: Raw -1722254.779097 + Penalty 929.821959 = -1721324.957138 nChanged 53 SP:Iteration 75Q (6722.470000 sec): 3 clusters Score: Raw -1722259.784558 + Penalty 929.821959 = -1721329.962599 nChanged 46 SP:Iteration 76Q (6722.750000 sec): 3 clusters Score: Raw -1722263.952565 + Penalty 929.821959 = -1721334.130605 nChanged 44 SP:Iteration 77Q (6723.030000 sec): 3 clusters Score: Raw -1722267.460923 + Penalty 929.821959 = -1721337.638964 nChanged 35 SP:Iteration 78Q (6723.280000 sec): 3 clusters Score: Raw -1722269.642090 + Penalty 929.821959 = -1721339.820131 nChanged 23 SP:Iteration 79Q (6723.540000 sec): 3 clusters Score: Raw -1722271.063641 + Penalty 929.821959 = -1721341.241681 nChanged 20 SP:Iteration 80F (6723.790000 sec): 3 clusters Score: Raw -1722272.108999 + Penalty 929.821959 = -1721342.287040 nChanged 26 SP:Iteration 81Q (6724.090000 sec): 3 clusters Score: Raw -1722273.349973 + Penalty 929.821959 = -1721343.528014 nChanged 25 SP:Iteration 82Q (6724.340000 sec): 3 clusters Score: Raw -1722274.506915 + Penalty 929.821959 = -1721344.684956 nChanged 22 SP:Iteration 83Q (6724.610000 sec): 3 clusters Score: Raw -1722275.441612 + Penalty 929.821959 = -1721345.619653 nChanged 19 SP:Iteration 84Q (6724.860000 sec): 3 clusters Score: Raw -1722276.188969 + Penalty 929.821959 = -1721346.367009 nChanged 13 SP:Iteration 85Q (6725.130000 sec): 3 clusters Score: Raw -1722276.644990 + Penalty 929.821959 = -1721346.823030 nChanged 14 SP:Iteration 86Q (6725.470000 sec): 3 clusters Score: Raw -1722277.145433 + Penalty 929.821959 = -1721347.323474 nChanged 14 SP:Iteration 87Q (6725.740000 sec): 3 clusters Score: Raw -1722277.793126 + Penalty 929.821959 = -1721347.971167 nChanged 20 SP:Iteration 88Q (6726.010000 sec): 3 clusters Score: Raw -1722278.773295 + Penalty 929.821959 = -1721348.951336 nChanged 17 SP:Iteration 89Q (6726.270000 sec): 3 clusters Score: Raw -1722279.558226 + Penalty 929.821959 = -1721349.736267 nChanged 15 SP:Iteration 90Q (6726.530000 sec): 3 clusters Score: Raw -1722280.500714 + Penalty 929.821959 = -1721350.678755 nChanged 19 SP:Iteration 91Q (6726.800000 sec): 3 clusters Score: Raw -1722281.489188 + Penalty 929.821959 = -1721351.667229 nChanged 21 SP:Iteration 92Q (6727.090000 sec): 3 clusters Score: Raw -1722282.522865 + Penalty 929.821959 = -1721352.700905 nChanged 21 SP:Iteration 93Q (6727.280000 sec): 3 clusters Score: Raw -1722283.508596 + Penalty 929.821959 = -1721353.686636 nChanged 18 SP:Iteration 94Q (6727.550000 sec): 3 clusters Score: Raw -1722284.477456 + Penalty 929.821959 = -1721354.655497 nChanged 18 SP:Iteration 95Q (6727.770000 sec): 3 clusters Score: Raw -1722285.511671 + Penalty 929.821959 = -1721355.689712 nChanged 23 SP:Iteration 96Q (6728.070000 sec): 3 clusters Score: Raw -1722286.723143 + Penalty 929.821959 = -1721356.901184 nChanged 19 SP:Iteration 97Q (6728.350000 sec): 3 clusters Score: Raw -1722287.777277 + Penalty 929.821959 = -1721357.955317 nChanged 27 SP:Iteration 98Q (6728.630000 sec): 3 clusters Score: Raw -1722289.446298 + Penalty 929.821959 = -1721359.624339 nChanged 30 SP:Iteration 99Q (6728.920000 sec): 3 clusters Score: Raw -1722291.425911 + Penalty 929.821959 = -1721361.603952 nChanged 29 SP:Iteration 100F (6729.180000 sec): 3 clusters Score: Raw -1722293.235689 + Penalty 929.821959 = -1721363.413730 nChanged 33 SP:Iteration 101Q (6729.450000 sec): 3 clusters Score: Raw -1722295.057596 + Penalty 929.821959 = -1721365.235637 nChanged 27 SP:Iteration 102Q (6729.710000 sec): 3 clusters Score: Raw -1722296.524798 + Penalty 929.821959 = -1721366.702839 nChanged 20 SP:Iteration 103Q (6729.970000 sec): 3 clusters Score: Raw -1722297.318157 + Penalty 929.821959 = -1721367.496198 nChanged 17 SP:Iteration 104Q (6730.180000 sec): 3 clusters Score: Raw -1722298.437087 + Penalty 929.821959 = -1721368.615128 nChanged 26 SP:Iteration 105Q (6730.440000 sec): 3 clusters Score: Raw -1722300.236827 + Penalty 929.821959 = -1721370.414868 nChanged 28 SP:Iteration 106Q (6730.720000 sec): 3 clusters Score: Raw -1722302.569789 + Penalty 929.821959 = -1721372.747829 nChanged 36 SP:Iteration 107Q (6730.980000 sec): 3 clusters Score: Raw -1722305.150655 + Penalty 929.821959 = -1721375.328696 nChanged 37 SP:Iteration 108Q (6731.230000 sec): 3 clusters Score: Raw -1722308.114407 + Penalty 929.821959 = -1721378.292448 nChanged 39 SP:Iteration 109Q (6731.530000 sec): 3 clusters Score: Raw -1722311.981041 + Penalty 929.821959 = -1721382.159082 nChanged 47 SP:Iteration 110Q (6731.790000 sec): 3 clusters Score: Raw -1722316.621120 + Penalty 929.821959 = -1721386.799161 nChanged 37 SP:Iteration 111Q (6732.090000 sec): 3 clusters Score: Raw -1722319.596119 + Penalty 929.821959 = -1721389.774160 nChanged 39 SP:Iteration 112Q (6732.330000 sec): 3 clusters Score: Raw -1722323.000657 + Penalty 929.821959 = -1721393.178698 nChanged 37 SP:Iteration 113Q (6732.630000 sec): 3 clusters Score: Raw -1722326.045220 + Penalty 929.821959 = -1721396.223261 nChanged 32 SP:Iteration 114Q (6732.870000 sec): 3 clusters Score: Raw -1722328.704637 + Penalty 929.821959 = -1721398.882678 nChanged 31 SP:Iteration 115Q (6733.150000 sec): 3 clusters Score: Raw -1722330.973907 + Penalty 929.821959 = -1721401.151948 nChanged 23 SP:Iteration 116Q (6733.450000 sec): 3 clusters Score: Raw -1722332.199909 + Penalty 929.821959 = -1721402.377950 nChanged 13 SP:Iteration 117Q (6733.660000 sec): 3 clusters Score: Raw -1722332.771282 + Penalty 929.821959 = -1721402.949323 nChanged 10 SP:Iteration 118Q (6733.950000 sec): 3 clusters Score: Raw -1722333.243154 + Penalty 929.821959 = -1721403.421195 nChanged 13 SP:Iteration 119Q (6734.200000 sec): 3 clusters Score: Raw -1722333.822515 + Penalty 929.821959 = -1721404.000555 nChanged 12 SP:Iteration 120F (6734.470000 sec): 3 clusters Score: Raw -1722334.548607 + Penalty 929.821959 = -1721404.726648 nChanged 12 SP:Iteration 121Q (6734.670000 sec): 3 clusters Score: Raw -1722335.187754 + Penalty 929.821959 = -1721405.365795 nChanged 17 SP:Iteration 122Q (6734.970000 sec): 3 clusters Score: Raw -1722335.922049 + Penalty 929.821959 = -1721406.100090 nChanged 12 SP:Iteration 123Q (6735.260000 sec): 3 clusters Score: Raw -1722336.450252 + Penalty 929.821959 = -1721406.628293 nChanged 9 SP:Iteration 124Q (6735.510000 sec): 3 clusters Score: Raw -1722336.881476 + Penalty 929.821959 = -1721407.059516 nChanged 9 SP:Iteration 125Q (6735.730000 sec): 3 clusters Score: Raw -1722337.180391 + Penalty 929.821959 = -1721407.358432 nChanged 8 SP:Iteration 126Q (6735.970000 sec): 3 clusters Score: Raw -1722337.571652 + Penalty 929.821959 = -1721407.749693 nChanged 8 SP:Iteration 127Q (6736.230000 sec): 3 clusters Score: Raw -1722337.912687 + Penalty 929.821959 = -1721408.090728 nChanged 8 SP:Iteration 128Q (6736.470000 sec): 3 clusters Score: Raw -1722338.379759 + Penalty 929.821959 = -1721408.557800 nChanged 10 SP:Iteration 129Q (6736.750000 sec): 3 clusters Score: Raw -1722338.907490 + Penalty 929.821959 = -1721409.085530 nChanged 6 SP:Iteration 130Q (6737.030000 sec): 3 clusters Score: Raw -1722339.192620 + Penalty 929.821959 = -1721409.370660 nChanged 9 SP:Iteration 131Q (6737.270000 sec): 3 clusters Score: Raw -1722339.675534 + Penalty 929.821959 = -1721409.853575 nChanged 11 SP:Iteration 132Q (6737.540000 sec): 3 clusters Score: Raw -1722340.121367 + Penalty 929.821959 = -1721410.299408 nChanged 9 SP:Iteration 133Q (6737.820000 sec): 3 clusters Score: Raw -1722340.496259 + Penalty 929.821959 = -1721410.674300 nChanged 10 SP:Iteration 134Q (6738.070000 sec): 3 clusters Score: Raw -1722340.835842 + Penalty 929.821959 = -1721411.013883 nChanged 8 SP:Iteration 135Q (6738.310000 sec): 3 clusters Score: Raw -1722341.050033 + Penalty 929.821959 = -1721411.228074 nChanged 7 SP:Iteration 136Q (6738.540000 sec): 3 clusters Score: Raw -1722341.345935 + Penalty 929.821959 = -1721411.523976 nChanged 9 SP:Iteration 137Q (6738.770000 sec): 3 clusters Score: Raw -1722341.645430 + Penalty 929.821959 = -1721411.823471 nChanged 9 SP:Iteration 138Q (6739.040000 sec): 3 clusters Score: Raw -1722341.847995 + Penalty 929.821959 = -1721412.026036 nChanged 4 SP:Iteration 139Q (6739.230000 sec): 3 clusters Score: Raw -1722341.936612 + Penalty 929.821959 = -1721412.114653 nChanged 3 SP:Iteration 140F (6739.530000 sec): 3 clusters Score: Raw -1722342.028179 + Penalty 929.821959 = -1721412.206220 nChanged 1 SP:Iteration 141Q (6739.770000 sec): 3 clusters Score: Raw -1722342.082422 + Penalty 929.821959 = -1721412.260463 nChanged 2 SP:Iteration 142Q (6739.980000 sec): 3 clusters Score: Raw -1722342.127968 + Penalty 929.821959 = -1721412.306009 nChanged 1 SP:Iteration 143Q (6740.200000 sec): 3 clusters Score: Raw -1722342.138783 + Penalty 929.821959 = -1721412.316824 nChanged 0 SP:Iteration 144F (6740.440000 sec): 3 clusters Score: Raw -1722342.138783 + Penalty 929.821959 = -1721412.316824 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6740.570000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6740.780000 sec): 3 clusters Score: Raw -19868.094207 + Penalty 530.967777 = -19337.126430 nChanged 114 SP:Iteration 1F (6740.930000 sec): 3 clusters Score: Raw -19978.615306 + Penalty 530.967777 = -19447.647529 nChanged 32 SP:Iteration 2F (6741.110000 sec): 3 clusters Score: Raw -20009.743691 + Penalty 530.967777 = -19478.775914 nChanged 12 SP:Iteration 3Q (6741.290000 sec): 3 clusters Score: Raw -20022.435509 + Penalty 530.967777 = -19491.467732 nChanged 11 SP:Iteration 4Q (6741.440000 sec): 3 clusters Score: Raw -20029.912281 + Penalty 530.967777 = -19498.944504 nChanged 6 SP:Iteration 5Q (6741.650000 sec): 3 clusters Score: Raw -20033.198671 + Penalty 530.967777 = -19502.230894 nChanged 6 SP:Iteration 6Q (6741.790000 sec): 3 clusters Score: Raw -20045.249966 + Penalty 530.967777 = -19514.282188 nChanged 9 SP:Iteration 7Q (6741.980000 sec): 3 clusters Score: Raw -20057.400830 + Penalty 530.967777 = -19526.433053 nChanged 5 SP:Iteration 8Q (6742.180000 sec): 3 clusters Score: Raw -20061.164825 + Penalty 530.967777 = -19530.197048 nChanged 6 SP:Iteration 9Q (6742.400000 sec): 3 clusters Score: Raw -20068.695166 + Penalty 530.967777 = -19537.727389 nChanged 4 SP:Iteration 10Q (6742.630000 sec): 3 clusters Score: Raw -20073.315971 + Penalty 530.967777 = -19542.348194 nChanged 5 SP:Iteration 11Q (6742.830000 sec): 3 clusters Score: Raw -20085.535942 + Penalty 530.967777 = -19554.568165 nChanged 4 SP:Iteration 12Q (6742.980000 sec): 3 clusters Score: Raw -20090.885353 + Penalty 530.967777 = -19559.917576 nChanged 5 SP:Iteration 13Q (6743.140000 sec): 3 clusters Score: Raw -20098.066543 + Penalty 530.967777 = -19567.098766 nChanged 2 SP:Iteration 14Q (6743.340000 sec): 3 clusters Score: Raw -20099.169115 + Penalty 530.967777 = -19568.201338 nChanged 0 SP:Iteration 15F (6743.540000 sec): 3 clusters Score: Raw -20099.169115 + Penalty 530.967777 = -19568.201338 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6743.600000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6743.840000 sec): 3 clusters Score: Raw -10178.558751 + Penalty 471.542303 = -9707.016448 nChanged 37 SP:Iteration 1F (6744.030000 sec): 3 clusters Score: Raw -10224.205022 + Penalty 471.542303 = -9752.662719 nChanged 12 SP:Iteration 2F (6744.200000 sec): 3 clusters Score: Raw -10238.491873 + Penalty 471.542303 = -9766.949569 nChanged 3 SP:Iteration 3Q (6744.400000 sec): 3 clusters Score: Raw -10244.914001 + Penalty 471.542303 = -9773.371697 nChanged 4 SP:Iteration 4Q (6744.610000 sec): 3 clusters Score: Raw -10259.046921 + Penalty 471.542303 = -9787.504618 nChanged 5 SP:Iteration 5Q (6744.760000 sec): 3 clusters Score: Raw -10266.253001 + Penalty 471.542303 = -9794.710698 nChanged 4 SP:Iteration 6Q (6744.920000 sec): 3 clusters Score: Raw -10271.118286 + Penalty 471.542303 = -9799.575983 nChanged 1 SP:Iteration 7Q (6745.110000 sec): 3 clusters Score: Raw -10272.955712 + Penalty 471.542303 = -9801.413409 nChanged 1 SP:Iteration 8Q (6745.320000 sec): 3 clusters Score: Raw -10275.547825 + Penalty 471.542303 = -9804.005521 nChanged 2 SP:Iteration 9Q (6745.460000 sec): 3 clusters Score: Raw -10279.230058 + Penalty 471.542303 = -9807.687755 nChanged 2 SP:Iteration 10Q (6745.640000 sec): 3 clusters Score: Raw -10280.666147 + Penalty 471.542303 = -9809.123844 nChanged 0 SP:Iteration 11F (6745.820000 sec): 3 clusters Score: Raw -10280.666147 + Penalty 471.542303 = -9809.123844 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6745.940000 sec): 2 clusters Score: Raw -87856.086104 + Penalty 330.065092 = -87526.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6746.150000 sec): 3 clusters Score: Raw -87121.969883 + Penalty 660.130184 = -86461.839698 nChanged 579 SP:Iteration 1F (6746.270000 sec): 3 clusters Score: Raw -87488.066534 + Penalty 660.130184 = -86827.936350 nChanged 124 SP:Iteration 2F (6746.420000 sec): 3 clusters Score: Raw -87599.326424 + Penalty 660.130184 = -86939.196240 nChanged 97 SP:Iteration 3F (6746.600000 sec): 3 clusters Score: Raw -87686.173710 + Penalty 660.130184 = -87026.043526 nChanged 93 SP:Iteration 4F (6746.780000 sec): 3 clusters Score: Raw -87772.996263 + Penalty 660.130184 = -87112.866079 nChanged 72 SP:Iteration 5F (6746.980000 sec): 3 clusters Score: Raw -87826.420882 + Penalty 660.130184 = -87166.290698 nChanged 60 SP:Iteration 6Q (6747.190000 sec): 3 clusters Score: Raw -87878.158289 + Penalty 660.130184 = -87218.028105 nChanged 52 SP:Iteration 7Q (6747.330000 sec): 3 clusters Score: Raw -87908.309259 + Penalty 660.130184 = -87248.179075 nChanged 31 SP:Iteration 8Q (6747.530000 sec): 3 clusters Score: Raw -87922.208446 + Penalty 660.130184 = -87262.078262 nChanged 25 SP:Iteration 9Q (6747.690000 sec): 3 clusters Score: Raw -87932.394780 + Penalty 660.130184 = -87272.264596 nChanged 17 SP:Iteration 10Q (6747.880000 sec): 3 clusters Score: Raw -87939.200914 + Penalty 660.130184 = -87279.070730 nChanged 15 SP:Iteration 11Q (6748.030000 sec): 3 clusters Score: Raw -87947.465962 + Penalty 660.130184 = -87287.335778 nChanged 16 SP:Iteration 12Q (6748.230000 sec): 3 clusters Score: Raw -87952.652492 + Penalty 660.130184 = -87292.522308 nChanged 9 SP:Iteration 13Q (6748.480000 sec): 3 clusters Score: Raw -87956.531311 + Penalty 660.130184 = -87296.401127 nChanged 6 SP:Iteration 14Q (6748.650000 sec): 3 clusters Score: Raw -87958.727008 + Penalty 660.130184 = -87298.596824 nChanged 7 SP:Iteration 15Q (6748.890000 sec): 3 clusters Score: Raw -87960.935677 + Penalty 660.130184 = -87300.805493 nChanged 5 SP:Iteration 16Q (6749.070000 sec): 3 clusters Score: Raw -87962.043447 + Penalty 660.130184 = -87301.913263 nChanged 4 SP:Iteration 17Q (6749.300000 sec): 3 clusters Score: Raw -87963.334560 + Penalty 660.130184 = -87303.204376 nChanged 2 SP:Iteration 18Q (6749.490000 sec): 3 clusters Score: Raw -87963.841632 + Penalty 660.130184 = -87303.711448 nChanged 1 SP:Iteration 19Q (6749.670000 sec): 3 clusters Score: Raw -87963.910900 + Penalty 660.130184 = -87303.780716 nChanged 1 SP:Iteration 20F (6749.880000 sec): 3 clusters Score: Raw -87964.002719 + Penalty 660.130184 = -87303.872535 nChanged 1 SP:Iteration 21Q (6750.030000 sec): 3 clusters Score: Raw -87964.145708 + Penalty 660.130184 = -87304.015524 nChanged 0 SP:Iteration 22F (6750.210000 sec): 3 clusters Score: Raw -87964.145708 + Penalty 660.130184 = -87304.015524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.310000 sec): 2 clusters Score: Raw -350196.239830 + Penalty 393.764673 = -349802.475157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.500000 sec): 3 clusters Score: Raw -346802.814811 + Penalty 787.529347 = -346015.285464 nChanged 2605 SP:Iteration 1F (6750.680000 sec): 3 clusters Score: Raw -348500.807391 + Penalty 787.529347 = -347713.278044 nChanged 460 SP:Iteration 2F (6750.900000 sec): 3 clusters Score: Raw -348850.176420 + Penalty 787.529347 = -348062.647073 nChanged 361 SP:Iteration 3F (6751.120000 sec): 3 clusters Score: Raw -349140.372144 + Penalty 787.529347 = -348352.842797 nChanged 295 SP:Iteration 4F (6751.300000 sec): 3 clusters Score: Raw -349345.236328 + Penalty 787.529347 = -348557.706981 nChanged 248 SP:Iteration 5Q (6751.500000 sec): 3 clusters Score: Raw -349544.843031 + Penalty 787.529347 = -348757.313684 nChanged 204 SP:Iteration 6Q (6751.690000 sec): 3 clusters Score: Raw -349694.571942 + Penalty 787.529347 = -348907.042595 nChanged 165 SP:Iteration 7Q (6751.840000 sec): 3 clusters Score: Raw -349806.200421 + Penalty 787.529347 = -349018.671074 nChanged 112 SP:Iteration 8Q (6752.030000 sec): 3 clusters Score: Raw -349875.000248 + Penalty 787.529347 = -349087.470901 nChanged 103 SP:Iteration 9Q (6752.190000 sec): 3 clusters Score: Raw -349928.023616 + Penalty 787.529347 = -349140.494269 nChanged 89 SP:Iteration 10Q (6752.340000 sec): 3 clusters Score: Raw -349962.597125 + Penalty 787.529347 = -349175.067778 nChanged 71 SP:Iteration 11Q (6752.500000 sec): 3 clusters Score: Raw -349987.987227 + Penalty 787.529347 = -349200.457880 nChanged 54 SP:Iteration 12Q (6752.680000 sec): 3 clusters Score: Raw -350008.255695 + Penalty 787.529347 = -349220.726348 nChanged 54 SP:Iteration 13Q (6752.870000 sec): 3 clusters Score: Raw -350030.604707 + Penalty 787.529347 = -349243.075360 nChanged 59 SP:Iteration 14Q (6753.070000 sec): 3 clusters Score: Raw -350053.934604 + Penalty 787.529347 = -349266.405257 nChanged 58 SP:Iteration 15Q (6753.330000 sec): 3 clusters Score: Raw -350073.896687 + Penalty 787.529347 = -349286.367340 nChanged 58 SP:Iteration 16Q (6753.480000 sec): 3 clusters Score: Raw -350097.714883 + Penalty 787.529347 = -349310.185537 nChanged 65 SP:Iteration 17Q (6753.710000 sec): 3 clusters Score: Raw -350125.980285 + Penalty 787.529347 = -349338.450938 nChanged 55 SP:Iteration 18Q (6753.970000 sec): 3 clusters Score: Raw -350144.976159 + Penalty 787.529347 = -349357.446812 nChanged 38 SP:Iteration 19Q (6754.150000 sec): 3 clusters Score: Raw -350158.469390 + Penalty 787.529347 = -349370.940043 nChanged 35 SP:Iteration 20F (6754.360000 sec): 3 clusters Score: Raw -350171.231049 + Penalty 787.529347 = -349383.701702 nChanged 32 SP:Iteration 21Q (6754.590000 sec): 3 clusters Score: Raw -350183.469569 + Penalty 787.529347 = -349395.940222 nChanged 28 SP:Iteration 22Q (6754.800000 sec): 3 clusters Score: Raw -350194.666502 + Penalty 787.529347 = -349407.137155 nChanged 30 SP:Iteration 23Q (6754.970000 sec): 3 clusters Score: Raw -350206.387778 + Penalty 787.529347 = -349418.858431 nChanged 25 SP:Iteration 24Q (6755.210000 sec): 3 clusters Score: Raw -350214.541030 + Penalty 787.529347 = -349427.011683 nChanged 23 SP:Iteration 25Q (6755.380000 sec): 3 clusters Score: Raw -350221.551914 + Penalty 787.529347 = -349434.022567 nChanged 20 SP:Iteration 26Q (6755.580000 sec): 3 clusters Score: Raw -350228.111251 + Penalty 787.529347 = -349440.581904 nChanged 20 SP:Iteration 27Q (6755.790000 sec): 3 clusters Score: Raw -350233.773881 + Penalty 787.529347 = -349446.244534 nChanged 13 SP:Iteration 28Q (6755.970000 sec): 3 clusters Score: Raw -350236.971952 + Penalty 787.529347 = -349449.442605 nChanged 11 SP:Iteration 29Q (6756.170000 sec): 3 clusters Score: Raw -350239.079799 + Penalty 787.529347 = -349451.550452 nChanged 7 SP:Iteration 30Q (6756.390000 sec): 3 clusters Score: Raw -350241.027723 + Penalty 787.529347 = -349453.498376 nChanged 10 SP:Iteration 31Q (6756.600000 sec): 3 clusters Score: Raw -350243.085353 + Penalty 787.529347 = -349455.556006 nChanged 7 SP:Iteration 32Q (6756.820000 sec): 3 clusters Score: Raw -350244.173527 + Penalty 787.529347 = -349456.644180 nChanged 3 SP:Iteration 33Q (6757.040000 sec): 3 clusters Score: Raw -350245.202695 + Penalty 787.529347 = -349457.673348 nChanged 3 SP:Iteration 34Q (6757.210000 sec): 3 clusters Score: Raw -350245.625873 + Penalty 787.529347 = -349458.096527 nChanged 2 SP:Iteration 35Q (6757.370000 sec): 3 clusters Score: Raw -350246.054591 + Penalty 787.529347 = -349458.525244 nChanged 1 SP:Iteration 36Q (6757.600000 sec): 3 clusters Score: Raw -350246.157795 + Penalty 787.529347 = -349458.628448 nChanged 1 SP:Iteration 37Q (6757.760000 sec): 3 clusters Score: Raw -350246.213334 + Penalty 787.529347 = -349458.683987 nChanged 0 SP:Iteration 38F (6758.010000 sec): 3 clusters Score: Raw -350246.213334 + Penalty 787.529347 = -349458.683987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6758.110000 sec): 2 clusters Score: Raw -3718.877645 + Penalty 195.834962 = -3523.042683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6758.290000 sec): 3 clusters Score: Raw -3761.442470 + Penalty 391.669923 = -3369.772546 nChanged 14 SP:Iteration 1F (6758.520000 sec): 3 clusters Score: Raw -3788.044163 + Penalty 391.669923 = -3396.374240 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6758.580000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6758.760000 sec): 3 clusters Score: Raw -58507.471613 + Penalty 618.916756 = -57888.554857 nChanged 343 SP:Iteration 1F (6758.960000 sec): 3 clusters Score: Raw -58703.786339 + Penalty 618.916756 = -58084.869583 nChanged 59 SP:Iteration 2F (6759.100000 sec): 3 clusters Score: Raw -58732.950290 + Penalty 618.916756 = -58114.033534 nChanged 35 SP:Iteration 3Q (6759.290000 sec): 3 clusters Score: Raw -58751.813178 + Penalty 618.916756 = -58132.896422 nChanged 28 SP:Iteration 4Q (6759.440000 sec): 3 clusters Score: Raw -58769.463932 + Penalty 618.916756 = -58150.547176 nChanged 29 SP:Iteration 5Q (6759.640000 sec): 3 clusters Score: Raw -58784.899126 + Penalty 618.916756 = -58165.982370 nChanged 25 SP:Iteration 6Q (6759.830000 sec): 3 clusters Score: Raw -58801.981085 + Penalty 618.916756 = -58183.064329 nChanged 23 SP:Iteration 7Q (6759.990000 sec): 3 clusters Score: Raw -58815.771562 + Penalty 618.916756 = -58196.854806 nChanged 19 SP:Iteration 8Q (6760.190000 sec): 3 clusters Score: Raw -58828.712926 + Penalty 618.916756 = -58209.796170 nChanged 12 SP:Iteration 9Q (6760.420000 sec): 3 clusters Score: Raw -58834.737962 + Penalty 618.916756 = -58215.821206 nChanged 14 SP:Iteration 10Q (6760.590000 sec): 3 clusters Score: Raw -58842.659820 + Penalty 618.916756 = -58223.743064 nChanged 14 SP:Iteration 11Q (6760.780000 sec): 3 clusters Score: Raw -58849.464562 + Penalty 618.916756 = -58230.547806 nChanged 11 SP:Iteration 12Q (6760.980000 sec): 3 clusters Score: Raw -58856.350058 + Penalty 618.916756 = -58237.433302 nChanged 16 SP:Iteration 13Q (6761.140000 sec): 3 clusters Score: Raw -58870.014682 + Penalty 618.916756 = -58251.097926 nChanged 16 SP:Iteration 14Q (6761.320000 sec): 3 clusters Score: Raw -58882.862679 + Penalty 618.916756 = -58263.945923 nChanged 20 SP:Iteration 15Q (6761.510000 sec): 3 clusters Score: Raw -58903.796880 + Penalty 618.916756 = -58284.880124 nChanged 21 SP:Iteration 16Q (6761.730000 sec): 3 clusters Score: Raw -58920.410733 + Penalty 618.916756 = -58301.493977 nChanged 13 SP:Iteration 17Q (6761.880000 sec): 3 clusters Score: Raw -58929.926884 + Penalty 618.916756 = -58311.010128 nChanged 7 SP:Iteration 18Q (6762.110000 sec): 3 clusters Score: Raw -58933.125128 + Penalty 618.916756 = -58314.208372 nChanged 4 SP:Iteration 19Q (6762.330000 sec): 3 clusters Score: Raw -58935.274248 + Penalty 618.916756 = -58316.357492 nChanged 4 SP:Iteration 20F (6762.560000 sec): 3 clusters Score: Raw -58936.415124 + Penalty 618.916756 = -58317.498368 nChanged 4 SP:Iteration 21Q (6762.760000 sec): 3 clusters Score: Raw -58938.536914 + Penalty 618.916756 = -58319.620158 nChanged 6 SP:Iteration 22Q (6762.960000 sec): 3 clusters Score: Raw -58942.181517 + Penalty 618.916756 = -58323.264761 nChanged 7 SP:Iteration 23Q (6763.130000 sec): 3 clusters Score: Raw -58945.891117 + Penalty 618.916756 = -58326.974361 nChanged 4 SP:Iteration 24Q (6763.310000 sec): 3 clusters Score: Raw -58947.434881 + Penalty 618.916756 = -58328.518124 nChanged 4 SP:Iteration 25Q (6763.510000 sec): 3 clusters Score: Raw -58949.152804 + Penalty 618.916756 = -58330.236048 nChanged 3 SP:Iteration 26Q (6763.720000 sec): 3 clusters Score: Raw -58951.928878 + Penalty 618.916756 = -58333.012122 nChanged 2 SP:Iteration 27Q (6763.860000 sec): 3 clusters Score: Raw -58953.340847 + Penalty 618.916756 = -58334.424091 nChanged 2 SP:Iteration 28Q (6764.060000 sec): 3 clusters Score: Raw -58953.744888 + Penalty 618.916756 = -58334.828132 nChanged 2 SP:Iteration 29Q (6764.240000 sec): 3 clusters Score: Raw -58954.100971 + Penalty 618.916756 = -58335.184215 nChanged 1 SP:Iteration 30Q (6764.400000 sec): 3 clusters Score: Raw -58954.712105 + Penalty 618.916756 = -58335.795349 nChanged 3 SP:Iteration 31Q (6764.560000 sec): 3 clusters Score: Raw -58956.670337 + Penalty 618.916756 = -58337.753581 nChanged 3 SP:Iteration 32Q (6764.760000 sec): 3 clusters Score: Raw -58958.724078 + Penalty 618.916756 = -58339.807322 nChanged 2 SP:Iteration 33Q (6764.910000 sec): 3 clusters Score: Raw -58960.493833 + Penalty 618.916756 = -58341.577077 nChanged 4 SP:Iteration 34Q (6765.100000 sec): 3 clusters Score: Raw -58961.526291 + Penalty 618.916756 = -58342.609535 nChanged 4 SP:Iteration 35Q (6765.290000 sec): 3 clusters Score: Raw -58963.783701 + Penalty 618.916756 = -58344.866945 nChanged 6 SP:Iteration 36Q (6765.450000 sec): 3 clusters Score: Raw -58966.586150 + Penalty 618.916756 = -58347.669394 nChanged 5 SP:Iteration 37Q (6765.630000 sec): 3 clusters Score: Raw -58968.810719 + Penalty 618.916756 = -58349.893963 nChanged 2 SP:Iteration 38Q (6765.860000 sec): 3 clusters Score: Raw -58969.646358 + Penalty 618.916756 = -58350.729602 nChanged 4 SP:Iteration 39Q (6766.070000 sec): 3 clusters Score: Raw -58971.180553 + Penalty 618.916756 = -58352.263797 nChanged 1 SP:Iteration 40F (6766.240000 sec): 3 clusters Score: Raw -58971.895684 + Penalty 618.916756 = -58352.978928 nChanged 2 SP:Iteration 41Q (6766.470000 sec): 3 clusters Score: Raw -58972.598454 + Penalty 618.916756 = -58353.681698 nChanged 1 SP:Iteration 42Q (6766.690000 sec): 3 clusters Score: Raw -58973.034705 + Penalty 618.916756 = -58354.117949 nChanged 0 SP:Iteration 43F (6766.880000 sec): 3 clusters Score: Raw -58973.034705 + Penalty 618.916756 = -58354.117949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6767.000000 sec): 2 clusters Score: Raw -4047.832873 + Penalty 198.230252 = -3849.602621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6767.180000 sec): 3 clusters Score: Raw -4081.003966 + Penalty 396.460503 = -3684.543462 nChanged 16 SP:Iteration 1F (6767.380000 sec): 3 clusters Score: Raw -4117.953526 + Penalty 396.460503 = -3721.493023 nChanged 4 SP:Iteration 2F (6767.560000 sec): 3 clusters Score: Raw -4138.575917 + Penalty 396.460503 = -3742.115413 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6767.660000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6767.880000 sec): 3 clusters Score: Raw -7239.107527 + Penalty 430.192292 = -6808.915236 nChanged 23 SP:Iteration 1F (6768.090000 sec): 3 clusters Score: Raw -7291.294041 + Penalty 430.192292 = -6861.101750 nChanged 6 SP:Iteration 2F (6768.230000 sec): 3 clusters Score: Raw -7302.020386 + Penalty 430.192292 = -6871.828094 nChanged 4 SP:Iteration 3Q (6768.460000 sec): 3 clusters Score: Raw -7309.035019 + Penalty 430.192292 = -6878.842727 nChanged 2 SP:Iteration 4Q (6768.670000 sec): 3 clusters Score: Raw -7310.848244 + Penalty 430.192292 = -6880.655953 nChanged 1 SP:Iteration 5Q (6768.830000 sec): 3 clusters Score: Raw -7311.195217 + Penalty 430.192292 = -6881.002925 nChanged 0 SP:Iteration 6F (6769.020000 sec): 3 clusters Score: Raw -7311.195217 + Penalty 430.192292 = -6881.002925 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6769.090000 sec): 2 clusters Score: Raw -4120.010728 + Penalty 191.987601 = -3928.023127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6769.320000 sec): 3 clusters Score: Raw -4157.581928 + Penalty 383.975201 = -3773.606727 nChanged 7 SP:Iteration 1F (6769.490000 sec): 3 clusters Score: Raw -4180.243228 + Penalty 383.975201 = -3796.268027 nChanged 2 SP:Iteration 2Q (6769.720000 sec): 3 clusters Score: Raw -4193.563447 + Penalty 383.975201 = -3809.588246 nChanged 1 SP:Iteration 3Q (6769.900000 sec): 3 clusters Score: Raw -4194.526038 + Penalty 383.975201 = -3810.550837 nChanged 0 SP:Iteration 4F (6770.100000 sec): 3 clusters Score: Raw -4194.526038 + Penalty 383.975201 = -3810.550837 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6770.150000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6770.350000 sec): 3 clusters Score: Raw -14016.532181 + Penalty 500.614497 = -13515.917684 nChanged 74 SP:Iteration 1F (6770.570000 sec): 3 clusters Score: Raw -14084.791130 + Penalty 500.614497 = -13584.176633 nChanged 20 SP:Iteration 2F (6770.720000 sec): 3 clusters Score: Raw -14123.811587 + Penalty 500.614497 = -13623.197090 nChanged 13 SP:Iteration 3F (6770.890000 sec): 3 clusters Score: Raw -14170.669225 + Penalty 500.614497 = -13670.054728 nChanged 14 SP:Iteration 4F (6771.060000 sec): 3 clusters Score: Raw -14190.808856 + Penalty 500.614497 = -13690.194359 nChanged 5 SP:Iteration 5Q (6771.310000 sec): 3 clusters Score: Raw -14203.536885 + Penalty 500.614497 = -13702.922388 nChanged 2 SP:Iteration 6Q (6771.480000 sec): 3 clusters Score: Raw -14214.134823 + Penalty 500.614497 = -13713.520325 nChanged 5 SP:Iteration 7Q (6771.670000 sec): 3 clusters Score: Raw -14223.130251 + Penalty 500.614497 = -13722.515754 nChanged 6 SP:Iteration 8Q (6771.820000 sec): 3 clusters Score: Raw -14229.564024 + Penalty 500.614497 = -13728.949527 nChanged 1 SP:Iteration 9Q (6772.080000 sec): 3 clusters Score: Raw -14230.083496 + Penalty 500.614497 = -13729.468999 nChanged 0 SP:Iteration 10F (6772.260000 sec): 3 clusters Score: Raw -14230.083496 + Penalty 500.614497 = -13729.468999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6772.330000 sec): 2 clusters Score: Raw -7488.143077 + Penalty 233.945692 = -7254.197385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6772.460000 sec): 3 clusters Score: Raw -7541.919093 + Penalty 467.891384 = -7074.027709 nChanged 48 SP:Iteration 1F (6772.610000 sec): 3 clusters Score: Raw -7638.598082 + Penalty 467.891384 = -7170.706699 nChanged 12 SP:Iteration 2F (6772.730000 sec): 3 clusters Score: Raw -7657.480204 + Penalty 467.891384 = -7189.588820 nChanged 4 SP:Iteration 3Q (6772.840000 sec): 3 clusters Score: Raw -7664.540660 + Penalty 467.891384 = -7196.649276 nChanged 3 SP:Iteration 4Q (6772.980000 sec): 3 clusters Score: Raw -7668.584314 + Penalty 467.891384 = -7200.692930 nChanged 1 SP:Iteration 5Q (6773.110000 sec): 3 clusters Score: Raw -7669.562967 + Penalty 467.891384 = -7201.671583 nChanged 0 SP:Iteration 6F (6773.290000 sec): 3 clusters Score: Raw -7669.562967 + Penalty 467.891384 = -7201.671583 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6773.480000 sec): 2 clusters Score: Raw -2125700.624346 + Penalty 472.493022 = -2125228.131324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6773.750000 sec): 3 clusters Score: Raw -2104590.541746 + Penalty 944.986045 = -2103645.555701 nChanged 15491 SP:Iteration 1F (6774.030000 sec): 3 clusters Score: Raw -2113730.467948 + Penalty 944.986045 = -2112785.481903 nChanged 1812 SP:Iteration 2F (6774.280000 sec): 3 clusters Score: Raw -2114522.330002 + Penalty 944.986045 = -2113577.343957 nChanged 2270 SP:Iteration 3F (6774.620000 sec): 3 clusters Score: Raw -2115855.371383 + Penalty 944.986045 = -2114910.385338 nChanged 2705 SP:Iteration 4F (6774.910000 sec): 3 clusters Score: Raw -2117903.107299 + Penalty 944.986045 = -2116958.121254 nChanged 2806 SP:Iteration 5F (6775.160000 sec): 3 clusters Score: Raw -2120422.660594 + Penalty 944.986045 = -2119477.674549 nChanged 2376 SP:Iteration 6F (6775.440000 sec): 3 clusters Score: Raw -2122730.107828 + Penalty 944.986045 = -2121785.121783 nChanged 1612 SP:Iteration 7Q (6775.740000 sec): 3 clusters Score: Raw -2124350.647394 + Penalty 944.986045 = -2123405.661349 nChanged 864 SP:Iteration 8Q (6776.060000 sec): 3 clusters Score: Raw -2125173.507011 + Penalty 944.986045 = -2124228.520966 nChanged 385 SP:Iteration 9Q (6776.340000 sec): 3 clusters Score: Raw -2125501.986396 + Penalty 944.986045 = -2124557.000351 nChanged 165 SP:Iteration 10Q (6776.620000 sec): 3 clusters Score: Raw -2125625.199450 + Penalty 944.986045 = -2124680.213405 nChanged 85 SP:Iteration 11Q (6776.940000 sec): 3 clusters Score: Raw -2125685.868923 + Penalty 944.986045 = -2124740.882878 nChanged 54 SP:Iteration 12Q (6777.230000 sec): 3 clusters Score: Raw -2125723.506602 + Penalty 944.986045 = -2124778.520557 nChanged 36 SP:Iteration 13Q (6777.480000 sec): 3 clusters Score: Raw -2125750.489561 + Penalty 944.986045 = -2124805.503516 nChanged 25 SP:Iteration 14Q (6777.760000 sec): 3 clusters Score: Raw -2125770.525353 + Penalty 944.986045 = -2124825.539308 nChanged 15 SP:Iteration 15Q (6778.050000 sec): 3 clusters Score: Raw -2125780.325753 + Penalty 944.986045 = -2124835.339708 nChanged 10 SP:Iteration 16Q (6778.300000 sec): 3 clusters Score: Raw -2125791.382913 + Penalty 944.986045 = -2124846.396868 nChanged 10 SP:Iteration 17Q (6778.580000 sec): 3 clusters Score: Raw -2125800.659780 + Penalty 944.986045 = -2124855.673735 nChanged 7 SP:Iteration 18Q (6778.840000 sec): 3 clusters Score: Raw -2125805.738851 + Penalty 944.986045 = -2124860.752806 nChanged 5 SP:Iteration 19Q (6779.090000 sec): 3 clusters Score: Raw -2125807.776774 + Penalty 944.986045 = -2124862.790729 nChanged 3 SP:Iteration 20F (6779.410000 sec): 3 clusters Score: Raw -2125808.770514 + Penalty 944.986045 = -2124863.784470 nChanged 2 SP:Iteration 21Q (6779.670000 sec): 3 clusters Score: Raw -2125809.735977 + Penalty 944.986045 = -2124864.749932 nChanged 0 SP:Iteration 22F (6779.970000 sec): 3 clusters Score: Raw -2125809.735977 + Penalty 944.986045 = -2124864.749932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6780.070000 sec): 2 clusters Score: Raw -8059.983104 + Penalty 233.410392 = -7826.572712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6780.220000 sec): 3 clusters Score: Raw -8042.951560 + Penalty 466.820783 = -7576.130777 nChanged 45 SP:Iteration 1F (6780.370000 sec): 3 clusters Score: Raw -8155.002412 + Penalty 466.820783 = -7688.181629 nChanged 12 SP:Iteration 2F (6780.520000 sec): 3 clusters Score: Raw -8196.485665 + Penalty 466.820783 = -7729.664882 nChanged 8 SP:Iteration 3Q (6780.740000 sec): 3 clusters Score: Raw -8225.661211 + Penalty 466.820783 = -7758.840428 nChanged 3 SP:Iteration 4Q (6780.870000 sec): 3 clusters Score: Raw -8245.615007 + Penalty 466.820783 = -7778.794224 nChanged 2 SP:Iteration 5Q (6781.060000 sec): 3 clusters Score: Raw -8255.605194 + Penalty 466.820783 = -7788.784411 nChanged 4 SP:Iteration 6Q (6781.210000 sec): 3 clusters Score: Raw -8270.942055 + Penalty 466.820783 = -7804.121272 nChanged 1 SP:Iteration 7Q (6781.380000 sec): 3 clusters Score: Raw -8272.839579 + Penalty 466.820783 = -7806.018796 nChanged 0 SP:Iteration 8F (6781.520000 sec): 3 clusters Score: Raw -8272.839579 + Penalty 466.820783 = -7806.018796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6781.640000 sec): 2 clusters Score: Raw -430747.942201 + Penalty 402.620239 = -430345.321963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6781.810000 sec): 3 clusters Score: Raw -426416.211850 + Penalty 805.240477 = -425610.971373 nChanged 3263 SP:Iteration 1F (6782.010000 sec): 3 clusters Score: Raw -428329.136405 + Penalty 805.240477 = -427523.895928 nChanged 467 SP:Iteration 2F (6782.140000 sec): 3 clusters Score: Raw -428649.669437 + Penalty 805.240477 = -427844.428960 nChanged 444 SP:Iteration 3F (6782.310000 sec): 3 clusters Score: Raw -429034.020628 + Penalty 805.240477 = -428228.780151 nChanged 444 SP:Iteration 4F (6782.500000 sec): 3 clusters Score: Raw -429459.477734 + Penalty 805.240477 = -428654.237257 nChanged 392 SP:Iteration 5F (6782.680000 sec): 3 clusters Score: Raw -429874.508201 + Penalty 805.240477 = -429069.267724 nChanged 340 SP:Iteration 6Q (6782.840000 sec): 3 clusters Score: Raw -430168.683001 + Penalty 805.240477 = -429363.442524 nChanged 278 SP:Iteration 7Q (6783.040000 sec): 3 clusters Score: Raw -430342.159423 + Penalty 805.240477 = -429536.918946 nChanged 185 SP:Iteration 8Q (6783.220000 sec): 3 clusters Score: Raw -430435.767119 + Penalty 805.240477 = -429630.526642 nChanged 135 SP:Iteration 9Q (6783.360000 sec): 3 clusters Score: Raw -430494.339303 + Penalty 805.240477 = -429689.098826 nChanged 100 SP:Iteration 10Q (6783.530000 sec): 3 clusters Score: Raw -430532.697594 + Penalty 805.240477 = -429727.457117 nChanged 72 SP:Iteration 11Q (6783.700000 sec): 3 clusters Score: Raw -430564.085616 + Penalty 805.240477 = -429758.845139 nChanged 70 SP:Iteration 12Q (6783.920000 sec): 3 clusters Score: Raw -430592.758259 + Penalty 805.240477 = -429787.517782 nChanged 50 SP:Iteration 13Q (6784.120000 sec): 3 clusters Score: Raw -430612.050276 + Penalty 805.240477 = -429806.809799 nChanged 44 SP:Iteration 14Q (6784.290000 sec): 3 clusters Score: Raw -430625.053367 + Penalty 805.240477 = -429819.812890 nChanged 31 SP:Iteration 15Q (6784.490000 sec): 3 clusters Score: Raw -430631.727237 + Penalty 805.240477 = -429826.486760 nChanged 33 SP:Iteration 16Q (6784.630000 sec): 3 clusters Score: Raw -430638.703240 + Penalty 805.240477 = -429833.462763 nChanged 36 SP:Iteration 17Q (6784.820000 sec): 3 clusters Score: Raw -430646.488320 + Penalty 805.240477 = -429841.247843 nChanged 36 SP:Iteration 18Q (6785.030000 sec): 3 clusters Score: Raw -430654.160592 + Penalty 805.240477 = -429848.920115 nChanged 28 SP:Iteration 19Q (6785.160000 sec): 3 clusters Score: Raw -430660.163404 + Penalty 805.240477 = -429854.922927 nChanged 21 SP:Iteration 20F (6785.350000 sec): 3 clusters Score: Raw -430662.685818 + Penalty 805.240477 = -429857.445341 nChanged 13 SP:Iteration 21Q (6785.510000 sec): 3 clusters Score: Raw -430665.475140 + Penalty 805.240477 = -429860.234663 nChanged 10 SP:Iteration 22Q (6785.680000 sec): 3 clusters Score: Raw -430666.609059 + Penalty 805.240477 = -429861.368582 nChanged 8 SP:Iteration 23Q (6785.830000 sec): 3 clusters Score: Raw -430667.602983 + Penalty 805.240477 = -429862.362506 nChanged 7 SP:Iteration 24Q (6785.990000 sec): 3 clusters Score: Raw -430668.942227 + Penalty 805.240477 = -429863.701750 nChanged 10 SP:Iteration 25Q (6786.150000 sec): 3 clusters Score: Raw -430670.150769 + Penalty 805.240477 = -429864.910292 nChanged 11 SP:Iteration 26Q (6786.290000 sec): 3 clusters Score: Raw -430671.615276 + Penalty 805.240477 = -429866.374799 nChanged 13 SP:Iteration 27Q (6786.470000 sec): 3 clusters Score: Raw -430673.685147 + Penalty 805.240477 = -429868.444670 nChanged 14 SP:Iteration 28Q (6786.670000 sec): 3 clusters Score: Raw -430675.653070 + Penalty 805.240477 = -429870.412593 nChanged 15 SP:Iteration 29Q (6786.850000 sec): 3 clusters Score: Raw -430676.927368 + Penalty 805.240477 = -429871.686891 nChanged 7 SP:Iteration 30Q (6787.000000 sec): 3 clusters Score: Raw -430677.447481 + Penalty 805.240477 = -429872.207004 nChanged 5 SP:Iteration 31Q (6787.170000 sec): 3 clusters Score: Raw -430677.716427 + Penalty 805.240477 = -429872.475950 nChanged 4 SP:Iteration 32Q (6787.320000 sec): 3 clusters Score: Raw -430678.361751 + Penalty 805.240477 = -429873.121274 nChanged 6 SP:Iteration 33Q (6787.470000 sec): 3 clusters Score: Raw -430678.864002 + Penalty 805.240477 = -429873.623525 nChanged 4 SP:Iteration 34Q (6787.590000 sec): 3 clusters Score: Raw -430679.153611 + Penalty 805.240477 = -429873.913134 nChanged 4 SP:Iteration 35Q (6787.780000 sec): 3 clusters Score: Raw -430679.397559 + Penalty 805.240477 = -429874.157082 nChanged 2 SP:Iteration 36Q (6787.930000 sec): 3 clusters Score: Raw -430679.627713 + Penalty 805.240477 = -429874.387236 nChanged 3 SP:Iteration 37Q (6788.070000 sec): 3 clusters Score: Raw -430679.830491 + Penalty 805.240477 = -429874.590014 nChanged 0 SP:Iteration 38F (6788.230000 sec): 3 clusters Score: Raw -430679.830491 + Penalty 805.240477 = -429874.590014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6788.310000 sec): 2 clusters Score: Raw -14558.576102 + Penalty 248.604347 = -14309.971755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6788.490000 sec): 3 clusters Score: Raw -14482.045268 + Penalty 497.208694 = -13984.836574 nChanged 76 SP:Iteration 1F (6788.640000 sec): 3 clusters Score: Raw -14547.836775 + Penalty 497.208694 = -14050.628081 nChanged 15 SP:Iteration 2F (6788.840000 sec): 3 clusters Score: Raw -14566.833723 + Penalty 497.208694 = -14069.625028 nChanged 8 SP:Iteration 3Q (6788.980000 sec): 3 clusters Score: Raw -14575.762009 + Penalty 497.208694 = -14078.553315 nChanged 3 SP:Iteration 4Q (6789.180000 sec): 3 clusters Score: Raw -14579.997821 + Penalty 497.208694 = -14082.789126 nChanged 4 SP:Iteration 5Q (6789.340000 sec): 3 clusters Score: Raw -14582.707439 + Penalty 497.208694 = -14085.498745 nChanged 2 SP:Iteration 6Q (6789.480000 sec): 3 clusters Score: Raw -14585.590854 + Penalty 497.208694 = -14088.382160 nChanged 1 SP:Iteration 7Q (6789.610000 sec): 3 clusters Score: Raw -14586.351464 + Penalty 497.208694 = -14089.142770 nChanged 1 SP:Iteration 8Q (6789.750000 sec): 3 clusters Score: Raw -14589.276197 + Penalty 497.208694 = -14092.067503 nChanged 2 SP:Iteration 9Q (6789.950000 sec): 3 clusters Score: Raw -14591.864647 + Penalty 497.208694 = -14094.655953 nChanged 2 SP:Iteration 10Q (6790.080000 sec): 3 clusters Score: Raw -14592.796321 + Penalty 497.208694 = -14095.587627 nChanged 3 SP:Iteration 11Q (6790.250000 sec): 3 clusters Score: Raw -14596.398737 + Penalty 497.208694 = -14099.190043 nChanged 4 SP:Iteration 12Q (6790.440000 sec): 3 clusters Score: Raw -14601.613427 + Penalty 497.208694 = -14104.404732 nChanged 3 SP:Iteration 13Q (6790.540000 sec): 3 clusters Score: Raw -14603.885506 + Penalty 497.208694 = -14106.676812 nChanged 4 SP:Iteration 14Q (6790.670000 sec): 3 clusters Score: Raw -14607.420580 + Penalty 497.208694 = -14110.211886 nChanged 0 SP:Iteration 15F (6790.800000 sec): 3 clusters Score: Raw -14607.420580 + Penalty 497.208694 = -14110.211886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6790.910000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6791.080000 sec): 3 clusters Score: Raw -232657.084288 + Penalty 741.981011 = -231915.103276 nChanged 1535 SP:Iteration 1F (6791.280000 sec): 3 clusters Score: Raw -233614.475250 + Penalty 741.981011 = -232872.494239 nChanged 304 SP:Iteration 2F (6791.440000 sec): 3 clusters Score: Raw -233857.019441 + Penalty 741.981011 = -233115.038430 nChanged 278 SP:Iteration 3F (6791.570000 sec): 3 clusters Score: Raw -234092.556532 + Penalty 741.981011 = -233350.575521 nChanged 241 SP:Iteration 4F (6791.710000 sec): 3 clusters Score: Raw -234342.895041 + Penalty 741.981011 = -233600.914030 nChanged 189 SP:Iteration 5F (6791.880000 sec): 3 clusters Score: Raw -234525.037013 + Penalty 741.981011 = -233783.056001 nChanged 111 SP:Iteration 6Q (6792.070000 sec): 3 clusters Score: Raw -234629.718136 + Penalty 741.981011 = -233887.737125 nChanged 75 SP:Iteration 7Q (6792.230000 sec): 3 clusters Score: Raw -234701.557164 + Penalty 741.981011 = -233959.576153 nChanged 54 SP:Iteration 8Q (6792.380000 sec): 3 clusters Score: Raw -234724.416024 + Penalty 741.981011 = -233982.435012 nChanged 26 SP:Iteration 9Q (6792.580000 sec): 3 clusters Score: Raw -234733.641746 + Penalty 741.981011 = -233991.660735 nChanged 13 SP:Iteration 10Q (6792.730000 sec): 3 clusters Score: Raw -234737.486193 + Penalty 741.981011 = -233995.505182 nChanged 12 SP:Iteration 11Q (6792.880000 sec): 3 clusters Score: Raw -234741.353331 + Penalty 741.981011 = -233999.372320 nChanged 7 SP:Iteration 12Q (6793.030000 sec): 3 clusters Score: Raw -234742.909277 + Penalty 741.981011 = -234000.928265 nChanged 4 SP:Iteration 13Q (6793.170000 sec): 3 clusters Score: Raw -234744.124325 + Penalty 741.981011 = -234002.143313 nChanged 4 SP:Iteration 14Q (6793.310000 sec): 3 clusters Score: Raw -234745.285540 + Penalty 741.981011 = -234003.304528 nChanged 3 SP:Iteration 15Q (6793.410000 sec): 3 clusters Score: Raw -234745.901065 + Penalty 741.981011 = -234003.920054 nChanged 1 SP:Iteration 16Q (6793.570000 sec): 3 clusters Score: Raw -234746.377489 + Penalty 741.981011 = -234004.396478 nChanged 0 SP:Iteration 17F (6793.720000 sec): 3 clusters Score: Raw -234746.377489 + Penalty 741.981011 = -234004.396478 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6793.770000 sec): 2 clusters Score: Raw -3590.292442 + Penalty 194.588308 = -3395.704133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6793.920000 sec): 3 clusters Score: Raw -3665.523753 + Penalty 389.176617 = -3276.347136 nChanged 9 SP:Iteration 1F (6794.040000 sec): 3 clusters Score: Raw -3683.852949 + Penalty 389.176617 = -3294.676332 nChanged 2 SP:Iteration 2Q (6794.240000 sec): 3 clusters Score: Raw -3699.128736 + Penalty 389.176617 = -3309.952119 nChanged 2 SP:Iteration 3Q (6794.450000 sec): 3 clusters Score: Raw -3706.712224 + Penalty 389.176617 = -3317.535607 nChanged 0 SP:Iteration 4F (6794.620000 sec): 3 clusters Score: Raw -3706.712224 + Penalty 389.176617 = -3317.535607 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6794.710000 sec): 2 clusters Score: Raw -35251.702105 + Penalty 291.437895 = -34960.264210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6794.900000 sec): 3 clusters Score: Raw -34993.478931 + Penalty 582.875790 = -34410.603141 nChanged 221 SP:Iteration 1F (6795.110000 sec): 3 clusters Score: Raw -35124.694073 + Penalty 582.875790 = -34541.818283 nChanged 45 SP:Iteration 2F (6795.290000 sec): 3 clusters Score: Raw -35152.907242 + Penalty 582.875790 = -34570.031453 nChanged 35 SP:Iteration 3F (6795.480000 sec): 3 clusters Score: Raw -35181.143743 + Penalty 582.875790 = -34598.267953 nChanged 18 SP:Iteration 4Q (6795.640000 sec): 3 clusters Score: Raw -35198.053895 + Penalty 582.875790 = -34615.178105 nChanged 15 SP:Iteration 5Q (6795.850000 sec): 3 clusters Score: Raw -35206.057805 + Penalty 582.875790 = -34623.182015 nChanged 7 SP:Iteration 6Q (6796.000000 sec): 3 clusters Score: Raw -35208.422350 + Penalty 582.875790 = -34625.546560 nChanged 6 SP:Iteration 7Q (6796.190000 sec): 3 clusters Score: Raw -35212.222351 + Penalty 582.875790 = -34629.346561 nChanged 3 SP:Iteration 8Q (6796.410000 sec): 3 clusters Score: Raw -35212.780018 + Penalty 582.875790 = -34629.904228 nChanged 0 SP:Iteration 9F (6796.590000 sec): 3 clusters Score: Raw -35212.780018 + Penalty 582.875790 = -34629.904228 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6796.660000 sec): 2 clusters Score: Raw -144061.601409 + Penalty 351.442212 = -143710.159197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6796.830000 sec): 3 clusters Score: Raw -142786.804905 + Penalty 702.884424 = -142083.920482 nChanged 964 SP:Iteration 1F (6797.070000 sec): 3 clusters Score: Raw -143309.202804 + Penalty 702.884424 = -142606.318381 nChanged 134 SP:Iteration 2F (6797.250000 sec): 3 clusters Score: Raw -143368.578174 + Penalty 702.884424 = -142665.693750 nChanged 97 SP:Iteration 3Q (6797.440000 sec): 3 clusters Score: Raw -143408.998026 + Penalty 702.884424 = -142706.113602 nChanged 75 SP:Iteration 4Q (6797.640000 sec): 3 clusters Score: Raw -143458.371111 + Penalty 702.884424 = -142755.486687 nChanged 76 SP:Iteration 5Q (6797.860000 sec): 3 clusters Score: Raw -143527.935047 + Penalty 702.884424 = -142825.050623 nChanged 94 SP:Iteration 6Q (6798.110000 sec): 3 clusters Score: Raw -143603.608075 + Penalty 702.884424 = -142900.723651 nChanged 108 SP:Iteration 7Q (6798.310000 sec): 3 clusters Score: Raw -143693.456968 + Penalty 702.884424 = -142990.572544 nChanged 98 SP:Iteration 8Q (6798.530000 sec): 3 clusters Score: Raw -143755.980729 + Penalty 702.884424 = -143053.096305 nChanged 92 SP:Iteration 9Q (6798.720000 sec): 3 clusters Score: Raw -143810.545846 + Penalty 702.884424 = -143107.661422 nChanged 74 SP:Iteration 10Q (6798.920000 sec): 3 clusters Score: Raw -143849.721349 + Penalty 702.884424 = -143146.836925 nChanged 64 SP:Iteration 11Q (6799.130000 sec): 3 clusters Score: Raw -143884.049051 + Penalty 702.884424 = -143181.164628 nChanged 65 SP:Iteration 12Q (6799.350000 sec): 3 clusters Score: Raw -143907.539492 + Penalty 702.884424 = -143204.655068 nChanged 45 SP:Iteration 13Q (6799.520000 sec): 3 clusters Score: Raw -143927.597202 + Penalty 702.884424 = -143224.712778 nChanged 44 SP:Iteration 14Q (6799.730000 sec): 3 clusters Score: Raw -143946.817882 + Penalty 702.884424 = -143243.933458 nChanged 46 SP:Iteration 15Q (6799.890000 sec): 3 clusters Score: Raw -143965.695830 + Penalty 702.884424 = -143262.811406 nChanged 39 SP:Iteration 16Q (6800.110000 sec): 3 clusters Score: Raw -143981.840490 + Penalty 702.884424 = -143278.956066 nChanged 35 SP:Iteration 17Q (6800.280000 sec): 3 clusters Score: Raw -143995.524972 + Penalty 702.884424 = -143292.640549 nChanged 33 SP:Iteration 18Q (6800.480000 sec): 3 clusters Score: Raw -144004.882053 + Penalty 702.884424 = -143301.997630 nChanged 26 SP:Iteration 19Q (6800.730000 sec): 3 clusters Score: Raw -144011.791823 + Penalty 702.884424 = -143308.907399 nChanged 23 SP:Iteration 20F (6800.900000 sec): 3 clusters Score: Raw -144017.996817 + Penalty 702.884424 = -143315.112393 nChanged 20 SP:Iteration 21Q (6801.060000 sec): 3 clusters Score: Raw -144023.392678 + Penalty 702.884424 = -143320.508255 nChanged 24 SP:Iteration 22Q (6801.310000 sec): 3 clusters Score: Raw -144030.253715 + Penalty 702.884424 = -143327.369291 nChanged 21 SP:Iteration 23Q (6801.490000 sec): 3 clusters Score: Raw -144036.264259 + Penalty 702.884424 = -143333.379836 nChanged 20 SP:Iteration 24Q (6801.680000 sec): 3 clusters Score: Raw -144041.973878 + Penalty 702.884424 = -143339.089454 nChanged 12 SP:Iteration 25Q (6801.890000 sec): 3 clusters Score: Raw -144043.737233 + Penalty 702.884424 = -143340.852809 nChanged 6 SP:Iteration 26Q (6802.090000 sec): 3 clusters Score: Raw -144044.468520 + Penalty 702.884424 = -143341.584097 nChanged 4 SP:Iteration 27Q (6802.250000 sec): 3 clusters Score: Raw -144044.917852 + Penalty 702.884424 = -143342.033428 nChanged 2 SP:Iteration 28Q (6802.440000 sec): 3 clusters Score: Raw -144045.072672 + Penalty 702.884424 = -143342.188248 nChanged 1 SP:Iteration 29Q (6802.630000 sec): 3 clusters Score: Raw -144045.200893 + Penalty 702.884424 = -143342.316469 nChanged 0 SP:Iteration 30F (6802.880000 sec): 3 clusters Score: Raw -144045.200893 + Penalty 702.884424 = -143342.316469 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6802.940000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6803.120000 sec): 3 clusters Score: Raw -7789.677367 + Penalty 440.101654 = -7349.575713 nChanged 23 SP:Iteration 1F (6803.330000 sec): 3 clusters Score: Raw -7809.880627 + Penalty 440.101654 = -7369.778973 nChanged 3 SP:Iteration 2Q (6803.590000 sec): 3 clusters Score: Raw -7813.434125 + Penalty 440.101654 = -7373.332472 nChanged 3 SP:Iteration 3Q (6803.770000 sec): 3 clusters Score: Raw -7819.489634 + Penalty 440.101654 = -7379.387981 nChanged 5 SP:Iteration 4Q (6803.950000 sec): 3 clusters Score: Raw -7828.345612 + Penalty 440.101654 = -7388.243958 nChanged 3 SP:Iteration 5Q (6804.130000 sec): 3 clusters Score: Raw -7830.938370 + Penalty 440.101654 = -7390.836717 nChanged 5 SP:Iteration 6Q (6804.300000 sec): 3 clusters Score: Raw -7839.917996 + Penalty 440.101654 = -7399.816343 nChanged 5 SP:Iteration 7Q (6804.520000 sec): 3 clusters Score: Raw -7847.022157 + Penalty 440.101654 = -7406.920503 nChanged 1 SP:Iteration 8Q (6804.680000 sec): 3 clusters Score: Raw -7849.061199 + Penalty 440.101654 = -7408.959545 nChanged 0 SP:Iteration 9F (6804.890000 sec): 3 clusters Score: Raw -7849.061199 + Penalty 440.101654 = -7408.959545 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6804.990000 sec): 2 clusters Score: Raw -8575.707617 + Penalty 225.490131 = -8350.217486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6805.200000 sec): 3 clusters Score: Raw -8561.249068 + Penalty 450.980262 = -8110.268806 nChanged 35 SP:Iteration 1F (6805.380000 sec): 3 clusters Score: Raw -8619.298047 + Penalty 450.980262 = -8168.317784 nChanged 5 SP:Iteration 2Q (6805.560000 sec): 3 clusters Score: Raw -8634.853934 + Penalty 450.980262 = -8183.873672 nChanged 2 SP:Iteration 3Q (6805.750000 sec): 3 clusters Score: Raw -8636.941112 + Penalty 450.980262 = -8185.960850 nChanged 0 SP:Iteration 4F (6805.900000 sec): 3 clusters Score: Raw -8636.941112 + Penalty 450.980262 = -8185.960850 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6806.040000 sec): 2 clusters Score: Raw -5572.004845 + Penalty 207.201399 = -5364.803446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6806.190000 sec): 3 clusters Score: Raw -5578.290519 + Penalty 414.402797 = -5163.887721 nChanged 14 SP:Iteration 1F (6806.390000 sec): 3 clusters Score: Raw -5596.686809 + Penalty 414.402797 = -5182.284012 nChanged 1 SP:Iteration 2Q (6806.540000 sec): 3 clusters Score: Raw -5597.225240 + Penalty 414.402797 = -5182.822443 nChanged 1 SP:Iteration 3Q (6806.690000 sec): 3 clusters Score: Raw -5602.433399 + Penalty 414.402797 = -5188.030601 nChanged 1 SP:Iteration 4Q (6806.820000 sec): 3 clusters Score: Raw -5603.251783 + Penalty 414.402797 = -5188.848986 nChanged 0 SP:Iteration 5F (6807.020000 sec): 3 clusters Score: Raw -5603.251783 + Penalty 414.402797 = -5188.848986 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6807.140000 sec): 2 clusters Score: Raw -28923.206057 + Penalty 276.323526 = -28646.882531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6807.320000 sec): 3 clusters Score: Raw -28749.517418 + Penalty 552.647053 = -28196.870366 nChanged 155 SP:Iteration 1F (6807.490000 sec): 3 clusters Score: Raw -28858.582219 + Penalty 552.647053 = -28305.935167 nChanged 35 SP:Iteration 2F (6807.680000 sec): 3 clusters Score: Raw -28884.133404 + Penalty 552.647053 = -28331.486352 nChanged 20 SP:Iteration 3Q (6807.880000 sec): 3 clusters Score: Raw -28907.023169 + Penalty 552.647053 = -28354.376116 nChanged 13 SP:Iteration 4Q (6808.090000 sec): 3 clusters Score: Raw -28920.356350 + Penalty 552.647053 = -28367.709297 nChanged 12 SP:Iteration 5Q (6808.220000 sec): 3 clusters Score: Raw -28929.750760 + Penalty 552.647053 = -28377.103708 nChanged 10 SP:Iteration 6Q (6808.420000 sec): 3 clusters Score: Raw -28934.746701 + Penalty 552.647053 = -28382.099649 nChanged 5 SP:Iteration 7Q (6808.580000 sec): 3 clusters Score: Raw -28939.229573 + Penalty 552.647053 = -28386.582520 nChanged 6 SP:Iteration 8Q (6808.790000 sec): 3 clusters Score: Raw -28942.476783 + Penalty 552.647053 = -28389.829730 nChanged 4 SP:Iteration 9Q (6808.980000 sec): 3 clusters Score: Raw -28946.879638 + Penalty 552.647053 = -28394.232586 nChanged 3 SP:Iteration 10Q (6809.130000 sec): 3 clusters Score: Raw -28948.192607 + Penalty 552.647053 = -28395.545554 nChanged 1 SP:Iteration 11Q (6809.320000 sec): 3 clusters Score: Raw -28949.558207 + Penalty 552.647053 = -28396.911155 nChanged 1 SP:Iteration 12Q (6809.500000 sec): 3 clusters Score: Raw -28950.537130 + Penalty 552.647053 = -28397.890077 nChanged 0 SP:Iteration 13F (6809.660000 sec): 3 clusters Score: Raw -28950.537130 + Penalty 552.647053 = -28397.890077 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6809.760000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6809.940000 sec): 3 clusters Score: Raw -6585.321038 + Penalty 432.576707 = -6152.744330 nChanged 31 SP:Iteration 1F (6810.120000 sec): 3 clusters Score: Raw -6636.926953 + Penalty 432.576707 = -6204.350245 nChanged 7 SP:Iteration 2F (6810.300000 sec): 3 clusters Score: Raw -6655.708440 + Penalty 432.576707 = -6223.131733 nChanged 2 SP:Iteration 3Q (6810.520000 sec): 3 clusters Score: Raw -6656.954105 + Penalty 432.576707 = -6224.377397 nChanged 1 SP:Iteration 4Q (6810.710000 sec): 3 clusters Score: Raw -6659.384653 + Penalty 432.576707 = -6226.807945 nChanged 0 SP:Iteration 5F (6810.920000 sec): 3 clusters Score: Raw -6659.384653 + Penalty 432.576707 = -6226.807945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6811.000000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6811.170000 sec): 3 clusters Score: Raw -20613.811956 + Penalty 524.632390 = -20089.179566 nChanged 109 SP:Iteration 1F (6811.400000 sec): 3 clusters Score: Raw -20756.077312 + Penalty 524.632390 = -20231.444921 nChanged 47 SP:Iteration 2F (6811.570000 sec): 3 clusters Score: Raw -20825.355677 + Penalty 524.632390 = -20300.723287 nChanged 22 SP:Iteration 3F (6811.750000 sec): 3 clusters Score: Raw -20857.491537 + Penalty 524.632390 = -20332.859147 nChanged 10 SP:Iteration 4Q (6811.900000 sec): 3 clusters Score: Raw -20870.350439 + Penalty 524.632390 = -20345.718049 nChanged 8 SP:Iteration 5Q (6812.050000 sec): 3 clusters Score: Raw -20880.950277 + Penalty 524.632390 = -20356.317887 nChanged 6 SP:Iteration 6Q (6812.240000 sec): 3 clusters Score: Raw -20888.463090 + Penalty 524.632390 = -20363.830700 nChanged 5 SP:Iteration 7Q (6812.440000 sec): 3 clusters Score: Raw -20896.671268 + Penalty 524.632390 = -20372.038878 nChanged 1 SP:Iteration 8Q (6812.650000 sec): 3 clusters Score: Raw -20897.872794 + Penalty 524.632390 = -20373.240403 nChanged 3 SP:Iteration 9Q (6812.810000 sec): 3 clusters Score: Raw -20902.572219 + Penalty 524.632390 = -20377.939829 nChanged 2 SP:Iteration 10Q (6813.030000 sec): 3 clusters Score: Raw -20903.910042 + Penalty 524.632390 = -20379.277651 nChanged 1 SP:Iteration 11Q (6813.210000 sec): 3 clusters Score: Raw -20906.758728 + Penalty 524.632390 = -20382.126337 nChanged 0 SP:Iteration 12F (6813.360000 sec): 3 clusters Score: Raw -20906.758728 + Penalty 524.632390 = -20382.126337 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6813.450000 sec): 2 clusters Score: Raw -38326.998616 + Penalty 296.148996 = -38030.849620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6813.640000 sec): 3 clusters Score: Raw -38050.292002 + Penalty 592.297991 = -37457.994011 nChanged 264 SP:Iteration 1F (6813.810000 sec): 3 clusters Score: Raw -38212.795557 + Penalty 592.297991 = -37620.497566 nChanged 50 SP:Iteration 2F (6814.010000 sec): 3 clusters Score: Raw -38245.577567 + Penalty 592.297991 = -37653.279575 nChanged 25 SP:Iteration 3Q (6814.220000 sec): 3 clusters Score: Raw -38265.207355 + Penalty 592.297991 = -37672.909364 nChanged 21 SP:Iteration 4Q (6814.340000 sec): 3 clusters Score: Raw -38280.185824 + Penalty 592.297991 = -37687.887833 nChanged 15 SP:Iteration 5Q (6814.530000 sec): 3 clusters Score: Raw -38287.299340 + Penalty 592.297991 = -37695.001348 nChanged 16 SP:Iteration 6Q (6814.690000 sec): 3 clusters Score: Raw -38299.031264 + Penalty 592.297991 = -37706.733273 nChanged 22 SP:Iteration 7Q (6814.920000 sec): 3 clusters Score: Raw -38313.895927 + Penalty 592.297991 = -37721.597936 nChanged 19 SP:Iteration 8Q (6815.110000 sec): 3 clusters Score: Raw -38323.537184 + Penalty 592.297991 = -37731.239192 nChanged 17 SP:Iteration 9Q (6815.310000 sec): 3 clusters Score: Raw -38331.888371 + Penalty 592.297991 = -37739.590379 nChanged 12 SP:Iteration 10Q (6815.500000 sec): 3 clusters Score: Raw -38338.533332 + Penalty 592.297991 = -37746.235341 nChanged 13 SP:Iteration 11Q (6815.730000 sec): 3 clusters Score: Raw -38345.308871 + Penalty 592.297991 = -37753.010880 nChanged 14 SP:Iteration 12Q (6815.880000 sec): 3 clusters Score: Raw -38354.325136 + Penalty 592.297991 = -37762.027145 nChanged 20 SP:Iteration 13Q (6816.090000 sec): 3 clusters Score: Raw -38372.235924 + Penalty 592.297991 = -37779.937933 nChanged 18 SP:Iteration 14Q (6816.250000 sec): 3 clusters Score: Raw -38388.403118 + Penalty 592.297991 = -37796.105127 nChanged 15 SP:Iteration 15Q (6816.460000 sec): 3 clusters Score: Raw -38401.526039 + Penalty 592.297991 = -37809.228048 nChanged 13 SP:Iteration 16Q (6816.590000 sec): 3 clusters Score: Raw -38413.459112 + Penalty 592.297991 = -37821.161120 nChanged 9 SP:Iteration 17Q (6816.780000 sec): 3 clusters Score: Raw -38423.216504 + Penalty 592.297991 = -37830.918512 nChanged 4 SP:Iteration 18Q (6816.910000 sec): 3 clusters Score: Raw -38426.624170 + Penalty 592.297991 = -37834.326179 nChanged 4 SP:Iteration 19Q (6817.080000 sec): 3 clusters Score: Raw -38427.890886 + Penalty 592.297991 = -37835.592894 nChanged 0 SP:Iteration 20F (6817.270000 sec): 3 clusters Score: Raw -38427.890886 + Penalty 592.297991 = -37835.592894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6817.380000 sec): 2 clusters Score: Raw -424698.234725 + Penalty 404.894279 = -424293.340446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6817.600000 sec): 3 clusters Score: Raw -420249.726647 + Penalty 809.788558 = -419439.938090 nChanged 3325 SP:Iteration 1F (6817.800000 sec): 3 clusters Score: Raw -422173.955367 + Penalty 809.788558 = -421364.166809 nChanged 493 SP:Iteration 2F (6818.000000 sec): 3 clusters Score: Raw -422484.309780 + Penalty 809.788558 = -421674.521223 nChanged 626 SP:Iteration 3F (6818.150000 sec): 3 clusters Score: Raw -423011.512047 + Penalty 809.788558 = -422201.723490 nChanged 705 SP:Iteration 4F (6818.380000 sec): 3 clusters Score: Raw -423684.733425 + Penalty 809.788558 = -422874.944867 nChanged 578 SP:Iteration 5F (6818.540000 sec): 3 clusters Score: Raw -424241.400921 + Penalty 809.788558 = -423431.612364 nChanged 384 SP:Iteration 6F (6818.750000 sec): 3 clusters Score: Raw -424558.104745 + Penalty 809.788558 = -423748.316187 nChanged 221 SP:Iteration 7Q (6818.910000 sec): 3 clusters Score: Raw -424737.486863 + Penalty 809.788558 = -423927.698306 nChanged 141 SP:Iteration 8Q (6819.130000 sec): 3 clusters Score: Raw -424849.511363 + Penalty 809.788558 = -424039.722805 nChanged 113 SP:Iteration 9Q (6819.350000 sec): 3 clusters Score: Raw -424929.844092 + Penalty 809.788558 = -424120.055534 nChanged 78 SP:Iteration 10Q (6819.500000 sec): 3 clusters Score: Raw -424968.709253 + Penalty 809.788558 = -424158.920695 nChanged 48 SP:Iteration 11Q (6819.670000 sec): 3 clusters Score: Raw -424983.932253 + Penalty 809.788558 = -424174.143696 nChanged 32 SP:Iteration 12Q (6819.880000 sec): 3 clusters Score: Raw -424999.275698 + Penalty 809.788558 = -424189.487141 nChanged 32 SP:Iteration 13Q (6820.080000 sec): 3 clusters Score: Raw -425014.854420 + Penalty 809.788558 = -424205.065863 nChanged 24 SP:Iteration 14Q (6820.280000 sec): 3 clusters Score: Raw -425025.659279 + Penalty 809.788558 = -424215.870721 nChanged 18 SP:Iteration 15Q (6820.490000 sec): 3 clusters Score: Raw -425030.628949 + Penalty 809.788558 = -424220.840391 nChanged 8 SP:Iteration 16Q (6820.680000 sec): 3 clusters Score: Raw -425032.240003 + Penalty 809.788558 = -424222.451446 nChanged 3 SP:Iteration 17Q (6820.860000 sec): 3 clusters Score: Raw -425032.498427 + Penalty 809.788558 = -424222.709869 nChanged 4 SP:Iteration 18Q (6821.080000 sec): 3 clusters Score: Raw -425033.189600 + Penalty 809.788558 = -424223.401043 nChanged 2 SP:Iteration 19Q (6821.290000 sec): 3 clusters Score: Raw -425033.429536 + Penalty 809.788558 = -424223.640979 nChanged 2 SP:Iteration 20F (6821.470000 sec): 3 clusters Score: Raw -425033.661971 + Penalty 809.788558 = -424223.873414 nChanged 1 SP:Iteration 21Q (6821.660000 sec): 3 clusters Score: Raw -425033.813561 + Penalty 809.788558 = -424224.025003 nChanged 2 SP:Iteration 22Q (6821.860000 sec): 3 clusters Score: Raw -425034.102199 + Penalty 809.788558 = -424224.313641 nChanged 2 SP:Iteration 23Q (6822.020000 sec): 3 clusters Score: Raw -425034.321401 + Penalty 809.788558 = -424224.532843 nChanged 2 SP:Iteration 24Q (6822.180000 sec): 3 clusters Score: Raw -425034.594229 + Penalty 809.788558 = -424224.805671 nChanged 4 SP:Iteration 25Q (6822.350000 sec): 3 clusters Score: Raw -425035.803760 + Penalty 809.788558 = -424226.015202 nChanged 3 SP:Iteration 26Q (6822.550000 sec): 3 clusters Score: Raw -425036.815996 + Penalty 809.788558 = -424227.027438 nChanged 7 SP:Iteration 27Q (6822.740000 sec): 3 clusters Score: Raw -425038.953533 + Penalty 809.788558 = -424229.164976 nChanged 5 SP:Iteration 28Q (6822.990000 sec): 3 clusters Score: Raw -425039.915256 + Penalty 809.788558 = -424230.126698 nChanged 4 SP:Iteration 29Q (6823.200000 sec): 3 clusters Score: Raw -425040.501878 + Penalty 809.788558 = -424230.713321 nChanged 3 SP:Iteration 30Q (6823.390000 sec): 3 clusters Score: Raw -425041.143490 + Penalty 809.788558 = -424231.354932 nChanged 3 SP:Iteration 31Q (6823.590000 sec): 3 clusters Score: Raw -425041.510825 + Penalty 809.788558 = -424231.722267 nChanged 1 SP:Iteration 32Q (6823.780000 sec): 3 clusters Score: Raw -425041.617826 + Penalty 809.788558 = -424231.829268 nChanged 1 SP:Iteration 33Q (6823.920000 sec): 3 clusters Score: Raw -425041.738154 + Penalty 809.788558 = -424231.949596 nChanged 0 SP:Iteration 34F (6824.110000 sec): 3 clusters Score: Raw -425041.738154 + Penalty 809.788558 = -424231.949596 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6824.200000 sec): 2 clusters Score: Raw -115692.145796 + Penalty 342.441141 = -115349.704656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6824.410000 sec): 3 clusters Score: Raw -114672.213613 + Penalty 684.882281 = -113987.331332 nChanged 760 SP:Iteration 1F (6824.560000 sec): 3 clusters Score: Raw -115090.866456 + Penalty 684.882281 = -114405.984174 nChanged 128 SP:Iteration 2F (6824.800000 sec): 3 clusters Score: Raw -115165.817235 + Penalty 684.882281 = -114480.934954 nChanged 117 SP:Iteration 3F (6825.010000 sec): 3 clusters Score: Raw -115230.784518 + Penalty 684.882281 = -114545.902237 nChanged 101 SP:Iteration 4F (6825.170000 sec): 3 clusters Score: Raw -115300.673613 + Penalty 684.882281 = -114615.791332 nChanged 101 SP:Iteration 5F (6825.360000 sec): 3 clusters Score: Raw -115376.912039 + Penalty 684.882281 = -114692.029758 nChanged 84 SP:Iteration 6Q (6825.580000 sec): 3 clusters Score: Raw -115440.724327 + Penalty 684.882281 = -114755.842046 nChanged 68 SP:Iteration 7Q (6825.780000 sec): 3 clusters Score: Raw -115488.180677 + Penalty 684.882281 = -114803.298396 nChanged 58 SP:Iteration 8Q (6825.980000 sec): 3 clusters Score: Raw -115537.919996 + Penalty 684.882281 = -114853.037715 nChanged 52 SP:Iteration 9Q (6826.130000 sec): 3 clusters Score: Raw -115583.950897 + Penalty 684.882281 = -114899.068616 nChanged 43 SP:Iteration 10Q (6826.340000 sec): 3 clusters Score: Raw -115623.193046 + Penalty 684.882281 = -114938.310765 nChanged 25 SP:Iteration 11Q (6826.460000 sec): 3 clusters Score: Raw -115648.192433 + Penalty 684.882281 = -114963.310152 nChanged 16 SP:Iteration 12Q (6826.710000 sec): 3 clusters Score: Raw -115668.312907 + Penalty 684.882281 = -114983.430626 nChanged 11 SP:Iteration 13Q (6826.880000 sec): 3 clusters Score: Raw -115677.269297 + Penalty 684.882281 = -114992.387015 nChanged 6 SP:Iteration 14Q (6827.050000 sec): 3 clusters Score: Raw -115683.301077 + Penalty 684.882281 = -114998.418796 nChanged 5 SP:Iteration 15Q (6827.270000 sec): 3 clusters Score: Raw -115686.773533 + Penalty 684.882281 = -115001.891252 nChanged 2 SP:Iteration 16Q (6827.430000 sec): 3 clusters Score: Raw -115688.721693 + Penalty 684.882281 = -115003.839412 nChanged 3 SP:Iteration 17Q (6827.650000 sec): 3 clusters Score: Raw -115691.258424 + Penalty 684.882281 = -115006.376143 nChanged 2 SP:Iteration 18Q (6827.860000 sec): 3 clusters Score: Raw -115692.444155 + Penalty 684.882281 = -115007.561874 nChanged 4 SP:Iteration 19Q (6828.010000 sec): 3 clusters Score: Raw -115694.197612 + Penalty 684.882281 = -115009.315331 nChanged 1 SP:Iteration 20F (6828.190000 sec): 3 clusters Score: Raw -115694.999951 + Penalty 684.882281 = -115010.117670 nChanged 2 SP:Iteration 21Q (6828.350000 sec): 3 clusters Score: Raw -115696.845257 + Penalty 684.882281 = -115011.962976 nChanged 2 SP:Iteration 22Q (6828.540000 sec): 3 clusters Score: Raw -115699.173507 + Penalty 684.882281 = -115014.291226 nChanged 3 SP:Iteration 23Q (6828.730000 sec): 3 clusters Score: Raw -115703.232742 + Penalty 684.882281 = -115018.350461 nChanged 3 SP:Iteration 24Q (6828.880000 sec): 3 clusters Score: Raw -115709.828931 + Penalty 684.882281 = -115024.946650 nChanged 3 SP:Iteration 25Q (6829.050000 sec): 3 clusters Score: Raw -115713.499377 + Penalty 684.882281 = -115028.617095 nChanged 1 SP:Iteration 26Q (6829.240000 sec): 3 clusters Score: Raw -115714.381092 + Penalty 684.882281 = -115029.498811 nChanged 1 SP:Iteration 27Q (6829.430000 sec): 3 clusters Score: Raw -115716.071682 + Penalty 684.882281 = -115031.189401 nChanged 0 SP:Iteration 28F (6829.650000 sec): 3 clusters Score: Raw -115716.071682 + Penalty 684.882281 = -115031.189401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6829.700000 sec): 2 clusters Score: Raw -7365.634606 + Penalty 216.678914 = -7148.955692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6829.930000 sec): 3 clusters Score: Raw -7359.157867 + Penalty 433.357828 = -6925.800039 nChanged 23 SP:Iteration 1F (6830.080000 sec): 3 clusters Score: Raw -7402.109628 + Penalty 433.357828 = -6968.751800 nChanged 4 SP:Iteration 2Q (6830.280000 sec): 3 clusters Score: Raw -7415.259202 + Penalty 433.357828 = -6981.901374 nChanged 1 SP:Iteration 3Q (6830.530000 sec): 3 clusters Score: Raw -7420.533475 + Penalty 433.357828 = -6987.175647 nChanged 1 SP:Iteration 4Q (6830.700000 sec): 3 clusters Score: Raw -7422.884906 + Penalty 433.357828 = -6989.527078 nChanged 1 SP:Iteration 5Q (6830.930000 sec): 3 clusters Score: Raw -7424.267877 + Penalty 433.357828 = -6990.910049 nChanged 0 SP:Iteration 6F (6831.180000 sec): 3 clusters Score: Raw -7424.267877 + Penalty 433.357828 = -6990.910049 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6831.260000 sec): 2 clusters Score: Raw -312617.729791 + Penalty 386.492192 = -312231.237599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6831.480000 sec): 3 clusters Score: Raw -309730.279719 + Penalty 772.984385 = -308957.295334 nChanged 2162 SP:Iteration 1F (6831.670000 sec): 3 clusters Score: Raw -310965.998572 + Penalty 772.984385 = -310193.014187 nChanged 334 SP:Iteration 2F (6831.940000 sec): 3 clusters Score: Raw -311137.114897 + Penalty 772.984385 = -310364.130513 nChanged 327 SP:Iteration 3F (6832.080000 sec): 3 clusters Score: Raw -311350.422831 + Penalty 772.984385 = -310577.438447 nChanged 357 SP:Iteration 4F (6832.290000 sec): 3 clusters Score: Raw -311650.993467 + Penalty 772.984385 = -310878.009082 nChanged 368 SP:Iteration 5F (6832.480000 sec): 3 clusters Score: Raw -311993.876275 + Penalty 772.984385 = -311220.891891 nChanged 304 SP:Iteration 6F (6832.680000 sec): 3 clusters Score: Raw -312279.637807 + Penalty 772.984385 = -311506.653423 nChanged 179 SP:Iteration 7Q (6832.850000 sec): 3 clusters Score: Raw -312456.802361 + Penalty 772.984385 = -311683.817976 nChanged 94 SP:Iteration 8Q (6833.060000 sec): 3 clusters Score: Raw -312550.497280 + Penalty 772.984385 = -311777.512895 nChanged 49 SP:Iteration 9Q (6833.270000 sec): 3 clusters Score: Raw -312604.532090 + Penalty 772.984385 = -311831.547705 nChanged 31 SP:Iteration 10Q (6833.410000 sec): 3 clusters Score: Raw -312634.847545 + Penalty 772.984385 = -311861.863161 nChanged 11 SP:Iteration 11Q (6833.640000 sec): 3 clusters Score: Raw -312644.114339 + Penalty 772.984385 = -311871.129954 nChanged 7 SP:Iteration 12Q (6833.850000 sec): 3 clusters Score: Raw -312649.676699 + Penalty 772.984385 = -311876.692314 nChanged 7 SP:Iteration 13Q (6834.040000 sec): 3 clusters Score: Raw -312659.360294 + Penalty 772.984385 = -311886.375910 nChanged 7 SP:Iteration 14Q (6834.210000 sec): 3 clusters Score: Raw -312668.846951 + Penalty 772.984385 = -311895.862566 nChanged 4 SP:Iteration 15Q (6834.410000 sec): 3 clusters Score: Raw -312672.511751 + Penalty 772.984385 = -311899.527366 nChanged 3 SP:Iteration 16Q (6834.590000 sec): 3 clusters Score: Raw -312675.942433 + Penalty 772.984385 = -311902.958048 nChanged 2 SP:Iteration 17Q (6834.790000 sec): 3 clusters Score: Raw -312680.207244 + Penalty 772.984385 = -311907.222859 nChanged 2 SP:Iteration 18Q (6834.960000 sec): 3 clusters Score: Raw -312681.958732 + Penalty 772.984385 = -311908.974347 nChanged 4 SP:Iteration 19Q (6835.200000 sec): 3 clusters Score: Raw -312686.719130 + Penalty 772.984385 = -311913.734745 nChanged 0 SP:Iteration 20F (6835.390000 sec): 3 clusters Score: Raw -312686.719130 + Penalty 772.984385 = -311913.734745 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6835.460000 sec): 2 clusters Score: Raw -36914.973759 + Penalty 293.424467 = -36621.549291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6835.660000 sec): 3 clusters Score: Raw -36656.806950 + Penalty 586.848935 = -36069.958015 nChanged 220 SP:Iteration 1F (6835.840000 sec): 3 clusters Score: Raw -36805.825507 + Penalty 586.848935 = -36218.976572 nChanged 50 SP:Iteration 2F (6836.000000 sec): 3 clusters Score: Raw -36849.517606 + Penalty 586.848935 = -36262.668671 nChanged 33 SP:Iteration 3F (6836.180000 sec): 3 clusters Score: Raw -36886.663003 + Penalty 586.848935 = -36299.814068 nChanged 31 SP:Iteration 4Q (6836.350000 sec): 3 clusters Score: Raw -36916.379812 + Penalty 586.848935 = -36329.530877 nChanged 30 SP:Iteration 5Q (6836.500000 sec): 3 clusters Score: Raw -36935.942832 + Penalty 586.848935 = -36349.093897 nChanged 16 SP:Iteration 6Q (6836.700000 sec): 3 clusters Score: Raw -36945.488661 + Penalty 586.848935 = -36358.639726 nChanged 6 SP:Iteration 7Q (6836.870000 sec): 3 clusters Score: Raw -36949.477975 + Penalty 586.848935 = -36362.629041 nChanged 9 SP:Iteration 8Q (6837.080000 sec): 3 clusters Score: Raw -36954.900206 + Penalty 586.848935 = -36368.051271 nChanged 14 SP:Iteration 9Q (6837.290000 sec): 3 clusters Score: Raw -36964.246386 + Penalty 586.848935 = -36377.397451 nChanged 10 SP:Iteration 10Q (6837.480000 sec): 3 clusters Score: Raw -36971.224732 + Penalty 586.848935 = -36384.375797 nChanged 8 SP:Iteration 11Q (6837.650000 sec): 3 clusters Score: Raw -36974.113292 + Penalty 586.848935 = -36387.264357 nChanged 7 SP:Iteration 12Q (6837.860000 sec): 3 clusters Score: Raw -36977.219636 + Penalty 586.848935 = -36390.370701 nChanged 6 SP:Iteration 13Q (6838.060000 sec): 3 clusters Score: Raw -36982.286820 + Penalty 586.848935 = -36395.437885 nChanged 5 SP:Iteration 14Q (6838.300000 sec): 3 clusters Score: Raw -36984.955607 + Penalty 586.848935 = -36398.106672 nChanged 6 SP:Iteration 15Q (6838.490000 sec): 3 clusters Score: Raw -36989.430957 + Penalty 586.848935 = -36402.582022 nChanged 10 SP:Iteration 16Q (6838.630000 sec): 3 clusters Score: Raw -36997.652501 + Penalty 586.848935 = -36410.803566 nChanged 8 SP:Iteration 17Q (6838.840000 sec): 3 clusters Score: Raw -37003.397329 + Penalty 586.848935 = -36416.548394 nChanged 6 SP:Iteration 18Q (6839.020000 sec): 3 clusters Score: Raw -37006.479015 + Penalty 586.848935 = -36419.630080 nChanged 6 SP:Iteration 19Q (6839.180000 sec): 3 clusters Score: Raw -37008.843009 + Penalty 586.848935 = -36421.994075 nChanged 2 SP:Iteration 20F (6839.360000 sec): 3 clusters Score: Raw -37009.413028 + Penalty 586.848935 = -36422.564093 nChanged 2 SP:Iteration 21Q (6839.570000 sec): 3 clusters Score: Raw -37010.184526 + Penalty 586.848935 = -36423.335591 nChanged 2 SP:Iteration 22Q (6839.760000 sec): 3 clusters Score: Raw -37011.270603 + Penalty 586.848935 = -36424.421668 nChanged 3 SP:Iteration 23Q (6839.990000 sec): 3 clusters Score: Raw -37012.269763 + Penalty 586.848935 = -36425.420828 nChanged 0 SP:Iteration 24F (6840.120000 sec): 3 clusters Score: Raw -37012.269763 + Penalty 586.848935 = -36425.420828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6840.260000 sec): 2 clusters Score: Raw -13460.386165 + Penalty 245.821821 = -13214.564344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6840.400000 sec): 3 clusters Score: Raw -13441.101535 + Penalty 491.643642 = -12949.457894 nChanged 58 SP:Iteration 1F (6840.580000 sec): 3 clusters Score: Raw -13568.024195 + Penalty 491.643642 = -13076.380553 nChanged 15 SP:Iteration 2F (6840.770000 sec): 3 clusters Score: Raw -13593.931953 + Penalty 491.643642 = -13102.288311 nChanged 3 SP:Iteration 3Q (6840.930000 sec): 3 clusters Score: Raw -13605.116162 + Penalty 491.643642 = -13113.472520 nChanged 2 SP:Iteration 4Q (6841.120000 sec): 3 clusters Score: Raw -13607.874591 + Penalty 491.643642 = -13116.230949 nChanged 0 SP:Iteration 5F (6841.330000 sec): 3 clusters Score: Raw -13607.874591 + Penalty 491.643642 = -13116.230949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6841.430000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6841.660000 sec): 3 clusters Score: Raw -6175.062691 + Penalty 417.232041 = -5757.830650 nChanged 19 SP:Iteration 1F (6841.830000 sec): 3 clusters Score: Raw -6221.635741 + Penalty 417.232041 = -5804.403701 nChanged 2 SP:Iteration 2Q (6842.020000 sec): 3 clusters Score: Raw -6225.665162 + Penalty 417.232041 = -5808.433121 nChanged 0 SP:Iteration 3F (6842.220000 sec): 3 clusters Score: Raw -6225.665162 + Penalty 417.232041 = -5808.433121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.290000 sec): 2 clusters Score: Raw -43347.126218 + Penalty 298.009109 = -43049.117110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.460000 sec): 3 clusters Score: Raw -43002.070882 + Penalty 596.018218 = -42406.052665 nChanged 278 SP:Iteration 1F (6842.680000 sec): 3 clusters Score: Raw -43178.235574 + Penalty 596.018218 = -42582.217356 nChanged 59 SP:Iteration 2F (6842.900000 sec): 3 clusters Score: Raw -43220.882543 + Penalty 596.018218 = -42624.864325 nChanged 30 SP:Iteration 3Q (6843.060000 sec): 3 clusters Score: Raw -43241.873330 + Penalty 596.018218 = -42645.855112 nChanged 27 SP:Iteration 4Q (6843.260000 sec): 3 clusters Score: Raw -43262.517360 + Penalty 596.018218 = -42666.499142 nChanged 18 SP:Iteration 5Q (6843.410000 sec): 3 clusters Score: Raw -43273.222902 + Penalty 596.018218 = -42677.204684 nChanged 19 SP:Iteration 6Q (6843.630000 sec): 3 clusters Score: Raw -43294.369726 + Penalty 596.018218 = -42698.351509 nChanged 21 SP:Iteration 7Q (6843.820000 sec): 3 clusters Score: Raw -43317.385033 + Penalty 596.018218 = -42721.366816 nChanged 19 SP:Iteration 8Q (6844.040000 sec): 3 clusters Score: Raw -43336.113380 + Penalty 596.018218 = -42740.095163 nChanged 17 SP:Iteration 9Q (6844.220000 sec): 3 clusters Score: Raw -43355.277262 + Penalty 596.018218 = -42759.259044 nChanged 14 SP:Iteration 10Q (6844.410000 sec): 3 clusters Score: Raw -43374.293207 + Penalty 596.018218 = -42778.274989 nChanged 12 SP:Iteration 11Q (6844.590000 sec): 3 clusters Score: Raw -43384.382287 + Penalty 596.018218 = -42788.364069 nChanged 8 SP:Iteration 12Q (6844.790000 sec): 3 clusters Score: Raw -43387.718447 + Penalty 596.018218 = -42791.700229 nChanged 3 SP:Iteration 13Q (6844.990000 sec): 3 clusters Score: Raw -43389.532909 + Penalty 596.018218 = -42793.514691 nChanged 3 SP:Iteration 14Q (6845.130000 sec): 3 clusters Score: Raw -43393.581675 + Penalty 596.018218 = -42797.563457 nChanged 1 SP:Iteration 15Q (6845.340000 sec): 3 clusters Score: Raw -43394.661103 + Penalty 596.018218 = -42798.642886 nChanged 3 SP:Iteration 16Q (6845.480000 sec): 3 clusters Score: Raw -43396.522031 + Penalty 596.018218 = -42800.503813 nChanged 1 SP:Iteration 17Q (6845.690000 sec): 3 clusters Score: Raw -43396.936127 + Penalty 596.018218 = -42800.917910 nChanged 0 SP:Iteration 18F (6845.830000 sec): 3 clusters Score: Raw -43396.936127 + Penalty 596.018218 = -42800.917910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6845.920000 sec): 2 clusters Score: Raw -17555.380868 + Penalty 258.136209 = -17297.244660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.070000 sec): 3 clusters Score: Raw -17448.894373 + Penalty 516.272417 = -16932.621956 nChanged 93 SP:Iteration 1F (6846.290000 sec): 3 clusters Score: Raw -17522.893063 + Penalty 516.272417 = -17006.620645 nChanged 19 SP:Iteration 2F (6846.480000 sec): 3 clusters Score: Raw -17542.973050 + Penalty 516.272417 = -17026.700633 nChanged 18 SP:Iteration 3F (6846.630000 sec): 3 clusters Score: Raw -17567.612531 + Penalty 516.272417 = -17051.340114 nChanged 9 SP:Iteration 4Q (6846.780000 sec): 3 clusters Score: Raw -17584.893643 + Penalty 516.272417 = -17068.621226 nChanged 9 SP:Iteration 5Q (6846.990000 sec): 3 clusters Score: Raw -17599.695978 + Penalty 516.272417 = -17083.423560 nChanged 7 SP:Iteration 6Q (6847.130000 sec): 3 clusters Score: Raw -17606.140447 + Penalty 516.272417 = -17089.868030 nChanged 4 SP:Iteration 7Q (6847.300000 sec): 3 clusters Score: Raw -17609.686996 + Penalty 516.272417 = -17093.414579 nChanged 7 SP:Iteration 8Q (6847.520000 sec): 3 clusters Score: Raw -17616.003939 + Penalty 516.272417 = -17099.731522 nChanged 6 SP:Iteration 9Q (6847.720000 sec): 3 clusters Score: Raw -17645.976477 + Penalty 516.272417 = -17129.704060 nChanged 10 SP:Iteration 10Q (6847.890000 sec): 3 clusters Score: Raw -17654.138783 + Penalty 516.272417 = -17137.866365 nChanged 8 SP:Iteration 11Q (6848.070000 sec): 3 clusters Score: Raw -17662.287355 + Penalty 516.272417 = -17146.014938 nChanged 4 SP:Iteration 12Q (6848.250000 sec): 3 clusters Score: Raw -17664.247433 + Penalty 516.272417 = -17147.975016 nChanged 2 SP:Iteration 13Q (6848.430000 sec): 3 clusters Score: Raw -17665.260581 + Penalty 516.272417 = -17148.988164 nChanged 0 SP:Iteration 14F (6848.640000 sec): 3 clusters Score: Raw -17665.260581 + Penalty 516.272417 = -17148.988164 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6848.730000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6848.840000 sec): 2 clusters Score: Raw 1270.938092 + Penalty 148.243392 = 1419.181485 nChanged 12 SP:Iteration 1F (6848.990000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.100000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.290000 sec): 3 clusters Score: Raw -24747.150269 + Penalty 552.856489 = -24194.293780 nChanged 144 SP:Iteration 1F (6849.460000 sec): 3 clusters Score: Raw -24861.253024 + Penalty 552.856489 = -24308.396535 nChanged 34 SP:Iteration 2F (6849.630000 sec): 3 clusters Score: Raw -24894.354325 + Penalty 552.856489 = -24341.497836 nChanged 26 SP:Iteration 3F (6849.770000 sec): 3 clusters Score: Raw -24915.195320 + Penalty 552.856489 = -24362.338831 nChanged 22 SP:Iteration 4F (6849.970000 sec): 3 clusters Score: Raw -24938.929360 + Penalty 552.856489 = -24386.072872 nChanged 15 SP:Iteration 5Q (6850.250000 sec): 3 clusters Score: Raw -24952.542234 + Penalty 552.856489 = -24399.685745 nChanged 9 SP:Iteration 6Q (6850.450000 sec): 3 clusters Score: Raw -24960.628088 + Penalty 552.856489 = -24407.771600 nChanged 15 SP:Iteration 7Q (6850.600000 sec): 3 clusters Score: Raw -24973.974475 + Penalty 552.856489 = -24421.117986 nChanged 10 SP:Iteration 8Q (6850.850000 sec): 3 clusters Score: Raw -24987.992027 + Penalty 552.856489 = -24435.135538 nChanged 8 SP:Iteration 9Q (6850.970000 sec): 3 clusters Score: Raw -24996.830174 + Penalty 552.856489 = -24443.973685 nChanged 4 SP:Iteration 10Q (6851.160000 sec): 3 clusters Score: Raw -24999.904138 + Penalty 552.856489 = -24447.047649 nChanged 1 SP:Iteration 11Q (6851.310000 sec): 3 clusters Score: Raw -25000.282634 + Penalty 552.856489 = -24447.426145 nChanged 0 SP:Iteration 12F (6851.540000 sec): 3 clusters Score: Raw -25000.282634 + Penalty 552.856489 = -24447.426145 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6851.590000 sec): 2 clusters Score: Raw -2928.459686 + Penalty 186.292678 = -2742.167009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6851.770000 sec): 3 clusters Score: Raw -3007.244099 + Penalty 372.585355 = -2634.658744 nChanged 7 SP:Iteration 1F (6852.040000 sec): 3 clusters Score: Raw -3027.367960 + Penalty 372.585355 = -2654.782604 nChanged 7 SP:Iteration 2F (6852.210000 sec): 3 clusters Score: Raw -3052.369679 + Penalty 372.585355 = -2679.784324 nChanged 4 SP:Iteration 3F (6852.390000 sec): 3 clusters Score: Raw -3071.060476 + Penalty 372.585355 = -2698.475121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6852.530000 sec): 2 clusters Score: Raw -7534.105660 + Penalty 218.954388 = -7315.151272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6852.730000 sec): 3 clusters Score: Raw -7516.141508 + Penalty 437.908776 = -7078.232731 nChanged 31 SP:Iteration 1F (6852.970000 sec): 3 clusters Score: Raw -7578.303671 + Penalty 437.908776 = -7140.394894 nChanged 5 SP:Iteration 2Q (6853.180000 sec): 3 clusters Score: Raw -7586.145910 + Penalty 437.908776 = -7148.237134 nChanged 0 SP:Iteration 3F (6853.360000 sec): 3 clusters Score: Raw -7586.145910 + Penalty 437.908776 = -7148.237134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6854.340000 sec): 2 clusters Score: Raw -17594301.540480 + Penalty 570.324915 = -17593731.215565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6855.260000 sec): 3 clusters Score: Raw -17405367.402678 + Penalty 1140.649830 = -17404226.752848 nChanged 137439 SP:Iteration 1F (6856.470000 sec): 3 clusters Score: Raw -17493949.638918 + Penalty 1140.649830 = -17492808.989088 nChanged 15156 SP:Iteration 2F (6857.580000 sec): 3 clusters Score: Raw -17502499.566032 + Penalty 1140.649830 = -17501358.916203 nChanged 19391 SP:Iteration 3F (6858.760000 sec): 3 clusters Score: Raw -17516518.205971 + Penalty 1140.649830 = -17515377.556141 nChanged 21831 SP:Iteration 4F (6859.730000 sec): 3 clusters Score: Raw -17535194.858295 + Penalty 1140.649830 = -17534054.208466 nChanged 20168 SP:Iteration 5F (6860.900000 sec): 3 clusters Score: Raw -17553459.883084 + Penalty 1140.649830 = -17552319.233254 nChanged 15381 SP:Iteration 6F (6861.970000 sec): 3 clusters Score: Raw -17567051.458210 + Penalty 1140.649830 = -17565910.808380 nChanged 10824 SP:Iteration 7Q (6863.060000 sec): 3 clusters Score: Raw -17575857.606934 + Penalty 1140.649830 = -17574716.957104 nChanged 7545 SP:Iteration 8Q (6864.020000 sec): 3 clusters Score: Raw -17581267.049705 + Penalty 1140.649830 = -17580126.399875 nChanged 5569 SP:Iteration 9Q (6865.110000 sec): 3 clusters Score: Raw -17584971.781667 + Penalty 1140.649830 = -17583831.131837 nChanged 4270 SP:Iteration 10Q (6866.180000 sec): 3 clusters Score: Raw -17587602.057430 + Penalty 1140.649830 = -17586461.407601 nChanged 3317 SP:Iteration 11Q (6867.190000 sec): 3 clusters Score: Raw -17589473.372102 + Penalty 1140.649830 = -17588332.722272 nChanged 2569 SP:Iteration 12Q (6868.320000 sec): 3 clusters Score: Raw -17590853.581461 + Penalty 1140.649830 = -17589712.931631 nChanged 2026 SP:Iteration 13Q (6869.260000 sec): 3 clusters Score: Raw -17591892.852845 + Penalty 1140.649830 = -17590752.203016 nChanged 1553 SP:Iteration 14Q (6870.220000 sec): 3 clusters Score: Raw -17592660.316730 + Penalty 1140.649830 = -17591519.666901 nChanged 1218 SP:Iteration 15Q (6871.070000 sec): 3 clusters Score: Raw -17593237.981630 + Penalty 1140.649830 = -17592097.331800 nChanged 886 SP:Iteration 16Q (6872.050000 sec): 3 clusters Score: Raw -17593629.905570 + Penalty 1140.649830 = -17592489.255740 nChanged 653 SP:Iteration 17Q (6872.910000 sec): 3 clusters Score: Raw -17593895.177442 + Penalty 1140.649830 = -17592754.527613 nChanged 462 SP:Iteration 18Q (6874.020000 sec): 3 clusters Score: Raw -17594063.124856 + Penalty 1140.649830 = -17592922.475026 nChanged 333 SP:Iteration 19Q (6875.020000 sec): 3 clusters Score: Raw -17594175.170037 + Penalty 1140.649830 = -17593034.520208 nChanged 228 SP:Iteration 20F (6876.160000 sec): 3 clusters Score: Raw -17594241.548022 + Penalty 1140.649830 = -17593100.898192 nChanged 172 SP:Iteration 21Q (6877.180000 sec): 3 clusters Score: Raw -17594294.630830 + Penalty 1140.649830 = -17593153.981000 nChanged 148 SP:Iteration 22Q (6878.070000 sec): 3 clusters Score: Raw -17594345.061287 + Penalty 1140.649830 = -17593204.411458 nChanged 124 SP:Iteration 23Q (6879.120000 sec): 3 clusters Score: Raw -17594377.355411 + Penalty 1140.649830 = -17593236.705582 nChanged 80 SP:Iteration 24Q (6880.000000 sec): 3 clusters Score: Raw -17594401.963577 + Penalty 1140.649830 = -17593261.313748 nChanged 76 SP:Iteration 25Q (6881.120000 sec): 3 clusters Score: Raw -17594422.776646 + Penalty 1140.649830 = -17593282.126816 nChanged 59 SP:Iteration 26Q (6882.000000 sec): 3 clusters Score: Raw -17594435.260652 + Penalty 1140.649830 = -17593294.610823 nChanged 39 SP:Iteration 27Q (6883.050000 sec): 3 clusters Score: Raw -17594442.484418 + Penalty 1140.649830 = -17593301.834589 nChanged 40 SP:Iteration 28Q (6883.880000 sec): 3 clusters Score: Raw -17594449.525398 + Penalty 1140.649830 = -17593308.875568 nChanged 31 SP:Iteration 29Q (6885.010000 sec): 3 clusters Score: Raw -17594454.846060 + Penalty 1140.649830 = -17593314.196231 nChanged 30 SP:Iteration 30Q (6885.940000 sec): 3 clusters Score: Raw -17594459.791520 + Penalty 1140.649830 = -17593319.141690 nChanged 22 SP:Iteration 31Q (6886.970000 sec): 3 clusters Score: Raw -17594463.686030 + Penalty 1140.649830 = -17593323.036200 nChanged 15 SP:Iteration 32Q (6887.880000 sec): 3 clusters Score: Raw -17594466.051969 + Penalty 1140.649830 = -17593325.402139 nChanged 14 SP:Iteration 33Q (6888.900000 sec): 3 clusters Score: Raw -17594468.326797 + Penalty 1140.649830 = -17593327.676968 nChanged 12 SP:Iteration 34Q (6889.730000 sec): 3 clusters Score: Raw -17594470.110303 + Penalty 1140.649830 = -17593329.460473 nChanged 15 SP:Iteration 35Q (6890.800000 sec): 3 clusters Score: Raw -17594472.224117 + Penalty 1140.649830 = -17593331.574287 nChanged 14 SP:Iteration 36Q (6891.780000 sec): 3 clusters Score: Raw -17594474.072888 + Penalty 1140.649830 = -17593333.423058 nChanged 9 SP:Iteration 37Q (6892.760000 sec): 3 clusters Score: Raw -17594474.951702 + Penalty 1140.649830 = -17593334.301873 nChanged 5 SP:Iteration 38Q (6893.490000 sec): 3 clusters Score: Raw -17594475.541645 + Penalty 1140.649830 = -17593334.891815 nChanged 7 SP:Iteration 39Q (6894.210000 sec): 3 clusters Score: Raw -17594476.156445 + Penalty 1140.649830 = -17593335.506615 nChanged 4 SP:Iteration 40F (6895.160000 sec): 3 clusters Score: Raw -17594476.465330 + Penalty 1140.649830 = -17593335.815501 nChanged 3 SP:Iteration 41Q (6896.210000 sec): 3 clusters Score: Raw -17594476.849174 + Penalty 1140.649830 = -17593336.199344 nChanged 6 SP:Iteration 42Q (6897.220000 sec): 3 clusters Score: Raw -17594477.357509 + Penalty 1140.649830 = -17593336.707679 nChanged 1 SP:Iteration 43Q (6898.140000 sec): 3 clusters Score: Raw -17594477.509740 + Penalty 1140.649830 = -17593336.859911 nChanged 3 SP:Iteration 44Q (6899.030000 sec): 3 clusters Score: Raw -17594477.767956 + Penalty 1140.649830 = -17593337.118127 nChanged 2 SP:Iteration 45Q (6899.850000 sec): 3 clusters Score: Raw -17594477.928880 + Penalty 1140.649830 = -17593337.279051 nChanged 2 SP:Iteration 46Q (6900.830000 sec): 3 clusters Score: Raw -17594478.154420 + Penalty 1140.649830 = -17593337.504590 nChanged 3 SP:Iteration 47Q (6901.690000 sec): 3 clusters Score: Raw -17594478.665982 + Penalty 1140.649830 = -17593338.016152 nChanged 2 SP:Iteration 48Q (6902.690000 sec): 3 clusters Score: Raw -17594478.905372 + Penalty 1140.649830 = -17593338.255543 nChanged 3 SP:Iteration 49Q (6903.730000 sec): 3 clusters Score: Raw -17594479.376001 + Penalty 1140.649830 = -17593338.726171 nChanged 3 SP:Iteration 50Q (6904.670000 sec): 3 clusters Score: Raw -17594479.675166 + Penalty 1140.649830 = -17593339.025337 nChanged 2 SP:Iteration 51Q (6905.610000 sec): 3 clusters Score: Raw -17594479.977103 + Penalty 1140.649830 = -17593339.327273 nChanged 2 SP:Iteration 52Q (6906.470000 sec): 3 clusters Score: Raw -17594480.188323 + Penalty 1140.649830 = -17593339.538493 nChanged 3 SP:Iteration 53Q (6907.470000 sec): 3 clusters Score: Raw -17594480.367171 + Penalty 1140.649830 = -17593339.717342 nChanged 0 SP:Iteration 54F (6908.400000 sec): 3 clusters Score: Raw -17594480.367171 + Penalty 1140.649830 = -17593339.717342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6908.640000 sec): 2 clusters Score: Raw -2235.773055 + Penalty 173.203143 = -2062.569911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6908.850000 sec): 3 clusters Score: Raw -2309.845731 + Penalty 346.406287 = -1963.439444 nChanged 1 SP:Iteration 1Q (6908.990000 sec): 3 clusters Score: Raw -2311.404401 + Penalty 346.406287 = -1964.998115 nChanged 0 SP:Iteration 2F (6909.160000 sec): 3 clusters Score: Raw -2311.404401 + Penalty 346.406287 = -1964.998115 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6909.250000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6909.420000 sec): 3 clusters Score: Raw -9942.722713 + Penalty 464.087845 = -9478.634868 nChanged 42 SP:Iteration 1F (6909.590000 sec): 3 clusters Score: Raw -9993.488622 + Penalty 464.087845 = -9529.400777 nChanged 5 SP:Iteration 2Q (6909.780000 sec): 3 clusters Score: Raw -10006.376759 + Penalty 464.087845 = -9542.288914 nChanged 5 SP:Iteration 3Q (6909.920000 sec): 3 clusters Score: Raw -10014.061395 + Penalty 464.087845 = -9549.973550 nChanged 2 SP:Iteration 4Q (6910.140000 sec): 3 clusters Score: Raw -10017.523366 + Penalty 464.087845 = -9553.435521 nChanged 0 SP:Iteration 5F (6910.310000 sec): 3 clusters Score: Raw -10017.523366 + Penalty 464.087845 = -9553.435521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6910.400000 sec): 2 clusters Score: Raw -11682.315185 + Penalty 242.418366 = -11439.896819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6910.640000 sec): 3 clusters Score: Raw -11649.083556 + Penalty 484.836731 = -11164.246825 nChanged 65 SP:Iteration 1F (6910.830000 sec): 3 clusters Score: Raw -11743.964199 + Penalty 484.836731 = -11259.127467 nChanged 16 SP:Iteration 2F (6911.040000 sec): 3 clusters Score: Raw -11772.604350 + Penalty 484.836731 = -11287.767618 nChanged 8 SP:Iteration 3Q (6911.230000 sec): 3 clusters Score: Raw -11785.514770 + Penalty 484.836731 = -11300.678039 nChanged 5 SP:Iteration 4Q (6911.390000 sec): 3 clusters Score: Raw -11796.672834 + Penalty 484.836731 = -11311.836102 nChanged 4 SP:Iteration 5Q (6911.610000 sec): 3 clusters Score: Raw -11801.179151 + Penalty 484.836731 = -11316.342419 nChanged 3 SP:Iteration 6Q (6911.800000 sec): 3 clusters Score: Raw -11806.056510 + Penalty 484.836731 = -11321.219779 nChanged 2 SP:Iteration 7Q (6911.970000 sec): 3 clusters Score: Raw -11807.383401 + Penalty 484.836731 = -11322.546670 nChanged 0 SP:Iteration 8F (6912.190000 sec): 3 clusters Score: Raw -11807.383401 + Penalty 484.836731 = -11322.546670 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6912.260000 sec): 2 clusters Score: Raw -8876.097023 + Penalty 226.441385 = -8649.655637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6912.490000 sec): 3 clusters Score: Raw -8859.311033 + Penalty 452.882771 = -8406.428262 nChanged 42 SP:Iteration 1F (6912.650000 sec): 3 clusters Score: Raw -8929.903359 + Penalty 452.882771 = -8477.020588 nChanged 8 SP:Iteration 2F (6912.800000 sec): 3 clusters Score: Raw -8948.352200 + Penalty 452.882771 = -8495.469430 nChanged 5 SP:Iteration 3Q (6912.990000 sec): 3 clusters Score: Raw -8956.248386 + Penalty 452.882771 = -8503.365616 nChanged 0 SP:Iteration 4F (6913.210000 sec): 3 clusters Score: Raw -8956.248386 + Penalty 452.882771 = -8503.365616 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6913.270000 sec): 2 clusters Score: Raw -109005.237711 + Penalty 343.291179 = -108661.946532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6913.470000 sec): 3 clusters Score: Raw -107996.227939 + Penalty 686.582357 = -107309.645581 nChanged 796 SP:Iteration 1F (6913.660000 sec): 3 clusters Score: Raw -108520.583328 + Penalty 686.582357 = -107834.000970 nChanged 186 SP:Iteration 2F (6913.810000 sec): 3 clusters Score: Raw -108666.710033 + Penalty 686.582357 = -107980.127676 nChanged 159 SP:Iteration 3F (6913.970000 sec): 3 clusters Score: Raw -108802.849687 + Penalty 686.582357 = -108116.267329 nChanged 135 SP:Iteration 4F (6914.150000 sec): 3 clusters Score: Raw -108925.562935 + Penalty 686.582357 = -108238.980578 nChanged 102 SP:Iteration 5F (6914.320000 sec): 3 clusters Score: Raw -109004.753564 + Penalty 686.582357 = -108318.171206 nChanged 60 SP:Iteration 6Q (6914.430000 sec): 3 clusters Score: Raw -109054.059414 + Penalty 686.582357 = -108367.477057 nChanged 34 SP:Iteration 7Q (6914.610000 sec): 3 clusters Score: Raw -109078.943720 + Penalty 686.582357 = -108392.361363 nChanged 11 SP:Iteration 8Q (6914.780000 sec): 3 clusters Score: Raw -109084.609179 + Penalty 686.582357 = -108398.026821 nChanged 6 SP:Iteration 9Q (6915.010000 sec): 3 clusters Score: Raw -109087.304273 + Penalty 686.582357 = -108400.721916 nChanged 5 SP:Iteration 10Q (6915.190000 sec): 3 clusters Score: Raw -109091.534797 + Penalty 686.582357 = -108404.952440 nChanged 3 SP:Iteration 11Q (6915.350000 sec): 3 clusters Score: Raw -109095.122893 + Penalty 686.582357 = -108408.540536 nChanged 2 SP:Iteration 12Q (6915.510000 sec): 3 clusters Score: Raw -109096.000297 + Penalty 686.582357 = -108409.417940 nChanged 2 SP:Iteration 13Q (6915.740000 sec): 3 clusters Score: Raw -109097.457679 + Penalty 686.582357 = -108410.875322 nChanged 3 SP:Iteration 14Q (6915.900000 sec): 3 clusters Score: Raw -109100.492605 + Penalty 686.582357 = -108413.910248 nChanged 2 SP:Iteration 15Q (6916.050000 sec): 3 clusters Score: Raw -109101.845567 + Penalty 686.582357 = -108415.263210 nChanged 0 SP:Iteration 16F (6916.240000 sec): 3 clusters Score: Raw -109101.845567 + Penalty 686.582357 = -108415.263210 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6916.360000 sec): 2 clusters Score: Raw -117692.851197 + Penalty 342.047199 = -117350.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6916.510000 sec): 3 clusters Score: Raw -116710.338118 + Penalty 684.094397 = -116026.243721 nChanged 746 SP:Iteration 1F (6916.680000 sec): 3 clusters Score: Raw -117125.011176 + Penalty 684.094397 = -116440.916778 nChanged 149 SP:Iteration 2F (6916.850000 sec): 3 clusters Score: Raw -117237.195810 + Penalty 684.094397 = -116553.101413 nChanged 129 SP:Iteration 3F (6917.010000 sec): 3 clusters Score: Raw -117289.358737 + Penalty 684.094397 = -116605.264339 nChanged 64 SP:Iteration 4Q (6917.190000 sec): 3 clusters Score: Raw -117317.200038 + Penalty 684.094397 = -116633.105641 nChanged 53 SP:Iteration 5Q (6917.390000 sec): 3 clusters Score: Raw -117335.195750 + Penalty 684.094397 = -116651.101352 nChanged 35 SP:Iteration 6Q (6917.620000 sec): 3 clusters Score: Raw -117349.038210 + Penalty 684.094397 = -116664.943812 nChanged 35 SP:Iteration 7Q (6917.810000 sec): 3 clusters Score: Raw -117369.351365 + Penalty 684.094397 = -116685.256968 nChanged 41 SP:Iteration 8Q (6917.980000 sec): 3 clusters Score: Raw -117387.314996 + Penalty 684.094397 = -116703.220599 nChanged 40 SP:Iteration 9Q (6918.120000 sec): 3 clusters Score: Raw -117405.618009 + Penalty 684.094397 = -116721.523612 nChanged 46 SP:Iteration 10Q (6918.300000 sec): 3 clusters Score: Raw -117422.880084 + Penalty 684.094397 = -116738.785686 nChanged 40 SP:Iteration 11Q (6918.470000 sec): 3 clusters Score: Raw -117440.422782 + Penalty 684.094397 = -116756.328384 nChanged 38 SP:Iteration 12Q (6918.670000 sec): 3 clusters Score: Raw -117455.168236 + Penalty 684.094397 = -116771.073839 nChanged 35 SP:Iteration 13Q (6918.860000 sec): 3 clusters Score: Raw -117470.159075 + Penalty 684.094397 = -116786.064678 nChanged 33 SP:Iteration 14Q (6919.060000 sec): 3 clusters Score: Raw -117484.579408 + Penalty 684.094397 = -116800.485010 nChanged 31 SP:Iteration 15Q (6919.250000 sec): 3 clusters Score: Raw -117497.499484 + Penalty 684.094397 = -116813.405087 nChanged 37 SP:Iteration 16Q (6919.440000 sec): 3 clusters Score: Raw -117511.193443 + Penalty 684.094397 = -116827.099046 nChanged 33 SP:Iteration 17Q (6919.590000 sec): 3 clusters Score: Raw -117521.502785 + Penalty 684.094397 = -116837.408387 nChanged 22 SP:Iteration 18Q (6919.780000 sec): 3 clusters Score: Raw -117526.733872 + Penalty 684.094397 = -116842.639475 nChanged 15 SP:Iteration 19Q (6920.000000 sec): 3 clusters Score: Raw -117530.046448 + Penalty 684.094397 = -116845.952051 nChanged 15 SP:Iteration 20F (6920.160000 sec): 3 clusters Score: Raw -117534.032077 + Penalty 684.094397 = -116849.937680 nChanged 13 SP:Iteration 21Q (6920.320000 sec): 3 clusters Score: Raw -117537.807764 + Penalty 684.094397 = -116853.713367 nChanged 14 SP:Iteration 22Q (6920.520000 sec): 3 clusters Score: Raw -117542.364773 + Penalty 684.094397 = -116858.270376 nChanged 17 SP:Iteration 23Q (6920.700000 sec): 3 clusters Score: Raw -117547.243601 + Penalty 684.094397 = -116863.149203 nChanged 15 SP:Iteration 24Q (6920.880000 sec): 3 clusters Score: Raw -117551.526541 + Penalty 684.094397 = -116867.432144 nChanged 12 SP:Iteration 25Q (6921.020000 sec): 3 clusters Score: Raw -117554.785441 + Penalty 684.094397 = -116870.691044 nChanged 11 SP:Iteration 26Q (6921.220000 sec): 3 clusters Score: Raw -117559.279615 + Penalty 684.094397 = -116875.185217 nChanged 13 SP:Iteration 27Q (6921.380000 sec): 3 clusters Score: Raw -117564.015589 + Penalty 684.094397 = -116879.921192 nChanged 17 SP:Iteration 28Q (6921.610000 sec): 3 clusters Score: Raw -117570.931428 + Penalty 684.094397 = -116886.837031 nChanged 17 SP:Iteration 29Q (6921.730000 sec): 3 clusters Score: Raw -117578.212781 + Penalty 684.094397 = -116894.118383 nChanged 19 SP:Iteration 30Q (6921.950000 sec): 3 clusters Score: Raw -117586.691674 + Penalty 684.094397 = -116902.597277 nChanged 21 SP:Iteration 31Q (6922.100000 sec): 3 clusters Score: Raw -117595.274328 + Penalty 684.094397 = -116911.179931 nChanged 16 SP:Iteration 32Q (6922.280000 sec): 3 clusters Score: Raw -117601.663368 + Penalty 684.094397 = -116917.568971 nChanged 17 SP:Iteration 33Q (6922.460000 sec): 3 clusters Score: Raw -117608.140574 + Penalty 684.094397 = -116924.046177 nChanged 19 SP:Iteration 34Q (6922.700000 sec): 3 clusters Score: Raw -117614.121436 + Penalty 684.094397 = -116930.027039 nChanged 17 SP:Iteration 35Q (6922.850000 sec): 3 clusters Score: Raw -117619.731024 + Penalty 684.094397 = -116935.636627 nChanged 12 SP:Iteration 36Q (6923.050000 sec): 3 clusters Score: Raw -117622.378742 + Penalty 684.094397 = -116938.284344 nChanged 9 SP:Iteration 37Q (6923.240000 sec): 3 clusters Score: Raw -117624.465092 + Penalty 684.094397 = -116940.370694 nChanged 12 SP:Iteration 38Q (6923.400000 sec): 3 clusters Score: Raw -117627.494355 + Penalty 684.094397 = -116943.399957 nChanged 6 SP:Iteration 39Q (6923.580000 sec): 3 clusters Score: Raw -117628.508115 + Penalty 684.094397 = -116944.413718 nChanged 6 SP:Iteration 40F (6923.760000 sec): 3 clusters Score: Raw -117629.538021 + Penalty 684.094397 = -116945.443623 nChanged 5 SP:Iteration 41Q (6923.940000 sec): 3 clusters Score: Raw -117630.944634 + Penalty 684.094397 = -116946.850237 nChanged 5 SP:Iteration 42Q (6924.140000 sec): 3 clusters Score: Raw -117631.879559 + Penalty 684.094397 = -116947.785162 nChanged 8 SP:Iteration 43Q (6924.290000 sec): 3 clusters Score: Raw -117633.967590 + Penalty 684.094397 = -116949.873192 nChanged 7 SP:Iteration 44Q (6924.480000 sec): 3 clusters Score: Raw -117636.994326 + Penalty 684.094397 = -116952.899929 nChanged 7 SP:Iteration 45Q (6924.690000 sec): 3 clusters Score: Raw -117639.003380 + Penalty 684.094397 = -116954.908982 nChanged 5 SP:Iteration 46Q (6924.900000 sec): 3 clusters Score: Raw -117640.624956 + Penalty 684.094397 = -116956.530558 nChanged 5 SP:Iteration 47Q (6925.070000 sec): 3 clusters Score: Raw -117641.639747 + Penalty 684.094397 = -116957.545349 nChanged 5 SP:Iteration 48Q (6925.270000 sec): 3 clusters Score: Raw -117642.734411 + Penalty 684.094397 = -116958.640014 nChanged 4 SP:Iteration 49Q (6925.480000 sec): 3 clusters Score: Raw -117643.598988 + Penalty 684.094397 = -116959.504591 nChanged 6 SP:Iteration 50Q (6925.700000 sec): 3 clusters Score: Raw -117645.015389 + Penalty 684.094397 = -116960.920992 nChanged 5 SP:Iteration 51Q (6925.900000 sec): 3 clusters Score: Raw -117645.643944 + Penalty 684.094397 = -116961.549546 nChanged 4 SP:Iteration 52Q (6926.070000 sec): 3 clusters Score: Raw -117646.529277 + Penalty 684.094397 = -116962.434879 nChanged 4 SP:Iteration 53Q (6926.220000 sec): 3 clusters Score: Raw -117647.143977 + Penalty 684.094397 = -116963.049580 nChanged 2 SP:Iteration 54Q (6926.420000 sec): 3 clusters Score: Raw -117647.275646 + Penalty 684.094397 = -116963.181248 nChanged 0 SP:Iteration 55F (6926.570000 sec): 3 clusters Score: Raw -117647.275646 + Penalty 684.094397 = -116963.181248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6926.670000 sec): 2 clusters Score: Raw -20268.349041 + Penalty 263.858716 = -20004.490325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6926.880000 sec): 3 clusters Score: Raw -20147.552361 + Penalty 527.717432 = -19619.834930 nChanged 107 SP:Iteration 1F (6927.000000 sec): 3 clusters Score: Raw -20234.334014 + Penalty 527.717432 = -19706.616583 nChanged 20 SP:Iteration 2F (6927.190000 sec): 3 clusters Score: Raw -20256.159548 + Penalty 527.717432 = -19728.442117 nChanged 11 SP:Iteration 3Q (6927.390000 sec): 3 clusters Score: Raw -20265.005115 + Penalty 527.717432 = -19737.287684 nChanged 8 SP:Iteration 4Q (6927.600000 sec): 3 clusters Score: Raw -20271.106754 + Penalty 527.717432 = -19743.389323 nChanged 7 SP:Iteration 5Q (6927.820000 sec): 3 clusters Score: Raw -20275.298157 + Penalty 527.717432 = -19747.580725 nChanged 2 SP:Iteration 6Q (6927.980000 sec): 3 clusters Score: Raw -20278.412008 + Penalty 527.717432 = -19750.694577 nChanged 0 SP:Iteration 7F (6928.130000 sec): 3 clusters Score: Raw -20278.412008 + Penalty 527.717432 = -19750.694577 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6928.260000 sec): 2 clusters Score: Raw -48299.453307 + Penalty 309.609961 = -47989.843346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6928.420000 sec): 3 clusters Score: Raw -47873.412067 + Penalty 619.219921 = -47254.192146 nChanged 377 SP:Iteration 1F (6928.580000 sec): 3 clusters Score: Raw -48131.221538 + Penalty 619.219921 = -47512.001617 nChanged 81 SP:Iteration 2F (6928.740000 sec): 3 clusters Score: Raw -48198.086525 + Penalty 619.219921 = -47578.866603 nChanged 58 SP:Iteration 3F (6928.900000 sec): 3 clusters Score: Raw -48258.233111 + Penalty 619.219921 = -47639.013190 nChanged 47 SP:Iteration 4F (6929.150000 sec): 3 clusters Score: Raw -48296.547622 + Penalty 619.219921 = -47677.327701 nChanged 43 SP:Iteration 5Q (6929.350000 sec): 3 clusters Score: Raw -48335.762309 + Penalty 619.219921 = -47716.542388 nChanged 38 SP:Iteration 6Q (6929.550000 sec): 3 clusters Score: Raw -48364.474501 + Penalty 619.219921 = -47745.254580 nChanged 24 SP:Iteration 7Q (6929.760000 sec): 3 clusters Score: Raw -48379.299884 + Penalty 619.219921 = -47760.079963 nChanged 17 SP:Iteration 8Q (6930.020000 sec): 3 clusters Score: Raw -48390.125161 + Penalty 619.219921 = -47770.905240 nChanged 10 SP:Iteration 9Q (6930.170000 sec): 3 clusters Score: Raw -48395.141232 + Penalty 619.219921 = -47775.921311 nChanged 6 SP:Iteration 10Q (6930.360000 sec): 3 clusters Score: Raw -48398.323353 + Penalty 619.219921 = -47779.103431 nChanged 4 SP:Iteration 11Q (6930.530000 sec): 3 clusters Score: Raw -48403.096365 + Penalty 619.219921 = -47783.876444 nChanged 5 SP:Iteration 12Q (6930.770000 sec): 3 clusters Score: Raw -48411.695150 + Penalty 619.219921 = -47792.475229 nChanged 3 SP:Iteration 13Q (6930.910000 sec): 3 clusters Score: Raw -48416.278463 + Penalty 619.219921 = -47797.058542 nChanged 4 SP:Iteration 14Q (6931.110000 sec): 3 clusters Score: Raw -48420.991045 + Penalty 619.219921 = -47801.771124 nChanged 5 SP:Iteration 15Q (6931.270000 sec): 3 clusters Score: Raw -48427.907446 + Penalty 619.219921 = -47808.687524 nChanged 5 SP:Iteration 16Q (6931.470000 sec): 3 clusters Score: Raw -48438.139740 + Penalty 619.219921 = -47818.919819 nChanged 7 SP:Iteration 17Q (6931.680000 sec): 3 clusters Score: Raw -48447.717663 + Penalty 619.219921 = -47828.497741 nChanged 8 SP:Iteration 18Q (6931.820000 sec): 3 clusters Score: Raw -48453.310361 + Penalty 619.219921 = -47834.090440 nChanged 6 SP:Iteration 19Q (6932.010000 sec): 3 clusters Score: Raw -48458.781790 + Penalty 619.219921 = -47839.561869 nChanged 8 SP:Iteration 20F (6932.190000 sec): 3 clusters Score: Raw -48473.564457 + Penalty 619.219921 = -47854.344536 nChanged 9 SP:Iteration 21Q (6932.390000 sec): 3 clusters Score: Raw -48483.582046 + Penalty 619.219921 = -47864.362125 nChanged 9 SP:Iteration 22Q (6932.610000 sec): 3 clusters Score: Raw -48489.863205 + Penalty 619.219921 = -47870.643284 nChanged 5 SP:Iteration 23Q (6932.770000 sec): 3 clusters Score: Raw -48493.479139 + Penalty 619.219921 = -47874.259218 nChanged 4 SP:Iteration 24Q (6932.970000 sec): 3 clusters Score: Raw -48496.162675 + Penalty 619.219921 = -47876.942754 nChanged 2 SP:Iteration 25Q (6933.130000 sec): 3 clusters Score: Raw -48497.908606 + Penalty 619.219921 = -47878.688685 nChanged 5 SP:Iteration 26Q (6933.360000 sec): 3 clusters Score: Raw -48502.085893 + Penalty 619.219921 = -47882.865972 nChanged 7 SP:Iteration 27Q (6933.610000 sec): 3 clusters Score: Raw -48507.610531 + Penalty 619.219921 = -47888.390610 nChanged 10 SP:Iteration 28Q (6933.780000 sec): 3 clusters Score: Raw -48512.302562 + Penalty 619.219921 = -47893.082640 nChanged 6 SP:Iteration 29Q (6933.940000 sec): 3 clusters Score: Raw -48514.055524 + Penalty 619.219921 = -47894.835602 nChanged 5 SP:Iteration 30Q (6934.100000 sec): 3 clusters Score: Raw -48515.516300 + Penalty 619.219921 = -47896.296379 nChanged 1 SP:Iteration 31Q (6934.310000 sec): 3 clusters Score: Raw -48515.805589 + Penalty 619.219921 = -47896.585667 nChanged 0 SP:Iteration 32F (6934.560000 sec): 3 clusters Score: Raw -48515.805589 + Penalty 619.219921 = -47896.585667 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6934.690000 sec): 2 clusters Score: Raw -5664.700284 + Penalty 218.208470 = -5446.491814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6934.860000 sec): 3 clusters Score: Raw -5686.590695 + Penalty 436.416940 = -5250.173755 nChanged 28 SP:Iteration 1F (6935.100000 sec): 3 clusters Score: Raw -5745.284588 + Penalty 436.416940 = -5308.867648 nChanged 7 SP:Iteration 2F (6935.270000 sec): 3 clusters Score: Raw -5754.639034 + Penalty 436.416940 = -5318.222094 nChanged 3 SP:Iteration 3Q (6935.470000 sec): 3 clusters Score: Raw -5761.924669 + Penalty 436.416940 = -5325.507730 nChanged 2 SP:Iteration 4Q (6935.670000 sec): 3 clusters Score: Raw -5765.313883 + Penalty 436.416940 = -5328.896943 nChanged 1 SP:Iteration 5Q (6935.850000 sec): 3 clusters Score: Raw -5766.479484 + Penalty 436.416940 = -5330.062545 nChanged 1 SP:Iteration 6Q (6936.010000 sec): 3 clusters Score: Raw -5768.030920 + Penalty 436.416940 = -5331.613980 nChanged 1 SP:Iteration 7Q (6936.200000 sec): 3 clusters Score: Raw -5769.085099 + Penalty 436.416940 = -5332.668159 nChanged 1 SP:Iteration 8Q (6936.350000 sec): 3 clusters Score: Raw -5771.376841 + Penalty 436.416940 = -5334.959902 nChanged 0 SP:Iteration 9F (6936.520000 sec): 3 clusters Score: Raw -5771.376841 + Penalty 436.416940 = -5334.959902 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6936.620000 sec): 2 clusters Score: Raw -28751.833246 + Penalty 280.812377 = -28471.020869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6936.820000 sec): 3 clusters Score: Raw -28548.001989 + Penalty 561.624754 = -27986.377234 nChanged 150 SP:Iteration 1F (6937.020000 sec): 3 clusters Score: Raw -28654.490457 + Penalty 561.624754 = -28092.865702 nChanged 45 SP:Iteration 2F (6937.220000 sec): 3 clusters Score: Raw -28682.907985 + Penalty 561.624754 = -28121.283231 nChanged 22 SP:Iteration 3Q (6937.360000 sec): 3 clusters Score: Raw -28701.951007 + Penalty 561.624754 = -28140.326253 nChanged 18 SP:Iteration 4Q (6937.580000 sec): 3 clusters Score: Raw -28719.197663 + Penalty 561.624754 = -28157.572908 nChanged 17 SP:Iteration 5Q (6937.760000 sec): 3 clusters Score: Raw -28735.756115 + Penalty 561.624754 = -28174.131360 nChanged 8 SP:Iteration 6Q (6937.980000 sec): 3 clusters Score: Raw -28744.128322 + Penalty 561.624754 = -28182.503568 nChanged 7 SP:Iteration 7Q (6938.170000 sec): 3 clusters Score: Raw -28752.482815 + Penalty 561.624754 = -28190.858060 nChanged 8 SP:Iteration 8Q (6938.370000 sec): 3 clusters Score: Raw -28758.705329 + Penalty 561.624754 = -28197.080575 nChanged 4 SP:Iteration 9Q (6938.540000 sec): 3 clusters Score: Raw -28763.186876 + Penalty 561.624754 = -28201.562122 nChanged 8 SP:Iteration 10Q (6938.770000 sec): 3 clusters Score: Raw -28775.642775 + Penalty 561.624754 = -28214.018020 nChanged 8 SP:Iteration 11Q (6938.980000 sec): 3 clusters Score: Raw -28786.943641 + Penalty 561.624754 = -28225.318886 nChanged 4 SP:Iteration 12Q (6939.190000 sec): 3 clusters Score: Raw -28790.380512 + Penalty 561.624754 = -28228.755758 nChanged 4 SP:Iteration 13Q (6939.400000 sec): 3 clusters Score: Raw -28793.720459 + Penalty 561.624754 = -28232.095704 nChanged 3 SP:Iteration 14Q (6939.550000 sec): 3 clusters Score: Raw -28795.045299 + Penalty 561.624754 = -28233.420545 nChanged 1 SP:Iteration 15Q (6939.710000 sec): 3 clusters Score: Raw -28795.437469 + Penalty 561.624754 = -28233.812715 nChanged 0 SP:Iteration 16F (6939.860000 sec): 3 clusters Score: Raw -28795.437469 + Penalty 561.624754 = -28233.812715 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 52 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6939.990000 sec): 2 clusters Score: Raw -17119.361324 + Penalty 258.447854 = -16860.913470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6940.150000 sec): 3 clusters Score: Raw -17029.393989 + Penalty 516.895707 = -16512.498281 nChanged 80 SP:Iteration 1F (6940.310000 sec): 3 clusters Score: Raw -17119.429279 + Penalty 516.895707 = -16602.533572 nChanged 28 SP:Iteration 2F (6940.440000 sec): 3 clusters Score: Raw -17174.324088 + Penalty 516.895707 = -16657.428380 nChanged 21 SP:Iteration 3F (6940.640000 sec): 3 clusters Score: Raw -17234.356541 + Penalty 516.895707 = -16717.460833 nChanged 17 SP:Iteration 4F (6940.820000 sec): 3 clusters Score: Raw -17256.648884 + Penalty 516.895707 = -16739.753177 nChanged 9 SP:Iteration 5Q (6941.020000 sec): 3 clusters Score: Raw -17269.124074 + Penalty 516.895707 = -16752.228366 nChanged 6 SP:Iteration 6Q (6941.190000 sec): 3 clusters Score: Raw -17275.466353 + Penalty 516.895707 = -16758.570646 nChanged 2 SP:Iteration 7Q (6941.380000 sec): 3 clusters Score: Raw -17279.102748 + Penalty 516.895707 = -16762.207040 nChanged 3 SP:Iteration 8Q (6941.590000 sec): 3 clusters Score: Raw -17281.732172 + Penalty 516.895707 = -16764.836464 nChanged 3 SP:Iteration 9Q (6941.740000 sec): 3 clusters Score: Raw -17286.264487 + Penalty 516.895707 = -16769.368780 nChanged 1 SP:Iteration 10Q (6941.920000 sec): 3 clusters Score: Raw -17286.987913 + Penalty 516.895707 = -16770.092206 nChanged 1 SP:Iteration 11Q (6942.060000 sec): 3 clusters Score: Raw -17287.299639 + Penalty 516.895707 = -16770.403932 nChanged 0 SP:Iteration 12F (6942.280000 sec): 3 clusters Score: Raw -17287.299639 + Penalty 516.895707 = -16770.403932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6942.340000 sec): 2 clusters Score: Raw -13203.805699 + Penalty 248.411141 = -12955.394558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6942.540000 sec): 3 clusters Score: Raw -13153.323446 + Penalty 496.822282 = -12656.501164 nChanged 70 SP:Iteration 1F (6942.760000 sec): 3 clusters Score: Raw -13221.137801 + Penalty 496.822282 = -12724.315519 nChanged 14 SP:Iteration 2F (6942.950000 sec): 3 clusters Score: Raw -13236.840684 + Penalty 496.822282 = -12740.018402 nChanged 13 SP:Iteration 3F (6943.120000 sec): 3 clusters Score: Raw -13249.313511 + Penalty 496.822282 = -12752.491229 nChanged 4 SP:Iteration 4Q (6943.380000 sec): 3 clusters Score: Raw -13256.936012 + Penalty 496.822282 = -12760.113730 nChanged 4 SP:Iteration 5Q (6943.540000 sec): 3 clusters Score: Raw -13272.660254 + Penalty 496.822282 = -12775.837972 nChanged 8 SP:Iteration 6Q (6943.740000 sec): 3 clusters Score: Raw -13283.909643 + Penalty 496.822282 = -12787.087361 nChanged 3 SP:Iteration 7Q (6943.930000 sec): 3 clusters Score: Raw -13287.057873 + Penalty 496.822282 = -12790.235591 nChanged 1 SP:Iteration 8Q (6944.140000 sec): 3 clusters Score: Raw -13287.568029 + Penalty 496.822282 = -12790.745747 nChanged 0 SP:Iteration 9F (6944.350000 sec): 3 clusters Score: Raw -13287.568029 + Penalty 496.822282 = -12790.745747 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6944.480000 sec): 2 clusters Score: Raw -5131.973979 + Penalty 206.719913 = -4925.254067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6944.670000 sec): 3 clusters Score: Raw -5191.887378 + Penalty 413.439825 = -4778.447553 nChanged 21 SP:Iteration 1F (6944.860000 sec): 3 clusters Score: Raw -5260.778210 + Penalty 413.439825 = -4847.338385 nChanged 7 SP:Iteration 2F (6945.080000 sec): 3 clusters Score: Raw -5301.857314 + Penalty 413.439825 = -4888.417489 nChanged 2 SP:Iteration 3Q (6945.290000 sec): 3 clusters Score: Raw -5411.472400 + Penalty 413.439825 = -4998.032575 nChanged 0 SP:Iteration 4F (6945.480000 sec): 3 clusters Score: Raw -5411.472400 + Penalty 413.439825 = -4998.032575 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6945.590000 sec): 2 clusters Score: Raw -9160.686337 + Penalty 229.475843 = -8931.210494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6945.730000 sec): 3 clusters Score: Raw -9132.903265 + Penalty 458.951686 = -8673.951580 nChanged 35 SP:Iteration 1F (6945.950000 sec): 3 clusters Score: Raw -9173.521735 + Penalty 458.951686 = -8714.570049 nChanged 7 SP:Iteration 2Q (6946.140000 sec): 3 clusters Score: Raw -9180.340264 + Penalty 458.951686 = -8721.388578 nChanged 2 SP:Iteration 3Q (6946.300000 sec): 3 clusters Score: Raw -9182.348426 + Penalty 458.951686 = -8723.396740 nChanged 1 SP:Iteration 4Q (6946.500000 sec): 3 clusters Score: Raw -9185.014352 + Penalty 458.951686 = -8726.062667 nChanged 1 SP:Iteration 5Q (6946.690000 sec): 3 clusters Score: Raw -9185.897486 + Penalty 458.951686 = -8726.945800 nChanged 1 SP:Iteration 6Q (6946.880000 sec): 3 clusters Score: Raw -9187.329988 + Penalty 458.951686 = -8728.378302 nChanged 2 SP:Iteration 7Q (6947.080000 sec): 3 clusters Score: Raw -9190.959405 + Penalty 458.951686 = -8732.007719 nChanged 1 SP:Iteration 8Q (6947.280000 sec): 3 clusters Score: Raw -9193.672026 + Penalty 458.951686 = -8734.720340 nChanged 1 SP:Iteration 9Q (6947.460000 sec): 3 clusters Score: Raw -9194.862922 + Penalty 458.951686 = -8735.911237 nChanged 1 SP:Iteration 10Q (6947.650000 sec): 3 clusters Score: Raw -9196.987412 + Penalty 458.951686 = -8738.035726 nChanged 1 SP:Iteration 11Q (6947.830000 sec): 3 clusters Score: Raw -9198.095100 + Penalty 458.951686 = -8739.143414 nChanged 1 SP:Iteration 12Q (6948.000000 sec): 3 clusters Score: Raw -9199.512615 + Penalty 458.951686 = -8740.560929 nChanged 1 SP:Iteration 13Q (6948.180000 sec): 3 clusters Score: Raw -9200.839871 + Penalty 458.951686 = -8741.888186 nChanged 1 SP:Iteration 14Q (6948.340000 sec): 3 clusters Score: Raw -9201.345615 + Penalty 458.951686 = -8742.393930 nChanged 0 SP:Iteration 15F (6948.560000 sec): 3 clusters Score: Raw -9201.345615 + Penalty 458.951686 = -8742.393930 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6948.620000 sec): 2 clusters Score: Raw -4590.856543 + Penalty 203.718825 = -4387.137717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6948.840000 sec): 3 clusters Score: Raw -4618.371185 + Penalty 407.437650 = -4210.933535 nChanged 17 SP:Iteration 1F (6949.040000 sec): 3 clusters Score: Raw -4682.296519 + Penalty 407.437650 = -4274.858869 nChanged 5 SP:Iteration 2F (6949.210000 sec): 3 clusters Score: Raw -4703.350649 + Penalty 407.437650 = -4295.912999 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6949.300000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6949.490000 sec): 3 clusters Score: Raw -5425.031555 + Penalty 414.402797 = -5010.628758 nChanged 19 SP:Iteration 1F (6949.690000 sec): 3 clusters Score: Raw -5476.571803 + Penalty 414.402797 = -5062.169006 nChanged 3 SP:Iteration 2Q (6949.900000 sec): 3 clusters Score: Raw -5483.996351 + Penalty 414.402797 = -5069.593554 nChanged 2 SP:Iteration 3Q (6950.100000 sec): 3 clusters Score: Raw -5491.113895 + Penalty 414.402797 = -5076.711098 nChanged 1 SP:Iteration 4Q (6950.260000 sec): 3 clusters Score: Raw -5493.299094 + Penalty 414.402797 = -5078.896297 nChanged 0 SP:Iteration 5F (6950.450000 sec): 3 clusters Score: Raw -5493.299094 + Penalty 414.402797 = -5078.896297 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6950.540000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6950.720000 sec): 3 clusters Score: Raw -11197.789472 + Penalty 476.030884 = -10721.758588 nChanged 41 SP:Iteration 1F (6950.910000 sec): 3 clusters Score: Raw -11247.323366 + Penalty 476.030884 = -10771.292482 nChanged 18 SP:Iteration 2F (6951.090000 sec): 3 clusters Score: Raw -11269.396863 + Penalty 476.030884 = -10793.365978 nChanged 5 SP:Iteration 3Q (6951.330000 sec): 3 clusters Score: Raw -11273.834285 + Penalty 476.030884 = -10797.803401 nChanged 0 SP:Iteration 4F (6951.500000 sec): 3 clusters Score: Raw -11273.834285 + Penalty 476.030884 = -10797.803401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6951.610000 sec): 2 clusters Score: Raw -11842.331450 + Penalty 241.300373 = -11601.031076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6951.810000 sec): 3 clusters Score: Raw -11803.396125 + Penalty 482.600747 = -11320.795378 nChanged 56 SP:Iteration 1F (6951.990000 sec): 3 clusters Score: Raw -11872.623897 + Penalty 482.600747 = -11390.023150 nChanged 14 SP:Iteration 2F (6952.190000 sec): 3 clusters Score: Raw -11894.076977 + Penalty 482.600747 = -11411.476230 nChanged 5 SP:Iteration 3Q (6952.340000 sec): 3 clusters Score: Raw -11902.044055 + Penalty 482.600747 = -11419.443309 nChanged 1 SP:Iteration 4Q (6952.530000 sec): 3 clusters Score: Raw -11902.352182 + Penalty 482.600747 = -11419.751435 nChanged 0 SP:Iteration 5F (6952.710000 sec): 3 clusters Score: Raw -11902.352182 + Penalty 482.600747 = -11419.751435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6952.830000 sec): 2 clusters Score: Raw -7575.104685 + Penalty 220.050827 = -7355.053858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6952.990000 sec): 3 clusters Score: Raw -7566.816861 + Penalty 440.101654 = -7126.715208 nChanged 34 SP:Iteration 1F (6953.180000 sec): 3 clusters Score: Raw -7624.552616 + Penalty 440.101654 = -7184.450963 nChanged 9 SP:Iteration 2F (6953.340000 sec): 3 clusters Score: Raw -7650.353565 + Penalty 440.101654 = -7210.251912 nChanged 2 SP:Iteration 3Q (6953.520000 sec): 3 clusters Score: Raw -7652.290093 + Penalty 440.101654 = -7212.188440 nChanged 2 SP:Iteration 4Q (6953.700000 sec): 3 clusters Score: Raw -7654.573661 + Penalty 440.101654 = -7214.472007 nChanged 1 SP:Iteration 5Q (6953.930000 sec): 3 clusters Score: Raw -7658.041003 + Penalty 440.101654 = -7217.939349 nChanged 1 SP:Iteration 6Q (6954.170000 sec): 3 clusters Score: Raw -7659.387522 + Penalty 440.101654 = -7219.285869 nChanged 0 SP:Iteration 7F (6954.350000 sec): 3 clusters Score: Raw -7659.387522 + Penalty 440.101654 = -7219.285869 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6954.480000 sec): 2 clusters Score: Raw -6420.843482 + Penalty 213.456329 = -6207.387154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6954.640000 sec): 3 clusters Score: Raw -6439.689463 + Penalty 426.912657 = -6012.776806 nChanged 19 SP:Iteration 1F (6954.830000 sec): 3 clusters Score: Raw -6464.397503 + Penalty 426.912657 = -6037.484846 nChanged 2 SP:Iteration 2Q (6955.010000 sec): 3 clusters Score: Raw -6467.282156 + Penalty 426.912657 = -6040.369499 nChanged 0 SP:Iteration 3F (6955.250000 sec): 3 clusters Score: Raw -6467.282156 + Penalty 426.912657 = -6040.369499 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 62 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6955.340000 sec): 2 clusters Score: Raw -8892.051776 + Penalty 226.754101 = -8665.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6955.490000 sec): 3 clusters Score: Raw -8877.559383 + Penalty 453.508203 = -8424.051181 nChanged 31 SP:Iteration 1F (6955.700000 sec): 3 clusters Score: Raw -8924.819017 + Penalty 453.508203 = -8471.310814 nChanged 9 SP:Iteration 2F (6955.860000 sec): 3 clusters Score: Raw -8944.152739 + Penalty 453.508203 = -8490.644537 nChanged 4 SP:Iteration 3Q (6956.080000 sec): 3 clusters Score: Raw -8951.940483 + Penalty 453.508203 = -8498.432280 nChanged 4 SP:Iteration 4Q (6956.250000 sec): 3 clusters Score: Raw -8959.187392 + Penalty 453.508203 = -8505.679190 nChanged 1 SP:Iteration 5Q (6956.470000 sec): 3 clusters Score: Raw -8960.703665 + Penalty 453.508203 = -8507.195462 nChanged 1 SP:Iteration 6Q (6956.650000 sec): 3 clusters Score: Raw -8961.451778 + Penalty 453.508203 = -8507.943575 nChanged 0 SP:Iteration 7F (6956.840000 sec): 3 clusters Score: Raw -8961.451778 + Penalty 453.508203 = -8507.943575 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6956.960000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6957.110000 sec): 3 clusters Score: Raw -2135.722600 + Penalty 328.593530 = -1807.129070 nChanged 3 SP:Iteration 1F (6957.350000 sec): 3 clusters Score: Raw -2152.807311 + Penalty 328.593530 = -1824.213781 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 64 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6957.420000 sec): 2 clusters Score: Raw -2694.816458 + Penalty 187.784615 = -2507.031844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6957.610000 sec): 3 clusters Score: Raw -2750.042150 + Penalty 375.569229 = -2374.472921 nChanged 6 SP:Iteration 1F (6957.790000 sec): 3 clusters Score: Raw -2774.599772 + Penalty 375.569229 = -2399.030543 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 65 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6957.910000 sec): 2 clusters Score: Raw -5635.642733 + Penalty 204.232955 = -5431.409778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6958.130000 sec): 3 clusters Score: Raw -5654.355995 + Penalty 408.465910 = -5245.890085 nChanged 10 SP:Iteration 1F (6958.280000 sec): 3 clusters Score: Raw -5667.720716 + Penalty 408.465910 = -5259.254806 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 66 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6958.390000 sec): 2 clusters Score: Raw -10436.138548 + Penalty 235.514813 = -10200.623735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6958.550000 sec): 3 clusters Score: Raw -10390.022751 + Penalty 471.029626 = -9918.993125 nChanged 41 SP:Iteration 1F (6958.720000 sec): 3 clusters Score: Raw -10438.997353 + Penalty 471.029626 = -9967.967727 nChanged 16 SP:Iteration 2F (6958.910000 sec): 3 clusters Score: Raw -10459.781324 + Penalty 471.029626 = -9988.751699 nChanged 4 SP:Iteration 3Q (6959.110000 sec): 3 clusters Score: Raw -10464.585821 + Penalty 471.029626 = -9993.556195 nChanged 2 SP:Iteration 4Q (6959.330000 sec): 3 clusters Score: Raw -10466.697508 + Penalty 471.029626 = -9995.667882 nChanged 0 SP:Iteration 5F (6959.510000 sec): 3 clusters Score: Raw -10466.697508 + Penalty 471.029626 = -9995.667882 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 67 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6959.630000 sec): 2 clusters Score: Raw -10038.961827 + Penalty 239.921480 = -9799.040347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6959.730000 sec): 3 clusters Score: Raw -10042.265279 + Penalty 479.842960 = -9562.422319 nChanged 56 SP:Iteration 1F (6959.900000 sec): 3 clusters Score: Raw -10162.122125 + Penalty 479.842960 = -9682.279165 nChanged 15 SP:Iteration 2F (6960.090000 sec): 3 clusters Score: Raw -10187.119846 + Penalty 479.842960 = -9707.276886 nChanged 7 SP:Iteration 3Q (6960.210000 sec): 3 clusters Score: Raw -10195.736711 + Penalty 479.842960 = -9715.893751 nChanged 3 SP:Iteration 4Q (6960.390000 sec): 3 clusters Score: Raw -10208.630910 + Penalty 479.842960 = -9728.787950 nChanged 2 SP:Iteration 5Q (6960.560000 sec): 3 clusters Score: Raw -10211.634605 + Penalty 479.842960 = -9731.791645 nChanged 3 SP:Iteration 6Q (6960.750000 sec): 3 clusters Score: Raw -10221.536269 + Penalty 479.842960 = -9741.693309 nChanged 3 SP:Iteration 7Q (6960.930000 sec): 3 clusters Score: Raw -10230.811883 + Penalty 479.842960 = -9750.968924 nChanged 3 SP:Iteration 8Q (6961.070000 sec): 3 clusters Score: Raw -10235.402475 + Penalty 479.842960 = -9755.559515 nChanged 0 SP:Iteration 9F (6961.250000 sec): 3 clusters Score: Raw -10235.402475 + Penalty 479.842960 = -9755.559515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 68 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6961.310000 sec): 2 clusters Score: Raw -8828.489907 + Penalty 225.168575 = -8603.321332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6961.490000 sec): 3 clusters Score: Raw -8799.464658 + Penalty 450.337150 = -8349.127508 nChanged 30 SP:Iteration 1F (6961.690000 sec): 3 clusters Score: Raw -8849.485143 + Penalty 450.337150 = -8399.147993 nChanged 8 SP:Iteration 2F (6961.850000 sec): 3 clusters Score: Raw -8871.946896 + Penalty 450.337150 = -8421.609746 nChanged 7 SP:Iteration 3Q (6962.090000 sec): 3 clusters Score: Raw -8886.550940 + Penalty 450.337150 = -8436.213790 nChanged 3 SP:Iteration 4Q (6962.280000 sec): 3 clusters Score: Raw -8894.990091 + Penalty 450.337150 = -8444.652941 nChanged 3 SP:Iteration 5Q (6962.450000 sec): 3 clusters Score: Raw -8898.475967 + Penalty 450.337150 = -8448.138817 nChanged 1 SP:Iteration 6Q (6962.670000 sec): 3 clusters Score: Raw -8900.196037 + Penalty 450.337150 = -8449.858887 nChanged 0 SP:Iteration 7F (6962.880000 sec): 3 clusters Score: Raw -8900.196037 + Penalty 450.337150 = -8449.858887 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 69 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6962.980000 sec): 2 clusters Score: Raw -4379.789908 + Penalty 199.947437 = -4179.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6963.150000 sec): 3 clusters Score: Raw -4400.895267 + Penalty 399.894873 = -4001.000394 nChanged 19 SP:Iteration 1F (6963.310000 sec): 3 clusters Score: Raw -4446.868376 + Penalty 399.894873 = -4046.973503 nChanged 1 SP:Iteration 2Q (6963.530000 sec): 3 clusters Score: Raw -4449.159937 + Penalty 399.894873 = -4049.265064 nChanged 1 SP:Iteration 3Q (6963.700000 sec): 3 clusters Score: Raw -4449.915634 + Penalty 399.894873 = -4050.020761 nChanged 0 SP:Iteration 4F (6963.910000 sec): 3 clusters Score: Raw -4449.915634 + Penalty 399.894873 = -4050.020761 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 70 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6963.980000 sec): 2 clusters Score: Raw -8594.421895 + Penalty 224.190043 = -8370.231852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6964.120000 sec): 3 clusters Score: Raw -8571.674634 + Penalty 448.380085 = -8123.294549 nChanged 38 SP:Iteration 1F (6964.320000 sec): 3 clusters Score: Raw -8628.012884 + Penalty 448.380085 = -8179.632799 nChanged 6 SP:Iteration 2Q (6964.520000 sec): 3 clusters Score: Raw -8640.675408 + Penalty 448.380085 = -8192.295323 nChanged 3 SP:Iteration 3Q (6964.720000 sec): 3 clusters Score: Raw -8645.790574 + Penalty 448.380085 = -8197.410489 nChanged 1 SP:Iteration 4Q (6964.900000 sec): 3 clusters Score: Raw -8647.256085 + Penalty 448.380085 = -8198.876000 nChanged 2 SP:Iteration 5Q (6965.040000 sec): 3 clusters Score: Raw -8649.493577 + Penalty 448.380085 = -8201.113492 nChanged 0 SP:Iteration 6F (6965.240000 sec): 3 clusters Score: Raw -8649.493577 + Penalty 448.380085 = -8201.113492 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 72 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6965.330000 sec): 2 clusters Score: Raw -8347.211566 + Penalty 223.525797 = -8123.685769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6965.490000 sec): 3 clusters Score: Raw -8345.102599 + Penalty 447.051595 = -7898.051004 nChanged 24 SP:Iteration 1F (6965.660000 sec): 3 clusters Score: Raw -8381.237756 + Penalty 447.051595 = -7934.186162 nChanged 4 SP:Iteration 2Q (6965.890000 sec): 3 clusters Score: Raw -8386.420619 + Penalty 447.051595 = -7939.369025 nChanged 3 SP:Iteration 3Q (6966.070000 sec): 3 clusters Score: Raw -8391.856239 + Penalty 447.051595 = -7944.804644 nChanged 1 SP:Iteration 4Q (6966.240000 sec): 3 clusters Score: Raw -8392.447076 + Penalty 447.051595 = -7945.395481 nChanged 0 SP:Iteration 5F (6966.400000 sec): 3 clusters Score: Raw -8392.447076 + Penalty 447.051595 = -7945.395481 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 73 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6966.480000 sec): 2 clusters Score: Raw -9220.217922 + Penalty 235.257022 = -8984.960900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6966.680000 sec): 3 clusters Score: Raw -9186.056876 + Penalty 470.514044 = -8715.542832 nChanged 54 SP:Iteration 1F (6966.830000 sec): 3 clusters Score: Raw -9252.460851 + Penalty 470.514044 = -8781.946808 nChanged 9 SP:Iteration 2F (6967.020000 sec): 3 clusters Score: Raw -9265.762070 + Penalty 470.514044 = -8795.248027 nChanged 4 SP:Iteration 3Q (6967.190000 sec): 3 clusters Score: Raw -9275.503982 + Penalty 470.514044 = -8804.989939 nChanged 3 SP:Iteration 4Q (6967.400000 sec): 3 clusters Score: Raw -9286.868520 + Penalty 470.514044 = -8816.354476 nChanged 3 SP:Iteration 5Q (6967.600000 sec): 3 clusters Score: Raw -9290.890087 + Penalty 470.514044 = -8820.376044 nChanged 0 SP:Iteration 6F (6967.760000 sec): 3 clusters Score: Raw -9290.890087 + Penalty 470.514044 = -8820.376044 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 74 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6967.910000 sec): 2 clusters Score: Raw -21635.510154 + Penalty 269.431818 = -21366.078336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6968.120000 sec): 3 clusters Score: Raw -21493.787906 + Penalty 538.863636 = -20954.924270 nChanged 118 SP:Iteration 1F (6968.290000 sec): 3 clusters Score: Raw -21590.935084 + Penalty 538.863636 = -21052.071447 nChanged 26 SP:Iteration 2F (6968.460000 sec): 3 clusters Score: Raw -21623.713356 + Penalty 538.863636 = -21084.849720 nChanged 18 SP:Iteration 3Q (6968.660000 sec): 3 clusters Score: Raw -21636.823202 + Penalty 538.863636 = -21097.959566 nChanged 9 SP:Iteration 4Q (6968.820000 sec): 3 clusters Score: Raw -21645.180984 + Penalty 538.863636 = -21106.317347 nChanged 6 SP:Iteration 5Q (6969.040000 sec): 3 clusters Score: Raw -21651.319580 + Penalty 538.863636 = -21112.455944 nChanged 5 SP:Iteration 6Q (6969.240000 sec): 3 clusters Score: Raw -21659.644239 + Penalty 538.863636 = -21120.780603 nChanged 2 SP:Iteration 7Q (6969.380000 sec): 3 clusters Score: Raw -21660.953054 + Penalty 538.863636 = -21122.089418 nChanged 2 SP:Iteration 8Q (6969.550000 sec): 3 clusters Score: Raw -21662.355979 + Penalty 538.863636 = -21123.492343 nChanged 2 SP:Iteration 9Q (6969.760000 sec): 3 clusters Score: Raw -21664.328375 + Penalty 538.863636 = -21125.464739 nChanged 2 SP:Iteration 10Q (6969.970000 sec): 3 clusters Score: Raw -21665.053109 + Penalty 538.863636 = -21126.189473 nChanged 0 SP:Iteration 11F (6970.160000 sec): 3 clusters Score: Raw -21665.053109 + Penalty 538.863636 = -21126.189473 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 75 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6970.260000 sec): 2 clusters Score: Raw -2803.734027 + Penalty 179.781589 = -2623.952438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6970.430000 sec): 3 clusters Score: Raw -2894.000457 + Penalty 359.563178 = -2534.437279 nChanged 8 SP:Iteration 1F (6970.580000 sec): 3 clusters Score: Raw -2925.890796 + Penalty 359.563178 = -2566.327617 nChanged 3 SP:Iteration 2F (6970.750000 sec): 3 clusters Score: Raw -2932.165872 + Penalty 359.563178 = -2572.602693 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 76 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6970.860000 sec): 2 clusters Score: Raw -3109.490351 + Penalty 187.784615 = -2921.705736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6971.020000 sec): 3 clusters Score: Raw -3157.877855 + Penalty 375.569229 = -2782.308626 nChanged 5 SP:Iteration 1F (6971.190000 sec): 3 clusters Score: Raw -3171.329544 + Penalty 375.569229 = -2795.760315 nChanged 1 SP:Iteration 2Q (6971.370000 sec): 3 clusters Score: Raw -3172.759322 + Penalty 375.569229 = -2797.190093 nChanged 0 SP:Iteration 3F (6971.570000 sec): 3 clusters Score: Raw -3172.759322 + Penalty 375.569229 = -2797.190093 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 77 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6971.670000 sec): 2 clusters Score: Raw -8068.766071 + Penalty 221.472817 = -7847.293253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6971.870000 sec): 3 clusters Score: Raw -8045.796896 + Penalty 442.945635 = -7602.851261 nChanged 20 SP:Iteration 1F (6972.070000 sec): 3 clusters Score: Raw -8071.723992 + Penalty 442.945635 = -7628.778357 nChanged 5 SP:Iteration 2Q (6972.270000 sec): 3 clusters Score: Raw -8089.836869 + Penalty 442.945635 = -7646.891234 nChanged 5 SP:Iteration 3Q (6972.470000 sec): 3 clusters Score: Raw -8101.407522 + Penalty 442.945635 = -7658.461887 nChanged 3 SP:Iteration 4Q (6972.640000 sec): 3 clusters Score: Raw -8109.329291 + Penalty 442.945635 = -7666.383656 nChanged 1 SP:Iteration 5Q (6972.880000 sec): 3 clusters Score: Raw -8111.376487 + Penalty 442.945635 = -7668.430852 nChanged 2 SP:Iteration 6Q (6973.090000 sec): 3 clusters Score: Raw -8114.447325 + Penalty 442.945635 = -7671.501690 nChanged 2 SP:Iteration 7Q (6973.270000 sec): 3 clusters Score: Raw -8124.940378 + Penalty 442.945635 = -7681.994743 nChanged 2 SP:Iteration 8Q (6973.420000 sec): 3 clusters Score: Raw -8129.724753 + Penalty 442.945635 = -7686.779118 nChanged 1 SP:Iteration 9Q (6973.590000 sec): 3 clusters Score: Raw -8132.435628 + Penalty 442.945635 = -7689.489993 nChanged 1 SP:Iteration 10Q (6973.800000 sec): 3 clusters Score: Raw -8137.186149 + Penalty 442.945635 = -7694.240514 nChanged 0 SP:Iteration 11F (6973.980000 sec): 3 clusters Score: Raw -8137.186149 + Penalty 442.945635 = -7694.240514 nChanged 0 Deleting Class 71 (27 points): Lose 174.673839 but Gain 586.233529 Iteration 219Q (7007.770000 sec): 77 clusters Score: Raw -24040244.356626 + Penalty 44553.748207 = -23995690.608418 nChanged 38 Iteration 220F (7046.040000 sec): 77 clusters Score: Raw -24040360.345830 + Penalty 44553.748207 = -23995806.597623 nChanged 9 Iteration 221Q (7074.230000 sec): 77 clusters Score: Raw -24040375.304594 + Penalty 44553.748207 = -23995821.556387 nChanged 11 Iteration 222Q (7105.080000 sec): 77 clusters Score: Raw -24040383.992870 + Penalty 44553.748207 = -23995830.244662 nChanged 3 Iteration 223Q (7136.080000 sec): 77 clusters Score: Raw -24040387.399588 + Penalty 44553.748207 = -23995833.651381 nChanged 0 Iteration 224F (7170.640000 sec): 77 clusters Score: Raw -24040387.399588 + Penalty 44553.748207 = -23995833.651381 nChanged 0 Compute initial score before splitting: Score: Raw -24040387.399588 + Penalty 44553.748207 = -23995833.651381 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 1 (27387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7170.840000 sec): 2 clusters Score: Raw -1722344.456499 + Penalty 464.910980 = -1721879.545519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7171.070000 sec): 3 clusters Score: Raw -1704448.914374 + Penalty 929.821959 = -1703519.092415 nChanged 13185 SP:Iteration 1F (7171.320000 sec): 3 clusters Score: Raw -1712432.749066 + Penalty 929.821959 = -1711502.927107 nChanged 1372 SP:Iteration 2F (7171.560000 sec): 3 clusters Score: Raw -1713015.442740 + Penalty 929.821959 = -1712085.620781 nChanged 1544 SP:Iteration 3F (7171.850000 sec): 3 clusters Score: Raw -1713800.055810 + Penalty 929.821959 = -1712870.233851 nChanged 1710 SP:Iteration 4F (7172.100000 sec): 3 clusters Score: Raw -1714851.305807 + Penalty 929.821959 = -1713921.483848 nChanged 1750 SP:Iteration 5F (7172.310000 sec): 3 clusters Score: Raw -1716133.101360 + Penalty 929.821959 = -1715203.279401 nChanged 1666 SP:Iteration 6F (7172.610000 sec): 3 clusters Score: Raw -1717511.352793 + Penalty 929.821959 = -1716581.530834 nChanged 1440 SP:Iteration 7F (7172.860000 sec): 3 clusters Score: Raw -1718823.062094 + Penalty 929.821959 = -1717893.240134 nChanged 1104 SP:Iteration 8Q (7173.140000 sec): 3 clusters Score: Raw -1719911.588915 + Penalty 929.821959 = -1718981.766956 nChanged 760 SP:Iteration 9Q (7173.440000 sec): 3 clusters Score: Raw -1720578.892396 + Penalty 929.821959 = -1719649.070436 nChanged 538 SP:Iteration 10Q (7173.710000 sec): 3 clusters Score: Raw -1721106.378972 + Penalty 929.821959 = -1720176.557013 nChanged 419 SP:Iteration 11Q (7173.940000 sec): 3 clusters Score: Raw -1721471.066709 + Penalty 929.821959 = -1720541.244750 nChanged 392 SP:Iteration 12Q (7174.200000 sec): 3 clusters Score: Raw -1721759.276931 + Penalty 929.821959 = -1720829.454971 nChanged 340 SP:Iteration 13Q (7174.440000 sec): 3 clusters Score: Raw -1721955.965617 + Penalty 929.821959 = -1721026.143658 nChanged 301 SP:Iteration 14Q (7174.650000 sec): 3 clusters Score: Raw -1722093.078211 + Penalty 929.821959 = -1721163.256252 nChanged 228 SP:Iteration 15Q (7174.910000 sec): 3 clusters Score: Raw -1722183.893977 + Penalty 929.821959 = -1721254.072018 nChanged 179 SP:Iteration 16Q (7175.180000 sec): 3 clusters Score: Raw -1722247.177210 + Penalty 929.821959 = -1721317.355251 nChanged 131 SP:Iteration 17Q (7175.440000 sec): 3 clusters Score: Raw -1722285.788859 + Penalty 929.821959 = -1721355.966900 nChanged 108 SP:Iteration 18Q (7175.700000 sec): 3 clusters Score: Raw -1722310.126547 + Penalty 929.821959 = -1721380.304588 nChanged 78 SP:Iteration 19Q (7175.990000 sec): 3 clusters Score: Raw -1722323.716446 + Penalty 929.821959 = -1721393.894487 nChanged 64 SP:Iteration 20F (7176.280000 sec): 3 clusters Score: Raw -1722331.606324 + Penalty 929.821959 = -1721401.784365 nChanged 44 SP:Iteration 21Q (7176.540000 sec): 3 clusters Score: Raw -1722336.480948 + Penalty 929.821959 = -1721406.658989 nChanged 29 SP:Iteration 22Q (7176.750000 sec): 3 clusters Score: Raw -1722339.018967 + Penalty 929.821959 = -1721409.197008 nChanged 24 SP:Iteration 23Q (7177.040000 sec): 3 clusters Score: Raw -1722341.103863 + Penalty 929.821959 = -1721411.281904 nChanged 24 SP:Iteration 24Q (7177.280000 sec): 3 clusters Score: Raw -1722342.310885 + Penalty 929.821959 = -1721412.488926 nChanged 11 SP:Iteration 25Q (7177.470000 sec): 3 clusters Score: Raw -1722342.653318 + Penalty 929.821959 = -1721412.831359 nChanged 6 SP:Iteration 26Q (7177.720000 sec): 3 clusters Score: Raw -1722342.823364 + Penalty 929.821959 = -1721413.001405 nChanged 3 SP:Iteration 27Q (7178.030000 sec): 3 clusters Score: Raw -1722342.926750 + Penalty 929.821959 = -1721413.104791 nChanged 2 SP:Iteration 28Q (7178.280000 sec): 3 clusters Score: Raw -1722342.965971 + Penalty 929.821959 = -1721413.144012 nChanged 3 SP:Iteration 29Q (7178.470000 sec): 3 clusters Score: Raw -1722343.129817 + Penalty 929.821959 = -1721413.307858 nChanged 4 SP:Iteration 30Q (7178.710000 sec): 3 clusters Score: Raw -1722343.279270 + Penalty 929.821959 = -1721413.457311 nChanged 6 SP:Iteration 31Q (7178.940000 sec): 3 clusters Score: Raw -1722343.599212 + Penalty 929.821959 = -1721413.777253 nChanged 3 SP:Iteration 32Q (7179.220000 sec): 3 clusters Score: Raw -1722343.672775 + Penalty 929.821959 = -1721413.850816 nChanged 3 SP:Iteration 33Q (7179.420000 sec): 3 clusters Score: Raw -1722343.796414 + Penalty 929.821959 = -1721413.974455 nChanged 4 SP:Iteration 34Q (7179.740000 sec): 3 clusters Score: Raw -1722344.018307 + Penalty 929.821959 = -1721414.196347 nChanged 5 SP:Iteration 35Q (7179.930000 sec): 3 clusters Score: Raw -1722344.262994 + Penalty 929.821959 = -1721414.441034 nChanged 6 SP:Iteration 36Q (7180.190000 sec): 3 clusters Score: Raw -1722344.523602 + Penalty 929.821959 = -1721414.701643 nChanged 7 SP:Iteration 37Q (7180.470000 sec): 3 clusters Score: Raw -1722344.904653 + Penalty 929.821959 = -1721415.082694 nChanged 10 SP:Iteration 38Q (7180.700000 sec): 3 clusters Score: Raw -1722345.260905 + Penalty 929.821959 = -1721415.438946 nChanged 7 SP:Iteration 39Q (7181.000000 sec): 3 clusters Score: Raw -1722345.591580 + Penalty 929.821959 = -1721415.769621 nChanged 8 SP:Iteration 40F (7181.250000 sec): 3 clusters Score: Raw -1722345.991310 + Penalty 929.821959 = -1721416.169350 nChanged 10 SP:Iteration 41Q (7181.510000 sec): 3 clusters Score: Raw -1722346.320107 + Penalty 929.821959 = -1721416.498148 nChanged 10 SP:Iteration 42Q (7181.750000 sec): 3 clusters Score: Raw -1722346.712976 + Penalty 929.821959 = -1721416.891017 nChanged 8 SP:Iteration 43Q (7182.050000 sec): 3 clusters Score: Raw -1722346.979968 + Penalty 929.821959 = -1721417.158009 nChanged 7 SP:Iteration 44Q (7182.280000 sec): 3 clusters Score: Raw -1722347.174292 + Penalty 929.821959 = -1721417.352333 nChanged 5 SP:Iteration 45Q (7182.470000 sec): 3 clusters Score: Raw -1722347.278996 + Penalty 929.821959 = -1721417.457037 nChanged 3 SP:Iteration 46Q (7182.730000 sec): 3 clusters Score: Raw -1722347.334552 + Penalty 929.821959 = -1721417.512592 nChanged 2 SP:Iteration 47Q (7182.980000 sec): 3 clusters Score: Raw -1722347.373349 + Penalty 929.821959 = -1721417.551390 nChanged 2 SP:Iteration 48Q (7183.230000 sec): 3 clusters Score: Raw -1722347.458555 + Penalty 929.821959 = -1721417.636595 nChanged 2 SP:Iteration 49Q (7183.440000 sec): 3 clusters Score: Raw -1722347.520223 + Penalty 929.821959 = -1721417.698264 nChanged 2 SP:Iteration 50Q (7183.650000 sec): 3 clusters Score: Raw -1722347.566878 + Penalty 929.821959 = -1721417.744919 nChanged 4 SP:Iteration 51Q (7183.900000 sec): 3 clusters Score: Raw -1722347.773157 + Penalty 929.821959 = -1721417.951198 nChanged 2 SP:Iteration 52Q (7184.150000 sec): 3 clusters Score: Raw -1722347.842120 + Penalty 929.821959 = -1721418.020160 nChanged 2 SP:Iteration 53Q (7184.370000 sec): 3 clusters Score: Raw -1722347.872957 + Penalty 929.821959 = -1721418.050998 nChanged 0 SP:Iteration 54F (7184.590000 sec): 3 clusters Score: Raw -1722347.872957 + Penalty 929.821959 = -1721418.050998 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 2 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7184.680000 sec): 2 clusters Score: Raw -19983.878777 + Penalty 265.483889 = -19718.394888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7184.840000 sec): 3 clusters Score: Raw -19862.501154 + Penalty 530.967777 = -19331.533377 nChanged 112 SP:Iteration 1F (7185.000000 sec): 3 clusters Score: Raw -19972.907902 + Penalty 530.967777 = -19441.940125 nChanged 29 SP:Iteration 2F (7185.200000 sec): 3 clusters Score: Raw -20009.687243 + Penalty 530.967777 = -19478.719466 nChanged 23 SP:Iteration 3F (7185.400000 sec): 3 clusters Score: Raw -20037.120528 + Penalty 530.967777 = -19506.152751 nChanged 16 SP:Iteration 4Q (7185.570000 sec): 3 clusters Score: Raw -20072.751694 + Penalty 530.967777 = -19541.783917 nChanged 19 SP:Iteration 5F (7185.810000 sec): 3 clusters Score: Raw -20098.868303 + Penalty 530.967777 = -19567.900526 nChanged 7 SP:Iteration 6Q (7185.970000 sec): 3 clusters Score: Raw -20105.898047 + Penalty 530.967777 = -19574.930270 nChanged 4 SP:Iteration 7Q (7186.150000 sec): 3 clusters Score: Raw -20109.104277 + Penalty 530.967777 = -19578.136500 nChanged 1 SP:Iteration 8Q (7186.310000 sec): 3 clusters Score: Raw -20111.872658 + Penalty 530.967777 = -19580.904881 nChanged 0 SP:Iteration 9F (7186.490000 sec): 3 clusters Score: Raw -20111.872658 + Penalty 530.967777 = -19580.904881 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 3 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7186.580000 sec): 2 clusters Score: Raw -10215.271475 + Penalty 235.771152 = -9979.500323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7186.750000 sec): 3 clusters Score: Raw -10180.725698 + Penalty 471.542303 = -9709.183395 nChanged 46 SP:Iteration 1F (7186.930000 sec): 3 clusters Score: Raw -10236.380577 + Penalty 471.542303 = -9764.838274 nChanged 11 SP:Iteration 2F (7187.170000 sec): 3 clusters Score: Raw -10252.776977 + Penalty 471.542303 = -9781.234674 nChanged 4 SP:Iteration 3Q (7187.350000 sec): 3 clusters Score: Raw -10256.163297 + Penalty 471.542303 = -9784.620994 nChanged 2 SP:Iteration 4Q (7187.550000 sec): 3 clusters Score: Raw -10260.863745 + Penalty 471.542303 = -9789.321442 nChanged 3 SP:Iteration 5Q (7187.720000 sec): 3 clusters Score: Raw -10263.665947 + Penalty 471.542303 = -9792.123644 nChanged 1 SP:Iteration 6Q (7187.890000 sec): 3 clusters Score: Raw -10264.744233 + Penalty 471.542303 = -9793.201930 nChanged 1 SP:Iteration 7Q (7188.110000 sec): 3 clusters Score: Raw -10265.305807 + Penalty 471.542303 = -9793.763504 nChanged 0 SP:Iteration 8F (7188.320000 sec): 3 clusters Score: Raw -10265.305807 + Penalty 471.542303 = -9793.763504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 4 (1414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7188.380000 sec): 2 clusters Score: Raw -87856.086104 + Penalty 330.065092 = -87526.021012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7188.580000 sec): 3 clusters Score: Raw -87130.007553 + Penalty 660.130184 = -86469.877369 nChanged 572 SP:Iteration 1F (7188.740000 sec): 3 clusters Score: Raw -87527.471794 + Penalty 660.130184 = -86867.341610 nChanged 166 SP:Iteration 2F (7188.940000 sec): 3 clusters Score: Raw -87690.452576 + Penalty 660.130184 = -87030.322392 nChanged 121 SP:Iteration 3F (7189.140000 sec): 3 clusters Score: Raw -87812.854779 + Penalty 660.130184 = -87152.724595 nChanged 84 SP:Iteration 4F (7189.330000 sec): 3 clusters Score: Raw -87877.975410 + Penalty 660.130184 = -87217.845226 nChanged 58 SP:Iteration 5Q (7189.520000 sec): 3 clusters Score: Raw -87919.599936 + Penalty 660.130184 = -87259.469752 nChanged 42 SP:Iteration 6Q (7189.710000 sec): 3 clusters Score: Raw -87950.321855 + Penalty 660.130184 = -87290.191671 nChanged 28 SP:Iteration 7Q (7189.920000 sec): 3 clusters Score: Raw -87969.780791 + Penalty 660.130184 = -87309.650607 nChanged 25 SP:Iteration 8Q (7190.100000 sec): 3 clusters Score: Raw -87982.007995 + Penalty 660.130184 = -87321.877811 nChanged 14 SP:Iteration 9Q (7190.280000 sec): 3 clusters Score: Raw -87988.570174 + Penalty 660.130184 = -87328.439990 nChanged 6 SP:Iteration 10Q (7190.480000 sec): 3 clusters Score: Raw -87990.543141 + Penalty 660.130184 = -87330.412957 nChanged 5 SP:Iteration 11Q (7190.690000 sec): 3 clusters Score: Raw -87991.894868 + Penalty 660.130184 = -87331.764684 nChanged 5 SP:Iteration 12Q (7190.900000 sec): 3 clusters Score: Raw -87993.180613 + Penalty 660.130184 = -87333.050429 nChanged 3 SP:Iteration 13Q (7191.080000 sec): 3 clusters Score: Raw -87994.474044 + Penalty 660.130184 = -87334.343860 nChanged 2 SP:Iteration 14Q (7191.320000 sec): 3 clusters Score: Raw -87995.124910 + Penalty 660.130184 = -87334.994726 nChanged 2 SP:Iteration 15Q (7191.500000 sec): 3 clusters Score: Raw -87996.045871 + Penalty 660.130184 = -87335.915687 nChanged 3 SP:Iteration 16Q (7191.680000 sec): 3 clusters Score: Raw -87996.858604 + Penalty 660.130184 = -87336.728420 nChanged 1 SP:Iteration 17Q (7191.880000 sec): 3 clusters Score: Raw -87997.237008 + Penalty 660.130184 = -87337.106824 nChanged 1 SP:Iteration 18Q (7192.040000 sec): 3 clusters Score: Raw -87997.492429 + Penalty 660.130184 = -87337.362245 nChanged 2 SP:Iteration 19Q (7192.210000 sec): 3 clusters Score: Raw -87998.402316 + Penalty 660.130184 = -87338.272131 nChanged 3 SP:Iteration 20F (7192.380000 sec): 3 clusters Score: Raw -87999.155187 + Penalty 660.130184 = -87339.025003 nChanged 3 SP:Iteration 21Q (7192.600000 sec): 3 clusters Score: Raw -88000.760318 + Penalty 660.130184 = -87340.630134 nChanged 3 SP:Iteration 22Q (7192.790000 sec): 3 clusters Score: Raw -88001.870278 + Penalty 660.130184 = -87341.740094 nChanged 3 SP:Iteration 23Q (7192.970000 sec): 3 clusters Score: Raw -88002.701048 + Penalty 660.130184 = -87342.570864 nChanged 0 SP:Iteration 24F (7193.160000 sec): 3 clusters Score: Raw -88002.701048 + Penalty 660.130184 = -87342.570864 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 5 (5734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7193.260000 sec): 2 clusters Score: Raw -350196.239830 + Penalty 393.764673 = -349802.475157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7193.460000 sec): 3 clusters Score: Raw -346668.398800 + Penalty 787.529347 = -345880.869454 nChanged 2628 SP:Iteration 1F (7193.630000 sec): 3 clusters Score: Raw -348409.416867 + Penalty 787.529347 = -347621.887520 nChanged 492 SP:Iteration 2F (7193.830000 sec): 3 clusters Score: Raw -348779.644444 + Penalty 787.529347 = -347992.115097 nChanged 448 SP:Iteration 3F (7194.020000 sec): 3 clusters Score: Raw -349158.565683 + Penalty 787.529347 = -348371.036336 nChanged 385 SP:Iteration 4F (7194.200000 sec): 3 clusters Score: Raw -349525.803377 + Penalty 787.529347 = -348738.274030 nChanged 260 SP:Iteration 5Q (7194.360000 sec): 3 clusters Score: Raw -349786.717579 + Penalty 787.529347 = -348999.188232 nChanged 155 SP:Iteration 6Q (7194.550000 sec): 3 clusters Score: Raw -349886.927815 + Penalty 787.529347 = -349099.398468 nChanged 130 SP:Iteration 7Q (7194.750000 sec): 3 clusters Score: Raw -349947.440802 + Penalty 787.529347 = -349159.911456 nChanged 78 SP:Iteration 8Q (7194.900000 sec): 3 clusters Score: Raw -349972.981946 + Penalty 787.529347 = -349185.452599 nChanged 72 SP:Iteration 9Q (7195.140000 sec): 3 clusters Score: Raw -349999.336132 + Penalty 787.529347 = -349211.806785 nChanged 63 SP:Iteration 10Q (7195.320000 sec): 3 clusters Score: Raw -350021.651925 + Penalty 787.529347 = -349234.122578 nChanged 61 SP:Iteration 11Q (7195.500000 sec): 3 clusters Score: Raw -350043.110366 + Penalty 787.529347 = -349255.581019 nChanged 57 SP:Iteration 12Q (7195.640000 sec): 3 clusters Score: Raw -350064.716369 + Penalty 787.529347 = -349277.187023 nChanged 58 SP:Iteration 13Q (7195.810000 sec): 3 clusters Score: Raw -350088.162946 + Penalty 787.529347 = -349300.633599 nChanged 65 SP:Iteration 14Q (7196.020000 sec): 3 clusters Score: Raw -350112.048422 + Penalty 787.529347 = -349324.519075 nChanged 41 SP:Iteration 15Q (7196.200000 sec): 3 clusters Score: Raw -350125.253201 + Penalty 787.529347 = -349337.723854 nChanged 45 SP:Iteration 16Q (7196.350000 sec): 3 clusters Score: Raw -350141.593005 + Penalty 787.529347 = -349354.063659 nChanged 41 SP:Iteration 17Q (7196.570000 sec): 3 clusters Score: Raw -350153.616264 + Penalty 787.529347 = -349366.086918 nChanged 29 SP:Iteration 18Q (7196.750000 sec): 3 clusters Score: Raw -350159.427239 + Penalty 787.529347 = -349371.897892 nChanged 21 SP:Iteration 19Q (7196.890000 sec): 3 clusters Score: Raw -350163.453487 + Penalty 787.529347 = -349375.924140 nChanged 21 SP:Iteration 20F (7197.040000 sec): 3 clusters Score: Raw -350167.552177 + Penalty 787.529347 = -349380.022830 nChanged 19 SP:Iteration 21Q (7197.180000 sec): 3 clusters Score: Raw -350171.681414 + Penalty 787.529347 = -349384.152067 nChanged 22 SP:Iteration 22Q (7197.360000 sec): 3 clusters Score: Raw -350176.819637 + Penalty 787.529347 = -349389.290290 nChanged 19 SP:Iteration 23Q (7197.580000 sec): 3 clusters Score: Raw -350181.071827 + Penalty 787.529347 = -349393.542480 nChanged 23 SP:Iteration 24Q (7197.730000 sec): 3 clusters Score: Raw -350186.789276 + Penalty 787.529347 = -349399.259930 nChanged 27 SP:Iteration 25Q (7198.030000 sec): 3 clusters Score: Raw -350193.879508 + Penalty 787.529347 = -349406.350162 nChanged 30 SP:Iteration 26Q (7198.200000 sec): 3 clusters Score: Raw -350202.907065 + Penalty 787.529347 = -349415.377718 nChanged 21 SP:Iteration 27Q (7198.460000 sec): 3 clusters Score: Raw -350208.345780 + Penalty 787.529347 = -349420.816434 nChanged 21 SP:Iteration 28Q (7198.680000 sec): 3 clusters Score: Raw -350213.693832 + Penalty 787.529347 = -349426.164485 nChanged 17 SP:Iteration 29Q (7198.900000 sec): 3 clusters Score: Raw -350217.954241 + Penalty 787.529347 = -349430.424894 nChanged 17 SP:Iteration 30Q (7199.090000 sec): 3 clusters Score: Raw -350223.656341 + Penalty 787.529347 = -349436.126994 nChanged 20 SP:Iteration 31Q (7199.290000 sec): 3 clusters Score: Raw -350230.804804 + Penalty 787.529347 = -349443.275457 nChanged 19 SP:Iteration 32Q (7199.490000 sec): 3 clusters Score: Raw -350235.240886 + Penalty 787.529347 = -349447.711539 nChanged 14 SP:Iteration 33Q (7199.680000 sec): 3 clusters Score: Raw -350237.694405 + Penalty 787.529347 = -349450.165058 nChanged 11 SP:Iteration 34Q (7199.900000 sec): 3 clusters Score: Raw -350240.313832 + Penalty 787.529347 = -349452.784485 nChanged 11 SP:Iteration 35Q (7200.110000 sec): 3 clusters Score: Raw -350243.094391 + Penalty 787.529347 = -349455.565044 nChanged 10 SP:Iteration 36Q (7200.280000 sec): 3 clusters Score: Raw -350245.428667 + Penalty 787.529347 = -349457.899321 nChanged 11 SP:Iteration 37Q (7200.440000 sec): 3 clusters Score: Raw -350248.323672 + Penalty 787.529347 = -349460.794326 nChanged 13 SP:Iteration 38Q (7200.660000 sec): 3 clusters Score: Raw -350253.018860 + Penalty 787.529347 = -349465.489513 nChanged 14 SP:Iteration 39Q (7200.840000 sec): 3 clusters Score: Raw -350257.112207 + Penalty 787.529347 = -349469.582860 nChanged 15 SP:Iteration 40F (7201.000000 sec): 3 clusters Score: Raw -350261.537192 + Penalty 787.529347 = -349474.007845 nChanged 14 SP:Iteration 41Q (7201.220000 sec): 3 clusters Score: Raw -350266.310274 + Penalty 787.529347 = -349478.780928 nChanged 13 SP:Iteration 42Q (7201.450000 sec): 3 clusters Score: Raw -350270.602018 + Penalty 787.529347 = -349483.072671 nChanged 12 SP:Iteration 43Q (7201.610000 sec): 3 clusters Score: Raw -350275.638667 + Penalty 787.529347 = -349488.109320 nChanged 9 SP:Iteration 44Q (7201.870000 sec): 3 clusters Score: Raw -350277.954249 + Penalty 787.529347 = -349490.424902 nChanged 7 SP:Iteration 45Q (7202.050000 sec): 3 clusters Score: Raw -350279.213146 + Penalty 787.529347 = -349491.683799 nChanged 4 SP:Iteration 46Q (7202.250000 sec): 3 clusters Score: Raw -350280.693140 + Penalty 787.529347 = -349493.163793 nChanged 4 SP:Iteration 47Q (7202.510000 sec): 3 clusters Score: Raw -350281.570546 + Penalty 787.529347 = -349494.041199 nChanged 2 SP:Iteration 48Q (7202.740000 sec): 3 clusters Score: Raw -350281.756451 + Penalty 787.529347 = -349494.227104 nChanged 2 SP:Iteration 49Q (7202.900000 sec): 3 clusters Score: Raw -350282.117081 + Penalty 787.529347 = -349494.587734 nChanged 3 SP:Iteration 50Q (7203.090000 sec): 3 clusters Score: Raw -350282.629418 + Penalty 787.529347 = -349495.100071 nChanged 1 SP:Iteration 51Q (7203.310000 sec): 3 clusters Score: Raw -350282.718061 + Penalty 787.529347 = -349495.188714 nChanged 1 SP:Iteration 52Q (7203.500000 sec): 3 clusters Score: Raw -350283.001727 + Penalty 787.529347 = -349495.472380 nChanged 2 SP:Iteration 53Q (7203.680000 sec): 3 clusters Score: Raw -350283.219683 + Penalty 787.529347 = -349495.690336 nChanged 0 SP:Iteration 54F (7203.820000 sec): 3 clusters Score: Raw -350283.219683 + Penalty 787.529347 = -349495.690336 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 6 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7203.920000 sec): 2 clusters Score: Raw -3718.877645 + Penalty 195.834962 = -3523.042683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7204.110000 sec): 3 clusters Score: Raw -3803.560080 + Penalty 391.669923 = -3411.890156 nChanged 11 SP:Iteration 1F (7204.290000 sec): 3 clusters Score: Raw -3827.511112 + Penalty 391.669923 = -3435.841189 nChanged 2 SP:Iteration 2Q (7204.480000 sec): 3 clusters Score: Raw -3837.428559 + Penalty 391.669923 = -3445.758635 nChanged 1 SP:Iteration 3Q (7204.720000 sec): 3 clusters Score: Raw -3840.162681 + Penalty 391.669923 = -3448.492758 nChanged 1 SP:Iteration 4Q (7204.890000 sec): 3 clusters Score: Raw -3843.191632 + Penalty 391.669923 = -3451.521708 nChanged 1 SP:Iteration 5Q (7205.030000 sec): 3 clusters Score: Raw -3846.843165 + Penalty 391.669923 = -3455.173241 nChanged 1 SP:Iteration 6Q (7205.240000 sec): 3 clusters Score: Raw -3852.375502 + Penalty 391.669923 = -3460.705579 nChanged 0 SP:Iteration 7F (7205.450000 sec): 3 clusters Score: Raw -3852.375502 + Penalty 391.669923 = -3460.705579 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 7 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7205.560000 sec): 2 clusters Score: Raw -58948.482326 + Penalty 309.458378 = -58639.023948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7205.750000 sec): 3 clusters Score: Raw -58534.273904 + Penalty 618.916756 = -57915.357148 nChanged 330 SP:Iteration 1F (7205.980000 sec): 3 clusters Score: Raw -58712.038859 + Penalty 618.916756 = -58093.122103 nChanged 71 SP:Iteration 2F (7206.150000 sec): 3 clusters Score: Raw -58751.246477 + Penalty 618.916756 = -58132.329721 nChanged 46 SP:Iteration 3F (7206.300000 sec): 3 clusters Score: Raw -58775.457395 + Penalty 618.916756 = -58156.540639 nChanged 28 SP:Iteration 4Q (7206.460000 sec): 3 clusters Score: Raw -58789.737395 + Penalty 618.916756 = -58170.820639 nChanged 21 SP:Iteration 5Q (7206.650000 sec): 3 clusters Score: Raw -58799.223292 + Penalty 618.916756 = -58180.306535 nChanged 16 SP:Iteration 6Q (7206.840000 sec): 3 clusters Score: Raw -58805.693293 + Penalty 618.916756 = -58186.776537 nChanged 9 SP:Iteration 7Q (7207.030000 sec): 3 clusters Score: Raw -58809.887839 + Penalty 618.916756 = -58190.971083 nChanged 8 SP:Iteration 8Q (7207.140000 sec): 3 clusters Score: Raw -58812.221417 + Penalty 618.916756 = -58193.304661 nChanged 10 SP:Iteration 9Q (7207.410000 sec): 3 clusters Score: Raw -58815.359133 + Penalty 618.916756 = -58196.442377 nChanged 8 SP:Iteration 10Q (7207.600000 sec): 3 clusters Score: Raw -58819.314114 + Penalty 618.916756 = -58200.397358 nChanged 9 SP:Iteration 11Q (7207.750000 sec): 3 clusters Score: Raw -58823.349731 + Penalty 618.916756 = -58204.432975 nChanged 11 SP:Iteration 12Q (7208.010000 sec): 3 clusters Score: Raw -58827.833214 + Penalty 618.916756 = -58208.916458 nChanged 14 SP:Iteration 13Q (7208.230000 sec): 3 clusters Score: Raw -58834.758974 + Penalty 618.916756 = -58215.842218 nChanged 12 SP:Iteration 14Q (7208.440000 sec): 3 clusters Score: Raw -58839.760194 + Penalty 618.916756 = -58220.843438 nChanged 13 SP:Iteration 15Q (7208.660000 sec): 3 clusters Score: Raw -58844.876934 + Penalty 618.916756 = -58225.960178 nChanged 11 SP:Iteration 16Q (7208.830000 sec): 3 clusters Score: Raw -58852.609511 + Penalty 618.916756 = -58233.692754 nChanged 14 SP:Iteration 17Q (7209.070000 sec): 3 clusters Score: Raw -58859.877038 + Penalty 618.916756 = -58240.960281 nChanged 13 SP:Iteration 18Q (7209.270000 sec): 3 clusters Score: Raw -58866.069470 + Penalty 618.916756 = -58247.152714 nChanged 12 SP:Iteration 19Q (7209.500000 sec): 3 clusters Score: Raw -58872.951060 + Penalty 618.916756 = -58254.034304 nChanged 18 SP:Iteration 20F (7209.710000 sec): 3 clusters Score: Raw -58885.081103 + Penalty 618.916756 = -58266.164346 nChanged 13 SP:Iteration 21Q (7209.880000 sec): 3 clusters Score: Raw -58891.649177 + Penalty 618.916756 = -58272.732421 nChanged 10 SP:Iteration 22Q (7210.050000 sec): 3 clusters Score: Raw -58895.589217 + Penalty 618.916756 = -58276.672460 nChanged 8 SP:Iteration 23Q (7210.310000 sec): 3 clusters Score: Raw -58899.826150 + Penalty 618.916756 = -58280.909394 nChanged 5 SP:Iteration 24Q (7210.460000 sec): 3 clusters Score: Raw -58903.981050 + Penalty 618.916756 = -58285.064294 nChanged 9 SP:Iteration 25Q (7210.690000 sec): 3 clusters Score: Raw -58911.663017 + Penalty 618.916756 = -58292.746261 nChanged 12 SP:Iteration 26Q (7210.920000 sec): 3 clusters Score: Raw -58920.621462 + Penalty 618.916756 = -58301.704705 nChanged 13 SP:Iteration 27Q (7211.070000 sec): 3 clusters Score: Raw -58928.009780 + Penalty 618.916756 = -58309.093024 nChanged 5 SP:Iteration 28Q (7211.290000 sec): 3 clusters Score: Raw -58929.446882 + Penalty 618.916756 = -58310.530126 nChanged 0 SP:Iteration 29F (7211.480000 sec): 3 clusters Score: Raw -58929.446882 + Penalty 618.916756 = -58310.530126 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 8 (78 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7211.540000 sec): 2 clusters Score: Raw -4047.832873 + Penalty 198.230252 = -3849.602621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7211.740000 sec): 3 clusters Score: Raw -4068.823923 + Penalty 396.460503 = -3672.363419 nChanged 9 SP:Iteration 1F (7211.910000 sec): 3 clusters Score: Raw -4096.027647 + Penalty 396.460503 = -3699.567144 nChanged 6 SP:Iteration 2F (7212.110000 sec): 3 clusters Score: Raw -4117.893706 + Penalty 396.460503 = -3721.433203 nChanged 3 SP:Iteration 3Q (7212.250000 sec): 3 clusters Score: Raw -4130.373517 + Penalty 396.460503 = -3733.913014 nChanged 0 SP:Iteration 4F (7212.450000 sec): 3 clusters Score: Raw -4130.373517 + Penalty 396.460503 = -3733.913014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 9 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7212.550000 sec): 2 clusters Score: Raw -7238.914162 + Penalty 215.096146 = -7023.818017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7212.720000 sec): 3 clusters Score: Raw -7244.238077 + Penalty 430.192292 = -6814.045785 nChanged 23 SP:Iteration 1F (7212.910000 sec): 3 clusters Score: Raw -7291.743435 + Penalty 430.192292 = -6861.551143 nChanged 5 SP:Iteration 2Q (7213.120000 sec): 3 clusters Score: Raw -7320.735716 + Penalty 430.192292 = -6890.543424 nChanged 4 SP:Iteration 3Q (7213.370000 sec): 3 clusters Score: Raw -7342.333887 + Penalty 430.192292 = -6912.141596 nChanged 0 SP:Iteration 4F (7213.530000 sec): 3 clusters Score: Raw -7342.333887 + Penalty 430.192292 = -6912.141596 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 10 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7213.650000 sec): 2 clusters Score: Raw -4120.010728 + Penalty 191.987601 = -3928.023127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7213.850000 sec): 3 clusters Score: Raw -4175.233511 + Penalty 383.975201 = -3791.258309 nChanged 15 SP:Iteration 1F (7214.010000 sec): 3 clusters Score: Raw -4221.829562 + Penalty 383.975201 = -3837.854360 nChanged 5 SP:Iteration 2F (7214.170000 sec): 3 clusters Score: Raw -4253.123682 + Penalty 383.975201 = -3869.148481 nChanged 3 SP:Iteration 3Q (7214.380000 sec): 3 clusters Score: Raw -4274.396498 + Penalty 383.975201 = -3890.421297 nChanged 1 SP:Iteration 4Q (7214.570000 sec): 3 clusters Score: Raw -4277.036304 + Penalty 383.975201 = -3893.061103 nChanged 0 SP:Iteration 5F (7214.800000 sec): 3 clusters Score: Raw -4277.036304 + Penalty 383.975201 = -3893.061103 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7214.890000 sec): 2 clusters Score: Raw -14087.739656 + Penalty 250.307249 = -13837.432408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.080000 sec): 3 clusters Score: Raw -14023.164038 + Penalty 500.614497 = -13522.549540 nChanged 65 SP:Iteration 1F (7215.240000 sec): 3 clusters Score: Raw -14101.051583 + Penalty 500.614497 = -13600.437085 nChanged 20 SP:Iteration 2F (7215.470000 sec): 3 clusters Score: Raw -14133.245541 + Penalty 500.614497 = -13632.631044 nChanged 15 SP:Iteration 3F (7215.590000 sec): 3 clusters Score: Raw -14154.073243 + Penalty 500.614497 = -13653.458746 nChanged 7 SP:Iteration 4Q (7215.810000 sec): 3 clusters Score: Raw -14158.207010 + Penalty 500.614497 = -13657.592512 nChanged 2 SP:Iteration 5Q (7215.990000 sec): 3 clusters Score: Raw -14158.953438 + Penalty 500.614497 = -13658.338941 nChanged 0 SP:Iteration 6F (7216.160000 sec): 3 clusters Score: Raw -14158.953438 + Penalty 500.614497 = -13658.338941 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 12 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7216.290000 sec): 2 clusters Score: Raw -7488.143077 + Penalty 233.945692 = -7254.197385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7216.490000 sec): 3 clusters Score: Raw -7488.530051 + Penalty 467.891384 = -7020.638667 nChanged 41 SP:Iteration 1F (7216.680000 sec): 3 clusters Score: Raw -7519.765707 + Penalty 467.891384 = -7051.874323 nChanged 7 SP:Iteration 2Q (7216.860000 sec): 3 clusters Score: Raw -7522.134289 + Penalty 467.891384 = -7054.242905 nChanged 6 SP:Iteration 3Q (7217.030000 sec): 3 clusters Score: Raw -7528.689273 + Penalty 467.891384 = -7060.797890 nChanged 6 SP:Iteration 4Q (7217.240000 sec): 3 clusters Score: Raw -7541.397263 + Penalty 467.891384 = -7073.505879 nChanged 14 SP:Iteration 5F (7217.400000 sec): 3 clusters Score: Raw -7596.545803 + Penalty 467.891384 = -7128.654419 nChanged 14 SP:Iteration 6F (7217.580000 sec): 3 clusters Score: Raw -7634.349497 + Penalty 467.891384 = -7166.458113 nChanged 6 SP:Iteration 7Q (7217.750000 sec): 3 clusters Score: Raw -7642.129459 + Penalty 467.891384 = -7174.238076 nChanged 3 SP:Iteration 8Q (7217.970000 sec): 3 clusters Score: Raw -7653.641936 + Penalty 467.891384 = -7185.750553 nChanged 6 SP:Iteration 9Q (7218.180000 sec): 3 clusters Score: Raw -7673.822759 + Penalty 467.891384 = -7205.931376 nChanged 3 SP:Iteration 10Q (7218.360000 sec): 3 clusters Score: Raw -7677.411407 + Penalty 467.891384 = -7209.520023 nChanged 3 SP:Iteration 11Q (7218.510000 sec): 3 clusters Score: Raw -7682.380023 + Penalty 467.891384 = -7214.488639 nChanged 2 SP:Iteration 12Q (7218.710000 sec): 3 clusters Score: Raw -7688.383240 + Penalty 467.891384 = -7220.491856 nChanged 1 SP:Iteration 13Q (7218.860000 sec): 3 clusters Score: Raw -7689.551600 + Penalty 467.891384 = -7221.660216 nChanged 0 SP:Iteration 14F (7219.060000 sec): 3 clusters Score: Raw -7689.551600 + Penalty 467.891384 = -7221.660216 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 13 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7219.280000 sec): 2 clusters Score: Raw -2125700.624346 + Penalty 472.493022 = -2125228.131324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7219.530000 sec): 3 clusters Score: Raw -2104510.241166 + Penalty 944.986045 = -2103565.255121 nChanged 15526 SP:Iteration 1F (7219.820000 sec): 3 clusters Score: Raw -2113961.126932 + Penalty 944.986045 = -2113016.140887 nChanged 1832 SP:Iteration 2F (7220.140000 sec): 3 clusters Score: Raw -2114824.478908 + Penalty 944.986045 = -2113879.492863 nChanged 2128 SP:Iteration 3F (7220.370000 sec): 3 clusters Score: Raw -2115985.047221 + Penalty 944.986045 = -2115040.061176 nChanged 2358 SP:Iteration 4F (7220.690000 sec): 3 clusters Score: Raw -2117451.626793 + Penalty 944.986045 = -2116506.640749 nChanged 2264 SP:Iteration 5F (7220.940000 sec): 3 clusters Score: Raw -2118913.204641 + Penalty 944.986045 = -2117968.218596 nChanged 1977 SP:Iteration 6F (7221.210000 sec): 3 clusters Score: Raw -2120171.791097 + Penalty 944.986045 = -2119226.805053 nChanged 1718 SP:Iteration 7F (7221.440000 sec): 3 clusters Score: Raw -2121245.042253 + Penalty 944.986045 = -2120300.056208 nChanged 1490 SP:Iteration 8Q (7221.700000 sec): 3 clusters Score: Raw -2122245.511092 + Penalty 944.986045 = -2121300.525047 nChanged 1343 SP:Iteration 9Q (7221.980000 sec): 3 clusters Score: Raw -2123202.997912 + Penalty 944.986045 = -2122258.011867 nChanged 1149 SP:Iteration 10Q (7222.320000 sec): 3 clusters Score: Raw -2124059.885278 + Penalty 944.986045 = -2123114.899233 nChanged 865 SP:Iteration 11Q (7222.610000 sec): 3 clusters Score: Raw -2124729.185496 + Penalty 944.986045 = -2123784.199451 nChanged 589 SP:Iteration 12Q (7222.870000 sec): 3 clusters Score: Raw -2125173.999864 + Penalty 944.986045 = -2124229.013819 nChanged 335 SP:Iteration 13Q (7223.170000 sec): 3 clusters Score: Raw -2125410.927015 + Penalty 944.986045 = -2124465.940970 nChanged 190 SP:Iteration 14Q (7223.380000 sec): 3 clusters Score: Raw -2125544.870604 + Penalty 944.986045 = -2124599.884559 nChanged 119 SP:Iteration 15Q (7223.660000 sec): 3 clusters Score: Raw -2125621.574197 + Penalty 944.986045 = -2124676.588152 nChanged 60 SP:Iteration 16Q (7223.910000 sec): 3 clusters Score: Raw -2125662.288080 + Penalty 944.986045 = -2124717.302035 nChanged 42 SP:Iteration 17Q (7224.220000 sec): 3 clusters Score: Raw -2125697.496555 + Penalty 944.986045 = -2124752.510511 nChanged 31 SP:Iteration 18Q (7224.500000 sec): 3 clusters Score: Raw -2125724.802985 + Penalty 944.986045 = -2124779.816941 nChanged 12 SP:Iteration 19Q (7224.850000 sec): 3 clusters Score: Raw -2125733.558947 + Penalty 944.986045 = -2124788.572902 nChanged 12 SP:Iteration 20F (7225.120000 sec): 3 clusters Score: Raw -2125742.874998 + Penalty 944.986045 = -2124797.888953 nChanged 10 SP:Iteration 21Q (7225.370000 sec): 3 clusters Score: Raw -2125752.712550 + Penalty 944.986045 = -2124807.726505 nChanged 15 SP:Iteration 22Q (7225.670000 sec): 3 clusters Score: Raw -2125770.159857 + Penalty 944.986045 = -2124825.173813 nChanged 7 SP:Iteration 23Q (7225.910000 sec): 3 clusters Score: Raw -2125776.011187 + Penalty 944.986045 = -2124831.025142 nChanged 5 SP:Iteration 24Q (7226.190000 sec): 3 clusters Score: Raw -2125778.202514 + Penalty 944.986045 = -2124833.216469 nChanged 2 SP:Iteration 25Q (7226.430000 sec): 3 clusters Score: Raw -2125779.355952 + Penalty 944.986045 = -2124834.369907 nChanged 1 SP:Iteration 26Q (7226.730000 sec): 3 clusters Score: Raw -2125779.553422 + Penalty 944.986045 = -2124834.567377 nChanged 0 SP:Iteration 27F (7227.070000 sec): 3 clusters Score: Raw -2125779.553422 + Penalty 944.986045 = -2124834.567377 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 14 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7227.160000 sec): 2 clusters Score: Raw -8190.603289 + Penalty 234.210999 = -7956.392290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7227.370000 sec): 3 clusters Score: Raw -8163.413769 + Penalty 468.421997 = -7694.991771 nChanged 46 SP:Iteration 1F (7227.540000 sec): 3 clusters Score: Raw -8260.846335 + Penalty 468.421997 = -7792.424338 nChanged 15 SP:Iteration 2F (7227.740000 sec): 3 clusters Score: Raw -8289.850025 + Penalty 468.421997 = -7821.428028 nChanged 9 SP:Iteration 3F (7227.920000 sec): 3 clusters Score: Raw -8306.328030 + Penalty 468.421997 = -7837.906033 nChanged 4 SP:Iteration 4Q (7228.090000 sec): 3 clusters Score: Raw -8316.039217 + Penalty 468.421997 = -7847.617220 nChanged 1 SP:Iteration 5Q (7228.290000 sec): 3 clusters Score: Raw -8317.505430 + Penalty 468.421997 = -7849.083433 nChanged 0 SP:Iteration 6F (7228.450000 sec): 3 clusters Score: Raw -8317.505430 + Penalty 468.421997 = -7849.083433 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 15 (6966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7228.570000 sec): 2 clusters Score: Raw -430747.942201 + Penalty 402.620239 = -430345.321963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7228.730000 sec): 3 clusters Score: Raw -426477.939768 + Penalty 805.240477 = -425672.699291 nChanged 3185 SP:Iteration 1F (7228.950000 sec): 3 clusters Score: Raw -428233.199374 + Penalty 805.240477 = -427427.958897 nChanged 303 SP:Iteration 2Q (7229.100000 sec): 3 clusters Score: Raw -428333.972703 + Penalty 805.240477 = -427528.732226 nChanged 294 SP:Iteration 3Q (7229.330000 sec): 3 clusters Score: Raw -428435.117555 + Penalty 805.240477 = -427629.877078 nChanged 300 SP:Iteration 4Q (7229.480000 sec): 3 clusters Score: Raw -428580.283064 + Penalty 805.240477 = -427775.042587 nChanged 341 SP:Iteration 5Q (7229.690000 sec): 3 clusters Score: Raw -428777.634536 + Penalty 805.240477 = -427972.394059 nChanged 361 SP:Iteration 6F (7229.860000 sec): 3 clusters Score: Raw -429112.482227 + Penalty 805.240477 = -428307.241750 nChanged 440 SP:Iteration 7F (7230.110000 sec): 3 clusters Score: Raw -429535.351293 + Penalty 805.240477 = -428730.110816 nChanged 430 SP:Iteration 8F (7230.290000 sec): 3 clusters Score: Raw -429850.484797 + Penalty 805.240477 = -429045.244320 nChanged 387 SP:Iteration 9F (7230.460000 sec): 3 clusters Score: Raw -430085.138117 + Penalty 805.240477 = -429279.897640 nChanged 294 SP:Iteration 10Q (7230.630000 sec): 3 clusters Score: Raw -430237.450234 + Penalty 805.240477 = -429432.209757 nChanged 217 SP:Iteration 11Q (7230.860000 sec): 3 clusters Score: Raw -430345.112441 + Penalty 805.240477 = -429539.871964 nChanged 203 SP:Iteration 12Q (7231.030000 sec): 3 clusters Score: Raw -430446.631853 + Penalty 805.240477 = -429641.391376 nChanged 204 SP:Iteration 13Q (7231.260000 sec): 3 clusters Score: Raw -430554.712164 + Penalty 805.240477 = -429749.471687 nChanged 202 SP:Iteration 14Q (7231.450000 sec): 3 clusters Score: Raw -430664.844503 + Penalty 805.240477 = -429859.604026 nChanged 187 SP:Iteration 15Q (7231.640000 sec): 3 clusters Score: Raw -430779.138927 + Penalty 805.240477 = -429973.898450 nChanged 165 SP:Iteration 16Q (7231.870000 sec): 3 clusters Score: Raw -430879.092205 + Penalty 805.240477 = -430073.851728 nChanged 150 SP:Iteration 17Q (7232.050000 sec): 3 clusters Score: Raw -430969.491685 + Penalty 805.240477 = -430164.251208 nChanged 122 SP:Iteration 18Q (7232.270000 sec): 3 clusters Score: Raw -431027.005565 + Penalty 805.240477 = -430221.765088 nChanged 89 SP:Iteration 19Q (7232.440000 sec): 3 clusters Score: Raw -431058.419677 + Penalty 805.240477 = -430253.179200 nChanged 61 SP:Iteration 20F (7232.690000 sec): 3 clusters Score: Raw -431083.939409 + Penalty 805.240477 = -430278.698932 nChanged 51 SP:Iteration 21Q (7232.860000 sec): 3 clusters Score: Raw -431099.854922 + Penalty 805.240477 = -430294.614445 nChanged 46 SP:Iteration 22Q (7233.050000 sec): 3 clusters Score: Raw -431109.363018 + Penalty 805.240477 = -430304.122541 nChanged 32 SP:Iteration 23Q (7233.190000 sec): 3 clusters Score: Raw -431114.612951 + Penalty 805.240477 = -430309.372474 nChanged 25 SP:Iteration 24Q (7233.390000 sec): 3 clusters Score: Raw -431117.196463 + Penalty 805.240477 = -430311.955986 nChanged 15 SP:Iteration 25Q (7233.530000 sec): 3 clusters Score: Raw -431118.371449 + Penalty 805.240477 = -430313.130972 nChanged 10 SP:Iteration 26Q (7233.670000 sec): 3 clusters Score: Raw -431118.920942 + Penalty 805.240477 = -430313.680465 nChanged 6 SP:Iteration 27Q (7233.850000 sec): 3 clusters Score: Raw -431119.164204 + Penalty 805.240477 = -430313.923726 nChanged 4 SP:Iteration 28Q (7234.050000 sec): 3 clusters Score: Raw -431119.443209 + Penalty 805.240477 = -430314.202732 nChanged 4 SP:Iteration 29Q (7234.250000 sec): 3 clusters Score: Raw -431119.573494 + Penalty 805.240477 = -430314.333017 nChanged 0 SP:Iteration 30F (7234.440000 sec): 3 clusters Score: Raw -431119.573494 + Penalty 805.240477 = -430314.333017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 16 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7234.520000 sec): 2 clusters Score: Raw -14558.576102 + Penalty 248.604347 = -14309.971755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7234.690000 sec): 3 clusters Score: Raw -14486.681633 + Penalty 497.208694 = -13989.472939 nChanged 66 SP:Iteration 1F (7234.900000 sec): 3 clusters Score: Raw -14558.830203 + Penalty 497.208694 = -14061.621509 nChanged 22 SP:Iteration 2F (7235.110000 sec): 3 clusters Score: Raw -14585.511300 + Penalty 497.208694 = -14088.302606 nChanged 9 SP:Iteration 3Q (7235.270000 sec): 3 clusters Score: Raw -14596.233744 + Penalty 497.208694 = -14099.025050 nChanged 5 SP:Iteration 4Q (7235.450000 sec): 3 clusters Score: Raw -14602.097198 + Penalty 497.208694 = -14104.888504 nChanged 4 SP:Iteration 5Q (7235.630000 sec): 3 clusters Score: Raw -14604.276870 + Penalty 497.208694 = -14107.068176 nChanged 1 SP:Iteration 6Q (7235.770000 sec): 3 clusters Score: Raw -14605.708859 + Penalty 497.208694 = -14108.500164 nChanged 0 SP:Iteration 7F (7235.950000 sec): 3 clusters Score: Raw -14605.708859 + Penalty 497.208694 = -14108.500164 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 17 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7236.050000 sec): 2 clusters Score: Raw -234706.149583 + Penalty 370.990506 = -234335.159077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7236.220000 sec): 3 clusters Score: Raw -232661.570833 + Penalty 741.981011 = -231919.589822 nChanged 1536 SP:Iteration 1F (7236.370000 sec): 3 clusters Score: Raw -233580.216679 + Penalty 741.981011 = -232838.235668 nChanged 232 SP:Iteration 2F (7236.500000 sec): 3 clusters Score: Raw -233675.306207 + Penalty 741.981011 = -232933.325196 nChanged 180 SP:Iteration 3F (7236.700000 sec): 3 clusters Score: Raw -233748.567442 + Penalty 741.981011 = -233006.586431 nChanged 150 SP:Iteration 4Q (7236.920000 sec): 3 clusters Score: Raw -233809.167092 + Penalty 741.981011 = -233067.186080 nChanged 115 SP:Iteration 5Q (7237.060000 sec): 3 clusters Score: Raw -233868.293572 + Penalty 741.981011 = -233126.312561 nChanged 140 SP:Iteration 6Q (7237.260000 sec): 3 clusters Score: Raw -233941.262157 + Penalty 741.981011 = -233199.281145 nChanged 142 SP:Iteration 7Q (7237.470000 sec): 3 clusters Score: Raw -234028.994973 + Penalty 741.981011 = -233287.013962 nChanged 151 SP:Iteration 8Q (7237.680000 sec): 3 clusters Score: Raw -234134.897494 + Penalty 741.981011 = -233392.916483 nChanged 171 SP:Iteration 9Q (7237.850000 sec): 3 clusters Score: Raw -234282.053190 + Penalty 741.981011 = -233540.072179 nChanged 172 SP:Iteration 10Q (7238.010000 sec): 3 clusters Score: Raw -234395.246738 + Penalty 741.981011 = -233653.265726 nChanged 107 SP:Iteration 11Q (7238.150000 sec): 3 clusters Score: Raw -234447.595042 + Penalty 741.981011 = -233705.614030 nChanged 78 SP:Iteration 12Q (7238.350000 sec): 3 clusters Score: Raw -234477.295784 + Penalty 741.981011 = -233735.314772 nChanged 70 SP:Iteration 13Q (7238.540000 sec): 3 clusters Score: Raw -234501.475547 + Penalty 741.981011 = -233759.494536 nChanged 51 SP:Iteration 14Q (7238.690000 sec): 3 clusters Score: Raw -234515.490621 + Penalty 741.981011 = -233773.509609 nChanged 40 SP:Iteration 15Q (7238.840000 sec): 3 clusters Score: Raw -234525.027357 + Penalty 741.981011 = -233783.046346 nChanged 28 SP:Iteration 16Q (7238.990000 sec): 3 clusters Score: Raw -234532.581638 + Penalty 741.981011 = -233790.600627 nChanged 27 SP:Iteration 17Q (7239.160000 sec): 3 clusters Score: Raw -234537.316670 + Penalty 741.981011 = -233795.335658 nChanged 17 SP:Iteration 18Q (7239.330000 sec): 3 clusters Score: Raw -234540.350488 + Penalty 741.981011 = -233798.369477 nChanged 17 SP:Iteration 19Q (7239.490000 sec): 3 clusters Score: Raw -234543.195430 + Penalty 741.981011 = -233801.214419 nChanged 18 SP:Iteration 20F (7239.720000 sec): 3 clusters Score: Raw -234545.624297 + Penalty 741.981011 = -233803.643286 nChanged 17 SP:Iteration 21Q (7239.880000 sec): 3 clusters Score: Raw -234549.155495 + Penalty 741.981011 = -233807.174484 nChanged 19 SP:Iteration 22Q (7240.060000 sec): 3 clusters Score: Raw -234553.614797 + Penalty 741.981011 = -233811.633786 nChanged 25 SP:Iteration 23Q (7240.220000 sec): 3 clusters Score: Raw -234562.099655 + Penalty 741.981011 = -233820.118644 nChanged 36 SP:Iteration 24Q (7240.430000 sec): 3 clusters Score: Raw -234574.137206 + Penalty 741.981011 = -233832.156195 nChanged 29 SP:Iteration 25Q (7240.610000 sec): 3 clusters Score: Raw -234581.197851 + Penalty 741.981011 = -233839.216840 nChanged 24 SP:Iteration 26Q (7240.810000 sec): 3 clusters Score: Raw -234586.916876 + Penalty 741.981011 = -233844.935865 nChanged 27 SP:Iteration 27Q (7240.980000 sec): 3 clusters Score: Raw -234593.144240 + Penalty 741.981011 = -233851.163229 nChanged 22 SP:Iteration 28Q (7241.210000 sec): 3 clusters Score: Raw -234599.233942 + Penalty 741.981011 = -233857.252931 nChanged 18 SP:Iteration 29Q (7241.470000 sec): 3 clusters Score: Raw -234605.676087 + Penalty 741.981011 = -233863.695076 nChanged 28 SP:Iteration 30Q (7241.660000 sec): 3 clusters Score: Raw -234615.338761 + Penalty 741.981011 = -233873.357749 nChanged 27 SP:Iteration 31Q (7241.790000 sec): 3 clusters Score: Raw -234623.032978 + Penalty 741.981011 = -233881.051967 nChanged 20 SP:Iteration 32Q (7241.930000 sec): 3 clusters Score: Raw -234627.499498 + Penalty 741.981011 = -233885.518486 nChanged 9 SP:Iteration 33Q (7242.140000 sec): 3 clusters Score: Raw -234628.424329 + Penalty 741.981011 = -233886.443317 nChanged 6 SP:Iteration 34Q (7242.300000 sec): 3 clusters Score: Raw -234629.153249 + Penalty 741.981011 = -233887.172238 nChanged 4 SP:Iteration 35Q (7242.530000 sec): 3 clusters Score: Raw -234629.613457 + Penalty 741.981011 = -233887.632445 nChanged 4 SP:Iteration 36Q (7242.700000 sec): 3 clusters Score: Raw -234630.305797 + Penalty 741.981011 = -233888.324786 nChanged 3 SP:Iteration 37Q (7242.960000 sec): 3 clusters Score: Raw -234630.824067 + Penalty 741.981011 = -233888.843055 nChanged 8 SP:Iteration 38Q (7243.130000 sec): 3 clusters Score: Raw -234631.991163 + Penalty 741.981011 = -233890.010152 nChanged 5 SP:Iteration 39Q (7243.300000 sec): 3 clusters Score: Raw -234632.859841 + Penalty 741.981011 = -233890.878830 nChanged 5 SP:Iteration 40F (7243.520000 sec): 3 clusters Score: Raw -234633.137668 + Penalty 741.981011 = -233891.156657 nChanged 1 SP:Iteration 41Q (7243.680000 sec): 3 clusters Score: Raw -234633.196801 + Penalty 741.981011 = -233891.215790 nChanged 1 SP:Iteration 42Q (7243.900000 sec): 3 clusters Score: Raw -234633.289386 + Penalty 741.981011 = -233891.308374 nChanged 1 SP:Iteration 43Q (7244.100000 sec): 3 clusters Score: Raw -234633.597152 + Penalty 741.981011 = -233891.616141 nChanged 0 SP:Iteration 44F (7244.320000 sec): 3 clusters Score: Raw -234633.597152 + Penalty 741.981011 = -233891.616141 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 18 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.400000 sec): 2 clusters Score: Raw -3590.292442 + Penalty 194.588308 = -3395.704133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.600000 sec): 3 clusters Score: Raw -3703.244006 + Penalty 389.176617 = -3314.067389 nChanged 12 SP:Iteration 1F (7244.790000 sec): 3 clusters Score: Raw -3741.410563 + Penalty 389.176617 = -3352.233946 nChanged 1 SP:Iteration 2Q (7244.960000 sec): 3 clusters Score: Raw -3752.257889 + Penalty 389.176617 = -3363.081272 nChanged 3 SP:Iteration 3Q (7245.170000 sec): 3 clusters Score: Raw -3776.036765 + Penalty 389.176617 = -3386.860148 nChanged 0 SP:Iteration 4F (7245.350000 sec): 3 clusters Score: Raw -3776.036765 + Penalty 389.176617 = -3386.860148 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 19 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.430000 sec): 2 clusters Score: Raw -35146.223190 + Penalty 291.287232 = -34854.935958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.610000 sec): 3 clusters Score: Raw -34890.988323 + Penalty 582.574465 = -34308.413858 nChanged 231 SP:Iteration 1F (7245.820000 sec): 3 clusters Score: Raw -35082.028600 + Penalty 582.574465 = -34499.454135 nChanged 69 SP:Iteration 2F (7246.070000 sec): 3 clusters Score: Raw -35157.045132 + Penalty 582.574465 = -34574.470667 nChanged 47 SP:Iteration 3F (7246.210000 sec): 3 clusters Score: Raw -35197.142091 + Penalty 582.574465 = -34614.567626 nChanged 22 SP:Iteration 4Q (7246.430000 sec): 3 clusters Score: Raw -35212.258766 + Penalty 582.574465 = -34629.684301 nChanged 18 SP:Iteration 5Q (7246.630000 sec): 3 clusters Score: Raw -35220.616895 + Penalty 582.574465 = -34638.042430 nChanged 8 SP:Iteration 6Q (7246.780000 sec): 3 clusters Score: Raw -35225.329739 + Penalty 582.574465 = -34642.755274 nChanged 9 SP:Iteration 7Q (7246.970000 sec): 3 clusters Score: Raw -35231.501473 + Penalty 582.574465 = -34648.927008 nChanged 6 SP:Iteration 8Q (7247.190000 sec): 3 clusters Score: Raw -35234.428433 + Penalty 582.574465 = -34651.853968 nChanged 2 SP:Iteration 9Q (7247.430000 sec): 3 clusters Score: Raw -35235.000524 + Penalty 582.574465 = -34652.426059 nChanged 1 SP:Iteration 10Q (7247.610000 sec): 3 clusters Score: Raw -35235.209733 + Penalty 582.574465 = -34652.635268 nChanged 0 SP:Iteration 11F (7247.820000 sec): 3 clusters Score: Raw -35235.209733 + Penalty 582.574465 = -34652.635268 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 20 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7247.910000 sec): 2 clusters Score: Raw -144061.601409 + Penalty 351.442212 = -143710.159197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7248.100000 sec): 3 clusters Score: Raw -142829.045500 + Penalty 702.884424 = -142126.161076 nChanged 967 SP:Iteration 1F (7248.300000 sec): 3 clusters Score: Raw -143338.548342 + Penalty 702.884424 = -142635.663918 nChanged 132 SP:Iteration 2F (7248.460000 sec): 3 clusters Score: Raw -143386.951202 + Penalty 702.884424 = -142684.066778 nChanged 84 SP:Iteration 3Q (7248.650000 sec): 3 clusters Score: Raw -143420.032008 + Penalty 702.884424 = -142717.147584 nChanged 89 SP:Iteration 4Q (7248.820000 sec): 3 clusters Score: Raw -143458.613464 + Penalty 702.884424 = -142755.729041 nChanged 76 SP:Iteration 5Q (7249.060000 sec): 3 clusters Score: Raw -143489.196826 + Penalty 702.884424 = -142786.312403 nChanged 82 SP:Iteration 6Q (7249.230000 sec): 3 clusters Score: Raw -143527.999266 + Penalty 702.884424 = -142825.114842 nChanged 115 SP:Iteration 7F (7249.390000 sec): 3 clusters Score: Raw -143593.302951 + Penalty 702.884424 = -142890.418527 nChanged 114 SP:Iteration 8F (7249.540000 sec): 3 clusters Score: Raw -143674.742061 + Penalty 702.884424 = -142971.857637 nChanged 115 SP:Iteration 9F (7249.710000 sec): 3 clusters Score: Raw -143781.886213 + Penalty 702.884424 = -143079.001789 nChanged 110 SP:Iteration 10Q (7249.900000 sec): 3 clusters Score: Raw -143881.575699 + Penalty 702.884424 = -143178.691275 nChanged 92 SP:Iteration 11Q (7250.090000 sec): 3 clusters Score: Raw -143962.618619 + Penalty 702.884424 = -143259.734195 nChanged 70 SP:Iteration 12Q (7250.260000 sec): 3 clusters Score: Raw -144034.575413 + Penalty 702.884424 = -143331.690990 nChanged 34 SP:Iteration 13Q (7250.500000 sec): 3 clusters Score: Raw -144073.599373 + Penalty 702.884424 = -143370.714950 nChanged 14 SP:Iteration 14Q (7250.620000 sec): 3 clusters Score: Raw -144090.612664 + Penalty 702.884424 = -143387.728240 nChanged 6 SP:Iteration 15Q (7250.860000 sec): 3 clusters Score: Raw -144098.844634 + Penalty 702.884424 = -143395.960210 nChanged 4 SP:Iteration 16Q (7251.030000 sec): 3 clusters Score: Raw -144105.685036 + Penalty 702.884424 = -143402.800612 nChanged 2 SP:Iteration 17Q (7251.220000 sec): 3 clusters Score: Raw -144109.820386 + Penalty 702.884424 = -143406.935962 nChanged 2 SP:Iteration 18Q (7251.450000 sec): 3 clusters Score: Raw -144114.858355 + Penalty 702.884424 = -143411.973931 nChanged 0 SP:Iteration 19F (7251.640000 sec): 3 clusters Score: Raw -144114.858355 + Penalty 702.884424 = -143411.973931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7251.780000 sec): 2 clusters Score: Raw -7780.367311 + Penalty 220.050827 = -7560.316485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7252.030000 sec): 3 clusters Score: Raw -7779.914387 + Penalty 440.101654 = -7339.812733 nChanged 25 SP:Iteration 1F (7252.230000 sec): 3 clusters Score: Raw -7819.137407 + Penalty 440.101654 = -7379.035753 nChanged 3 SP:Iteration 2Q (7252.400000 sec): 3 clusters Score: Raw -7823.571280 + Penalty 440.101654 = -7383.469627 nChanged 2 SP:Iteration 3Q (7252.620000 sec): 3 clusters Score: Raw -7824.878759 + Penalty 440.101654 = -7384.777106 nChanged 0 SP:Iteration 4F (7252.740000 sec): 3 clusters Score: Raw -7824.878759 + Penalty 440.101654 = -7384.777106 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7252.860000 sec): 2 clusters Score: Raw -8575.707617 + Penalty 225.490131 = -8350.217486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7253.070000 sec): 3 clusters Score: Raw -8565.060428 + Penalty 450.980262 = -8114.080165 nChanged 38 SP:Iteration 1F (7253.290000 sec): 3 clusters Score: Raw -8619.491154 + Penalty 450.980262 = -8168.510892 nChanged 7 SP:Iteration 2Q (7253.460000 sec): 3 clusters Score: Raw -8630.952174 + Penalty 450.980262 = -8179.971912 nChanged 2 SP:Iteration 3Q (7253.640000 sec): 3 clusters Score: Raw -8633.680753 + Penalty 450.980262 = -8182.700491 nChanged 1 SP:Iteration 4Q (7253.850000 sec): 3 clusters Score: Raw -8635.052747 + Penalty 450.980262 = -8184.072485 nChanged 0 SP:Iteration 5F (7254.020000 sec): 3 clusters Score: Raw -8635.052747 + Penalty 450.980262 = -8184.072485 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 23 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7254.100000 sec): 2 clusters Score: Raw -5572.004845 + Penalty 207.201399 = -5364.803446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7254.310000 sec): 3 clusters Score: Raw -5566.885828 + Penalty 414.402797 = -5152.483030 nChanged 18 SP:Iteration 1F (7254.470000 sec): 3 clusters Score: Raw -5598.383326 + Penalty 414.402797 = -5183.980529 nChanged 4 SP:Iteration 2Q (7254.620000 sec): 3 clusters Score: Raw -5609.988911 + Penalty 414.402797 = -5195.586114 nChanged 3 SP:Iteration 3Q (7254.880000 sec): 3 clusters Score: Raw -5614.761034 + Penalty 414.402797 = -5200.358237 nChanged 1 SP:Iteration 4Q (7255.050000 sec): 3 clusters Score: Raw -5617.426752 + Penalty 414.402797 = -5203.023955 nChanged 1 SP:Iteration 5Q (7255.240000 sec): 3 clusters Score: Raw -5620.065826 + Penalty 414.402797 = -5205.663028 nChanged 0 SP:Iteration 6F (7255.510000 sec): 3 clusters Score: Raw -5620.065826 + Penalty 414.402797 = -5205.663028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 24 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7255.590000 sec): 2 clusters Score: Raw -28923.206057 + Penalty 276.323526 = -28646.882531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7255.780000 sec): 3 clusters Score: Raw -28737.092058 + Penalty 552.647053 = -28184.445005 nChanged 153 SP:Iteration 1F (7255.980000 sec): 3 clusters Score: Raw -28857.955890 + Penalty 552.647053 = -28305.308838 nChanged 38 SP:Iteration 2F (7256.190000 sec): 3 clusters Score: Raw -28894.296958 + Penalty 552.647053 = -28341.649905 nChanged 14 SP:Iteration 3Q (7256.360000 sec): 3 clusters Score: Raw -28901.924762 + Penalty 552.647053 = -28349.277709 nChanged 14 SP:Iteration 4Q (7256.540000 sec): 3 clusters Score: Raw -28916.554098 + Penalty 552.647053 = -28363.907045 nChanged 13 SP:Iteration 5Q (7256.730000 sec): 3 clusters Score: Raw -28928.081854 + Penalty 552.647053 = -28375.434802 nChanged 16 SP:Iteration 6Q (7256.900000 sec): 3 clusters Score: Raw -28941.905911 + Penalty 552.647053 = -28389.258859 nChanged 11 SP:Iteration 7Q (7257.080000 sec): 3 clusters Score: Raw -28951.492096 + Penalty 552.647053 = -28398.845044 nChanged 15 SP:Iteration 8Q (7257.270000 sec): 3 clusters Score: Raw -28967.915143 + Penalty 552.647053 = -28415.268090 nChanged 15 SP:Iteration 9Q (7257.520000 sec): 3 clusters Score: Raw -28983.920699 + Penalty 552.647053 = -28431.273646 nChanged 11 SP:Iteration 10Q (7257.660000 sec): 3 clusters Score: Raw -28992.140026 + Penalty 552.647053 = -28439.492973 nChanged 8 SP:Iteration 11Q (7257.860000 sec): 3 clusters Score: Raw -28996.033389 + Penalty 552.647053 = -28443.386336 nChanged 7 SP:Iteration 12Q (7258.040000 sec): 3 clusters Score: Raw -29001.101875 + Penalty 552.647053 = -28448.454822 nChanged 5 SP:Iteration 13Q (7258.160000 sec): 3 clusters Score: Raw -29003.718770 + Penalty 552.647053 = -28451.071718 nChanged 6 SP:Iteration 14Q (7258.350000 sec): 3 clusters Score: Raw -29007.074038 + Penalty 552.647053 = -28454.426985 nChanged 3 SP:Iteration 15Q (7258.560000 sec): 3 clusters Score: Raw -29008.988607 + Penalty 552.647053 = -28456.341554 nChanged 3 SP:Iteration 16Q (7258.700000 sec): 3 clusters Score: Raw -29010.085741 + Penalty 552.647053 = -28457.438688 nChanged 1 SP:Iteration 17Q (7258.920000 sec): 3 clusters Score: Raw -29010.438353 + Penalty 552.647053 = -28457.791300 nChanged 1 SP:Iteration 18Q (7259.080000 sec): 3 clusters Score: Raw -29010.602214 + Penalty 552.647053 = -28457.955161 nChanged 0 SP:Iteration 19F (7259.310000 sec): 3 clusters Score: Raw -29010.602214 + Penalty 552.647053 = -28457.955161 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7259.430000 sec): 2 clusters Score: Raw -6602.261743 + Penalty 216.288354 = -6385.973389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7259.640000 sec): 3 clusters Score: Raw -6592.224477 + Penalty 432.576707 = -6159.647770 nChanged 29 SP:Iteration 1F (7259.840000 sec): 3 clusters Score: Raw -6643.670621 + Penalty 432.576707 = -6211.093913 nChanged 4 SP:Iteration 2Q (7260.080000 sec): 3 clusters Score: Raw -6650.307940 + Penalty 432.576707 = -6217.731233 nChanged 2 SP:Iteration 3Q (7260.280000 sec): 3 clusters Score: Raw -6654.893778 + Penalty 432.576707 = -6222.317071 nChanged 1 SP:Iteration 4Q (7260.460000 sec): 3 clusters Score: Raw -6657.753952 + Penalty 432.576707 = -6225.177245 nChanged 1 SP:Iteration 5Q (7260.620000 sec): 3 clusters Score: Raw -6658.270298 + Penalty 432.576707 = -6225.693591 nChanged 0 SP:Iteration 6F (7260.790000 sec): 3 clusters Score: Raw -6658.270298 + Penalty 432.576707 = -6225.693591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 26 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7260.880000 sec): 2 clusters Score: Raw -20717.575180 + Penalty 262.316195 = -20455.258984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7261.030000 sec): 3 clusters Score: Raw -20629.939534 + Penalty 524.632390 = -20105.307143 nChanged 98 SP:Iteration 1F (7261.220000 sec): 3 clusters Score: Raw -20719.316999 + Penalty 524.632390 = -20194.684609 nChanged 22 SP:Iteration 2F (7261.400000 sec): 3 clusters Score: Raw -20731.643734 + Penalty 524.632390 = -20207.011343 nChanged 5 SP:Iteration 3Q (7261.590000 sec): 3 clusters Score: Raw -20735.292182 + Penalty 524.632390 = -20210.659792 nChanged 8 SP:Iteration 4Q (7261.730000 sec): 3 clusters Score: Raw -20740.895037 + Penalty 524.632390 = -20216.262647 nChanged 8 SP:Iteration 5Q (7261.910000 sec): 3 clusters Score: Raw -20748.121028 + Penalty 524.632390 = -20223.488637 nChanged 7 SP:Iteration 6Q (7262.090000 sec): 3 clusters Score: Raw -20752.520465 + Penalty 524.632390 = -20227.888075 nChanged 5 SP:Iteration 7Q (7262.320000 sec): 3 clusters Score: Raw -20760.282139 + Penalty 524.632390 = -20235.649749 nChanged 6 SP:Iteration 8Q (7262.500000 sec): 3 clusters Score: Raw -20767.109154 + Penalty 524.632390 = -20242.476764 nChanged 5 SP:Iteration 9Q (7262.700000 sec): 3 clusters Score: Raw -20772.890162 + Penalty 524.632390 = -20248.257771 nChanged 4 SP:Iteration 10Q (7262.860000 sec): 3 clusters Score: Raw -20775.949606 + Penalty 524.632390 = -20251.317216 nChanged 1 SP:Iteration 11Q (7263.020000 sec): 3 clusters Score: Raw -20778.449762 + Penalty 524.632390 = -20253.817372 nChanged 1 SP:Iteration 12Q (7263.210000 sec): 3 clusters Score: Raw -20779.183771 + Penalty 524.632390 = -20254.551381 nChanged 1 SP:Iteration 13Q (7263.410000 sec): 3 clusters Score: Raw -20779.353647 + Penalty 524.632390 = -20254.721256 nChanged 0 SP:Iteration 14F (7263.560000 sec): 3 clusters Score: Raw -20779.353647 + Penalty 524.632390 = -20254.721256 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 27 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7263.660000 sec): 2 clusters Score: Raw -38326.998616 + Penalty 296.148996 = -38030.849620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7263.820000 sec): 3 clusters Score: Raw -38047.884884 + Penalty 592.297991 = -37455.586893 nChanged 252 SP:Iteration 1F (7263.980000 sec): 3 clusters Score: Raw -38223.501981 + Penalty 592.297991 = -37631.203989 nChanged 37 SP:Iteration 2F (7264.150000 sec): 3 clusters Score: Raw -38245.715049 + Penalty 592.297991 = -37653.417058 nChanged 31 SP:Iteration 3Q (7264.320000 sec): 3 clusters Score: Raw -38267.229715 + Penalty 592.297991 = -37674.931723 nChanged 24 SP:Iteration 4Q (7264.420000 sec): 3 clusters Score: Raw -38281.701182 + Penalty 592.297991 = -37689.403190 nChanged 14 SP:Iteration 5Q (7264.580000 sec): 3 clusters Score: Raw -38287.698778 + Penalty 592.297991 = -37695.400787 nChanged 5 SP:Iteration 6Q (7264.740000 sec): 3 clusters Score: Raw -38289.726401 + Penalty 592.297991 = -37697.428410 nChanged 5 SP:Iteration 7Q (7264.850000 sec): 3 clusters Score: Raw -38293.070349 + Penalty 592.297991 = -37700.772357 nChanged 5 SP:Iteration 8Q (7265.000000 sec): 3 clusters Score: Raw -38294.902622 + Penalty 592.297991 = -37702.604631 nChanged 4 SP:Iteration 9Q (7265.160000 sec): 3 clusters Score: Raw -38296.756286 + Penalty 592.297991 = -37704.458294 nChanged 2 SP:Iteration 10Q (7265.270000 sec): 3 clusters Score: Raw -38297.399377 + Penalty 592.297991 = -37705.101386 nChanged 2 SP:Iteration 11Q (7265.430000 sec): 3 clusters Score: Raw -38297.826699 + Penalty 592.297991 = -37705.528708 nChanged 0 SP:Iteration 12F (7265.580000 sec): 3 clusters Score: Raw -38297.826699 + Penalty 592.297991 = -37705.528708 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 28 (7327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7265.710000 sec): 2 clusters Score: Raw -424921.073435 + Penalty 404.919125 = -424516.154310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7265.970000 sec): 3 clusters Score: Raw -420371.028131 + Penalty 809.838251 = -419561.189881 nChanged 3395 SP:Iteration 1F (7266.150000 sec): 3 clusters Score: Raw -422400.207977 + Penalty 809.838251 = -421590.369727 nChanged 487 SP:Iteration 2F (7266.330000 sec): 3 clusters Score: Raw -422683.426267 + Penalty 809.838251 = -421873.588017 nChanged 558 SP:Iteration 3F (7266.490000 sec): 3 clusters Score: Raw -423111.134902 + Penalty 809.838251 = -422301.296652 nChanged 637 SP:Iteration 4F (7266.690000 sec): 3 clusters Score: Raw -423754.338063 + Penalty 809.838251 = -422944.499812 nChanged 645 SP:Iteration 5F (7266.910000 sec): 3 clusters Score: Raw -424506.633353 + Penalty 809.838251 = -423696.795102 nChanged 437 SP:Iteration 6F (7267.100000 sec): 3 clusters Score: Raw -424972.835608 + Penalty 809.838251 = -424162.997357 nChanged 206 SP:Iteration 7Q (7267.370000 sec): 3 clusters Score: Raw -425149.227990 + Penalty 809.838251 = -424339.389739 nChanged 108 SP:Iteration 8Q (7267.590000 sec): 3 clusters Score: Raw -425216.623433 + Penalty 809.838251 = -424406.785183 nChanged 59 SP:Iteration 9Q (7267.760000 sec): 3 clusters Score: Raw -425240.530154 + Penalty 809.838251 = -424430.691903 nChanged 35 SP:Iteration 10Q (7267.920000 sec): 3 clusters Score: Raw -425251.828155 + Penalty 809.838251 = -424441.989905 nChanged 21 SP:Iteration 11Q (7268.080000 sec): 3 clusters Score: Raw -425256.714202 + Penalty 809.838251 = -424446.875952 nChanged 13 SP:Iteration 12Q (7268.280000 sec): 3 clusters Score: Raw -425259.812869 + Penalty 809.838251 = -424449.974619 nChanged 7 SP:Iteration 13Q (7268.490000 sec): 3 clusters Score: Raw -425261.521099 + Penalty 809.838251 = -424451.682849 nChanged 1 SP:Iteration 14Q (7268.690000 sec): 3 clusters Score: Raw -425261.696671 + Penalty 809.838251 = -424451.858421 nChanged 2 SP:Iteration 15Q (7268.890000 sec): 3 clusters Score: Raw -425261.841148 + Penalty 809.838251 = -424452.002898 nChanged 2 SP:Iteration 16Q (7269.070000 sec): 3 clusters Score: Raw -425262.456580 + Penalty 809.838251 = -424452.618329 nChanged 1 SP:Iteration 17Q (7269.310000 sec): 3 clusters Score: Raw -425262.727414 + Penalty 809.838251 = -424452.889163 nChanged 1 SP:Iteration 18Q (7269.450000 sec): 3 clusters Score: Raw -425262.908752 + Penalty 809.838251 = -424453.070502 nChanged 0 SP:Iteration 19F (7269.640000 sec): 3 clusters Score: Raw -425262.908752 + Penalty 809.838251 = -424453.070502 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 29 (1856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7269.720000 sec): 2 clusters Score: Raw -115692.145796 + Penalty 342.441141 = -115349.704656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7269.910000 sec): 3 clusters Score: Raw -114683.475575 + Penalty 684.882281 = -113998.593294 nChanged 789 SP:Iteration 1F (7270.050000 sec): 3 clusters Score: Raw -115097.801951 + Penalty 684.882281 = -114412.919670 nChanged 130 SP:Iteration 2F (7270.280000 sec): 3 clusters Score: Raw -115157.229907 + Penalty 684.882281 = -114472.347625 nChanged 101 SP:Iteration 3F (7270.450000 sec): 3 clusters Score: Raw -115208.846734 + Penalty 684.882281 = -114523.964453 nChanged 91 SP:Iteration 4Q (7270.640000 sec): 3 clusters Score: Raw -115246.281253 + Penalty 684.882281 = -114561.398972 nChanged 64 SP:Iteration 5Q (7270.810000 sec): 3 clusters Score: Raw -115271.813884 + Penalty 684.882281 = -114586.931603 nChanged 53 SP:Iteration 6Q (7271.030000 sec): 3 clusters Score: Raw -115302.164480 + Penalty 684.882281 = -114617.282199 nChanged 75 SP:Iteration 7Q (7271.190000 sec): 3 clusters Score: Raw -115347.937568 + Penalty 684.882281 = -114663.055287 nChanged 84 SP:Iteration 8Q (7271.390000 sec): 3 clusters Score: Raw -115412.110176 + Penalty 684.882281 = -114727.227895 nChanged 96 SP:Iteration 9F (7271.580000 sec): 3 clusters Score: Raw -115500.404661 + Penalty 684.882281 = -114815.522379 nChanged 93 SP:Iteration 10F (7271.760000 sec): 3 clusters Score: Raw -115587.072414 + Penalty 684.882281 = -114902.190133 nChanged 99 SP:Iteration 11F (7271.950000 sec): 3 clusters Score: Raw -115678.596731 + Penalty 684.882281 = -114993.714449 nChanged 79 SP:Iteration 12Q (7272.130000 sec): 3 clusters Score: Raw -115743.995397 + Penalty 684.882281 = -115059.113116 nChanged 58 SP:Iteration 13Q (7272.350000 sec): 3 clusters Score: Raw -115796.604723 + Penalty 684.882281 = -115111.722442 nChanged 34 SP:Iteration 14Q (7272.520000 sec): 3 clusters Score: Raw -115829.169846 + Penalty 684.882281 = -115144.287565 nChanged 24 SP:Iteration 15Q (7272.740000 sec): 3 clusters Score: Raw -115844.968998 + Penalty 684.882281 = -115160.086717 nChanged 18 SP:Iteration 16Q (7272.980000 sec): 3 clusters Score: Raw -115855.198871 + Penalty 684.882281 = -115170.316590 nChanged 14 SP:Iteration 17Q (7273.100000 sec): 3 clusters Score: Raw -115859.851595 + Penalty 684.882281 = -115174.969314 nChanged 10 SP:Iteration 18Q (7273.400000 sec): 3 clusters Score: Raw -115863.003902 + Penalty 684.882281 = -115178.121621 nChanged 6 SP:Iteration 19Q (7273.640000 sec): 3 clusters Score: Raw -115865.259051 + Penalty 684.882281 = -115180.376770 nChanged 6 SP:Iteration 20F (7273.830000 sec): 3 clusters Score: Raw -115868.956355 + Penalty 684.882281 = -115184.074074 nChanged 7 SP:Iteration 21Q (7274.000000 sec): 3 clusters Score: Raw -115871.776325 + Penalty 684.882281 = -115186.894044 nChanged 8 SP:Iteration 22Q (7274.200000 sec): 3 clusters Score: Raw -115875.309613 + Penalty 684.882281 = -115190.427332 nChanged 7 SP:Iteration 23Q (7274.400000 sec): 3 clusters Score: Raw -115878.502188 + Penalty 684.882281 = -115193.619907 nChanged 4 SP:Iteration 24Q (7274.610000 sec): 3 clusters Score: Raw -115879.834708 + Penalty 684.882281 = -115194.952427 nChanged 5 SP:Iteration 25Q (7274.760000 sec): 3 clusters Score: Raw -115881.339476 + Penalty 684.882281 = -115196.457195 nChanged 7 SP:Iteration 26Q (7274.960000 sec): 3 clusters Score: Raw -115884.598596 + Penalty 684.882281 = -115199.716315 nChanged 8 SP:Iteration 27Q (7275.210000 sec): 3 clusters Score: Raw -115887.390071 + Penalty 684.882281 = -115202.507789 nChanged 5 SP:Iteration 28Q (7275.400000 sec): 3 clusters Score: Raw -115888.414380 + Penalty 684.882281 = -115203.532099 nChanged 2 SP:Iteration 29Q (7275.610000 sec): 3 clusters Score: Raw -115889.231271 + Penalty 684.882281 = -115204.348990 nChanged 3 SP:Iteration 30Q (7275.790000 sec): 3 clusters Score: Raw -115890.184982 + Penalty 684.882281 = -115205.302700 nChanged 2 SP:Iteration 31Q (7275.990000 sec): 3 clusters Score: Raw -115890.583911 + Penalty 684.882281 = -115205.701630 nChanged 1 SP:Iteration 32Q (7276.150000 sec): 3 clusters Score: Raw -115891.236413 + Penalty 684.882281 = -115206.354132 nChanged 2 SP:Iteration 33Q (7276.310000 sec): 3 clusters Score: Raw -115891.916834 + Penalty 684.882281 = -115207.034552 nChanged 3 SP:Iteration 34Q (7276.530000 sec): 3 clusters Score: Raw -115893.292473 + Penalty 684.882281 = -115208.410192 nChanged 3 SP:Iteration 35Q (7276.730000 sec): 3 clusters Score: Raw -115893.847171 + Penalty 684.882281 = -115208.964890 nChanged 1 SP:Iteration 36Q (7276.910000 sec): 3 clusters Score: Raw -115894.269653 + Penalty 684.882281 = -115209.387372 nChanged 0 SP:Iteration 37F (7277.120000 sec): 3 clusters Score: Raw -115894.269653 + Penalty 684.882281 = -115209.387372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 30 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7277.170000 sec): 2 clusters Score: Raw -7365.634606 + Penalty 216.678914 = -7148.955692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7277.390000 sec): 3 clusters Score: Raw -7340.614469 + Penalty 433.357828 = -6907.256641 nChanged 28 SP:Iteration 1F (7277.600000 sec): 3 clusters Score: Raw -7385.377246 + Penalty 433.357828 = -6952.019418 nChanged 3 SP:Iteration 2Q (7277.780000 sec): 3 clusters Score: Raw -7395.383146 + Penalty 433.357828 = -6962.025318 nChanged 1 SP:Iteration 3Q (7278.030000 sec): 3 clusters Score: Raw -7396.001979 + Penalty 433.357828 = -6962.644151 nChanged 1 SP:Iteration 4Q (7278.190000 sec): 3 clusters Score: Raw -7396.616769 + Penalty 433.357828 = -6963.258941 nChanged 0 SP:Iteration 5F (7278.430000 sec): 3 clusters Score: Raw -7396.616769 + Penalty 433.357828 = -6963.258941 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 31 (4887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7278.500000 sec): 2 clusters Score: Raw -312617.729791 + Penalty 386.492192 = -312231.237599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7278.680000 sec): 3 clusters Score: Raw -309683.491636 + Penalty 772.984385 = -308910.507251 nChanged 2215 SP:Iteration 1F (7278.880000 sec): 3 clusters Score: Raw -310867.880594 + Penalty 772.984385 = -310094.896209 nChanged 283 SP:Iteration 2F (7279.040000 sec): 3 clusters Score: Raw -310979.723693 + Penalty 772.984385 = -310206.739309 nChanged 259 SP:Iteration 3F (7279.250000 sec): 3 clusters Score: Raw -311089.296646 + Penalty 772.984385 = -310316.312262 nChanged 272 SP:Iteration 4F (7279.480000 sec): 3 clusters Score: Raw -311248.012103 + Penalty 772.984385 = -310475.027718 nChanged 290 SP:Iteration 5F (7279.660000 sec): 3 clusters Score: Raw -311436.090096 + Penalty 772.984385 = -310663.105711 nChanged 295 SP:Iteration 6F (7279.830000 sec): 3 clusters Score: Raw -311665.015186 + Penalty 772.984385 = -310892.030801 nChanged 311 SP:Iteration 7F (7280.020000 sec): 3 clusters Score: Raw -311926.971790 + Penalty 772.984385 = -311153.987406 nChanged 277 SP:Iteration 8F (7280.200000 sec): 3 clusters Score: Raw -312184.095732 + Penalty 772.984385 = -311411.111347 nChanged 183 SP:Iteration 9Q (7280.440000 sec): 3 clusters Score: Raw -312376.849312 + Penalty 772.984385 = -311603.864928 nChanged 124 SP:Iteration 10Q (7280.610000 sec): 3 clusters Score: Raw -312513.005458 + Penalty 772.984385 = -311740.021074 nChanged 61 SP:Iteration 11Q (7280.800000 sec): 3 clusters Score: Raw -312570.190017 + Penalty 772.984385 = -311797.205632 nChanged 32 SP:Iteration 12Q (7280.970000 sec): 3 clusters Score: Raw -312601.746816 + Penalty 772.984385 = -311828.762431 nChanged 22 SP:Iteration 13Q (7281.200000 sec): 3 clusters Score: Raw -312621.192375 + Penalty 772.984385 = -311848.207990 nChanged 14 SP:Iteration 14Q (7281.400000 sec): 3 clusters Score: Raw -312637.291722 + Penalty 772.984385 = -311864.307337 nChanged 10 SP:Iteration 15Q (7281.570000 sec): 3 clusters Score: Raw -312648.550219 + Penalty 772.984385 = -311875.565834 nChanged 2 SP:Iteration 16Q (7281.760000 sec): 3 clusters Score: Raw -312650.856363 + Penalty 772.984385 = -311877.871979 nChanged 2 SP:Iteration 17Q (7281.940000 sec): 3 clusters Score: Raw -312653.223328 + Penalty 772.984385 = -311880.238943 nChanged 3 SP:Iteration 18Q (7282.150000 sec): 3 clusters Score: Raw -312654.889392 + Penalty 772.984385 = -311881.905007 nChanged 1 SP:Iteration 19Q (7282.370000 sec): 3 clusters Score: Raw -312655.455040 + Penalty 772.984385 = -311882.470656 nChanged 0 SP:Iteration 20F (7282.530000 sec): 3 clusters Score: Raw -312655.455040 + Penalty 772.984385 = -311882.470656 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 32 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7282.610000 sec): 2 clusters Score: Raw -36914.973759 + Penalty 293.424467 = -36621.549291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7282.800000 sec): 3 clusters Score: Raw -36638.937802 + Penalty 586.848935 = -36052.088867 nChanged 224 SP:Iteration 1F (7282.950000 sec): 3 clusters Score: Raw -36839.372065 + Penalty 586.848935 = -36252.523131 nChanged 63 SP:Iteration 2F (7283.140000 sec): 3 clusters Score: Raw -36924.336831 + Penalty 586.848935 = -36337.487896 nChanged 42 SP:Iteration 3F (7283.330000 sec): 3 clusters Score: Raw -36968.334836 + Penalty 586.848935 = -36381.485901 nChanged 31 SP:Iteration 4Q (7283.530000 sec): 3 clusters Score: Raw -36998.587399 + Penalty 586.848935 = -36411.738464 nChanged 9 SP:Iteration 5Q (7283.740000 sec): 3 clusters Score: Raw -37004.040871 + Penalty 586.848935 = -36417.191937 nChanged 7 SP:Iteration 6Q (7283.890000 sec): 3 clusters Score: Raw -37007.897579 + Penalty 586.848935 = -36421.048644 nChanged 2 SP:Iteration 7Q (7284.100000 sec): 3 clusters Score: Raw -37008.858259 + Penalty 586.848935 = -36422.009324 nChanged 2 SP:Iteration 8Q (7284.270000 sec): 3 clusters Score: Raw -37009.433637 + Penalty 586.848935 = -36422.584702 nChanged 1 SP:Iteration 9Q (7284.440000 sec): 3 clusters Score: Raw -37009.763108 + Penalty 586.848935 = -36422.914173 nChanged 0 SP:Iteration 10F (7284.670000 sec): 3 clusters Score: Raw -37009.763108 + Penalty 586.848935 = -36422.914173 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 33 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7284.750000 sec): 2 clusters Score: Raw -13494.346030 + Penalty 246.026316 = -13248.319715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7284.970000 sec): 3 clusters Score: Raw -13466.748118 + Penalty 492.052631 = -12974.695487 nChanged 63 SP:Iteration 1F (7285.160000 sec): 3 clusters Score: Raw -13572.238433 + Penalty 492.052631 = -13080.185802 nChanged 21 SP:Iteration 2F (7285.330000 sec): 3 clusters Score: Raw -13602.591521 + Penalty 492.052631 = -13110.538890 nChanged 12 SP:Iteration 3F (7285.530000 sec): 3 clusters Score: Raw -13621.696156 + Penalty 492.052631 = -13129.643525 nChanged 6 SP:Iteration 4Q (7285.680000 sec): 3 clusters Score: Raw -13634.682139 + Penalty 492.052631 = -13142.629508 nChanged 5 SP:Iteration 5Q (7285.910000 sec): 3 clusters Score: Raw -13642.862875 + Penalty 492.052631 = -13150.810244 nChanged 3 SP:Iteration 6Q (7286.100000 sec): 3 clusters Score: Raw -13652.605556 + Penalty 492.052631 = -13160.552925 nChanged 5 SP:Iteration 7Q (7286.290000 sec): 3 clusters Score: Raw -13660.981769 + Penalty 492.052631 = -13168.929137 nChanged 2 SP:Iteration 8Q (7286.520000 sec): 3 clusters Score: Raw -13663.015744 + Penalty 492.052631 = -13170.963113 nChanged 0 SP:Iteration 9F (7286.690000 sec): 3 clusters Score: Raw -13663.015744 + Penalty 492.052631 = -13170.963113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 34 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7286.800000 sec): 2 clusters Score: Raw -6106.729774 + Penalty 208.616020 = -5898.113754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7287.020000 sec): 3 clusters Score: Raw -6142.638310 + Penalty 417.232041 = -5725.406269 nChanged 25 SP:Iteration 1F (7287.220000 sec): 3 clusters Score: Raw -6193.023775 + Penalty 417.232041 = -5775.791735 nChanged 5 SP:Iteration 2F (7287.400000 sec): 3 clusters Score: Raw -6211.630901 + Penalty 417.232041 = -5794.398860 nChanged 3 SP:Iteration 3Q (7287.600000 sec): 3 clusters Score: Raw -6224.986894 + Penalty 417.232041 = -5807.754853 nChanged 0 SP:Iteration 4F (7287.800000 sec): 3 clusters Score: Raw -6224.986894 + Penalty 417.232041 = -5807.754853 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 35 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7287.910000 sec): 2 clusters Score: Raw -43404.648989 + Penalty 298.074155 = -43106.574834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7288.100000 sec): 3 clusters Score: Raw -43095.773820 + Penalty 596.148310 = -42499.625509 nChanged 248 SP:Iteration 1F (7288.280000 sec): 3 clusters Score: Raw -43247.987503 + Penalty 596.148310 = -42651.839192 nChanged 56 SP:Iteration 2F (7288.540000 sec): 3 clusters Score: Raw -43282.700404 + Penalty 596.148310 = -42686.552094 nChanged 35 SP:Iteration 3Q (7288.670000 sec): 3 clusters Score: Raw -43311.170832 + Penalty 596.148310 = -42715.022521 nChanged 31 SP:Iteration 4Q (7288.870000 sec): 3 clusters Score: Raw -43338.043440 + Penalty 596.148310 = -42741.895129 nChanged 23 SP:Iteration 5Q (7289.080000 sec): 3 clusters Score: Raw -43357.687303 + Penalty 596.148310 = -42761.538993 nChanged 24 SP:Iteration 6Q (7289.300000 sec): 3 clusters Score: Raw -43375.757275 + Penalty 596.148310 = -42779.608965 nChanged 24 SP:Iteration 7Q (7289.480000 sec): 3 clusters Score: Raw -43393.439391 + Penalty 596.148310 = -42797.291080 nChanged 21 SP:Iteration 8Q (7289.650000 sec): 3 clusters Score: Raw -43408.375824 + Penalty 596.148310 = -42812.227514 nChanged 17 SP:Iteration 9Q (7289.880000 sec): 3 clusters Score: Raw -43417.160793 + Penalty 596.148310 = -42821.012483 nChanged 14 SP:Iteration 10Q (7290.050000 sec): 3 clusters Score: Raw -43422.230468 + Penalty 596.148310 = -42826.082157 nChanged 6 SP:Iteration 11Q (7290.210000 sec): 3 clusters Score: Raw -43425.459497 + Penalty 596.148310 = -42829.311187 nChanged 9 SP:Iteration 12Q (7290.410000 sec): 3 clusters Score: Raw -43431.128137 + Penalty 596.148310 = -42834.979826 nChanged 7 SP:Iteration 13Q (7290.620000 sec): 3 clusters Score: Raw -43434.149127 + Penalty 596.148310 = -42838.000817 nChanged 3 SP:Iteration 14Q (7290.830000 sec): 3 clusters Score: Raw -43436.404622 + Penalty 596.148310 = -42840.256312 nChanged 4 SP:Iteration 15Q (7290.970000 sec): 3 clusters Score: Raw -43438.495520 + Penalty 596.148310 = -42842.347210 nChanged 5 SP:Iteration 16Q (7291.170000 sec): 3 clusters Score: Raw -43441.067112 + Penalty 596.148310 = -42844.918802 nChanged 4 SP:Iteration 17Q (7291.400000 sec): 3 clusters Score: Raw -43442.330771 + Penalty 596.148310 = -42846.182461 nChanged 3 SP:Iteration 18Q (7291.520000 sec): 3 clusters Score: Raw -43443.345346 + Penalty 596.148310 = -42847.197036 nChanged 4 SP:Iteration 19Q (7291.730000 sec): 3 clusters Score: Raw -43448.121091 + Penalty 596.148310 = -42851.972781 nChanged 7 SP:Iteration 20F (7291.840000 sec): 3 clusters Score: Raw -43455.165566 + Penalty 596.148310 = -42859.017256 nChanged 8 SP:Iteration 21Q (7292.070000 sec): 3 clusters Score: Raw -43462.586166 + Penalty 596.148310 = -42866.437855 nChanged 11 SP:Iteration 22Q (7292.260000 sec): 3 clusters Score: Raw -43471.419612 + Penalty 596.148310 = -42875.271302 nChanged 4 SP:Iteration 23Q (7292.410000 sec): 3 clusters Score: Raw -43473.794079 + Penalty 596.148310 = -42877.645769 nChanged 3 SP:Iteration 24Q (7292.640000 sec): 3 clusters Score: Raw -43477.462585 + Penalty 596.148310 = -42881.314275 nChanged 4 SP:Iteration 25Q (7292.860000 sec): 3 clusters Score: Raw -43479.062417 + Penalty 596.148310 = -42882.914106 nChanged 2 SP:Iteration 26Q (7293.010000 sec): 3 clusters Score: Raw -43480.145987 + Penalty 596.148310 = -42883.997676 nChanged 1 SP:Iteration 27Q (7293.210000 sec): 3 clusters Score: Raw -43481.286017 + Penalty 596.148310 = -42885.137707 nChanged 0 SP:Iteration 28F (7293.450000 sec): 3 clusters Score: Raw -43481.286017 + Penalty 596.148310 = -42885.137707 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 36 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7293.510000 sec): 2 clusters Score: Raw -17555.380868 + Penalty 258.136209 = -17297.244660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7293.730000 sec): 3 clusters Score: Raw -17457.711728 + Penalty 516.272417 = -16941.439311 nChanged 100 SP:Iteration 1F (7293.910000 sec): 3 clusters Score: Raw -17546.580855 + Penalty 516.272417 = -17030.308438 nChanged 20 SP:Iteration 2F (7294.110000 sec): 3 clusters Score: Raw -17566.922433 + Penalty 516.272417 = -17050.650016 nChanged 12 SP:Iteration 3Q (7294.340000 sec): 3 clusters Score: Raw -17580.148482 + Penalty 516.272417 = -17063.876064 nChanged 3 SP:Iteration 4Q (7294.520000 sec): 3 clusters Score: Raw -17585.580231 + Penalty 516.272417 = -17069.307813 nChanged 3 SP:Iteration 5Q (7294.740000 sec): 3 clusters Score: Raw -17587.564518 + Penalty 516.272417 = -17071.292100 nChanged 4 SP:Iteration 6Q (7294.930000 sec): 3 clusters Score: Raw -17590.390669 + Penalty 516.272417 = -17074.118252 nChanged 1 SP:Iteration 7Q (7295.150000 sec): 3 clusters Score: Raw -17591.029698 + Penalty 516.272417 = -17074.757281 nChanged 1 SP:Iteration 8Q (7295.330000 sec): 3 clusters Score: Raw -17591.594943 + Penalty 516.272417 = -17075.322526 nChanged 1 SP:Iteration 9Q (7295.550000 sec): 3 clusters Score: Raw -17593.181239 + Penalty 516.272417 = -17076.908822 nChanged 1 SP:Iteration 10Q (7295.790000 sec): 3 clusters Score: Raw -17594.093530 + Penalty 516.272417 = -17077.821113 nChanged 1 SP:Iteration 11Q (7295.990000 sec): 3 clusters Score: Raw -17594.663892 + Penalty 516.272417 = -17078.391474 nChanged 1 SP:Iteration 12Q (7296.160000 sec): 3 clusters Score: Raw -17595.082096 + Penalty 516.272417 = -17078.809679 nChanged 1 SP:Iteration 13Q (7296.330000 sec): 3 clusters Score: Raw -17596.080857 + Penalty 516.272417 = -17079.808440 nChanged 0 SP:Iteration 14F (7296.530000 sec): 3 clusters Score: Raw -17596.080857 + Penalty 516.272417 = -17079.808440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 37 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7296.600000 sec): 2 clusters Score: Raw -1535.401726 + Penalty 148.243392 = -1387.158333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7296.740000 sec): 3 clusters Score: Raw -1658.705768 + Penalty 296.486785 = -1362.218983 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 38 (435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7296.830000 sec): 2 clusters Score: Raw -24922.492907 + Penalty 276.428244 = -24646.064662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7297.020000 sec): 3 clusters Score: Raw -24742.259439 + Penalty 552.856489 = -24189.402950 nChanged 149 SP:Iteration 1F (7297.160000 sec): 3 clusters Score: Raw -24884.820739 + Penalty 552.856489 = -24331.964250 nChanged 43 SP:Iteration 2F (7297.330000 sec): 3 clusters Score: Raw -24953.282560 + Penalty 552.856489 = -24400.426072 nChanged 31 SP:Iteration 3F (7297.530000 sec): 3 clusters Score: Raw -24996.955772 + Penalty 552.856489 = -24444.099283 nChanged 27 SP:Iteration 4F (7297.700000 sec): 3 clusters Score: Raw -25041.473071 + Penalty 552.856489 = -24488.616582 nChanged 22 SP:Iteration 5F (7297.890000 sec): 3 clusters Score: Raw -25088.052646 + Penalty 552.856489 = -24535.196157 nChanged 19 SP:Iteration 6Q (7298.030000 sec): 3 clusters Score: Raw -25129.347405 + Penalty 552.856489 = -24576.490917 nChanged 11 SP:Iteration 7Q (7298.190000 sec): 3 clusters Score: Raw -25144.480622 + Penalty 552.856489 = -24591.624134 nChanged 6 SP:Iteration 8Q (7298.350000 sec): 3 clusters Score: Raw -25150.157788 + Penalty 552.856489 = -24597.301299 nChanged 4 SP:Iteration 9Q (7298.520000 sec): 3 clusters Score: Raw -25152.543590 + Penalty 552.856489 = -24599.687102 nChanged 3 SP:Iteration 10Q (7298.720000 sec): 3 clusters Score: Raw -25154.578469 + Penalty 552.856489 = -24601.721980 nChanged 2 SP:Iteration 11Q (7298.840000 sec): 3 clusters Score: Raw -25156.240039 + Penalty 552.856489 = -24603.383550 nChanged 2 SP:Iteration 12Q (7298.990000 sec): 3 clusters Score: Raw -25157.348947 + Penalty 552.856489 = -24604.492458 nChanged 1 SP:Iteration 13Q (7299.150000 sec): 3 clusters Score: Raw -25157.892011 + Penalty 552.856489 = -24605.035522 nChanged 1 SP:Iteration 14Q (7299.340000 sec): 3 clusters Score: Raw -25158.395549 + Penalty 552.856489 = -24605.539060 nChanged 0 SP:Iteration 15F (7299.520000 sec): 3 clusters Score: Raw -25158.395549 + Penalty 552.856489 = -24605.539060 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 39 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7299.650000 sec): 2 clusters Score: Raw -2928.459686 + Penalty 186.292678 = -2742.167009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7299.830000 sec): 3 clusters Score: Raw -3015.153973 + Penalty 372.585355 = -2642.568618 nChanged 10 SP:Iteration 1F (7299.990000 sec): 3 clusters Score: Raw -3042.856152 + Penalty 372.585355 = -2670.270797 nChanged 2 SP:Iteration 2Q (7300.190000 sec): 3 clusters Score: Raw -3055.833381 + Penalty 372.585355 = -2683.248026 nChanged 2 SP:Iteration 3Q (7300.390000 sec): 3 clusters Score: Raw -3066.072650 + Penalty 372.585355 = -2693.487295 nChanged 1 SP:Iteration 4Q (7300.540000 sec): 3 clusters Score: Raw -3067.528773 + Penalty 372.585355 = -2694.943418 nChanged 0 SP:Iteration 5F (7300.740000 sec): 3 clusters Score: Raw -3067.528773 + Penalty 372.585355 = -2694.943418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 40 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7300.830000 sec): 2 clusters Score: Raw -7534.105660 + Penalty 218.954388 = -7315.151272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7300.990000 sec): 3 clusters Score: Raw -7522.721102 + Penalty 437.908776 = -7084.812326 nChanged 28 SP:Iteration 1F (7301.160000 sec): 3 clusters Score: Raw -7566.889701 + Penalty 437.908776 = -7128.980925 nChanged 7 SP:Iteration 2F (7301.340000 sec): 3 clusters Score: Raw -7583.005640 + Penalty 437.908776 = -7145.096864 nChanged 4 SP:Iteration 3Q (7301.550000 sec): 3 clusters Score: Raw -7595.654856 + Penalty 437.908776 = -7157.746080 nChanged 3 SP:Iteration 4Q (7301.750000 sec): 3 clusters Score: Raw -7604.569744 + Penalty 437.908776 = -7166.660967 nChanged 2 SP:Iteration 5Q (7301.880000 sec): 3 clusters Score: Raw -7608.016363 + Penalty 437.908776 = -7170.107586 nChanged 2 SP:Iteration 6Q (7302.110000 sec): 3 clusters Score: Raw -7612.875007 + Penalty 437.908776 = -7174.966230 nChanged 1 SP:Iteration 7Q (7302.280000 sec): 3 clusters Score: Raw -7614.237584 + Penalty 437.908776 = -7176.328807 nChanged 0 SP:Iteration 8F (7302.440000 sec): 3 clusters Score: Raw -7614.237584 + Penalty 437.908776 = -7176.328807 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 41 (277788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7303.410000 sec): 2 clusters Score: Raw -17594301.540480 + Penalty 570.324915 = -17593731.215565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7304.430000 sec): 3 clusters Score: Raw -17405526.557912 + Penalty 1140.649830 = -17404385.908083 nChanged 137033 SP:Iteration 1F (7305.500000 sec): 3 clusters Score: Raw -17490287.693218 + Penalty 1140.649830 = -17489147.043389 nChanged 11840 SP:Iteration 2Q (7306.500000 sec): 3 clusters Score: Raw -17495284.969119 + Penalty 1140.649830 = -17494144.319289 nChanged 15026 SP:Iteration 3F (7307.460000 sec): 3 clusters Score: Raw -17504087.706399 + Penalty 1140.649830 = -17502947.056569 nChanged 19215 SP:Iteration 4F (7308.230000 sec): 3 clusters Score: Raw -17518556.796051 + Penalty 1140.649830 = -17517416.146222 nChanged 21560 SP:Iteration 5F (7308.870000 sec): 3 clusters Score: Raw -17537389.866338 + Penalty 1140.649830 = -17536249.216508 nChanged 19767 SP:Iteration 6F (7309.570000 sec): 3 clusters Score: Raw -17555455.215162 + Penalty 1140.649830 = -17554314.565332 nChanged 15163 SP:Iteration 7F (7310.320000 sec): 3 clusters Score: Raw -17569160.400469 + Penalty 1140.649830 = -17568019.750640 nChanged 10723 SP:Iteration 8Q (7311.150000 sec): 3 clusters Score: Raw -17578615.128143 + Penalty 1140.649830 = -17577474.478313 nChanged 7572 SP:Iteration 9Q (7312.020000 sec): 3 clusters Score: Raw -17585278.802563 + Penalty 1140.649830 = -17584138.152733 nChanged 4984 SP:Iteration 10Q (7312.960000 sec): 3 clusters Score: Raw -17589608.434838 + Penalty 1140.649830 = -17588467.785009 nChanged 2986 SP:Iteration 11Q (7314.000000 sec): 3 clusters Score: Raw -17592150.440847 + Penalty 1140.649830 = -17591009.791018 nChanged 1531 SP:Iteration 12Q (7314.960000 sec): 3 clusters Score: Raw -17593402.211406 + Penalty 1140.649830 = -17592261.561576 nChanged 660 SP:Iteration 13Q (7315.940000 sec): 3 clusters Score: Raw -17593914.982259 + Penalty 1140.649830 = -17592774.332430 nChanged 308 SP:Iteration 14Q (7316.860000 sec): 3 clusters Score: Raw -17594131.121681 + Penalty 1140.649830 = -17592990.471852 nChanged 145 SP:Iteration 15Q (7317.730000 sec): 3 clusters Score: Raw -17594236.217742 + Penalty 1140.649830 = -17593095.567912 nChanged 75 SP:Iteration 16Q (7318.720000 sec): 3 clusters Score: Raw -17594287.704033 + Penalty 1140.649830 = -17593147.054203 nChanged 37 SP:Iteration 17Q (7319.690000 sec): 3 clusters Score: Raw -17594321.734279 + Penalty 1140.649830 = -17593181.084450 nChanged 26 SP:Iteration 18Q (7320.530000 sec): 3 clusters Score: Raw -17594341.541723 + Penalty 1140.649830 = -17593200.891893 nChanged 16 SP:Iteration 19Q (7321.340000 sec): 3 clusters Score: Raw -17594354.598599 + Penalty 1140.649830 = -17593213.948769 nChanged 16 SP:Iteration 20F (7322.170000 sec): 3 clusters Score: Raw -17594366.863922 + Penalty 1140.649830 = -17593226.214092 nChanged 11 SP:Iteration 21Q (7322.990000 sec): 3 clusters Score: Raw -17594376.946741 + Penalty 1140.649830 = -17593236.296912 nChanged 10 SP:Iteration 22Q (7323.960000 sec): 3 clusters Score: Raw -17594385.338952 + Penalty 1140.649830 = -17593244.689122 nChanged 4 SP:Iteration 23Q (7325.020000 sec): 3 clusters Score: Raw -17594388.520746 + Penalty 1140.649830 = -17593247.870916 nChanged 5 SP:Iteration 24Q (7325.860000 sec): 3 clusters Score: Raw -17594395.285415 + Penalty 1140.649830 = -17593254.635585 nChanged 7 SP:Iteration 25Q (7326.660000 sec): 3 clusters Score: Raw -17594400.996925 + Penalty 1140.649830 = -17593260.347096 nChanged 4 SP:Iteration 26Q (7327.850000 sec): 3 clusters Score: Raw -17594408.607108 + Penalty 1140.649830 = -17593267.957279 nChanged 4 SP:Iteration 27Q (7329.010000 sec): 3 clusters Score: Raw -17594413.438417 + Penalty 1140.649830 = -17593272.788587 nChanged 4 SP:Iteration 28Q (7330.050000 sec): 3 clusters Score: Raw -17594416.899148 + Penalty 1140.649830 = -17593276.249319 nChanged 1 SP:Iteration 29Q (7331.020000 sec): 3 clusters Score: Raw -17594418.512633 + Penalty 1140.649830 = -17593277.862803 nChanged 0 SP:Iteration 30F (7331.950000 sec): 3 clusters Score: Raw -17594418.512633 + Penalty 1140.649830 = -17593277.862803 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 42 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7332.180000 sec): 2 clusters Score: Raw -2235.773055 + Penalty 173.203143 = -2062.569911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7332.400000 sec): 3 clusters Score: Raw -2307.304595 + Penalty 346.406287 = -1960.898309 nChanged 4 SP:Iteration 1F (7332.580000 sec): 3 clusters Score: Raw -2320.571356 + Penalty 346.406287 = -1974.165069 nChanged 1 SP:Iteration 2Q (7332.730000 sec): 3 clusters Score: Raw -2329.580046 + Penalty 346.406287 = -1983.173760 nChanged 0 SP:Iteration 3F (7332.880000 sec): 3 clusters Score: Raw -2329.580046 + Penalty 346.406287 = -1983.173760 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 43 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7332.980000 sec): 2 clusters Score: Raw -9972.745688 + Penalty 232.043922 = -9740.701765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7333.150000 sec): 3 clusters Score: Raw -9944.817274 + Penalty 464.087845 = -9480.729429 nChanged 32 SP:Iteration 1F (7333.320000 sec): 3 clusters Score: Raw -9978.698276 + Penalty 464.087845 = -9514.610431 nChanged 9 SP:Iteration 2F (7333.480000 sec): 3 clusters Score: Raw -9989.215838 + Penalty 464.087845 = -9525.127993 nChanged 2 SP:Iteration 3Q (7333.630000 sec): 3 clusters Score: Raw -9992.873431 + Penalty 464.087845 = -9528.785586 nChanged 1 SP:Iteration 4Q (7333.840000 sec): 3 clusters Score: Raw -9994.808108 + Penalty 464.087845 = -9530.720263 nChanged 2 SP:Iteration 5Q (7333.990000 sec): 3 clusters Score: Raw -9996.470449 + Penalty 464.087845 = -9532.382604 nChanged 0 SP:Iteration 6F (7334.140000 sec): 3 clusters Score: Raw -9996.470449 + Penalty 464.087845 = -9532.382604 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 44 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7334.180000 sec): 2 clusters Score: Raw -11682.315185 + Penalty 242.418366 = -11439.896819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7334.380000 sec): 3 clusters Score: Raw -11649.532710 + Penalty 484.836731 = -11164.695979 nChanged 59 SP:Iteration 1F (7334.540000 sec): 3 clusters Score: Raw -11716.322038 + Penalty 484.836731 = -11231.485306 nChanged 15 SP:Iteration 2F (7334.720000 sec): 3 clusters Score: Raw -11737.094611 + Penalty 484.836731 = -11252.257879 nChanged 2 SP:Iteration 3Q (7334.870000 sec): 3 clusters Score: Raw -11738.780497 + Penalty 484.836731 = -11253.943766 nChanged 1 SP:Iteration 4Q (7335.070000 sec): 3 clusters Score: Raw -11739.329935 + Penalty 484.836731 = -11254.493203 nChanged 1 SP:Iteration 5Q (7335.250000 sec): 3 clusters Score: Raw -11739.642045 + Penalty 484.836731 = -11254.805314 nChanged 0 SP:Iteration 6F (7335.430000 sec): 3 clusters Score: Raw -11739.642045 + Penalty 484.836731 = -11254.805314 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 45 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7335.560000 sec): 2 clusters Score: Raw -8876.097023 + Penalty 226.441385 = -8649.655637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7335.700000 sec): 3 clusters Score: Raw -8849.703071 + Penalty 452.882771 = -8396.820300 nChanged 34 SP:Iteration 1F (7335.870000 sec): 3 clusters Score: Raw -8896.550628 + Penalty 452.882771 = -8443.667858 nChanged 11 SP:Iteration 2F (7336.050000 sec): 3 clusters Score: Raw -8919.748525 + Penalty 452.882771 = -8466.865755 nChanged 6 SP:Iteration 3Q (7336.230000 sec): 3 clusters Score: Raw -8939.295805 + Penalty 452.882771 = -8486.413035 nChanged 4 SP:Iteration 4Q (7336.380000 sec): 3 clusters Score: Raw -8954.480200 + Penalty 452.882771 = -8501.597430 nChanged 5 SP:Iteration 5Q (7336.570000 sec): 3 clusters Score: Raw -8961.300378 + Penalty 452.882771 = -8508.417607 nChanged 2 SP:Iteration 6Q (7336.770000 sec): 3 clusters Score: Raw -8964.306678 + Penalty 452.882771 = -8511.423907 nChanged 2 SP:Iteration 7Q (7336.990000 sec): 3 clusters Score: Raw -8972.130735 + Penalty 452.882771 = -8519.247965 nChanged 1 SP:Iteration 8Q (7337.150000 sec): 3 clusters Score: Raw -8975.412199 + Penalty 452.882771 = -8522.529429 nChanged 1 SP:Iteration 9Q (7337.370000 sec): 3 clusters Score: Raw -8976.579294 + Penalty 452.882771 = -8523.696524 nChanged 0 SP:Iteration 10F (7337.600000 sec): 3 clusters Score: Raw -8976.579294 + Penalty 452.882771 = -8523.696524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 46 (1891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7337.710000 sec): 2 clusters Score: Raw -109005.237711 + Penalty 343.291179 = -108661.946532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7337.880000 sec): 3 clusters Score: Raw -108010.795794 + Penalty 686.582357 = -107324.213437 nChanged 774 SP:Iteration 1F (7338.070000 sec): 3 clusters Score: Raw -108496.504309 + Penalty 686.582357 = -107809.921952 nChanged 153 SP:Iteration 2F (7338.230000 sec): 3 clusters Score: Raw -108625.941203 + Penalty 686.582357 = -107939.358845 nChanged 123 SP:Iteration 3F (7338.410000 sec): 3 clusters Score: Raw -108729.866433 + Penalty 686.582357 = -108043.284076 nChanged 107 SP:Iteration 4F (7338.630000 sec): 3 clusters Score: Raw -108800.677002 + Penalty 686.582357 = -108114.094645 nChanged 81 SP:Iteration 5Q (7338.840000 sec): 3 clusters Score: Raw -108858.113286 + Penalty 686.582357 = -108171.530929 nChanged 75 SP:Iteration 6Q (7339.030000 sec): 3 clusters Score: Raw -108899.837095 + Penalty 686.582357 = -108213.254738 nChanged 54 SP:Iteration 7Q (7339.150000 sec): 3 clusters Score: Raw -108930.105994 + Penalty 686.582357 = -108243.523637 nChanged 41 SP:Iteration 8Q (7339.290000 sec): 3 clusters Score: Raw -108950.719209 + Penalty 686.582357 = -108264.136852 nChanged 39 SP:Iteration 9Q (7339.440000 sec): 3 clusters Score: Raw -108961.335795 + Penalty 686.582357 = -108274.753438 nChanged 19 SP:Iteration 10Q (7339.620000 sec): 3 clusters Score: Raw -108966.226092 + Penalty 686.582357 = -108279.643735 nChanged 12 SP:Iteration 11Q (7339.810000 sec): 3 clusters Score: Raw -108969.375918 + Penalty 686.582357 = -108282.793561 nChanged 13 SP:Iteration 12Q (7339.970000 sec): 3 clusters Score: Raw -108971.944165 + Penalty 686.582357 = -108285.361808 nChanged 20 SP:Iteration 13Q (7340.170000 sec): 3 clusters Score: Raw -108976.795207 + Penalty 686.582357 = -108290.212850 nChanged 17 SP:Iteration 14Q (7340.270000 sec): 3 clusters Score: Raw -108981.748696 + Penalty 686.582357 = -108295.166338 nChanged 19 SP:Iteration 15Q (7340.430000 sec): 3 clusters Score: Raw -108987.775057 + Penalty 686.582357 = -108301.192700 nChanged 21 SP:Iteration 16Q (7340.610000 sec): 3 clusters Score: Raw -108993.595614 + Penalty 686.582357 = -108307.013256 nChanged 13 SP:Iteration 17Q (7340.790000 sec): 3 clusters Score: Raw -108997.088536 + Penalty 686.582357 = -108310.506179 nChanged 15 SP:Iteration 18Q (7340.990000 sec): 3 clusters Score: Raw -109004.759456 + Penalty 686.582357 = -108318.177098 nChanged 21 SP:Iteration 19Q (7341.180000 sec): 3 clusters Score: Raw -109018.254405 + Penalty 686.582357 = -108331.672048 nChanged 23 SP:Iteration 20F (7341.400000 sec): 3 clusters Score: Raw -109025.799868 + Penalty 686.582357 = -108339.217511 nChanged 20 SP:Iteration 21Q (7341.620000 sec): 3 clusters Score: Raw -109032.055021 + Penalty 686.582357 = -108345.472664 nChanged 14 SP:Iteration 22Q (7341.770000 sec): 3 clusters Score: Raw -109035.101776 + Penalty 686.582357 = -108348.519419 nChanged 6 SP:Iteration 23Q (7341.980000 sec): 3 clusters Score: Raw -109036.926521 + Penalty 686.582357 = -108350.344164 nChanged 10 SP:Iteration 24Q (7342.160000 sec): 3 clusters Score: Raw -109041.476260 + Penalty 686.582357 = -108354.893903 nChanged 11 SP:Iteration 25Q (7342.390000 sec): 3 clusters Score: Raw -109045.084270 + Penalty 686.582357 = -108358.501912 nChanged 11 SP:Iteration 26Q (7342.550000 sec): 3 clusters Score: Raw -109048.824782 + Penalty 686.582357 = -108362.242425 nChanged 12 SP:Iteration 27Q (7342.790000 sec): 3 clusters Score: Raw -109052.927043 + Penalty 686.582357 = -108366.344686 nChanged 14 SP:Iteration 28Q (7342.960000 sec): 3 clusters Score: Raw -109057.482893 + Penalty 686.582357 = -108370.900536 nChanged 12 SP:Iteration 29Q (7343.140000 sec): 3 clusters Score: Raw -109061.333990 + Penalty 686.582357 = -108374.751632 nChanged 15 SP:Iteration 30Q (7343.340000 sec): 3 clusters Score: Raw -109066.933887 + Penalty 686.582357 = -108380.351529 nChanged 19 SP:Iteration 31Q (7343.560000 sec): 3 clusters Score: Raw -109072.133607 + Penalty 686.582357 = -108385.551250 nChanged 21 SP:Iteration 32Q (7343.800000 sec): 3 clusters Score: Raw -109080.127331 + Penalty 686.582357 = -108393.544974 nChanged 24 SP:Iteration 33Q (7343.980000 sec): 3 clusters Score: Raw -109086.848118 + Penalty 686.582357 = -108400.265761 nChanged 19 SP:Iteration 34Q (7344.210000 sec): 3 clusters Score: Raw -109091.721483 + Penalty 686.582357 = -108405.139125 nChanged 17 SP:Iteration 35Q (7344.420000 sec): 3 clusters Score: Raw -109097.297126 + Penalty 686.582357 = -108410.714768 nChanged 13 SP:Iteration 36Q (7344.660000 sec): 3 clusters Score: Raw -109101.588575 + Penalty 686.582357 = -108415.006218 nChanged 11 SP:Iteration 37Q (7344.870000 sec): 3 clusters Score: Raw -109104.157934 + Penalty 686.582357 = -108417.575577 nChanged 8 SP:Iteration 38Q (7345.080000 sec): 3 clusters Score: Raw -109106.647131 + Penalty 686.582357 = -108420.064774 nChanged 12 SP:Iteration 39Q (7345.310000 sec): 3 clusters Score: Raw -109110.093867 + Penalty 686.582357 = -108423.511510 nChanged 10 SP:Iteration 40F (7345.470000 sec): 3 clusters Score: Raw -109114.486748 + Penalty 686.582357 = -108427.904391 nChanged 12 SP:Iteration 41Q (7345.660000 sec): 3 clusters Score: Raw -109121.076613 + Penalty 686.582357 = -108434.494256 nChanged 10 SP:Iteration 42Q (7345.890000 sec): 3 clusters Score: Raw -109123.827997 + Penalty 686.582357 = -108437.245640 nChanged 4 SP:Iteration 43Q (7346.110000 sec): 3 clusters Score: Raw -109124.562760 + Penalty 686.582357 = -108437.980403 nChanged 1 SP:Iteration 44Q (7346.300000 sec): 3 clusters Score: Raw -109124.623915 + Penalty 686.582357 = -108438.041557 nChanged 1 SP:Iteration 45Q (7346.550000 sec): 3 clusters Score: Raw -109124.691998 + Penalty 686.582357 = -108438.109640 nChanged 0 SP:Iteration 46F (7346.720000 sec): 3 clusters Score: Raw -109124.691998 + Penalty 686.582357 = -108438.109640 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 47 (1840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7346.820000 sec): 2 clusters Score: Raw -117692.851197 + Penalty 342.047199 = -117350.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7347.040000 sec): 3 clusters Score: Raw -116689.370387 + Penalty 684.094397 = -116005.275989 nChanged 757 SP:Iteration 1F (7347.260000 sec): 3 clusters Score: Raw -117090.584590 + Penalty 684.094397 = -116406.490193 nChanged 127 SP:Iteration 2F (7347.450000 sec): 3 clusters Score: Raw -117158.479394 + Penalty 684.094397 = -116474.384996 nChanged 113 SP:Iteration 3F (7347.680000 sec): 3 clusters Score: Raw -117214.626392 + Penalty 684.094397 = -116530.531995 nChanged 89 SP:Iteration 4Q (7347.860000 sec): 3 clusters Score: Raw -117264.020540 + Penalty 684.094397 = -116579.926142 nChanged 92 SP:Iteration 5Q (7348.060000 sec): 3 clusters Score: Raw -117323.849905 + Penalty 684.094397 = -116639.755507 nChanged 97 SP:Iteration 6F (7348.240000 sec): 3 clusters Score: Raw -117383.883281 + Penalty 684.094397 = -116699.788884 nChanged 88 SP:Iteration 7Q (7348.460000 sec): 3 clusters Score: Raw -117443.348140 + Penalty 684.094397 = -116759.253743 nChanged 86 SP:Iteration 8Q (7348.700000 sec): 3 clusters Score: Raw -117499.800449 + Penalty 684.094397 = -116815.706052 nChanged 73 SP:Iteration 9Q (7348.920000 sec): 3 clusters Score: Raw -117558.052078 + Penalty 684.094397 = -116873.957680 nChanged 68 SP:Iteration 10Q (7349.060000 sec): 3 clusters Score: Raw -117604.414591 + Penalty 684.094397 = -116920.320193 nChanged 51 SP:Iteration 11Q (7349.290000 sec): 3 clusters Score: Raw -117646.589873 + Penalty 684.094397 = -116962.495475 nChanged 33 SP:Iteration 12Q (7349.440000 sec): 3 clusters Score: Raw -117670.574786 + Penalty 684.094397 = -116986.480389 nChanged 19 SP:Iteration 13Q (7349.640000 sec): 3 clusters Score: Raw -117685.738493 + Penalty 684.094397 = -117001.644096 nChanged 16 SP:Iteration 14Q (7349.860000 sec): 3 clusters Score: Raw -117696.955192 + Penalty 684.094397 = -117012.860795 nChanged 11 SP:Iteration 15Q (7350.000000 sec): 3 clusters Score: Raw -117704.260156 + Penalty 684.094397 = -117020.165759 nChanged 9 SP:Iteration 16Q (7350.220000 sec): 3 clusters Score: Raw -117709.054642 + Penalty 684.094397 = -117024.960245 nChanged 3 SP:Iteration 17Q (7350.410000 sec): 3 clusters Score: Raw -117709.738646 + Penalty 684.094397 = -117025.644249 nChanged 5 SP:Iteration 18Q (7350.610000 sec): 3 clusters Score: Raw -117714.952338 + Penalty 684.094397 = -117030.857941 nChanged 9 SP:Iteration 19Q (7350.760000 sec): 3 clusters Score: Raw -117720.353803 + Penalty 684.094397 = -117036.259405 nChanged 7 SP:Iteration 20F (7350.960000 sec): 3 clusters Score: Raw -117725.744027 + Penalty 684.094397 = -117041.649629 nChanged 8 SP:Iteration 21Q (7351.160000 sec): 3 clusters Score: Raw -117730.216524 + Penalty 684.094397 = -117046.122127 nChanged 3 SP:Iteration 22Q (7351.320000 sec): 3 clusters Score: Raw -117730.865628 + Penalty 684.094397 = -117046.771231 nChanged 1 SP:Iteration 23Q (7351.460000 sec): 3 clusters Score: Raw -117731.242867 + Penalty 684.094397 = -117047.148470 nChanged 0 SP:Iteration 24F (7351.640000 sec): 3 clusters Score: Raw -117731.242867 + Penalty 684.094397 = -117047.148470 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 48 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7351.770000 sec): 2 clusters Score: Raw -20730.146336 + Penalty 265.083005 = -20465.063331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7351.940000 sec): 3 clusters Score: Raw -20610.914286 + Penalty 530.166010 = -20080.748277 nChanged 104 SP:Iteration 1F (7352.140000 sec): 3 clusters Score: Raw -20707.138043 + Penalty 530.166010 = -20176.972034 nChanged 29 SP:Iteration 2F (7352.340000 sec): 3 clusters Score: Raw -20744.735243 + Penalty 530.166010 = -20214.569233 nChanged 21 SP:Iteration 3F (7352.530000 sec): 3 clusters Score: Raw -20764.522931 + Penalty 530.166010 = -20234.356921 nChanged 9 SP:Iteration 4Q (7352.720000 sec): 3 clusters Score: Raw -20772.108322 + Penalty 530.166010 = -20241.942312 nChanged 8 SP:Iteration 5Q (7352.920000 sec): 3 clusters Score: Raw -20777.910120 + Penalty 530.166010 = -20247.744111 nChanged 2 SP:Iteration 6Q (7353.120000 sec): 3 clusters Score: Raw -20779.944217 + Penalty 530.166010 = -20249.778208 nChanged 1 SP:Iteration 7Q (7353.320000 sec): 3 clusters Score: Raw -20780.632068 + Penalty 530.166010 = -20250.466058 nChanged 1 SP:Iteration 8Q (7353.530000 sec): 3 clusters Score: Raw -20781.152091 + Penalty 530.166010 = -20250.986081 nChanged 1 SP:Iteration 9Q (7353.660000 sec): 3 clusters Score: Raw -20782.314785 + Penalty 530.166010 = -20252.148775 nChanged 1 SP:Iteration 10Q (7353.890000 sec): 3 clusters Score: Raw -20783.706372 + Penalty 530.166010 = -20253.540362 nChanged 2 SP:Iteration 11Q (7354.140000 sec): 3 clusters Score: Raw -20786.325345 + Penalty 530.166010 = -20256.159335 nChanged 0 SP:Iteration 12F (7354.280000 sec): 3 clusters Score: Raw -20786.325345 + Penalty 530.166010 = -20256.159335 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 49 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7354.410000 sec): 2 clusters Score: Raw -48299.453307 + Penalty 309.609961 = -47989.843346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7354.590000 sec): 3 clusters Score: Raw -47875.655315 + Penalty 619.219921 = -47256.435394 nChanged 357 SP:Iteration 1F (7354.810000 sec): 3 clusters Score: Raw -48122.321052 + Penalty 619.219921 = -47503.101130 nChanged 83 SP:Iteration 2F (7354.960000 sec): 3 clusters Score: Raw -48194.790920 + Penalty 619.219921 = -47575.570998 nChanged 48 SP:Iteration 3F (7355.150000 sec): 3 clusters Score: Raw -48215.099069 + Penalty 619.219921 = -47595.879148 nChanged 31 SP:Iteration 4Q (7355.350000 sec): 3 clusters Score: Raw -48231.520779 + Penalty 619.219921 = -47612.300858 nChanged 22 SP:Iteration 5Q (7355.550000 sec): 3 clusters Score: Raw -48242.513936 + Penalty 619.219921 = -47623.294015 nChanged 15 SP:Iteration 6Q (7355.660000 sec): 3 clusters Score: Raw -48249.759610 + Penalty 619.219921 = -47630.539688 nChanged 11 SP:Iteration 7Q (7355.900000 sec): 3 clusters Score: Raw -48251.662220 + Penalty 619.219921 = -47632.442299 nChanged 5 SP:Iteration 8Q (7356.150000 sec): 3 clusters Score: Raw -48253.178208 + Penalty 619.219921 = -47633.958287 nChanged 8 SP:Iteration 9Q (7356.310000 sec): 3 clusters Score: Raw -48255.110544 + Penalty 619.219921 = -47635.890623 nChanged 3 SP:Iteration 10Q (7356.520000 sec): 3 clusters Score: Raw -48255.979355 + Penalty 619.219921 = -47636.759434 nChanged 4 SP:Iteration 11Q (7356.700000 sec): 3 clusters Score: Raw -48257.033537 + Penalty 619.219921 = -47637.813616 nChanged 2 SP:Iteration 12Q (7356.920000 sec): 3 clusters Score: Raw -48258.130112 + Penalty 619.219921 = -47638.910191 nChanged 2 SP:Iteration 13Q (7357.080000 sec): 3 clusters Score: Raw -48259.082063 + Penalty 619.219921 = -47639.862142 nChanged 2 SP:Iteration 14Q (7357.250000 sec): 3 clusters Score: Raw -48259.529141 + Penalty 619.219921 = -47640.309220 nChanged 3 SP:Iteration 15Q (7357.460000 sec): 3 clusters Score: Raw -48260.260145 + Penalty 619.219921 = -47641.040223 nChanged 1 SP:Iteration 16Q (7357.610000 sec): 3 clusters Score: Raw -48260.667306 + Penalty 619.219921 = -47641.447385 nChanged 2 SP:Iteration 17Q (7357.780000 sec): 3 clusters Score: Raw -48261.572671 + Penalty 619.219921 = -47642.352750 nChanged 3 SP:Iteration 18Q (7357.940000 sec): 3 clusters Score: Raw -48261.989694 + Penalty 619.219921 = -47642.769773 nChanged 2 SP:Iteration 19Q (7358.120000 sec): 3 clusters Score: Raw -48262.192608 + Penalty 619.219921 = -47642.972687 nChanged 2 SP:Iteration 20F (7358.320000 sec): 3 clusters Score: Raw -48262.299414 + Penalty 619.219921 = -47643.079492 nChanged 1 SP:Iteration 21Q (7358.460000 sec): 3 clusters Score: Raw -48262.396288 + Penalty 619.219921 = -47643.176366 nChanged 0 SP:Iteration 22F (7358.650000 sec): 3 clusters Score: Raw -48262.396288 + Penalty 619.219921 = -47643.176366 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 50 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7358.750000 sec): 2 clusters Score: Raw -5664.700284 + Penalty 218.208470 = -5446.491814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7358.920000 sec): 3 clusters Score: Raw -5710.775247 + Penalty 436.416940 = -5274.358307 nChanged 30 SP:Iteration 1F (7359.080000 sec): 3 clusters Score: Raw -5776.280332 + Penalty 436.416940 = -5339.863392 nChanged 3 SP:Iteration 2Q (7359.240000 sec): 3 clusters Score: Raw -5783.586505 + Penalty 436.416940 = -5347.169566 nChanged 4 SP:Iteration 3Q (7359.410000 sec): 3 clusters Score: Raw -5801.681628 + Penalty 436.416940 = -5365.264688 nChanged 5 SP:Iteration 4Q (7359.610000 sec): 3 clusters Score: Raw -5816.013732 + Penalty 436.416940 = -5379.596792 nChanged 2 SP:Iteration 5Q (7359.820000 sec): 3 clusters Score: Raw -5821.916464 + Penalty 436.416940 = -5385.499524 nChanged 3 SP:Iteration 6Q (7360.020000 sec): 3 clusters Score: Raw -5828.874641 + Penalty 436.416940 = -5392.457701 nChanged 1 SP:Iteration 7Q (7360.230000 sec): 3 clusters Score: Raw -5830.674546 + Penalty 436.416940 = -5394.257607 nChanged 0 SP:Iteration 8F (7360.430000 sec): 3 clusters Score: Raw -5830.674546 + Penalty 436.416940 = -5394.257607 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 51 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7360.550000 sec): 2 clusters Score: Raw -28751.833246 + Penalty 280.812377 = -28471.020869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7360.670000 sec): 3 clusters Score: Raw -28557.213796 + Penalty 561.624754 = -27995.589042 nChanged 166 SP:Iteration 1F (7360.890000 sec): 3 clusters Score: Raw -28704.661076 + Penalty 561.624754 = -28143.036322 nChanged 32 SP:Iteration 2F (7361.050000 sec): 3 clusters Score: Raw -28737.709963 + Penalty 561.624754 = -28176.085209 nChanged 19 SP:Iteration 3Q (7361.190000 sec): 3 clusters Score: Raw -28757.701995 + Penalty 561.624754 = -28196.077240 nChanged 17 SP:Iteration 4Q (7361.400000 sec): 3 clusters Score: Raw -28780.998220 + Penalty 561.624754 = -28219.373466 nChanged 12 SP:Iteration 5Q (7361.590000 sec): 3 clusters Score: Raw -28793.607126 + Penalty 561.624754 = -28231.982372 nChanged 7 SP:Iteration 6Q (7361.750000 sec): 3 clusters Score: Raw -28797.535269 + Penalty 561.624754 = -28235.910515 nChanged 5 SP:Iteration 7Q (7361.980000 sec): 3 clusters Score: Raw -28799.898204 + Penalty 561.624754 = -28238.273450 nChanged 3 SP:Iteration 8Q (7362.160000 sec): 3 clusters Score: Raw -28801.362645 + Penalty 561.624754 = -28239.737891 nChanged 3 SP:Iteration 9Q (7362.340000 sec): 3 clusters Score: Raw -28803.413757 + Penalty 561.624754 = -28241.789003 nChanged 1 SP:Iteration 10Q (7362.510000 sec): 3 clusters Score: Raw -28803.671162 + Penalty 561.624754 = -28242.046407 nChanged 1 SP:Iteration 11Q (7362.680000 sec): 3 clusters Score: Raw -28803.856416 + Penalty 561.624754 = -28242.231662 nChanged 0 SP:Iteration 12F (7362.840000 sec): 3 clusters Score: Raw -28803.856416 + Penalty 561.624754 = -28242.231662 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 52 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7362.930000 sec): 2 clusters Score: Raw -17119.361324 + Penalty 258.447854 = -16860.913470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7363.090000 sec): 3 clusters Score: Raw -17041.614891 + Penalty 516.895707 = -16524.719184 nChanged 88 SP:Iteration 1F (7363.260000 sec): 3 clusters Score: Raw -17114.479501 + Penalty 516.895707 = -16597.583794 nChanged 14 SP:Iteration 2Q (7363.460000 sec): 3 clusters Score: Raw -17129.266227 + Penalty 516.895707 = -16612.370519 nChanged 12 SP:Iteration 3Q (7363.650000 sec): 3 clusters Score: Raw -17141.273630 + Penalty 516.895707 = -16624.377922 nChanged 9 SP:Iteration 4Q (7363.850000 sec): 3 clusters Score: Raw -17151.902631 + Penalty 516.895707 = -16635.006924 nChanged 9 SP:Iteration 5Q (7364.050000 sec): 3 clusters Score: Raw -17170.375001 + Penalty 516.895707 = -16653.479293 nChanged 4 SP:Iteration 6Q (7364.230000 sec): 3 clusters Score: Raw -17176.817590 + Penalty 516.895707 = -16659.921882 nChanged 3 SP:Iteration 7Q (7364.430000 sec): 3 clusters Score: Raw -17180.109498 + Penalty 516.895707 = -16663.213791 nChanged 2 SP:Iteration 8Q (7364.630000 sec): 3 clusters Score: Raw -17180.984627 + Penalty 516.895707 = -16664.088919 nChanged 0 SP:Iteration 9F (7364.850000 sec): 3 clusters Score: Raw -17180.984627 + Penalty 516.895707 = -16664.088919 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 53 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7364.950000 sec): 2 clusters Score: Raw -13203.805699 + Penalty 248.411141 = -12955.394558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7365.150000 sec): 3 clusters Score: Raw -13142.354695 + Penalty 496.822282 = -12645.532413 nChanged 76 SP:Iteration 1F (7365.360000 sec): 3 clusters Score: Raw -13240.036086 + Penalty 496.822282 = -12743.213804 nChanged 19 SP:Iteration 2F (7365.570000 sec): 3 clusters Score: Raw -13266.435952 + Penalty 496.822282 = -12769.613670 nChanged 6 SP:Iteration 3Q (7365.840000 sec): 3 clusters Score: Raw -13272.591174 + Penalty 496.822282 = -12775.768892 nChanged 0 SP:Iteration 4F (7366.040000 sec): 3 clusters Score: Raw -13272.591174 + Penalty 496.822282 = -12775.768892 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 54 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7366.170000 sec): 2 clusters Score: Raw -4464.838271 + Penalty 197.048367 = -4267.789904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7366.360000 sec): 3 clusters Score: Raw -4492.692971 + Penalty 394.096734 = -4098.596237 nChanged 11 SP:Iteration 1F (7366.540000 sec): 3 clusters Score: Raw -4541.567918 + Penalty 394.096734 = -4147.471184 nChanged 4 SP:Iteration 2F (7366.750000 sec): 3 clusters Score: Raw -4555.312178 + Penalty 394.096734 = -4161.215444 nChanged 2 SP:Iteration 3Q (7366.950000 sec): 3 clusters Score: Raw -4565.954815 + Penalty 394.096734 = -4171.858081 nChanged 2 SP:Iteration 4Q (7367.140000 sec): 3 clusters Score: Raw -4570.427469 + Penalty 394.096734 = -4176.330735 nChanged 1 SP:Iteration 5Q (7367.340000 sec): 3 clusters Score: Raw -4573.775026 + Penalty 394.096734 = -4179.678292 nChanged 1 SP:Iteration 6Q (7367.500000 sec): 3 clusters Score: Raw -4578.200679 + Penalty 394.096734 = -4184.103945 nChanged 2 SP:Iteration 7Q (7367.710000 sec): 3 clusters Score: Raw -4593.833646 + Penalty 394.096734 = -4199.736913 nChanged 0 SP:Iteration 8F (7367.900000 sec): 3 clusters Score: Raw -4593.833646 + Penalty 394.096734 = -4199.736913 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7368.010000 sec): 2 clusters Score: Raw -9160.686337 + Penalty 229.475843 = -8931.210494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7368.170000 sec): 3 clusters Score: Raw -9124.349211 + Penalty 458.951686 = -8665.397525 nChanged 44 SP:Iteration 1F (7368.340000 sec): 3 clusters Score: Raw -9180.074024 + Penalty 458.951686 = -8721.122339 nChanged 14 SP:Iteration 2F (7368.520000 sec): 3 clusters Score: Raw -9205.750025 + Penalty 458.951686 = -8746.798340 nChanged 3 SP:Iteration 3Q (7368.700000 sec): 3 clusters Score: Raw -9211.278078 + Penalty 458.951686 = -8752.326393 nChanged 1 SP:Iteration 4Q (7368.890000 sec): 3 clusters Score: Raw -9214.246589 + Penalty 458.951686 = -8755.294903 nChanged 2 SP:Iteration 5Q (7369.070000 sec): 3 clusters Score: Raw -9218.911516 + Penalty 458.951686 = -8759.959830 nChanged 2 SP:Iteration 6Q (7369.280000 sec): 3 clusters Score: Raw -9220.507363 + Penalty 458.951686 = -8761.555677 nChanged 0 SP:Iteration 7F (7369.440000 sec): 3 clusters Score: Raw -9220.507363 + Penalty 458.951686 = -8761.555677 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 56 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7369.560000 sec): 2 clusters Score: Raw -4590.856543 + Penalty 203.718825 = -4387.137717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7369.720000 sec): 3 clusters Score: Raw -4593.579933 + Penalty 407.437650 = -4186.142283 nChanged 19 SP:Iteration 1F (7369.940000 sec): 3 clusters Score: Raw -4615.960098 + Penalty 407.437650 = -4208.522448 nChanged 4 SP:Iteration 2Q (7370.060000 sec): 3 clusters Score: Raw -4621.597939 + Penalty 407.437650 = -4214.160289 nChanged 1 SP:Iteration 3Q (7370.270000 sec): 3 clusters Score: Raw -4624.345730 + Penalty 407.437650 = -4216.908080 nChanged 1 SP:Iteration 4Q (7370.400000 sec): 3 clusters Score: Raw -4626.951258 + Penalty 407.437650 = -4219.513608 nChanged 1 SP:Iteration 5Q (7370.570000 sec): 3 clusters Score: Raw -4628.985815 + Penalty 407.437650 = -4221.548165 nChanged 0 SP:Iteration 6F (7370.770000 sec): 3 clusters Score: Raw -4628.985815 + Penalty 407.437650 = -4221.548165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 57 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7370.860000 sec): 2 clusters Score: Raw -5424.750613 + Penalty 207.201399 = -5217.549215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7371.050000 sec): 3 clusters Score: Raw -5429.374177 + Penalty 414.402797 = -5014.971380 nChanged 22 SP:Iteration 1F (7371.230000 sec): 3 clusters Score: Raw -5473.615522 + Penalty 414.402797 = -5059.212725 nChanged 1 SP:Iteration 2Q (7371.450000 sec): 3 clusters Score: Raw -5480.819625 + Penalty 414.402797 = -5066.416828 nChanged 2 SP:Iteration 3Q (7371.610000 sec): 3 clusters Score: Raw -5486.860968 + Penalty 414.402797 = -5072.458171 nChanged 1 SP:Iteration 4Q (7371.840000 sec): 3 clusters Score: Raw -5487.769402 + Penalty 414.402797 = -5073.366605 nChanged 0 SP:Iteration 5F (7372.050000 sec): 3 clusters Score: Raw -5487.769402 + Penalty 414.402797 = -5073.366605 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 58 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7372.120000 sec): 2 clusters Score: Raw -11231.945575 + Penalty 238.015442 = -10993.930133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7372.310000 sec): 3 clusters Score: Raw -11182.006252 + Penalty 476.030884 = -10705.975368 nChanged 50 SP:Iteration 1F (7372.470000 sec): 3 clusters Score: Raw -11237.537761 + Penalty 476.030884 = -10761.506877 nChanged 13 SP:Iteration 2F (7372.640000 sec): 3 clusters Score: Raw -11255.101860 + Penalty 476.030884 = -10779.070976 nChanged 7 SP:Iteration 3Q (7372.800000 sec): 3 clusters Score: Raw -11268.268892 + Penalty 476.030884 = -10792.238008 nChanged 6 SP:Iteration 4Q (7372.950000 sec): 3 clusters Score: Raw -11277.498087 + Penalty 476.030884 = -10801.467203 nChanged 3 SP:Iteration 5Q (7373.160000 sec): 3 clusters Score: Raw -11282.738071 + Penalty 476.030884 = -10806.707187 nChanged 2 SP:Iteration 6Q (7373.330000 sec): 3 clusters Score: Raw -11285.276901 + Penalty 476.030884 = -10809.246017 nChanged 0 SP:Iteration 7F (7373.540000 sec): 3 clusters Score: Raw -11285.276901 + Penalty 476.030884 = -10809.246017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 59 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7373.680000 sec): 2 clusters Score: Raw -11842.331450 + Penalty 241.300373 = -11601.031076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7373.820000 sec): 3 clusters Score: Raw -11803.163017 + Penalty 482.600747 = -11320.562270 nChanged 49 SP:Iteration 1F (7374.000000 sec): 3 clusters Score: Raw -11846.477938 + Penalty 482.600747 = -11363.877191 nChanged 13 SP:Iteration 2F (7374.200000 sec): 3 clusters Score: Raw -11860.605160 + Penalty 482.600747 = -11378.004413 nChanged 6 SP:Iteration 3Q (7374.320000 sec): 3 clusters Score: Raw -11867.259344 + Penalty 482.600747 = -11384.658597 nChanged 1 SP:Iteration 4Q (7374.530000 sec): 3 clusters Score: Raw -11868.339785 + Penalty 482.600747 = -11385.739038 nChanged 1 SP:Iteration 5Q (7374.780000 sec): 3 clusters Score: Raw -11870.689611 + Penalty 482.600747 = -11388.088864 nChanged 1 SP:Iteration 6Q (7374.970000 sec): 3 clusters Score: Raw -11871.554815 + Penalty 482.600747 = -11388.954068 nChanged 0 SP:Iteration 7F (7375.170000 sec): 3 clusters Score: Raw -11871.554815 + Penalty 482.600747 = -11388.954068 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 60 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7375.280000 sec): 2 clusters Score: Raw -7575.104685 + Penalty 220.050827 = -7355.053858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7375.470000 sec): 3 clusters Score: Raw -7577.993047 + Penalty 440.101654 = -7137.891393 nChanged 21 SP:Iteration 1F (7375.690000 sec): 3 clusters Score: Raw -7635.898481 + Penalty 440.101654 = -7195.796828 nChanged 6 SP:Iteration 2Q (7375.930000 sec): 3 clusters Score: Raw -7647.049500 + Penalty 440.101654 = -7206.947847 nChanged 3 SP:Iteration 3Q (7376.110000 sec): 3 clusters Score: Raw -7654.811606 + Penalty 440.101654 = -7214.709953 nChanged 3 SP:Iteration 4Q (7376.300000 sec): 3 clusters Score: Raw -7658.789052 + Penalty 440.101654 = -7218.687398 nChanged 1 SP:Iteration 5Q (7376.450000 sec): 3 clusters Score: Raw -7660.606540 + Penalty 440.101654 = -7220.504887 nChanged 0 SP:Iteration 6F (7376.650000 sec): 3 clusters Score: Raw -7660.606540 + Penalty 440.101654 = -7220.504887 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 61 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7376.750000 sec): 2 clusters Score: Raw -6420.843482 + Penalty 213.456329 = -6207.387154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7376.940000 sec): 3 clusters Score: Raw -6440.071532 + Penalty 426.912657 = -6013.158875 nChanged 19 SP:Iteration 1F (7377.150000 sec): 3 clusters Score: Raw -6480.843512 + Penalty 426.912657 = -6053.930855 nChanged 4 SP:Iteration 2Q (7377.360000 sec): 3 clusters Score: Raw -6484.898344 + Penalty 426.912657 = -6057.985687 nChanged 1 SP:Iteration 3Q (7377.560000 sec): 3 clusters Score: Raw -6487.914383 + Penalty 426.912657 = -6061.001726 nChanged 1 SP:Iteration 4Q (7377.750000 sec): 3 clusters Score: Raw -6488.121495 + Penalty 426.912657 = -6061.208838 nChanged 0 SP:Iteration 5F (7377.960000 sec): 3 clusters Score: Raw -6488.121495 + Penalty 426.912657 = -6061.208838 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 62 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7378.090000 sec): 2 clusters Score: Raw -8892.051776 + Penalty 226.754101 = -8665.297675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7378.260000 sec): 3 clusters Score: Raw -8874.080286 + Penalty 453.508203 = -8420.572084 nChanged 32 SP:Iteration 1F (7378.430000 sec): 3 clusters Score: Raw -8920.540744 + Penalty 453.508203 = -8467.032541 nChanged 9 SP:Iteration 2F (7378.630000 sec): 3 clusters Score: Raw -8929.126695 + Penalty 453.508203 = -8475.618492 nChanged 4 SP:Iteration 3Q (7378.790000 sec): 3 clusters Score: Raw -8936.052740 + Penalty 453.508203 = -8482.544538 nChanged 4 SP:Iteration 4Q (7379.000000 sec): 3 clusters Score: Raw -8941.032979 + Penalty 453.508203 = -8487.524777 nChanged 0 SP:Iteration 5F (7379.210000 sec): 3 clusters Score: Raw -8941.032979 + Penalty 453.508203 = -8487.524777 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 63 (37 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7379.330000 sec): 2 clusters Score: Raw -2074.205011 + Penalty 164.296765 = -1909.908246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7379.520000 sec): 3 clusters Score: Raw -2115.989299 + Penalty 328.593530 = -1787.395768 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 64 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7379.630000 sec): 2 clusters Score: Raw -2694.816458 + Penalty 187.784615 = -2507.031844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7379.830000 sec): 3 clusters Score: Raw -2754.771940 + Penalty 375.569229 = -2379.202711 nChanged 13 SP:Iteration 1F (7380.020000 sec): 3 clusters Score: Raw -2801.900228 + Penalty 375.569229 = -2426.330999 nChanged 1 SP:Iteration 2Q (7380.230000 sec): 3 clusters Score: Raw -2808.766659 + Penalty 375.569229 = -2433.197429 nChanged 0 SP:Iteration 3F (7380.430000 sec): 3 clusters Score: Raw -2808.766659 + Penalty 375.569229 = -2433.197429 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 65 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7380.530000 sec): 2 clusters Score: Raw -5635.642733 + Penalty 204.232955 = -5431.409778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7380.730000 sec): 3 clusters Score: Raw -5651.261783 + Penalty 408.465910 = -5242.795873 nChanged 11 SP:Iteration 1F (7380.920000 sec): 3 clusters Score: Raw -5672.145301 + Penalty 408.465910 = -5263.679392 nChanged 3 SP:Iteration 2Q (7381.110000 sec): 3 clusters Score: Raw -5685.266122 + Penalty 408.465910 = -5276.800212 nChanged 0 SP:Iteration 3F (7381.310000 sec): 3 clusters Score: Raw -5685.266122 + Penalty 408.465910 = -5276.800212 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 66 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7381.380000 sec): 2 clusters Score: Raw -10436.138548 + Penalty 235.514813 = -10200.623735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7381.580000 sec): 3 clusters Score: Raw -10414.136403 + Penalty 471.029626 = -9943.106778 nChanged 49 SP:Iteration 1F (7381.790000 sec): 3 clusters Score: Raw -10467.058471 + Penalty 471.029626 = -9996.028845 nChanged 10 SP:Iteration 2F (7381.940000 sec): 3 clusters Score: Raw -10487.838038 + Penalty 471.029626 = -10016.808412 nChanged 4 SP:Iteration 3Q (7382.080000 sec): 3 clusters Score: Raw -10493.980007 + Penalty 471.029626 = -10022.950382 nChanged 2 SP:Iteration 4Q (7382.270000 sec): 3 clusters Score: Raw -10496.553575 + Penalty 471.029626 = -10025.523950 nChanged 3 SP:Iteration 5Q (7382.460000 sec): 3 clusters Score: Raw -10500.725100 + Penalty 471.029626 = -10029.695475 nChanged 2 SP:Iteration 6Q (7382.610000 sec): 3 clusters Score: Raw -10502.097903 + Penalty 471.029626 = -10031.068278 nChanged 1 SP:Iteration 7Q (7382.810000 sec): 3 clusters Score: Raw -10503.250906 + Penalty 471.029626 = -10032.221280 nChanged 0 SP:Iteration 8F (7382.980000 sec): 3 clusters Score: Raw -10503.250906 + Penalty 471.029626 = -10032.221280 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 67 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7383.130000 sec): 2 clusters Score: Raw -9243.278190 + Penalty 236.279537 = -9006.998654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7383.320000 sec): 3 clusters Score: Raw -9235.398036 + Penalty 472.559073 = -8762.838962 nChanged 46 SP:Iteration 1F (7383.560000 sec): 3 clusters Score: Raw -9348.529262 + Penalty 472.559073 = -8875.970188 nChanged 13 SP:Iteration 2F (7383.690000 sec): 3 clusters Score: Raw -9412.758017 + Penalty 472.559073 = -8940.198944 nChanged 3 SP:Iteration 3Q (7383.880000 sec): 3 clusters Score: Raw -9420.577515 + Penalty 472.559073 = -8948.018442 nChanged 7 SP:Iteration 4Q (7384.090000 sec): 3 clusters Score: Raw -9442.415400 + Penalty 472.559073 = -8969.856327 nChanged 3 SP:Iteration 5Q (7384.220000 sec): 3 clusters Score: Raw -9457.612449 + Penalty 472.559073 = -8985.053376 nChanged 0 SP:Iteration 6F (7384.400000 sec): 3 clusters Score: Raw -9457.612449 + Penalty 472.559073 = -8985.053376 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 68 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7384.550000 sec): 2 clusters Score: Raw -8828.489907 + Penalty 225.168575 = -8603.321332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7384.690000 sec): 3 clusters Score: Raw -8795.757660 + Penalty 450.337150 = -8345.420510 nChanged 43 SP:Iteration 1F (7384.900000 sec): 3 clusters Score: Raw -8858.458832 + Penalty 450.337150 = -8408.121682 nChanged 9 SP:Iteration 2F (7385.080000 sec): 3 clusters Score: Raw -8875.439800 + Penalty 450.337150 = -8425.102650 nChanged 5 SP:Iteration 3Q (7385.250000 sec): 3 clusters Score: Raw -8888.112640 + Penalty 450.337150 = -8437.775489 nChanged 3 SP:Iteration 4Q (7385.400000 sec): 3 clusters Score: Raw -8895.414667 + Penalty 450.337150 = -8445.077517 nChanged 3 SP:Iteration 5Q (7385.600000 sec): 3 clusters Score: Raw -8901.546881 + Penalty 450.337150 = -8451.209730 nChanged 1 SP:Iteration 6Q (7385.820000 sec): 3 clusters Score: Raw -8904.657174 + Penalty 450.337150 = -8454.320024 nChanged 1 SP:Iteration 7Q (7385.960000 sec): 3 clusters Score: Raw -8905.279452 + Penalty 450.337150 = -8454.942302 nChanged 0 SP:Iteration 8F (7386.110000 sec): 3 clusters Score: Raw -8905.279452 + Penalty 450.337150 = -8454.942302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 69 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7386.200000 sec): 2 clusters Score: Raw -4379.789908 + Penalty 199.947437 = -4179.842471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7386.350000 sec): 3 clusters Score: Raw -4413.821310 + Penalty 399.894873 = -4013.926437 nChanged 15 SP:Iteration 1F (7386.550000 sec): 3 clusters Score: Raw -4463.122640 + Penalty 399.894873 = -4063.227766 nChanged 3 SP:Iteration 2Q (7386.680000 sec): 3 clusters Score: Raw -4472.883114 + Penalty 399.894873 = -4072.988241 nChanged 2 SP:Iteration 3Q (7386.850000 sec): 3 clusters Score: Raw -4478.130680 + Penalty 399.894873 = -4078.235807 nChanged 1 SP:Iteration 4Q (7387.060000 sec): 3 clusters Score: Raw -4480.057733 + Penalty 399.894873 = -4080.162860 nChanged 1 SP:Iteration 5Q (7387.140000 sec): 3 clusters Score: Raw -4481.925729 + Penalty 399.894873 = -4082.030856 nChanged 1 SP:Iteration 6Q (7387.300000 sec): 3 clusters Score: Raw -4487.651206 + Penalty 399.894873 = -4087.756333 nChanged 0 SP:Iteration 7F (7387.520000 sec): 3 clusters Score: Raw -4487.651206 + Penalty 399.894873 = -4087.756333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 70 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7387.620000 sec): 2 clusters Score: Raw -8594.421895 + Penalty 224.190043 = -8370.231852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7387.740000 sec): 3 clusters Score: Raw -8569.100074 + Penalty 448.380085 = -8120.719988 nChanged 26 SP:Iteration 1F (7387.880000 sec): 3 clusters Score: Raw -8607.894510 + Penalty 448.380085 = -8159.514424 nChanged 10 SP:Iteration 2F (7388.060000 sec): 3 clusters Score: Raw -8619.916719 + Penalty 448.380085 = -8171.536633 nChanged 7 SP:Iteration 3F (7388.290000 sec): 3 clusters Score: Raw -8634.106069 + Penalty 448.380085 = -8185.725984 nChanged 3 SP:Iteration 4Q (7388.470000 sec): 3 clusters Score: Raw -8637.254179 + Penalty 448.380085 = -8188.874094 nChanged 3 SP:Iteration 5Q (7388.630000 sec): 3 clusters Score: Raw -8643.286986 + Penalty 448.380085 = -8194.906900 nChanged 3 SP:Iteration 6Q (7388.800000 sec): 3 clusters Score: Raw -8647.315770 + Penalty 448.380085 = -8198.935685 nChanged 1 SP:Iteration 7Q (7388.940000 sec): 3 clusters Score: Raw -8648.489597 + Penalty 448.380085 = -8200.109512 nChanged 1 SP:Iteration 8Q (7389.130000 sec): 3 clusters Score: Raw -8650.270983 + Penalty 448.380085 = -8201.890897 nChanged 0 SP:Iteration 9F (7389.320000 sec): 3 clusters Score: Raw -8650.270983 + Penalty 448.380085 = -8201.890897 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 72 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7389.400000 sec): 2 clusters Score: Raw -8347.211566 + Penalty 223.525797 = -8123.685769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7389.570000 sec): 3 clusters Score: Raw -8363.890969 + Penalty 447.051595 = -7916.839374 nChanged 30 SP:Iteration 1F (7389.720000 sec): 3 clusters Score: Raw -8416.243429 + Penalty 447.051595 = -7969.191835 nChanged 5 SP:Iteration 2Q (7389.820000 sec): 3 clusters Score: Raw -8419.973499 + Penalty 447.051595 = -7972.921904 nChanged 0 SP:Iteration 3F (7390.040000 sec): 3 clusters Score: Raw -8419.973499 + Penalty 447.051595 = -7972.921904 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 73 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7390.120000 sec): 2 clusters Score: Raw -9987.087335 + Penalty 238.978441 = -9748.108894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7390.280000 sec): 3 clusters Score: Raw -9952.039067 + Penalty 477.956882 = -9474.082185 nChanged 55 SP:Iteration 1F (7390.480000 sec): 3 clusters Score: Raw -10045.347932 + Penalty 477.956882 = -9567.391050 nChanged 10 SP:Iteration 2F (7390.710000 sec): 3 clusters Score: Raw -10061.858401 + Penalty 477.956882 = -9583.901519 nChanged 5 SP:Iteration 3Q (7390.840000 sec): 3 clusters Score: Raw -10068.754932 + Penalty 477.956882 = -9590.798050 nChanged 3 SP:Iteration 4Q (7391.080000 sec): 3 clusters Score: Raw -10071.161594 + Penalty 477.956882 = -9593.204712 nChanged 0 SP:Iteration 5F (7391.220000 sec): 3 clusters Score: Raw -10071.161594 + Penalty 477.956882 = -9593.204712 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 74 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7391.310000 sec): 2 clusters Score: Raw -21635.510154 + Penalty 269.431818 = -21366.078336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7391.480000 sec): 3 clusters Score: Raw -21488.535240 + Penalty 538.863636 = -20949.671604 nChanged 120 SP:Iteration 1F (7391.640000 sec): 3 clusters Score: Raw -21595.754793 + Penalty 538.863636 = -21056.891157 nChanged 34 SP:Iteration 2F (7391.790000 sec): 3 clusters Score: Raw -21625.762292 + Penalty 538.863636 = -21086.898656 nChanged 18 SP:Iteration 3Q (7392.020000 sec): 3 clusters Score: Raw -21644.051403 + Penalty 538.863636 = -21105.187767 nChanged 10 SP:Iteration 4Q (7392.140000 sec): 3 clusters Score: Raw -21650.828855 + Penalty 538.863636 = -21111.965219 nChanged 5 SP:Iteration 5Q (7392.380000 sec): 3 clusters Score: Raw -21657.533822 + Penalty 538.863636 = -21118.670185 nChanged 5 SP:Iteration 6Q (7392.570000 sec): 3 clusters Score: Raw -21662.314774 + Penalty 538.863636 = -21123.451138 nChanged 3 SP:Iteration 7Q (7392.760000 sec): 3 clusters Score: Raw -21663.723519 + Penalty 538.863636 = -21124.859882 nChanged 2 SP:Iteration 8Q (7392.980000 sec): 3 clusters Score: Raw -21664.314957 + Penalty 538.863636 = -21125.451321 nChanged 1 SP:Iteration 9Q (7393.150000 sec): 3 clusters Score: Raw -21664.724444 + Penalty 538.863636 = -21125.860808 nChanged 0 SP:Iteration 10F (7393.310000 sec): 3 clusters Score: Raw -21664.724444 + Penalty 538.863636 = -21125.860808 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 75 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7393.420000 sec): 2 clusters Score: Raw -2803.734027 + Penalty 179.781589 = -2623.952438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7393.570000 sec): 3 clusters Score: Raw -2909.470365 + Penalty 359.563178 = -2549.907186 nChanged 4 SP:Iteration 1F (7393.760000 sec): 3 clusters Score: Raw -2936.114455 + Penalty 359.563178 = -2576.551277 nChanged 1 SP:Iteration 2Q (7393.860000 sec): 3 clusters Score: Raw -2940.686924 + Penalty 359.563178 = -2581.123745 nChanged 1 SP:Iteration 3Q (7394.050000 sec): 3 clusters Score: Raw -2943.403384 + Penalty 359.563178 = -2583.840205 nChanged 1 SP:Iteration 4Q (7394.220000 sec): 3 clusters Score: Raw -2945.216004 + Penalty 359.563178 = -2585.652825 nChanged 0 SP:Iteration 5F (7394.340000 sec): 3 clusters Score: Raw -2945.216004 + Penalty 359.563178 = -2585.652825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 76 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7394.450000 sec): 2 clusters Score: Raw -3109.490351 + Penalty 187.784615 = -2921.705736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7394.620000 sec): 3 clusters Score: Raw -3166.935603 + Penalty 375.569229 = -2791.366374 nChanged 8 SP:Iteration 1F (7394.800000 sec): 3 clusters Score: Raw -3205.585678 + Penalty 375.569229 = -2830.016448 nChanged 0 Memory request: 0.00 GB would take us to total of 2.65 GB. Trying to split cluster 77 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7394.900000 sec): 2 clusters Score: Raw -8183.551539 + Penalty 222.167487 = -7961.384051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7395.050000 sec): 3 clusters Score: Raw -8173.911453 + Penalty 444.334975 = -7729.576478 nChanged 28 SP:Iteration 1F (7395.200000 sec): 3 clusters Score: Raw -8201.842805 + Penalty 444.334975 = -7757.507830 nChanged 6 SP:Iteration 2Q (7395.330000 sec): 3 clusters Score: Raw -8207.424354 + Penalty 444.334975 = -7763.089379 nChanged 1 SP:Iteration 3Q (7395.540000 sec): 3 clusters Score: Raw -8208.798008 + Penalty 444.334975 = -7764.463033 nChanged 1 SP:Iteration 4Q (7395.710000 sec): 3 clusters Score: Raw -8210.841638 + Penalty 444.334975 = -7766.506663 nChanged 3 SP:Iteration 5Q (7395.910000 sec): 3 clusters Score: Raw -8218.771429 + Penalty 444.334975 = -7774.436454 nChanged 0 SP:Iteration 6F (7396.090000 sec): 3 clusters Score: Raw -8218.771429 + Penalty 444.334975 = -7774.436454 nChanged 0 ------ Evaluating fit on full set of 1182174 points ------ Score: Raw -72083759.580363 + Penalty 48352.749502 = -72035406.830862 Time taken for this iteration:7498.370000 seconds. 20->77 Clusters: Score -72035406.830862, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.65 GB would take us to total of 2.62 GB. ------ Running on subset of 394058 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 3 (0 points): Lose 0.000000 but Gain 586.233529 Iteration 0F (7519.860000 sec): 20 clusters Score: Raw -15455516.762291 + Penalty 11138.437052 = -15444378.325239 nChanged 374713 Deleting Class 1 (60 points): Lose 232.701028 but Gain 586.233529 Iteration 1F (7527.620000 sec): 17 clusters Score: Raw -23318431.733397 + Penalty 9379.736465 = -23309051.996932 nChanged 21662 Deleting Class 16 (165 points): Lose 415.208187 but Gain 586.233529 Iteration 2F (7536.390000 sec): 16 clusters Score: Raw -23783041.317384 + Penalty 8793.502936 = -23774247.814449 nChanged 15349 Iteration 3Q (7541.750000 sec): 16 clusters Score: Raw -23853578.649148 + Penalty 8793.502936 = -23844785.146212 nChanged 10717 Iteration 4Q (7547.390000 sec): 16 clusters Score: Raw -23876071.442399 + Penalty 8793.502936 = -23867277.939463 nChanged 7437 Iteration 5Q (7553.130000 sec): 16 clusters Score: Raw -23887380.475811 + Penalty 8793.502936 = -23878586.972876 nChanged 5240 Iteration 6Q (7559.560000 sec): 16 clusters Score: Raw -23892672.088951 + Penalty 8793.502936 = -23883878.586015 nChanged 3981 Iteration 7Q (7565.550000 sec): 16 clusters Score: Raw -23895353.628890 + Penalty 8793.502936 = -23886560.125955 nChanged 2985 Iteration 8Q (7572.050000 sec): 16 clusters Score: Raw -23896827.842201 + Penalty 8793.502936 = -23888034.339265 nChanged 2409 Iteration 9Q (7578.320000 sec): 16 clusters Score: Raw -23897964.458860 + Penalty 8793.502936 = -23889170.955925 nChanged 1925 Iteration 10Q (7584.890000 sec): 16 clusters Score: Raw -23898928.820550 + Penalty 8793.502936 = -23890135.317615 nChanged 1526 Iteration 11Q (7590.900000 sec): 16 clusters Score: Raw -23899596.781859 + Penalty 8793.502936 = -23890803.278924 nChanged 1173 Iteration 12Q (7596.560000 sec): 16 clusters Score: Raw -23899962.408654 + Penalty 8793.502936 = -23891168.905718 nChanged 932 Iteration 13Q (7602.600000 sec): 16 clusters Score: Raw -23900202.684130 + Penalty 8793.502936 = -23891409.181195 nChanged 714 Iteration 14Q (7610.640000 sec): 16 clusters Score: Raw -23900311.871369 + Penalty 8793.502936 = -23891518.368433 nChanged 520 Iteration 15Q (7616.610000 sec): 16 clusters Score: Raw -23900381.119791 + Penalty 8793.502936 = -23891587.616855 nChanged 398 Iteration 16Q (7623.150000 sec): 16 clusters Score: Raw -23900422.428526 + Penalty 8793.502936 = -23891628.925590 nChanged 312 Iteration 17Q (7629.130000 sec): 16 clusters Score: Raw -23900450.498958 + Penalty 8793.502936 = -23891656.996023 nChanged 242 Iteration 18Q (7635.510000 sec): 16 clusters Score: Raw -23900468.669371 + Penalty 8793.502936 = -23891675.166435 nChanged 166 Iteration 19Q (7642.440000 sec): 16 clusters Score: Raw -23900477.033037 + Penalty 8793.502936 = -23891683.530101 nChanged 135 Writing temp clu file Because OldScore, -23891675.166435, is greater than current (better) Score,-23891683.530101 Compute initial score before splitting: Score: Raw -23900477.033037 + Penalty 8793.502936 = -23891683.530101 Memory request: 0.06 GB would take us to total of 2.68 GB. Trying to split cluster 2 (34757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.810000 sec): 2 clusters Score: Raw -2103765.413735 + Penalty 475.754200 = -2103289.659535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7643.130000 sec): 3 clusters Score: Raw -2080941.456754 + Penalty 951.508401 = -2079989.948353 nChanged 16706 SP:Iteration 1F (7643.470000 sec): 3 clusters Score: Raw -2092166.002788 + Penalty 951.508401 = -2091214.494387 nChanged 2604 SP:Iteration 2F (7643.800000 sec): 3 clusters Score: Raw -2094387.688062 + Penalty 951.508401 = -2093436.179662 nChanged 3330 SP:Iteration 3F (7644.090000 sec): 3 clusters Score: Raw -2097742.652825 + Penalty 951.508401 = -2096791.144425 nChanged 3468 SP:Iteration 4F (7644.470000 sec): 3 clusters Score: Raw -2101197.975439 + Penalty 951.508401 = -2100246.467039 nChanged 2876 SP:Iteration 5F (7644.830000 sec): 3 clusters Score: Raw -2103773.710121 + Penalty 951.508401 = -2102822.201721 nChanged 1875 SP:Iteration 6F (7645.170000 sec): 3 clusters Score: Raw -2105417.858716 + Penalty 951.508401 = -2104466.350316 nChanged 1121 SP:Iteration 7Q (7645.480000 sec): 3 clusters Score: Raw -2106358.052132 + Penalty 951.508401 = -2105406.543732 nChanged 677 SP:Iteration 8Q (7645.770000 sec): 3 clusters Score: Raw -2106867.452394 + Penalty 951.508401 = -2105915.943993 nChanged 392 SP:Iteration 9Q (7646.090000 sec): 3 clusters Score: Raw -2107123.701787 + Penalty 951.508401 = -2106172.193387 nChanged 222 SP:Iteration 10Q (7646.370000 sec): 3 clusters Score: Raw -2107211.003451 + Penalty 951.508401 = -2106259.495051 nChanged 115 SP:Iteration 11Q (7646.690000 sec): 3 clusters Score: Raw -2107245.292293 + Penalty 951.508401 = -2106293.783892 nChanged 75 SP:Iteration 12Q (7646.980000 sec): 3 clusters Score: Raw -2107259.855967 + Penalty 951.508401 = -2106308.347567 nChanged 41 SP:Iteration 13Q (7647.280000 sec): 3 clusters Score: Raw -2107264.527541 + Penalty 951.508401 = -2106313.019140 nChanged 23 SP:Iteration 14Q (7647.610000 sec): 3 clusters Score: Raw -2107269.003214 + Penalty 951.508401 = -2106317.494814 nChanged 26 SP:Iteration 15Q (7647.890000 sec): 3 clusters Score: Raw -2107271.893878 + Penalty 951.508401 = -2106320.385477 nChanged 18 SP:Iteration 16Q (7648.170000 sec): 3 clusters Score: Raw -2107273.272501 + Penalty 951.508401 = -2106321.764100 nChanged 14 SP:Iteration 17Q (7648.540000 sec): 3 clusters Score: Raw -2107273.817626 + Penalty 951.508401 = -2106322.309225 nChanged 8 SP:Iteration 18Q (7648.880000 sec): 3 clusters Score: Raw -2107274.498820 + Penalty 951.508401 = -2106322.990420 nChanged 11 SP:Iteration 19Q (7649.200000 sec): 3 clusters Score: Raw -2107275.046690 + Penalty 951.508401 = -2106323.538290 nChanged 5 SP:Iteration 20F (7649.550000 sec): 3 clusters Score: Raw -2107275.160016 + Penalty 951.508401 = -2106323.651615 nChanged 1 SP:Iteration 21Q (7649.840000 sec): 3 clusters Score: Raw -2107275.168093 + Penalty 951.508401 = -2106323.659692 nChanged 1 SP:Iteration 22Q (7650.110000 sec): 3 clusters Score: Raw -2107275.177368 + Penalty 951.508401 = -2106323.668968 nChanged 1 SP:Iteration 23Q (7650.420000 sec): 3 clusters Score: Raw -2107275.193784 + Penalty 951.508401 = -2106323.685383 nChanged 0 SP:Iteration 24F (7650.700000 sec): 3 clusters Score: Raw -2107275.193784 + Penalty 951.508401 = -2106323.685383 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7650.790000 sec): 2 clusters Score: Raw -6841.350494 + Penalty 231.485633 = -6609.864861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7650.970000 sec): 3 clusters Score: Raw -6869.619906 + Penalty 462.971267 = -6406.648639 nChanged 52 SP:Iteration 1F (7651.180000 sec): 3 clusters Score: Raw -7055.566200 + Penalty 462.971267 = -6592.594934 nChanged 23 SP:Iteration 2F (7651.320000 sec): 3 clusters Score: Raw -7278.222186 + Penalty 462.971267 = -6815.250920 nChanged 15 SP:Iteration 3F (7651.540000 sec): 3 clusters Score: Raw -7336.222056 + Penalty 462.971267 = -6873.250790 nChanged 2 SP:Iteration 4Q (7651.690000 sec): 3 clusters Score: Raw -7339.226694 + Penalty 462.971267 = -6876.255428 nChanged 1 SP:Iteration 5Q (7651.880000 sec): 3 clusters Score: Raw -7342.082476 + Penalty 462.971267 = -6879.111209 nChanged 1 SP:Iteration 6Q (7652.010000 sec): 3 clusters Score: Raw -7346.356622 + Penalty 462.971267 = -6883.385355 nChanged 0 SP:Iteration 7F (7652.210000 sec): 3 clusters Score: Raw -7346.356622 + Penalty 462.971267 = -6883.385355 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7652.290000 sec): 2 clusters Score: Raw -44663.901551 + Penalty 308.279157 = -44355.622394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7652.510000 sec): 3 clusters Score: Raw -44337.755732 + Penalty 616.558314 = -43721.197418 nChanged 362 SP:Iteration 1F (7652.670000 sec): 3 clusters Score: Raw -45138.158489 + Penalty 616.558314 = -44521.600175 nChanged 102 SP:Iteration 2F (7652.870000 sec): 3 clusters Score: Raw -45842.767846 + Penalty 616.558314 = -45226.209532 nChanged 91 SP:Iteration 3F (7653.010000 sec): 3 clusters Score: Raw -46160.415829 + Penalty 616.558314 = -45543.857515 nChanged 77 SP:Iteration 4F (7653.220000 sec): 3 clusters Score: Raw -46300.904982 + Penalty 616.558314 = -45684.346668 nChanged 44 SP:Iteration 5F (7653.390000 sec): 3 clusters Score: Raw -46358.826157 + Penalty 616.558314 = -45742.267843 nChanged 38 SP:Iteration 6Q (7653.530000 sec): 3 clusters Score: Raw -46429.818054 + Penalty 616.558314 = -45813.259739 nChanged 33 SP:Iteration 7Q (7653.700000 sec): 3 clusters Score: Raw -46490.763550 + Penalty 616.558314 = -45874.205236 nChanged 20 SP:Iteration 8Q (7653.870000 sec): 3 clusters Score: Raw -46528.584572 + Penalty 616.558314 = -45912.026258 nChanged 14 SP:Iteration 9Q (7654.070000 sec): 3 clusters Score: Raw -46554.427047 + Penalty 616.558314 = -45937.868733 nChanged 5 SP:Iteration 10Q (7654.270000 sec): 3 clusters Score: Raw -46558.304800 + Penalty 616.558314 = -45941.746486 nChanged 3 SP:Iteration 11Q (7654.450000 sec): 3 clusters Score: Raw -46559.465593 + Penalty 616.558314 = -45942.907279 nChanged 2 SP:Iteration 12Q (7654.690000 sec): 3 clusters Score: Raw -46562.230810 + Penalty 616.558314 = -45945.672496 nChanged 3 SP:Iteration 13Q (7654.870000 sec): 3 clusters Score: Raw -46565.970092 + Penalty 616.558314 = -45949.411777 nChanged 2 SP:Iteration 14Q (7655.080000 sec): 3 clusters Score: Raw -46568.627676 + Penalty 616.558314 = -45952.069362 nChanged 1 SP:Iteration 15Q (7655.270000 sec): 3 clusters Score: Raw -46569.425505 + Penalty 616.558314 = -45952.867190 nChanged 1 SP:Iteration 16Q (7655.460000 sec): 3 clusters Score: Raw -46569.789376 + Penalty 616.558314 = -45953.231062 nChanged 0 SP:Iteration 17F (7655.670000 sec): 3 clusters Score: Raw -46569.789376 + Penalty 616.558314 = -45953.231062 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (328353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7657.110000 sec): 2 clusters Score: Raw -20695307.868552 + Penalty 577.933926 = -20694729.934626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7658.180000 sec): 3 clusters Score: Raw -20471678.177821 + Penalty 1155.867852 = -20470522.309969 nChanged 162474 SP:Iteration 1F (7659.010000 sec): 3 clusters Score: Raw -20575752.205834 + Penalty 1155.867852 = -20574596.337982 nChanged 16648 SP:Iteration 2F (7659.910000 sec): 3 clusters Score: Raw -20584368.923024 + Penalty 1155.867852 = -20583213.055172 nChanged 19118 SP:Iteration 3F (7660.970000 sec): 3 clusters Score: Raw -20595789.137600 + Penalty 1155.867852 = -20594633.269748 nChanged 21260 SP:Iteration 4F (7662.060000 sec): 3 clusters Score: Raw -20610384.962749 + Penalty 1155.867852 = -20609229.094897 nChanged 22174 SP:Iteration 5F (7663.010000 sec): 3 clusters Score: Raw -20628092.725448 + Penalty 1155.867852 = -20626936.857596 nChanged 20298 SP:Iteration 6F (7663.990000 sec): 3 clusters Score: Raw -20643092.176636 + Penalty 1155.867852 = -20641936.308784 nChanged 15098 SP:Iteration 7Q (7665.090000 sec): 3 clusters Score: Raw -20650672.176034 + Penalty 1155.867852 = -20649516.308182 nChanged 9536 SP:Iteration 8Q (7666.150000 sec): 3 clusters Score: Raw -20654183.353292 + Penalty 1155.867852 = -20653027.485440 nChanged 7474 SP:Iteration 9Q (7667.240000 sec): 3 clusters Score: Raw -20656750.458699 + Penalty 1155.867852 = -20655594.590847 nChanged 7034 SP:Iteration 10Q (7668.210000 sec): 3 clusters Score: Raw -20659234.526627 + Penalty 1155.867852 = -20658078.658775 nChanged 7053 SP:Iteration 11Q (7669.270000 sec): 3 clusters Score: Raw -20661790.090921 + Penalty 1155.867852 = -20660634.223069 nChanged 7040 SP:Iteration 12Q (7670.370000 sec): 3 clusters Score: Raw -20664454.837252 + Penalty 1155.867852 = -20663298.969400 nChanged 7102 SP:Iteration 13Q (7671.480000 sec): 3 clusters Score: Raw -20667274.370798 + Penalty 1155.867852 = -20666118.502946 nChanged 7157 SP:Iteration 14Q (7672.580000 sec): 3 clusters Score: Raw -20670266.445493 + Penalty 1155.867852 = -20669110.577641 nChanged 7058 SP:Iteration 15Q (7673.620000 sec): 3 clusters Score: Raw -20673416.375458 + Penalty 1155.867852 = -20672260.507606 nChanged 6889 SP:Iteration 16Q (7675.030000 sec): 3 clusters Score: Raw -20676687.747669 + Penalty 1155.867852 = -20675531.879817 nChanged 6733 SP:Iteration 17Q (7676.510000 sec): 3 clusters Score: Raw -20680078.915467 + Penalty 1155.867852 = -20678923.047614 nChanged 6483 SP:Iteration 18Q (7677.800000 sec): 3 clusters Score: Raw -20683547.667694 + Penalty 1155.867852 = -20682391.799842 nChanged 6016 SP:Iteration 19Q (7678.970000 sec): 3 clusters Score: Raw -20686936.962351 + Penalty 1155.867852 = -20685781.094499 nChanged 5622 SP:Iteration 20F (7680.120000 sec): 3 clusters Score: Raw -20690416.953581 + Penalty 1155.867852 = -20689261.085729 nChanged 5503 SP:Iteration 21Q (7681.270000 sec): 3 clusters Score: Raw -20694034.171781 + Penalty 1155.867852 = -20692878.303929 nChanged 5249 SP:Iteration 22Q (7682.300000 sec): 3 clusters Score: Raw -20697577.421295 + Penalty 1155.867852 = -20696421.553443 nChanged 4961 SP:Iteration 23Q (7683.310000 sec): 3 clusters Score: Raw -20700867.781915 + Penalty 1155.867852 = -20699711.914063 nChanged 4496 SP:Iteration 24Q (7684.200000 sec): 3 clusters Score: Raw -20703611.834034 + Penalty 1155.867852 = -20702455.966182 nChanged 3934 SP:Iteration 25Q (7685.270000 sec): 3 clusters Score: Raw -20705570.608015 + Penalty 1155.867852 = -20704414.740163 nChanged 3105 SP:Iteration 26Q (7686.270000 sec): 3 clusters Score: Raw -20706770.496976 + Penalty 1155.867852 = -20705614.629124 nChanged 2353 SP:Iteration 27Q (7687.330000 sec): 3 clusters Score: Raw -20707463.873185 + Penalty 1155.867852 = -20706308.005333 nChanged 1771 SP:Iteration 28Q (7688.270000 sec): 3 clusters Score: Raw -20707843.647463 + Penalty 1155.867852 = -20706687.779611 nChanged 1208 SP:Iteration 29Q (7689.290000 sec): 3 clusters Score: Raw -20708036.382646 + Penalty 1155.867852 = -20706880.514794 nChanged 910 SP:Iteration 30Q (7690.310000 sec): 3 clusters Score: Raw -20708140.778650 + Penalty 1155.867852 = -20706984.910798 nChanged 658 SP:Iteration 31Q (7691.410000 sec): 3 clusters Score: Raw -20708197.924591 + Penalty 1155.867852 = -20707042.056739 nChanged 471 SP:Iteration 32Q (7692.640000 sec): 3 clusters Score: Raw -20708229.829172 + Penalty 1155.867852 = -20707073.961320 nChanged 364 SP:Iteration 33Q (7693.750000 sec): 3 clusters Score: Raw -20708251.286039 + Penalty 1155.867852 = -20707095.418187 nChanged 295 SP:Iteration 34Q (7694.940000 sec): 3 clusters Score: Raw -20708264.228823 + Penalty 1155.867852 = -20707108.360970 nChanged 216 SP:Iteration 35Q (7696.020000 sec): 3 clusters Score: Raw -20708271.094258 + Penalty 1155.867852 = -20707115.226406 nChanged 173 SP:Iteration 36Q (7697.070000 sec): 3 clusters Score: Raw -20708275.526537 + Penalty 1155.867852 = -20707119.658685 nChanged 126 SP:Iteration 37Q (7698.130000 sec): 3 clusters Score: Raw -20708278.245922 + Penalty 1155.867852 = -20707122.378070 nChanged 83 SP:Iteration 38Q (7699.240000 sec): 3 clusters Score: Raw -20708279.639020 + Penalty 1155.867852 = -20707123.771168 nChanged 74 SP:Iteration 39Q (7700.200000 sec): 3 clusters Score: Raw -20708280.701098 + Penalty 1155.867852 = -20707124.833246 nChanged 53 SP:Iteration 40F (7701.340000 sec): 3 clusters Score: Raw -20708363.693528 + Penalty 1155.867852 = -20707207.825676 nChanged 126 SP:Iteration 41Q (7702.440000 sec): 3 clusters Score: Raw -20708379.432690 + Penalty 1155.867852 = -20707223.564838 nChanged 185 SP:Iteration 42Q (7703.510000 sec): 3 clusters Score: Raw -20708389.291126 + Penalty 1155.867852 = -20707233.423274 nChanged 184 SP:Iteration 43Q (7704.640000 sec): 3 clusters Score: Raw -20708397.421009 + Penalty 1155.867852 = -20707241.553157 nChanged 137 SP:Iteration 44Q (7705.670000 sec): 3 clusters Score: Raw -20708402.466206 + Penalty 1155.867852 = -20707246.598354 nChanged 119 SP:Iteration 45Q (7706.700000 sec): 3 clusters Score: Raw -20708406.230009 + Penalty 1155.867852 = -20707250.362157 nChanged 102 SP:Iteration 46Q (7707.660000 sec): 3 clusters Score: Raw -20708408.654201 + Penalty 1155.867852 = -20707252.786349 nChanged 87 SP:Iteration 47Q (7708.690000 sec): 3 clusters Score: Raw -20708410.771299 + Penalty 1155.867852 = -20707254.903447 nChanged 80 SP:Iteration 48Q (7709.790000 sec): 3 clusters Score: Raw -20708412.328304 + Penalty 1155.867852 = -20707256.460451 nChanged 66 SP:Iteration 49Q (7710.870000 sec): 3 clusters Score: Raw -20708413.691238 + Penalty 1155.867852 = -20707257.823386 nChanged 66 SP:Iteration 50Q (7712.000000 sec): 3 clusters Score: Raw -20708414.758564 + Penalty 1155.867852 = -20707258.890712 nChanged 50 SP:Iteration 51Q (7713.140000 sec): 3 clusters Score: Raw -20708415.250872 + Penalty 1155.867852 = -20707259.383020 nChanged 26 SP:Iteration 52Q (7714.120000 sec): 3 clusters Score: Raw -20708415.521671 + Penalty 1155.867852 = -20707259.653819 nChanged 26 SP:Iteration 53Q (7715.130000 sec): 3 clusters Score: Raw -20708415.722943 + Penalty 1155.867852 = -20707259.855091 nChanged 14 SP:Iteration 54Q (7716.180000 sec): 3 clusters Score: Raw -20708415.817434 + Penalty 1155.867852 = -20707259.949582 nChanged 9 SP:Iteration 55Q (7717.330000 sec): 3 clusters Score: Raw -20708415.886172 + Penalty 1155.867852 = -20707260.018320 nChanged 15 SP:Iteration 56Q (7718.620000 sec): 3 clusters Score: Raw -20708416.009037 + Penalty 1155.867852 = -20707260.141185 nChanged 14 SP:Iteration 57Q (7719.590000 sec): 3 clusters Score: Raw -20708416.087871 + Penalty 1155.867852 = -20707260.220019 nChanged 9 SP:Iteration 58Q (7720.650000 sec): 3 clusters Score: Raw -20708416.157016 + Penalty 1155.867852 = -20707260.289164 nChanged 8 SP:Iteration 59Q (7721.670000 sec): 3 clusters Score: Raw -20708416.181086 + Penalty 1155.867852 = -20707260.313234 nChanged 1 SP:Iteration 60F (7722.890000 sec): 3 clusters Score: Raw -20708416.182029 + Penalty 1155.867852 = -20707260.314177 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7723.180000 sec): 2 clusters Score: Raw -53373.952530 + Penalty 313.337190 = -53060.615341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7723.360000 sec): 3 clusters Score: Raw -52897.950747 + Penalty 626.674379 = -52271.276368 nChanged 361 SP:Iteration 1F (7723.570000 sec): 3 clusters Score: Raw -53368.018883 + Penalty 626.674379 = -52741.344504 nChanged 127 SP:Iteration 2F (7723.790000 sec): 3 clusters Score: Raw -53554.964563 + Penalty 626.674379 = -52928.290184 nChanged 68 SP:Iteration 3F (7723.980000 sec): 3 clusters Score: Raw -53652.398347 + Penalty 626.674379 = -53025.723967 nChanged 44 SP:Iteration 4Q (7724.180000 sec): 3 clusters Score: Raw -53712.189463 + Penalty 626.674379 = -53085.515083 nChanged 30 SP:Iteration 5Q (7724.370000 sec): 3 clusters Score: Raw -53764.355736 + Penalty 626.674379 = -53137.681357 nChanged 25 SP:Iteration 6Q (7724.560000 sec): 3 clusters Score: Raw -53795.643463 + Penalty 626.674379 = -53168.969084 nChanged 18 SP:Iteration 7Q (7724.820000 sec): 3 clusters Score: Raw -53811.364093 + Penalty 626.674379 = -53184.689713 nChanged 18 SP:Iteration 8Q (7725.070000 sec): 3 clusters Score: Raw -53824.953697 + Penalty 626.674379 = -53198.279317 nChanged 14 SP:Iteration 9Q (7725.260000 sec): 3 clusters Score: Raw -53836.374469 + Penalty 626.674379 = -53209.700090 nChanged 18 SP:Iteration 10Q (7725.430000 sec): 3 clusters Score: Raw -53852.527777 + Penalty 626.674379 = -53225.853397 nChanged 19 SP:Iteration 11Q (7725.600000 sec): 3 clusters Score: Raw -53864.062749 + Penalty 626.674379 = -53237.388369 nChanged 8 SP:Iteration 12Q (7725.780000 sec): 3 clusters Score: Raw -53867.782507 + Penalty 626.674379 = -53241.108128 nChanged 9 SP:Iteration 13Q (7726.020000 sec): 3 clusters Score: Raw -53874.282256 + Penalty 626.674379 = -53247.607877 nChanged 9 SP:Iteration 14Q (7726.180000 sec): 3 clusters Score: Raw -53881.124119 + Penalty 626.674379 = -53254.449739 nChanged 15 SP:Iteration 15Q (7726.390000 sec): 3 clusters Score: Raw -53890.750608 + Penalty 626.674379 = -53264.076229 nChanged 15 SP:Iteration 16Q (7726.580000 sec): 3 clusters Score: Raw -53899.976251 + Penalty 626.674379 = -53273.301872 nChanged 14 SP:Iteration 17Q (7726.770000 sec): 3 clusters Score: Raw -53906.369056 + Penalty 626.674379 = -53279.694677 nChanged 14 SP:Iteration 18Q (7726.980000 sec): 3 clusters Score: Raw -53915.830512 + Penalty 626.674379 = -53289.156133 nChanged 12 SP:Iteration 19Q (7727.150000 sec): 3 clusters Score: Raw -53925.432236 + Penalty 626.674379 = -53298.757857 nChanged 8 SP:Iteration 20F (7727.380000 sec): 3 clusters Score: Raw -53933.466877 + Penalty 626.674379 = -53306.792498 nChanged 7 SP:Iteration 21Q (7727.580000 sec): 3 clusters Score: Raw -53940.439405 + Penalty 626.674379 = -53313.765025 nChanged 8 SP:Iteration 22Q (7727.750000 sec): 3 clusters Score: Raw -53955.752172 + Penalty 626.674379 = -53329.077792 nChanged 6 SP:Iteration 23Q (7727.950000 sec): 3 clusters Score: Raw -53965.459788 + Penalty 626.674379 = -53338.785409 nChanged 7 SP:Iteration 24Q (7728.150000 sec): 3 clusters Score: Raw -53974.875554 + Penalty 626.674379 = -53348.201175 nChanged 7 SP:Iteration 25Q (7728.380000 sec): 3 clusters Score: Raw -53984.835028 + Penalty 626.674379 = -53358.160649 nChanged 9 SP:Iteration 26Q (7728.590000 sec): 3 clusters Score: Raw -53992.279047 + Penalty 626.674379 = -53365.604667 nChanged 4 SP:Iteration 27Q (7728.790000 sec): 3 clusters Score: Raw -53995.971345 + Penalty 626.674379 = -53369.296965 nChanged 6 SP:Iteration 28Q (7729.000000 sec): 3 clusters Score: Raw -53997.775349 + Penalty 626.674379 = -53371.100970 nChanged 3 SP:Iteration 29Q (7729.220000 sec): 3 clusters Score: Raw -53998.670241 + Penalty 626.674379 = -53371.995862 nChanged 0 SP:Iteration 30F (7729.370000 sec): 3 clusters Score: Raw -53998.670241 + Penalty 626.674379 = -53371.995862 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7729.490000 sec): 2 clusters Score: Raw -28141.391586 + Penalty 294.138768 = -27847.252819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7729.690000 sec): 3 clusters Score: Raw -27928.041410 + Penalty 588.277536 = -27339.763875 nChanged 264 SP:Iteration 1F (7729.880000 sec): 3 clusters Score: Raw -28564.703019 + Penalty 588.277536 = -27976.425483 nChanged 86 SP:Iteration 2F (7730.020000 sec): 3 clusters Score: Raw -28861.523542 + Penalty 588.277536 = -28273.246007 nChanged 43 SP:Iteration 3F (7730.200000 sec): 3 clusters Score: Raw -29171.686348 + Penalty 588.277536 = -28583.408812 nChanged 32 SP:Iteration 4Q (7730.340000 sec): 3 clusters Score: Raw -29819.246367 + Penalty 588.277536 = -29230.968832 nChanged 42 SP:Iteration 5F (7730.510000 sec): 3 clusters Score: Raw -30259.800644 + Penalty 588.277536 = -29671.523109 nChanged 37 SP:Iteration 6F (7730.700000 sec): 3 clusters Score: Raw -30556.977265 + Penalty 588.277536 = -29968.699729 nChanged 18 SP:Iteration 7Q (7730.860000 sec): 3 clusters Score: Raw -30630.192909 + Penalty 588.277536 = -30041.915373 nChanged 5 SP:Iteration 8Q (7731.060000 sec): 3 clusters Score: Raw -30640.099910 + Penalty 588.277536 = -30051.822374 nChanged 1 SP:Iteration 9Q (7731.220000 sec): 3 clusters Score: Raw -30640.353548 + Penalty 588.277536 = -30052.076012 nChanged 0 SP:Iteration 10F (7731.430000 sec): 3 clusters Score: Raw -30640.353548 + Penalty 588.277536 = -30052.076012 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7731.550000 sec): 2 clusters Score: Raw -30256.987809 + Penalty 293.639937 = -29963.347871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7731.700000 sec): 3 clusters Score: Raw -30066.541103 + Penalty 587.279875 = -29479.261228 nChanged 266 SP:Iteration 1F (7731.900000 sec): 3 clusters Score: Raw -31025.845184 + Penalty 587.279875 = -30438.565309 nChanged 79 SP:Iteration 2F (7732.130000 sec): 3 clusters Score: Raw -31401.624934 + Penalty 587.279875 = -30814.345059 nChanged 37 SP:Iteration 3F (7732.310000 sec): 3 clusters Score: Raw -31519.512918 + Penalty 587.279875 = -30932.233043 nChanged 21 SP:Iteration 4Q (7732.540000 sec): 3 clusters Score: Raw -31593.702615 + Penalty 587.279875 = -31006.422740 nChanged 10 SP:Iteration 5Q (7732.750000 sec): 3 clusters Score: Raw -31607.634644 + Penalty 587.279875 = -31020.354769 nChanged 3 SP:Iteration 6Q (7732.940000 sec): 3 clusters Score: Raw -31610.173925 + Penalty 587.279875 = -31022.894050 nChanged 1 SP:Iteration 7Q (7733.130000 sec): 3 clusters Score: Raw -31611.683256 + Penalty 587.279875 = -31024.403381 nChanged 1 SP:Iteration 8Q (7733.300000 sec): 3 clusters Score: Raw -31612.311439 + Penalty 587.279875 = -31025.031564 nChanged 2 SP:Iteration 9Q (7733.470000 sec): 3 clusters Score: Raw -31613.893186 + Penalty 587.279875 = -31026.613311 nChanged 3 SP:Iteration 10Q (7733.670000 sec): 3 clusters Score: Raw -31615.758665 + Penalty 587.279875 = -31028.478790 nChanged 2 SP:Iteration 11Q (7733.890000 sec): 3 clusters Score: Raw -31616.690860 + Penalty 587.279875 = -31029.410985 nChanged 0 SP:Iteration 12F (7734.040000 sec): 3 clusters Score: Raw -31616.690860 + Penalty 587.279875 = -31029.410985 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7734.130000 sec): 2 clusters Score: Raw -49839.412426 + Penalty 311.098643 = -49528.313783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7734.340000 sec): 3 clusters Score: Raw -49406.123064 + Penalty 622.197286 = -48783.925778 nChanged 356 SP:Iteration 1F (7734.520000 sec): 3 clusters Score: Raw -50049.422421 + Penalty 622.197286 = -49427.225135 nChanged 150 SP:Iteration 2F (7734.690000 sec): 3 clusters Score: Raw -50494.707381 + Penalty 622.197286 = -49872.510095 nChanged 73 SP:Iteration 3F (7734.890000 sec): 3 clusters Score: Raw -50703.838404 + Penalty 622.197286 = -50081.641118 nChanged 47 SP:Iteration 4F (7735.100000 sec): 3 clusters Score: Raw -50791.287412 + Penalty 622.197286 = -50169.090126 nChanged 34 SP:Iteration 5Q (7735.270000 sec): 3 clusters Score: Raw -50881.883502 + Penalty 622.197286 = -50259.686216 nChanged 24 SP:Iteration 6Q (7735.480000 sec): 3 clusters Score: Raw -50954.073364 + Penalty 622.197286 = -50331.876078 nChanged 14 SP:Iteration 7Q (7735.630000 sec): 3 clusters Score: Raw -50996.316177 + Penalty 622.197286 = -50374.118891 nChanged 16 SP:Iteration 8Q (7735.830000 sec): 3 clusters Score: Raw -51021.120895 + Penalty 622.197286 = -50398.923609 nChanged 17 SP:Iteration 9Q (7736.000000 sec): 3 clusters Score: Raw -51053.497195 + Penalty 622.197286 = -50431.299909 nChanged 22 SP:Iteration 10Q (7736.180000 sec): 3 clusters Score: Raw -51094.712835 + Penalty 622.197286 = -50472.515549 nChanged 21 SP:Iteration 11Q (7736.360000 sec): 3 clusters Score: Raw -51131.081648 + Penalty 622.197286 = -50508.884362 nChanged 14 SP:Iteration 12Q (7736.550000 sec): 3 clusters Score: Raw -51169.564705 + Penalty 622.197286 = -50547.367419 nChanged 17 SP:Iteration 13Q (7736.710000 sec): 3 clusters Score: Raw -51207.639787 + Penalty 622.197286 = -50585.442501 nChanged 4 SP:Iteration 14Q (7736.860000 sec): 3 clusters Score: Raw -51215.481879 + Penalty 622.197286 = -50593.284593 nChanged 4 SP:Iteration 15Q (7737.020000 sec): 3 clusters Score: Raw -51219.575397 + Penalty 622.197286 = -50597.378111 nChanged 2 SP:Iteration 16Q (7737.170000 sec): 3 clusters Score: Raw -51220.419385 + Penalty 622.197286 = -50598.222099 nChanged 0 SP:Iteration 17F (7737.350000 sec): 3 clusters Score: Raw -51220.419385 + Penalty 622.197286 = -50598.222099 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7737.430000 sec): 2 clusters Score: Raw -10962.973871 + Penalty 240.845370 = -10722.128501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7737.610000 sec): 3 clusters Score: Raw -10921.825753 + Penalty 481.690739 = -10440.135013 nChanged 56 SP:Iteration 1F (7737.780000 sec): 3 clusters Score: Raw -11019.398709 + Penalty 481.690739 = -10537.707970 nChanged 16 SP:Iteration 2F (7737.980000 sec): 3 clusters Score: Raw -11051.936924 + Penalty 481.690739 = -10570.246185 nChanged 10 SP:Iteration 3F (7738.170000 sec): 3 clusters Score: Raw -11104.981765 + Penalty 481.690739 = -10623.291026 nChanged 12 SP:Iteration 4F (7738.360000 sec): 3 clusters Score: Raw -11152.500399 + Penalty 481.690739 = -10670.809660 nChanged 11 SP:Iteration 5F (7738.540000 sec): 3 clusters Score: Raw -11192.536178 + Penalty 481.690739 = -10710.845439 nChanged 9 SP:Iteration 6Q (7738.650000 sec): 3 clusters Score: Raw -11244.291877 + Penalty 481.690739 = -10762.601138 nChanged 7 SP:Iteration 7Q (7738.790000 sec): 3 clusters Score: Raw -11290.318027 + Penalty 481.690739 = -10808.627287 nChanged 6 SP:Iteration 8Q (7738.970000 sec): 3 clusters Score: Raw -11332.033853 + Penalty 481.690739 = -10850.343114 nChanged 3 SP:Iteration 9Q (7739.130000 sec): 3 clusters Score: Raw -11346.644507 + Penalty 481.690739 = -10864.953768 nChanged 3 SP:Iteration 10Q (7739.320000 sec): 3 clusters Score: Raw -11378.041126 + Penalty 481.690739 = -10896.350387 nChanged 5 SP:Iteration 11Q (7739.510000 sec): 3 clusters Score: Raw -11495.123971 + Penalty 481.690739 = -11013.433232 nChanged 3 SP:Iteration 12Q (7739.690000 sec): 3 clusters Score: Raw -11531.532493 + Penalty 481.690739 = -11049.841754 nChanged 1 SP:Iteration 13Q (7739.910000 sec): 3 clusters Score: Raw -11538.924208 + Penalty 481.690739 = -11057.233469 nChanged 0 SP:Iteration 14F (7740.120000 sec): 3 clusters Score: Raw -11538.924208 + Penalty 481.690739 = -11057.233469 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (2387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7740.220000 sec): 2 clusters Score: Raw -143723.429296 + Penalty 353.889564 = -143369.539731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7740.440000 sec): 3 clusters Score: Raw -142394.669919 + Penalty 707.779129 = -141686.890790 nChanged 1044 SP:Iteration 1F (7740.680000 sec): 3 clusters Score: Raw -143018.259337 + Penalty 707.779129 = -142310.480208 nChanged 183 SP:Iteration 2F (7740.880000 sec): 3 clusters Score: Raw -143138.316214 + Penalty 707.779129 = -142430.537085 nChanged 160 SP:Iteration 3F (7741.070000 sec): 3 clusters Score: Raw -143276.033262 + Penalty 707.779129 = -142568.254133 nChanged 146 SP:Iteration 4F (7741.220000 sec): 3 clusters Score: Raw -143394.785657 + Penalty 707.779129 = -142687.006528 nChanged 117 SP:Iteration 5Q (7741.430000 sec): 3 clusters Score: Raw -143492.336190 + Penalty 707.779129 = -142784.557061 nChanged 127 SP:Iteration 6F (7741.650000 sec): 3 clusters Score: Raw -143589.737611 + Penalty 707.779129 = -142881.958482 nChanged 116 SP:Iteration 7Q (7741.890000 sec): 3 clusters Score: Raw -143654.260555 + Penalty 707.779129 = -142946.481426 nChanged 86 SP:Iteration 8Q (7742.070000 sec): 3 clusters Score: Raw -143705.100463 + Penalty 707.779129 = -142997.321334 nChanged 77 SP:Iteration 9Q (7742.290000 sec): 3 clusters Score: Raw -143744.632040 + Penalty 707.779129 = -143036.852911 nChanged 71 SP:Iteration 10Q (7742.430000 sec): 3 clusters Score: Raw -143776.334542 + Penalty 707.779129 = -143068.555413 nChanged 54 SP:Iteration 11Q (7742.620000 sec): 3 clusters Score: Raw -143794.157014 + Penalty 707.779129 = -143086.377885 nChanged 33 SP:Iteration 12Q (7742.810000 sec): 3 clusters Score: Raw -143802.984067 + Penalty 707.779129 = -143095.204938 nChanged 30 SP:Iteration 13Q (7743.010000 sec): 3 clusters Score: Raw -143815.150212 + Penalty 707.779129 = -143107.371083 nChanged 35 SP:Iteration 14Q (7743.250000 sec): 3 clusters Score: Raw -143832.058719 + Penalty 707.779129 = -143124.279590 nChanged 32 SP:Iteration 15Q (7743.390000 sec): 3 clusters Score: Raw -143846.232342 + Penalty 707.779129 = -143138.453213 nChanged 33 SP:Iteration 16Q (7743.560000 sec): 3 clusters Score: Raw -143856.863282 + Penalty 707.779129 = -143149.084153 nChanged 22 SP:Iteration 17Q (7743.790000 sec): 3 clusters Score: Raw -143863.163540 + Penalty 707.779129 = -143155.384411 nChanged 23 SP:Iteration 18Q (7743.960000 sec): 3 clusters Score: Raw -143870.405987 + Penalty 707.779129 = -143162.626858 nChanged 23 SP:Iteration 19Q (7744.150000 sec): 3 clusters Score: Raw -143877.318918 + Penalty 707.779129 = -143169.539789 nChanged 22 SP:Iteration 20F (7744.360000 sec): 3 clusters Score: Raw -143885.454767 + Penalty 707.779129 = -143177.675638 nChanged 28 SP:Iteration 21Q (7744.530000 sec): 3 clusters Score: Raw -143893.707825 + Penalty 707.779129 = -143185.928696 nChanged 19 SP:Iteration 22Q (7744.710000 sec): 3 clusters Score: Raw -143900.919706 + Penalty 707.779129 = -143193.140577 nChanged 25 SP:Iteration 23Q (7744.850000 sec): 3 clusters Score: Raw -143911.605187 + Penalty 707.779129 = -143203.826058 nChanged 26 SP:Iteration 24Q (7744.990000 sec): 3 clusters Score: Raw -143920.263785 + Penalty 707.779129 = -143212.484656 nChanged 20 SP:Iteration 25Q (7745.150000 sec): 3 clusters Score: Raw -143925.281023 + Penalty 707.779129 = -143217.501894 nChanged 21 SP:Iteration 26Q (7745.330000 sec): 3 clusters Score: Raw -143930.751554 + Penalty 707.779129 = -143222.972425 nChanged 22 SP:Iteration 27Q (7745.510000 sec): 3 clusters Score: Raw -143939.680564 + Penalty 707.779129 = -143231.901435 nChanged 23 SP:Iteration 28Q (7745.690000 sec): 3 clusters Score: Raw -143947.312414 + Penalty 707.779129 = -143239.533285 nChanged 13 SP:Iteration 29Q (7745.880000 sec): 3 clusters Score: Raw -143951.125488 + Penalty 707.779129 = -143243.346359 nChanged 9 SP:Iteration 30Q (7746.120000 sec): 3 clusters Score: Raw -143954.399154 + Penalty 707.779129 = -143246.620025 nChanged 15 SP:Iteration 31Q (7746.330000 sec): 3 clusters Score: Raw -143958.772134 + Penalty 707.779129 = -143250.993005 nChanged 18 SP:Iteration 32Q (7746.510000 sec): 3 clusters Score: Raw -143964.224635 + Penalty 707.779129 = -143256.445506 nChanged 14 SP:Iteration 33Q (7746.750000 sec): 3 clusters Score: Raw -143968.062423 + Penalty 707.779129 = -143260.283294 nChanged 15 SP:Iteration 34Q (7746.950000 sec): 3 clusters Score: Raw -143972.546175 + Penalty 707.779129 = -143264.767046 nChanged 11 SP:Iteration 35Q (7747.160000 sec): 3 clusters Score: Raw -143976.702300 + Penalty 707.779129 = -143268.923171 nChanged 12 SP:Iteration 36Q (7747.390000 sec): 3 clusters Score: Raw -143981.671088 + Penalty 707.779129 = -143273.891959 nChanged 6 SP:Iteration 37Q (7747.580000 sec): 3 clusters Score: Raw -143983.471607 + Penalty 707.779129 = -143275.692478 nChanged 6 SP:Iteration 38Q (7747.750000 sec): 3 clusters Score: Raw -143984.492976 + Penalty 707.779129 = -143276.713847 nChanged 4 SP:Iteration 39Q (7747.970000 sec): 3 clusters Score: Raw -143985.849301 + Penalty 707.779129 = -143278.070172 nChanged 6 SP:Iteration 40F (7748.130000 sec): 3 clusters Score: Raw -143987.701234 + Penalty 707.779129 = -143279.922105 nChanged 4 SP:Iteration 41Q (7748.340000 sec): 3 clusters Score: Raw -143988.651848 + Penalty 707.779129 = -143280.872719 nChanged 2 SP:Iteration 42Q (7748.550000 sec): 3 clusters Score: Raw -143988.958727 + Penalty 707.779129 = -143281.179598 nChanged 4 SP:Iteration 43Q (7748.740000 sec): 3 clusters Score: Raw -143989.385998 + Penalty 707.779129 = -143281.606869 nChanged 1 SP:Iteration 44Q (7748.890000 sec): 3 clusters Score: Raw -143989.478014 + Penalty 707.779129 = -143281.698885 nChanged 1 SP:Iteration 45Q (7749.080000 sec): 3 clusters Score: Raw -143989.563102 + Penalty 707.779129 = -143281.783973 nChanged 1 SP:Iteration 46Q (7749.300000 sec): 3 clusters Score: Raw -143989.590959 + Penalty 707.779129 = -143281.811830 nChanged 0 SP:Iteration 47F (7749.430000 sec): 3 clusters Score: Raw -143989.590959 + Penalty 707.779129 = -143281.811830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7749.550000 sec): 2 clusters Score: Raw -36529.246755 + Penalty 296.284412 = -36232.962343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7749.720000 sec): 3 clusters Score: Raw -36292.632717 + Penalty 592.568825 = -35700.063892 nChanged 251 SP:Iteration 1F (7749.880000 sec): 3 clusters Score: Raw -37002.772300 + Penalty 592.568825 = -36410.203475 nChanged 129 SP:Iteration 2F (7750.070000 sec): 3 clusters Score: Raw -37784.932207 + Penalty 592.568825 = -37192.363382 nChanged 45 SP:Iteration 3F (7750.300000 sec): 3 clusters Score: Raw -37867.101421 + Penalty 592.568825 = -37274.532596 nChanged 9 SP:Iteration 4Q (7750.470000 sec): 3 clusters Score: Raw -37879.848118 + Penalty 592.568825 = -37287.279293 nChanged 7 SP:Iteration 5Q (7750.660000 sec): 3 clusters Score: Raw -37892.585119 + Penalty 592.568825 = -37300.016294 nChanged 4 SP:Iteration 6Q (7750.850000 sec): 3 clusters Score: Raw -37902.152469 + Penalty 592.568825 = -37309.583644 nChanged 3 SP:Iteration 7Q (7751.040000 sec): 3 clusters Score: Raw -37908.319525 + Penalty 592.568825 = -37315.750700 nChanged 2 SP:Iteration 8Q (7751.280000 sec): 3 clusters Score: Raw -37916.736351 + Penalty 592.568825 = -37324.167526 nChanged 2 SP:Iteration 9Q (7751.470000 sec): 3 clusters Score: Raw -37927.698337 + Penalty 592.568825 = -37335.129512 nChanged 2 SP:Iteration 10Q (7751.600000 sec): 3 clusters Score: Raw -37953.071026 + Penalty 592.568825 = -37360.502201 nChanged 3 SP:Iteration 11Q (7751.850000 sec): 3 clusters Score: Raw -37965.100520 + Penalty 592.568825 = -37372.531695 nChanged 2 SP:Iteration 12Q (7751.990000 sec): 3 clusters Score: Raw -37975.254200 + Penalty 592.568825 = -37382.685375 nChanged 2 SP:Iteration 13Q (7752.190000 sec): 3 clusters Score: Raw -37982.512032 + Penalty 592.568825 = -37389.943207 nChanged 0 SP:Iteration 14F (7752.460000 sec): 3 clusters Score: Raw -37982.512032 + Penalty 592.568825 = -37389.943207 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (2298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7752.530000 sec): 2 clusters Score: Raw -118896.802220 + Penalty 352.160648 = -118544.641572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7752.760000 sec): 3 clusters Score: Raw -117702.108995 + Penalty 704.321296 = -116997.787700 nChanged 976 SP:Iteration 1F (7752.970000 sec): 3 clusters Score: Raw -119180.459383 + Penalty 704.321296 = -118476.138087 nChanged 318 SP:Iteration 2F (7753.160000 sec): 3 clusters Score: Raw -119838.744414 + Penalty 704.321296 = -119134.423118 nChanged 178 SP:Iteration 3F (7753.380000 sec): 3 clusters Score: Raw -120112.565116 + Penalty 704.321296 = -119408.243821 nChanged 96 SP:Iteration 4Q (7753.570000 sec): 3 clusters Score: Raw -120196.352696 + Penalty 704.321296 = -119492.031400 nChanged 62 SP:Iteration 5Q (7753.720000 sec): 3 clusters Score: Raw -120237.596551 + Penalty 704.321296 = -119533.275256 nChanged 36 SP:Iteration 6Q (7753.900000 sec): 3 clusters Score: Raw -120265.488862 + Penalty 704.321296 = -119561.167566 nChanged 31 SP:Iteration 7Q (7754.120000 sec): 3 clusters Score: Raw -120284.807695 + Penalty 704.321296 = -119580.486399 nChanged 23 SP:Iteration 8Q (7754.270000 sec): 3 clusters Score: Raw -120299.566641 + Penalty 704.321296 = -119595.245345 nChanged 27 SP:Iteration 9Q (7754.430000 sec): 3 clusters Score: Raw -120319.793530 + Penalty 704.321296 = -119615.472235 nChanged 28 SP:Iteration 10Q (7754.660000 sec): 3 clusters Score: Raw -120343.644573 + Penalty 704.321296 = -119639.323277 nChanged 23 SP:Iteration 11Q (7754.830000 sec): 3 clusters Score: Raw -120361.888580 + Penalty 704.321296 = -119657.567284 nChanged 23 SP:Iteration 12Q (7755.000000 sec): 3 clusters Score: Raw -120381.489188 + Penalty 704.321296 = -119677.167892 nChanged 27 SP:Iteration 13Q (7755.170000 sec): 3 clusters Score: Raw -120406.659132 + Penalty 704.321296 = -119702.337836 nChanged 31 SP:Iteration 14Q (7755.350000 sec): 3 clusters Score: Raw -120452.409379 + Penalty 704.321296 = -119748.088084 nChanged 30 SP:Iteration 15Q (7755.510000 sec): 3 clusters Score: Raw -120488.784124 + Penalty 704.321296 = -119784.462829 nChanged 24 SP:Iteration 16Q (7755.730000 sec): 3 clusters Score: Raw -120518.935278 + Penalty 704.321296 = -119814.613983 nChanged 29 SP:Iteration 17Q (7755.870000 sec): 3 clusters Score: Raw -120555.841318 + Penalty 704.321296 = -119851.520022 nChanged 39 SP:Iteration 18Q (7756.020000 sec): 3 clusters Score: Raw -120615.109616 + Penalty 704.321296 = -119910.788320 nChanged 45 SP:Iteration 19Q (7756.190000 sec): 3 clusters Score: Raw -120710.967661 + Penalty 704.321296 = -120006.646366 nChanged 58 SP:Iteration 20F (7756.400000 sec): 3 clusters Score: Raw -120889.295103 + Penalty 704.321296 = -120184.973807 nChanged 79 SP:Iteration 21Q (7756.570000 sec): 3 clusters Score: Raw -121210.203000 + Penalty 704.321296 = -120505.881705 nChanged 85 SP:Iteration 22Q (7756.750000 sec): 3 clusters Score: Raw -122186.496617 + Penalty 704.321296 = -121482.175321 nChanged 19 SP:Iteration 23Q (7756.940000 sec): 3 clusters Score: Raw -122453.348081 + Penalty 704.321296 = -121749.026786 nChanged 11 SP:Iteration 24Q (7757.130000 sec): 3 clusters Score: Raw -122477.958671 + Penalty 704.321296 = -121773.637375 nChanged 2 SP:Iteration 25Q (7757.300000 sec): 3 clusters Score: Raw -122478.743849 + Penalty 704.321296 = -121774.422553 nChanged 0 SP:Iteration 26F (7757.480000 sec): 3 clusters Score: Raw -122478.743849 + Penalty 704.321296 = -121774.422553 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (2819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7757.570000 sec): 2 clusters Score: Raw -159949.060560 + Penalty 361.458256 = -159587.602304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7757.730000 sec): 3 clusters Score: Raw -158361.453743 + Penalty 722.916512 = -157638.537231 nChanged 1220 SP:Iteration 1F (7757.940000 sec): 3 clusters Score: Raw -159452.595588 + Penalty 722.916512 = -158729.679077 nChanged 342 SP:Iteration 2F (7758.120000 sec): 3 clusters Score: Raw -160033.739249 + Penalty 722.916512 = -159310.822738 nChanged 322 SP:Iteration 3F (7758.320000 sec): 3 clusters Score: Raw -160666.602189 + Penalty 722.916512 = -159943.685677 nChanged 294 SP:Iteration 4F (7758.490000 sec): 3 clusters Score: Raw -161431.208458 + Penalty 722.916512 = -160708.291946 nChanged 187 SP:Iteration 5F (7758.660000 sec): 3 clusters Score: Raw -161794.222905 + Penalty 722.916512 = -161071.306393 nChanged 84 SP:Iteration 6Q (7758.860000 sec): 3 clusters Score: Raw -161890.059139 + Penalty 722.916512 = -161167.142627 nChanged 57 SP:Iteration 7Q (7759.020000 sec): 3 clusters Score: Raw -161951.656063 + Penalty 722.916512 = -161228.739552 nChanged 44 SP:Iteration 8Q (7759.180000 sec): 3 clusters Score: Raw -161990.933421 + Penalty 722.916512 = -161268.016910 nChanged 23 SP:Iteration 9Q (7759.300000 sec): 3 clusters Score: Raw -162012.783012 + Penalty 722.916512 = -161289.866501 nChanged 24 SP:Iteration 10Q (7759.530000 sec): 3 clusters Score: Raw -162028.993946 + Penalty 722.916512 = -161306.077434 nChanged 19 SP:Iteration 11Q (7759.690000 sec): 3 clusters Score: Raw -162036.995109 + Penalty 722.916512 = -161314.078598 nChanged 18 SP:Iteration 12Q (7759.880000 sec): 3 clusters Score: Raw -162043.433468 + Penalty 722.916512 = -161320.516957 nChanged 8 SP:Iteration 13Q (7760.090000 sec): 3 clusters Score: Raw -162045.492069 + Penalty 722.916512 = -161322.575557 nChanged 6 SP:Iteration 14Q (7760.270000 sec): 3 clusters Score: Raw -162048.068400 + Penalty 722.916512 = -161325.151888 nChanged 8 SP:Iteration 15Q (7760.410000 sec): 3 clusters Score: Raw -162054.638136 + Penalty 722.916512 = -161331.721624 nChanged 8 SP:Iteration 16Q (7760.630000 sec): 3 clusters Score: Raw -162059.065313 + Penalty 722.916512 = -161336.148801 nChanged 9 SP:Iteration 17Q (7760.800000 sec): 3 clusters Score: Raw -162063.102290 + Penalty 722.916512 = -161340.185778 nChanged 12 SP:Iteration 18Q (7761.050000 sec): 3 clusters Score: Raw -162066.537449 + Penalty 722.916512 = -161343.620938 nChanged 12 SP:Iteration 19Q (7761.240000 sec): 3 clusters Score: Raw -162072.272487 + Penalty 722.916512 = -161349.355976 nChanged 9 SP:Iteration 20F (7761.470000 sec): 3 clusters Score: Raw -162088.236132 + Penalty 722.916512 = -161365.319620 nChanged 13 SP:Iteration 21Q (7761.720000 sec): 3 clusters Score: Raw -162104.573532 + Penalty 722.916512 = -161381.657020 nChanged 23 SP:Iteration 22Q (7761.880000 sec): 3 clusters Score: Raw -162124.921675 + Penalty 722.916512 = -161402.005163 nChanged 30 SP:Iteration 23Q (7762.070000 sec): 3 clusters Score: Raw -162145.889871 + Penalty 722.916512 = -161422.973359 nChanged 28 SP:Iteration 24Q (7762.270000 sec): 3 clusters Score: Raw -162166.315880 + Penalty 722.916512 = -161443.399369 nChanged 26 SP:Iteration 25Q (7762.480000 sec): 3 clusters Score: Raw -162186.494469 + Penalty 722.916512 = -161463.577957 nChanged 37 SP:Iteration 26Q (7762.670000 sec): 3 clusters Score: Raw -162220.057522 + Penalty 722.916512 = -161497.141011 nChanged 38 SP:Iteration 27Q (7762.900000 sec): 3 clusters Score: Raw -162280.772947 + Penalty 722.916512 = -161557.856435 nChanged 45 SP:Iteration 28Q (7763.040000 sec): 3 clusters Score: Raw -162368.210705 + Penalty 722.916512 = -161645.294193 nChanged 44 SP:Iteration 29Q (7763.260000 sec): 3 clusters Score: Raw -162451.670335 + Penalty 722.916512 = -161728.753823 nChanged 47 SP:Iteration 30Q (7763.460000 sec): 3 clusters Score: Raw -162519.199472 + Penalty 722.916512 = -161796.282960 nChanged 34 SP:Iteration 31Q (7763.690000 sec): 3 clusters Score: Raw -162556.327877 + Penalty 722.916512 = -161833.411365 nChanged 31 SP:Iteration 32Q (7763.910000 sec): 3 clusters Score: Raw -162577.956755 + Penalty 722.916512 = -161855.040243 nChanged 25 SP:Iteration 33Q (7764.110000 sec): 3 clusters Score: Raw -162591.677089 + Penalty 722.916512 = -161868.760577 nChanged 17 SP:Iteration 34Q (7764.320000 sec): 3 clusters Score: Raw -162598.302748 + Penalty 722.916512 = -161875.386237 nChanged 8 SP:Iteration 35Q (7764.500000 sec): 3 clusters Score: Raw -162600.563188 + Penalty 722.916512 = -161877.646676 nChanged 4 SP:Iteration 36Q (7764.660000 sec): 3 clusters Score: Raw -162601.395510 + Penalty 722.916512 = -161878.478999 nChanged 0 SP:Iteration 37F (7764.850000 sec): 3 clusters Score: Raw -162601.395510 + Penalty 722.916512 = -161878.478999 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (10802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7764.980000 sec): 2 clusters Score: Raw -628194.350475 + Penalty 422.580639 = -627771.769836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7765.170000 sec): 3 clusters Score: Raw -621472.609662 + Penalty 845.161279 = -620627.448384 nChanged 5094 SP:Iteration 1F (7765.410000 sec): 3 clusters Score: Raw -626688.222944 + Penalty 845.161279 = -625843.061665 nChanged 1345 SP:Iteration 2F (7765.610000 sec): 3 clusters Score: Raw -628165.084884 + Penalty 845.161279 = -627319.923605 nChanged 872 SP:Iteration 3F (7765.860000 sec): 3 clusters Score: Raw -628871.031929 + Penalty 845.161279 = -628025.870650 nChanged 440 SP:Iteration 4Q (7766.100000 sec): 3 clusters Score: Raw -629094.376619 + Penalty 845.161279 = -628249.215340 nChanged 241 SP:Iteration 5Q (7766.360000 sec): 3 clusters Score: Raw -629177.672954 + Penalty 845.161279 = -628332.511675 nChanged 141 SP:Iteration 6Q (7766.550000 sec): 3 clusters Score: Raw -629212.657901 + Penalty 845.161279 = -628367.496622 nChanged 80 SP:Iteration 7Q (7766.720000 sec): 3 clusters Score: Raw -629225.635743 + Penalty 845.161279 = -628380.474464 nChanged 47 SP:Iteration 8Q (7766.920000 sec): 3 clusters Score: Raw -629232.798461 + Penalty 845.161279 = -628387.637182 nChanged 35 SP:Iteration 9Q (7767.130000 sec): 3 clusters Score: Raw -629236.887819 + Penalty 845.161279 = -628391.726540 nChanged 32 SP:Iteration 10Q (7767.290000 sec): 3 clusters Score: Raw -629239.677668 + Penalty 845.161279 = -628394.516389 nChanged 22 SP:Iteration 11Q (7767.520000 sec): 3 clusters Score: Raw -629241.708771 + Penalty 845.161279 = -628396.547492 nChanged 30 SP:Iteration 12Q (7767.710000 sec): 3 clusters Score: Raw -629246.057514 + Penalty 845.161279 = -628400.896235 nChanged 30 SP:Iteration 13Q (7767.930000 sec): 3 clusters Score: Raw -629250.226586 + Penalty 845.161279 = -628405.065307 nChanged 30 SP:Iteration 14Q (7768.150000 sec): 3 clusters Score: Raw -629254.266712 + Penalty 845.161279 = -628409.105433 nChanged 35 SP:Iteration 15Q (7768.420000 sec): 3 clusters Score: Raw -629258.552494 + Penalty 845.161279 = -628413.391215 nChanged 31 SP:Iteration 16Q (7768.610000 sec): 3 clusters Score: Raw -629261.636462 + Penalty 845.161279 = -628416.475183 nChanged 30 SP:Iteration 17Q (7768.810000 sec): 3 clusters Score: Raw -629264.335105 + Penalty 845.161279 = -628419.173826 nChanged 26 SP:Iteration 18Q (7769.000000 sec): 3 clusters Score: Raw -629267.585721 + Penalty 845.161279 = -628422.424442 nChanged 33 SP:Iteration 19Q (7769.210000 sec): 3 clusters Score: Raw -629271.805707 + Penalty 845.161279 = -628426.644428 nChanged 40 SP:Iteration 20F (7769.390000 sec): 3 clusters Score: Raw -629278.160109 + Penalty 845.161279 = -628432.998830 nChanged 39 SP:Iteration 21Q (7769.600000 sec): 3 clusters Score: Raw -629282.198598 + Penalty 845.161279 = -628437.037319 nChanged 35 SP:Iteration 22Q (7769.830000 sec): 3 clusters Score: Raw -629285.546473 + Penalty 845.161279 = -628440.385194 nChanged 37 SP:Iteration 23Q (7770.050000 sec): 3 clusters Score: Raw -629289.560310 + Penalty 845.161279 = -628444.399031 nChanged 40 SP:Iteration 24Q (7770.290000 sec): 3 clusters Score: Raw -629294.254736 + Penalty 845.161279 = -628449.093457 nChanged 47 SP:Iteration 25Q (7770.570000 sec): 3 clusters Score: Raw -629299.733017 + Penalty 845.161279 = -628454.571738 nChanged 41 SP:Iteration 26Q (7770.800000 sec): 3 clusters Score: Raw -629303.853930 + Penalty 845.161279 = -628458.692651 nChanged 36 SP:Iteration 27Q (7771.000000 sec): 3 clusters Score: Raw -629307.626156 + Penalty 845.161279 = -628462.464877 nChanged 46 SP:Iteration 28Q (7771.220000 sec): 3 clusters Score: Raw -629312.780823 + Penalty 845.161279 = -628467.619544 nChanged 45 SP:Iteration 29Q (7771.480000 sec): 3 clusters Score: Raw -629317.622655 + Penalty 845.161279 = -628472.461376 nChanged 47 SP:Iteration 30Q (7771.670000 sec): 3 clusters Score: Raw -629323.052392 + Penalty 845.161279 = -628477.891113 nChanged 59 SP:Iteration 31Q (7771.940000 sec): 3 clusters Score: Raw -629330.667684 + Penalty 845.161279 = -628485.506405 nChanged 60 SP:Iteration 32Q (7772.150000 sec): 3 clusters Score: Raw -629338.019439 + Penalty 845.161279 = -628492.858160 nChanged 57 SP:Iteration 33Q (7772.350000 sec): 3 clusters Score: Raw -629345.440716 + Penalty 845.161279 = -628500.279437 nChanged 62 SP:Iteration 34Q (7772.570000 sec): 3 clusters Score: Raw -629353.044039 + Penalty 845.161279 = -628507.882760 nChanged 75 SP:Iteration 35Q (7772.760000 sec): 3 clusters Score: Raw -629365.145108 + Penalty 845.161279 = -628519.983829 nChanged 92 SP:Iteration 36Q (7773.050000 sec): 3 clusters Score: Raw -629383.305535 + Penalty 845.161279 = -628538.144257 nChanged 99 SP:Iteration 37Q (7773.290000 sec): 3 clusters Score: Raw -629403.881912 + Penalty 845.161279 = -628558.720633 nChanged 121 SP:Iteration 38Q (7773.450000 sec): 3 clusters Score: Raw -629431.823334 + Penalty 845.161279 = -628586.662056 nChanged 127 SP:Iteration 39Q (7773.690000 sec): 3 clusters Score: Raw -629462.237456 + Penalty 845.161279 = -628617.076177 nChanged 130 SP:Iteration 40F (7773.970000 sec): 3 clusters Score: Raw -629501.810259 + Penalty 845.161279 = -628656.648980 nChanged 193 SP:Iteration 41Q (7774.170000 sec): 3 clusters Score: Raw -629574.750079 + Penalty 845.161279 = -628729.588800 nChanged 221 SP:Iteration 42Q (7774.400000 sec): 3 clusters Score: Raw -629678.098444 + Penalty 845.161279 = -628832.937165 nChanged 280 SP:Iteration 43Q (7774.660000 sec): 3 clusters Score: Raw -629836.755960 + Penalty 845.161279 = -628991.594681 nChanged 351 SP:Iteration 44Q (7774.870000 sec): 3 clusters Score: Raw -630089.923713 + Penalty 845.161279 = -629244.762434 nChanged 386 SP:Iteration 45Q (7775.150000 sec): 3 clusters Score: Raw -630409.175692 + Penalty 845.161279 = -629564.014413 nChanged 438 SP:Iteration 46Q (7775.350000 sec): 3 clusters Score: Raw -630813.967153 + Penalty 845.161279 = -629968.805874 nChanged 440 SP:Iteration 47Q (7775.520000 sec): 3 clusters Score: Raw -631300.979682 + Penalty 845.161279 = -630455.818403 nChanged 420 SP:Iteration 48Q (7775.680000 sec): 3 clusters Score: Raw -631788.154682 + Penalty 845.161279 = -630942.993403 nChanged 360 SP:Iteration 49Q (7775.880000 sec): 3 clusters Score: Raw -632206.726951 + Penalty 845.161279 = -631361.565672 nChanged 267 SP:Iteration 50Q (7776.070000 sec): 3 clusters Score: Raw -632457.688932 + Penalty 845.161279 = -631612.527653 nChanged 197 SP:Iteration 51Q (7776.270000 sec): 3 clusters Score: Raw -632603.328275 + Penalty 845.161279 = -631758.166996 nChanged 163 SP:Iteration 52Q (7776.470000 sec): 3 clusters Score: Raw -632724.723519 + Penalty 845.161279 = -631879.562240 nChanged 149 SP:Iteration 53Q (7776.710000 sec): 3 clusters Score: Raw -632822.768393 + Penalty 845.161279 = -631977.607114 nChanged 116 SP:Iteration 54Q (7776.910000 sec): 3 clusters Score: Raw -632891.670128 + Penalty 845.161279 = -632046.508849 nChanged 103 SP:Iteration 55Q (7777.130000 sec): 3 clusters Score: Raw -632946.569054 + Penalty 845.161279 = -632101.407776 nChanged 80 SP:Iteration 56Q (7777.340000 sec): 3 clusters Score: Raw -632980.442986 + Penalty 845.161279 = -632135.281708 nChanged 53 SP:Iteration 57Q (7777.530000 sec): 3 clusters Score: Raw -632997.608722 + Penalty 845.161279 = -632152.447443 nChanged 41 SP:Iteration 58Q (7777.730000 sec): 3 clusters Score: Raw -633007.543969 + Penalty 845.161279 = -632162.382690 nChanged 36 SP:Iteration 59Q (7777.990000 sec): 3 clusters Score: Raw -633015.171389 + Penalty 845.161279 = -632170.010110 nChanged 26 SP:Iteration 60F (7778.180000 sec): 3 clusters Score: Raw -633020.432127 + Penalty 845.161279 = -632175.270848 nChanged 17 SP:Iteration 61Q (7778.380000 sec): 3 clusters Score: Raw -633022.785737 + Penalty 845.161279 = -632177.624458 nChanged 12 SP:Iteration 62Q (7778.610000 sec): 3 clusters Score: Raw -633024.300260 + Penalty 845.161279 = -632179.138981 nChanged 8 SP:Iteration 63Q (7778.830000 sec): 3 clusters Score: Raw -633024.956899 + Penalty 845.161279 = -632179.795620 nChanged 9 SP:Iteration 64Q (7779.090000 sec): 3 clusters Score: Raw -633025.811472 + Penalty 845.161279 = -632180.650193 nChanged 5 SP:Iteration 65Q (7779.310000 sec): 3 clusters Score: Raw -633026.024417 + Penalty 845.161279 = -632180.863138 nChanged 1 SP:Iteration 66Q (7779.550000 sec): 3 clusters Score: Raw -633026.094483 + Penalty 845.161279 = -632180.933204 nChanged 1 SP:Iteration 67Q (7779.700000 sec): 3 clusters Score: Raw -633026.127448 + Penalty 845.161279 = -632180.966169 nChanged 0 SP:Iteration 68F (7779.870000 sec): 3 clusters Score: Raw -633026.127448 + Penalty 845.161279 = -632180.966169 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (1638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7779.950000 sec): 2 clusters Score: Raw -77012.272936 + Penalty 336.756023 = -76675.516913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7780.110000 sec): 3 clusters Score: Raw -76224.778347 + Penalty 673.512045 = -75551.266302 nChanged 711 SP:Iteration 1F (7780.310000 sec): 3 clusters Score: Raw -78151.926569 + Penalty 673.512045 = -77478.414524 nChanged 269 SP:Iteration 2F (7780.490000 sec): 3 clusters Score: Raw -78773.322498 + Penalty 673.512045 = -78099.810453 nChanged 104 SP:Iteration 3F (7780.630000 sec): 3 clusters Score: Raw -78953.155763 + Penalty 673.512045 = -78279.643718 nChanged 27 SP:Iteration 4Q (7780.830000 sec): 3 clusters Score: Raw -79025.463225 + Penalty 673.512045 = -78351.951180 nChanged 9 SP:Iteration 5Q (7780.990000 sec): 3 clusters Score: Raw -79041.823704 + Penalty 673.512045 = -78368.311659 nChanged 4 SP:Iteration 6Q (7781.150000 sec): 3 clusters Score: Raw -79060.157416 + Penalty 673.512045 = -78386.645371 nChanged 9 SP:Iteration 7Q (7781.320000 sec): 3 clusters Score: Raw -79103.876213 + Penalty 673.512045 = -78430.364168 nChanged 11 SP:Iteration 8Q (7781.490000 sec): 3 clusters Score: Raw -79182.400431 + Penalty 673.512045 = -78508.888386 nChanged 14 SP:Iteration 9Q (7781.660000 sec): 3 clusters Score: Raw -79264.270107 + Penalty 673.512045 = -78590.758062 nChanged 15 SP:Iteration 10Q (7781.840000 sec): 3 clusters Score: Raw -79351.656043 + Penalty 673.512045 = -78678.143998 nChanged 14 SP:Iteration 11Q (7782.040000 sec): 3 clusters Score: Raw -79419.697336 + Penalty 673.512045 = -78746.185291 nChanged 10 SP:Iteration 12Q (7782.220000 sec): 3 clusters Score: Raw -79446.096788 + Penalty 673.512045 = -78772.584743 nChanged 3 SP:Iteration 13Q (7782.400000 sec): 3 clusters Score: Raw -79456.731262 + Penalty 673.512045 = -78783.219217 nChanged 4 SP:Iteration 14Q (7782.610000 sec): 3 clusters Score: Raw -79477.166496 + Penalty 673.512045 = -78803.654451 nChanged 7 SP:Iteration 15Q (7782.800000 sec): 3 clusters Score: Raw -79521.707812 + Penalty 673.512045 = -78848.195767 nChanged 6 SP:Iteration 16Q (7782.920000 sec): 3 clusters Score: Raw -79609.824015 + Penalty 673.512045 = -78936.311970 nChanged 3 SP:Iteration 17Q (7783.140000 sec): 3 clusters Score: Raw -79717.451108 + Penalty 673.512045 = -79043.939063 nChanged 4 SP:Iteration 18Q (7783.320000 sec): 3 clusters Score: Raw -79757.157040 + Penalty 673.512045 = -79083.644995 nChanged 1 SP:Iteration 19Q (7783.500000 sec): 3 clusters Score: Raw -79759.817588 + Penalty 673.512045 = -79086.305543 nChanged 1 SP:Iteration 20F (7783.670000 sec): 3 clusters Score: Raw -79765.407540 + Penalty 673.512045 = -79091.895495 nChanged 2 SP:Iteration 21Q (7783.900000 sec): 3 clusters Score: Raw -79776.982748 + Penalty 673.512045 = -79103.470703 nChanged 1 SP:Iteration 22Q (7784.090000 sec): 3 clusters Score: Raw -79779.353873 + Penalty 673.512045 = -79105.841828 nChanged 0 SP:Iteration 23F (7784.260000 sec): 3 clusters Score: Raw -79779.353873 + Penalty 673.512045 = -79105.841828 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Iteration 20F (7797.950000 sec): 30 clusters Score: Raw -23956089.012718 + Penalty 17000.772342 = -23939088.240375 nChanged 6930 Iteration 21Q (7809.510000 sec): 30 clusters Score: Raw -23964637.438252 + Penalty 17000.772342 = -23947636.665910 nChanged 3777 Iteration 22Q (7821.310000 sec): 30 clusters Score: Raw -23967153.067538 + Penalty 17000.772342 = -23950152.295196 nChanged 2515 Iteration 23Q (7832.060000 sec): 30 clusters Score: Raw -23968848.786858 + Penalty 17000.772342 = -23951848.014516 nChanged 1891 Iteration 24Q (7843.330000 sec): 30 clusters Score: Raw -23969861.341042 + Penalty 17000.772342 = -23952860.568700 nChanged 1525 Iteration 25Q (7855.120000 sec): 30 clusters Score: Raw -23970857.786602 + Penalty 17000.772342 = -23953857.014260 nChanged 1263 Iteration 26Q (7865.720000 sec): 30 clusters Score: Raw -23971246.840072 + Penalty 17000.772342 = -23954246.067730 nChanged 1003 Iteration 27Q (7876.730000 sec): 30 clusters Score: Raw -23971521.411912 + Penalty 17000.772342 = -23954520.639570 nChanged 824 Iteration 28Q (7887.530000 sec): 30 clusters Score: Raw -23971675.468189 + Penalty 17000.772342 = -23954674.695846 nChanged 697 Iteration 29Q (7899.420000 sec): 30 clusters Score: Raw -23971804.429341 + Penalty 17000.772342 = -23954803.656999 nChanged 614 Iteration 30Q (7910.860000 sec): 30 clusters Score: Raw -23971899.478054 + Penalty 17000.772342 = -23954898.705712 nChanged 560 Iteration 31Q (7921.260000 sec): 30 clusters Score: Raw -23972013.323600 + Penalty 17000.772342 = -23955012.551258 nChanged 492 Iteration 32Q (7931.600000 sec): 30 clusters Score: Raw -23972084.462037 + Penalty 17000.772342 = -23955083.689694 nChanged 436 Iteration 33Q (7944.060000 sec): 30 clusters Score: Raw -23972151.852542 + Penalty 17000.772342 = -23955151.080200 nChanged 389 Iteration 34Q (7953.510000 sec): 30 clusters Score: Raw -23972221.835749 + Penalty 17000.772342 = -23955221.063407 nChanged 338 Iteration 35Q (7964.320000 sec): 30 clusters Score: Raw -23972260.609744 + Penalty 17000.772342 = -23955259.837401 nChanged 277 Iteration 36Q (7978.770000 sec): 30 clusters Score: Raw -23972285.331169 + Penalty 17000.772342 = -23955284.558827 nChanged 232 Iteration 37Q (7992.150000 sec): 30 clusters Score: Raw -23972300.139384 + Penalty 17000.772342 = -23955299.367042 nChanged 204 Iteration 38Q (8005.460000 sec): 30 clusters Score: Raw -23972308.857864 + Penalty 17000.772342 = -23955308.085521 nChanged 200 Iteration 39Q (8016.250000 sec): 30 clusters Score: Raw -23972319.321520 + Penalty 17000.772342 = -23955318.549178 nChanged 160 Iteration 40F (8031.530000 sec): 30 clusters Score: Raw -23974058.235305 + Penalty 17000.772342 = -23957057.462963 nChanged 395 Iteration 41Q (8041.760000 sec): 30 clusters Score: Raw -23977713.392970 + Penalty 17000.772342 = -23960712.620627 nChanged 319 Iteration 42Q (8052.750000 sec): 30 clusters Score: Raw -23978173.185667 + Penalty 17000.772342 = -23961172.413325 nChanged 258 Iteration 43Q (8064.430000 sec): 30 clusters Score: Raw -23978594.024893 + Penalty 17000.772342 = -23961593.252551 nChanged 192 Iteration 44Q (8075.660000 sec): 30 clusters Score: Raw -23978931.517776 + Penalty 17000.772342 = -23961930.745433 nChanged 160 Iteration 45Q (8087.320000 sec): 30 clusters Score: Raw -23978993.468225 + Penalty 17000.772342 = -23961992.695883 nChanged 126 Iteration 46Q (8099.900000 sec): 30 clusters Score: Raw -23979025.816648 + Penalty 17000.772342 = -23962025.044305 nChanged 105 Iteration 47Q (8111.150000 sec): 30 clusters Score: Raw -23979051.987495 + Penalty 17000.772342 = -23962051.215153 nChanged 99 Iteration 48Q (8120.570000 sec): 30 clusters Score: Raw -23979105.738984 + Penalty 17000.772342 = -23962104.966642 nChanged 91 Iteration 49Q (8132.580000 sec): 30 clusters Score: Raw -23979220.671969 + Penalty 17000.772342 = -23962219.899626 nChanged 88 Iteration 50Q (8144.600000 sec): 30 clusters Score: Raw -23979380.874531 + Penalty 17000.772342 = -23962380.102189 nChanged 82 Iteration 51Q (8155.650000 sec): 30 clusters Score: Raw -23979506.753615 + Penalty 17000.772342 = -23962505.981273 nChanged 66 Iteration 52Q (8167.290000 sec): 30 clusters Score: Raw -23979562.231748 + Penalty 17000.772342 = -23962561.459406 nChanged 73 Iteration 53Q (8178.680000 sec): 30 clusters Score: Raw -23979614.097455 + Penalty 17000.772342 = -23962613.325112 nChanged 74 Iteration 54Q (8188.630000 sec): 30 clusters Score: Raw -23979641.448019 + Penalty 17000.772342 = -23962640.675676 nChanged 56 Iteration 55Q (8199.180000 sec): 30 clusters Score: Raw -23979655.070307 + Penalty 17000.772342 = -23962654.297965 nChanged 43 Iteration 56Q (8209.920000 sec): 30 clusters Score: Raw -23979658.986145 + Penalty 17000.772342 = -23962658.213803 nChanged 39 Iteration 57Q (8220.850000 sec): 30 clusters Score: Raw -23979665.886248 + Penalty 17000.772342 = -23962665.113905 nChanged 38 Iteration 58Q (8232.290000 sec): 30 clusters Score: Raw -23979688.115727 + Penalty 17000.772342 = -23962687.343384 nChanged 36 Writing temp clu file Because OldScore, -23962665.113905, is greater than current (better) Score,-23962687.343384 Compute initial score before splitting: Score: Raw -23979688.115727 + Penalty 17000.772342 = -23962687.343384 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (38298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8232.660000 sec): 2 clusters Score: Raw -2363161.613059 + Penalty 480.168459 = -2362681.444600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8232.990000 sec): 3 clusters Score: Raw -2338086.241969 + Penalty 960.336919 = -2337125.905050 nChanged 18323 SP:Iteration 1F (8233.300000 sec): 3 clusters Score: Raw -2348441.774343 + Penalty 960.336919 = -2347481.437424 nChanged 1671 SP:Iteration 2Q (8233.600000 sec): 3 clusters Score: Raw -2349061.816090 + Penalty 960.336919 = -2348101.479171 nChanged 1983 SP:Iteration 3F (8233.900000 sec): 3 clusters Score: Raw -2350071.741958 + Penalty 960.336919 = -2349111.405039 nChanged 2388 SP:Iteration 4F (8234.160000 sec): 3 clusters Score: Raw -2351627.094915 + Penalty 960.336919 = -2350666.757997 nChanged 2779 SP:Iteration 5F (8234.440000 sec): 3 clusters Score: Raw -2353700.495672 + Penalty 960.336919 = -2352740.158753 nChanged 2830 SP:Iteration 6F (8234.790000 sec): 3 clusters Score: Raw -2355676.544842 + Penalty 960.336919 = -2354716.207923 nChanged 2360 SP:Iteration 7F (8235.030000 sec): 3 clusters Score: Raw -2357022.405325 + Penalty 960.336919 = -2356062.068406 nChanged 1725 SP:Iteration 8Q (8235.300000 sec): 3 clusters Score: Raw -2357789.140569 + Penalty 960.336919 = -2356828.803650 nChanged 1194 SP:Iteration 9Q (8235.690000 sec): 3 clusters Score: Raw -2358239.081411 + Penalty 960.336919 = -2357278.744492 nChanged 848 SP:Iteration 10Q (8235.980000 sec): 3 clusters Score: Raw -2358509.909353 + Penalty 960.336919 = -2357549.572434 nChanged 699 SP:Iteration 11Q (8236.270000 sec): 3 clusters Score: Raw -2358698.972543 + Penalty 960.336919 = -2357738.635624 nChanged 571 SP:Iteration 12Q (8236.610000 sec): 3 clusters Score: Raw -2358824.368934 + Penalty 960.336919 = -2357864.032016 nChanged 468 SP:Iteration 13Q (8236.930000 sec): 3 clusters Score: Raw -2358917.700327 + Penalty 960.336919 = -2357957.363408 nChanged 427 SP:Iteration 14Q (8237.180000 sec): 3 clusters Score: Raw -2358994.521831 + Penalty 960.336919 = -2358034.184912 nChanged 391 SP:Iteration 15Q (8237.510000 sec): 3 clusters Score: Raw -2359065.183713 + Penalty 960.336919 = -2358104.846794 nChanged 346 SP:Iteration 16Q (8237.750000 sec): 3 clusters Score: Raw -2359121.563071 + Penalty 960.336919 = -2358161.226152 nChanged 294 SP:Iteration 17Q (8238.080000 sec): 3 clusters Score: Raw -2359167.063528 + Penalty 960.336919 = -2358206.726610 nChanged 290 SP:Iteration 18Q (8238.400000 sec): 3 clusters Score: Raw -2359210.439483 + Penalty 960.336919 = -2358250.102564 nChanged 295 SP:Iteration 19Q (8238.710000 sec): 3 clusters Score: Raw -2359261.730461 + Penalty 960.336919 = -2358301.393542 nChanged 315 SP:Iteration 20F (8239.010000 sec): 3 clusters Score: Raw -2359320.809023 + Penalty 960.336919 = -2358360.472104 nChanged 368 SP:Iteration 21Q (8239.310000 sec): 3 clusters Score: Raw -2359389.876721 + Penalty 960.336919 = -2358429.539803 nChanged 403 SP:Iteration 22Q (8239.620000 sec): 3 clusters Score: Raw -2359462.168248 + Penalty 960.336919 = -2358501.831329 nChanged 410 SP:Iteration 23Q (8239.930000 sec): 3 clusters Score: Raw -2359533.469417 + Penalty 960.336919 = -2358573.132498 nChanged 405 SP:Iteration 24Q (8240.210000 sec): 3 clusters Score: Raw -2359608.671729 + Penalty 960.336919 = -2358648.334810 nChanged 421 SP:Iteration 25Q (8240.530000 sec): 3 clusters Score: Raw -2359692.756228 + Penalty 960.336919 = -2358732.419309 nChanged 445 SP:Iteration 26Q (8240.780000 sec): 3 clusters Score: Raw -2359791.424413 + Penalty 960.336919 = -2358831.087494 nChanged 477 SP:Iteration 27Q (8241.120000 sec): 3 clusters Score: Raw -2359912.517069 + Penalty 960.336919 = -2358952.180150 nChanged 531 SP:Iteration 28Q (8241.420000 sec): 3 clusters Score: Raw -2360071.122056 + Penalty 960.336919 = -2359110.785137 nChanged 577 SP:Iteration 29Q (8241.750000 sec): 3 clusters Score: Raw -2360266.273567 + Penalty 960.336919 = -2359305.936648 nChanged 602 SP:Iteration 30Q (8242.030000 sec): 3 clusters Score: Raw -2360509.106609 + Penalty 960.336919 = -2359548.769690 nChanged 615 SP:Iteration 31Q (8242.250000 sec): 3 clusters Score: Raw -2360850.495242 + Penalty 960.336919 = -2359890.158324 nChanged 605 SP:Iteration 32Q (8242.530000 sec): 3 clusters Score: Raw -2361344.714910 + Penalty 960.336919 = -2360384.377992 nChanged 542 SP:Iteration 33Q (8242.790000 sec): 3 clusters Score: Raw -2361923.735624 + Penalty 960.336919 = -2360963.398705 nChanged 451 SP:Iteration 34Q (8243.120000 sec): 3 clusters Score: Raw -2362432.041637 + Penalty 960.336919 = -2361471.704718 nChanged 357 SP:Iteration 35Q (8243.380000 sec): 3 clusters Score: Raw -2362798.719254 + Penalty 960.336919 = -2361838.382335 nChanged 326 SP:Iteration 36Q (8243.630000 sec): 3 clusters Score: Raw -2363067.676647 + Penalty 960.336919 = -2362107.339728 nChanged 273 SP:Iteration 37Q (8243.910000 sec): 3 clusters Score: Raw -2363245.067671 + Penalty 960.336919 = -2362284.730752 nChanged 219 SP:Iteration 38Q (8244.220000 sec): 3 clusters Score: Raw -2363365.927654 + Penalty 960.336919 = -2362405.590735 nChanged 174 SP:Iteration 39Q (8244.510000 sec): 3 clusters Score: Raw -2363442.000771 + Penalty 960.336919 = -2362481.663852 nChanged 126 SP:Iteration 40F (8244.730000 sec): 3 clusters Score: Raw -2363487.302580 + Penalty 960.336919 = -2362526.965661 nChanged 94 SP:Iteration 41Q (8245.040000 sec): 3 clusters Score: Raw -2363512.357644 + Penalty 960.336919 = -2362552.020725 nChanged 74 SP:Iteration 42Q (8245.350000 sec): 3 clusters Score: Raw -2363529.048103 + Penalty 960.336919 = -2362568.711184 nChanged 63 SP:Iteration 43Q (8245.620000 sec): 3 clusters Score: Raw -2363542.004793 + Penalty 960.336919 = -2362581.667874 nChanged 64 SP:Iteration 44Q (8245.930000 sec): 3 clusters Score: Raw -2363553.824151 + Penalty 960.336919 = -2362593.487232 nChanged 49 SP:Iteration 45Q (8246.300000 sec): 3 clusters Score: Raw -2363561.964068 + Penalty 960.336919 = -2362601.627149 nChanged 44 SP:Iteration 46Q (8246.530000 sec): 3 clusters Score: Raw -2363569.187417 + Penalty 960.336919 = -2362608.850498 nChanged 36 SP:Iteration 47Q (8246.910000 sec): 3 clusters Score: Raw -2363574.461133 + Penalty 960.336919 = -2362614.124214 nChanged 39 SP:Iteration 48Q (8247.180000 sec): 3 clusters Score: Raw -2363580.811868 + Penalty 960.336919 = -2362620.474949 nChanged 29 SP:Iteration 49Q (8247.460000 sec): 3 clusters Score: Raw -2363584.157921 + Penalty 960.336919 = -2362623.821002 nChanged 24 SP:Iteration 50Q (8247.770000 sec): 3 clusters Score: Raw -2363586.373796 + Penalty 960.336919 = -2362626.036877 nChanged 16 SP:Iteration 51Q (8248.100000 sec): 3 clusters Score: Raw -2363588.109752 + Penalty 960.336919 = -2362627.772833 nChanged 20 SP:Iteration 52Q (8248.390000 sec): 3 clusters Score: Raw -2363590.481212 + Penalty 960.336919 = -2362630.144293 nChanged 17 SP:Iteration 53Q (8248.750000 sec): 3 clusters Score: Raw -2363591.622173 + Penalty 960.336919 = -2362631.285254 nChanged 12 SP:Iteration 54Q (8249.020000 sec): 3 clusters Score: Raw -2363592.230196 + Penalty 960.336919 = -2362631.893278 nChanged 9 SP:Iteration 55Q (8249.320000 sec): 3 clusters Score: Raw -2363592.715028 + Penalty 960.336919 = -2362632.378109 nChanged 8 SP:Iteration 56Q (8249.610000 sec): 3 clusters Score: Raw -2363593.337076 + Penalty 960.336919 = -2362633.000157 nChanged 12 SP:Iteration 57Q (8249.890000 sec): 3 clusters Score: Raw -2363594.509980 + Penalty 960.336919 = -2362634.173061 nChanged 19 SP:Iteration 58Q (8250.280000 sec): 3 clusters Score: Raw -2363595.812397 + Penalty 960.336919 = -2362635.475478 nChanged 17 SP:Iteration 59Q (8250.580000 sec): 3 clusters Score: Raw -2363597.305564 + Penalty 960.336919 = -2362636.968645 nChanged 16 SP:Iteration 60F (8250.910000 sec): 3 clusters Score: Raw -2363598.550427 + Penalty 960.336919 = -2362638.213508 nChanged 16 SP:Iteration 61Q (8251.250000 sec): 3 clusters Score: Raw -2363599.878358 + Penalty 960.336919 = -2362639.541439 nChanged 17 SP:Iteration 62Q (8251.600000 sec): 3 clusters Score: Raw -2363601.254653 + Penalty 960.336919 = -2362640.917734 nChanged 18 SP:Iteration 63Q (8251.990000 sec): 3 clusters Score: Raw -2363602.886750 + Penalty 960.336919 = -2362642.549831 nChanged 17 SP:Iteration 64Q (8252.510000 sec): 3 clusters Score: Raw -2363604.376926 + Penalty 960.336919 = -2362644.040007 nChanged 8 SP:Iteration 65Q (8252.800000 sec): 3 clusters Score: Raw -2363604.899523 + Penalty 960.336919 = -2362644.562604 nChanged 8 SP:Iteration 66Q (8253.130000 sec): 3 clusters Score: Raw -2363605.366623 + Penalty 960.336919 = -2362645.029704 nChanged 8 SP:Iteration 67Q (8253.470000 sec): 3 clusters Score: Raw -2363606.092630 + Penalty 960.336919 = -2362645.755711 nChanged 14 SP:Iteration 68Q (8253.800000 sec): 3 clusters Score: Raw -2363607.173292 + Penalty 960.336919 = -2362646.836373 nChanged 5 SP:Iteration 69Q (8254.120000 sec): 3 clusters Score: Raw -2363607.540472 + Penalty 960.336919 = -2362647.203553 nChanged 5 SP:Iteration 70Q (8254.490000 sec): 3 clusters Score: Raw -2363607.704906 + Penalty 960.336919 = -2362647.367987 nChanged 2 SP:Iteration 71Q (8254.770000 sec): 3 clusters Score: Raw -2363607.743620 + Penalty 960.336919 = -2362647.406701 nChanged 1 SP:Iteration 72Q (8255.080000 sec): 3 clusters Score: Raw -2363607.761683 + Penalty 960.336919 = -2362647.424764 nChanged 1 SP:Iteration 73Q (8255.420000 sec): 3 clusters Score: Raw -2363607.792030 + Penalty 960.336919 = -2362647.455111 nChanged 2 SP:Iteration 74Q (8255.670000 sec): 3 clusters Score: Raw -2363607.854370 + Penalty 960.336919 = -2362647.517451 nChanged 1 SP:Iteration 75Q (8255.980000 sec): 3 clusters Score: Raw -2363607.906491 + Penalty 960.336919 = -2362647.569572 nChanged 3 SP:Iteration 76Q (8256.340000 sec): 3 clusters Score: Raw -2363608.105765 + Penalty 960.336919 = -2362647.768847 nChanged 3 SP:Iteration 77Q (8256.670000 sec): 3 clusters Score: Raw -2363608.221528 + Penalty 960.336919 = -2362647.884610 nChanged 3 SP:Iteration 78Q (8257.010000 sec): 3 clusters Score: Raw -2363608.425227 + Penalty 960.336919 = -2362648.088308 nChanged 4 SP:Iteration 79Q (8257.390000 sec): 3 clusters Score: Raw -2363608.578892 + Penalty 960.336919 = -2362648.241973 nChanged 3 SP:Iteration 80F (8257.710000 sec): 3 clusters Score: Raw -2363608.632850 + Penalty 960.336919 = -2362648.295932 nChanged 1 SP:Iteration 81Q (8258.020000 sec): 3 clusters Score: Raw -2363608.679592 + Penalty 960.336919 = -2362648.342673 nChanged 1 SP:Iteration 82Q (8258.410000 sec): 3 clusters Score: Raw -2363608.697924 + Penalty 960.336919 = -2362648.361005 nChanged 1 SP:Iteration 83Q (8258.750000 sec): 3 clusters Score: Raw -2363608.705878 + Penalty 960.336919 = -2362648.368959 nChanged 0 SP:Iteration 84F (8259.070000 sec): 3 clusters Score: Raw -2363608.705878 + Penalty 960.336919 = -2362648.368959 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (3719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8259.220000 sec): 2 clusters Score: Raw -217762.741726 + Penalty 374.065059 = -217388.676667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8259.350000 sec): 3 clusters Score: Raw -215604.017922 + Penalty 748.130119 = -214855.887804 nChanged 1702 SP:Iteration 1F (8259.520000 sec): 3 clusters Score: Raw -216916.497421 + Penalty 748.130119 = -216168.367303 nChanged 432 SP:Iteration 2F (8259.720000 sec): 3 clusters Score: Raw -217354.980539 + Penalty 748.130119 = -216606.850421 nChanged 308 SP:Iteration 3F (8259.940000 sec): 3 clusters Score: Raw -217632.501185 + Penalty 748.130119 = -216884.371066 nChanged 185 SP:Iteration 4Q (8260.100000 sec): 3 clusters Score: Raw -217822.690331 + Penalty 748.130119 = -217074.560212 nChanged 112 SP:Iteration 5Q (8260.320000 sec): 3 clusters Score: Raw -217884.789026 + Penalty 748.130119 = -217136.658907 nChanged 76 SP:Iteration 6Q (8260.480000 sec): 3 clusters Score: Raw -217904.621228 + Penalty 748.130119 = -217156.491109 nChanged 39 SP:Iteration 7Q (8260.690000 sec): 3 clusters Score: Raw -217915.206997 + Penalty 748.130119 = -217167.076878 nChanged 33 SP:Iteration 8Q (8260.900000 sec): 3 clusters Score: Raw -217925.095939 + Penalty 748.130119 = -217176.965820 nChanged 28 SP:Iteration 9Q (8261.080000 sec): 3 clusters Score: Raw -217930.349534 + Penalty 748.130119 = -217182.219415 nChanged 23 SP:Iteration 10Q (8261.260000 sec): 3 clusters Score: Raw -217935.233844 + Penalty 748.130119 = -217187.103726 nChanged 18 SP:Iteration 11Q (8261.470000 sec): 3 clusters Score: Raw -217938.126273 + Penalty 748.130119 = -217189.996154 nChanged 12 SP:Iteration 12Q (8261.630000 sec): 3 clusters Score: Raw -217940.269916 + Penalty 748.130119 = -217192.139798 nChanged 11 SP:Iteration 13Q (8261.770000 sec): 3 clusters Score: Raw -217941.868681 + Penalty 748.130119 = -217193.738563 nChanged 11 SP:Iteration 14Q (8261.970000 sec): 3 clusters Score: Raw -217943.542848 + Penalty 748.130119 = -217195.412729 nChanged 11 SP:Iteration 15Q (8262.100000 sec): 3 clusters Score: Raw -217944.856469 + Penalty 748.130119 = -217196.726351 nChanged 13 SP:Iteration 16Q (8262.310000 sec): 3 clusters Score: Raw -217947.283103 + Penalty 748.130119 = -217199.152985 nChanged 20 SP:Iteration 17Q (8262.520000 sec): 3 clusters Score: Raw -217950.501163 + Penalty 748.130119 = -217202.371045 nChanged 13 SP:Iteration 18Q (8262.710000 sec): 3 clusters Score: Raw -217952.491560 + Penalty 748.130119 = -217204.361441 nChanged 11 SP:Iteration 19Q (8262.940000 sec): 3 clusters Score: Raw -217953.691342 + Penalty 748.130119 = -217205.561223 nChanged 5 SP:Iteration 20F (8263.150000 sec): 3 clusters Score: Raw -217954.004455 + Penalty 748.130119 = -217205.874336 nChanged 1 SP:Iteration 21Q (8263.320000 sec): 3 clusters Score: Raw -217954.065988 + Penalty 748.130119 = -217205.935870 nChanged 0 SP:Iteration 22F (8263.480000 sec): 3 clusters Score: Raw -217954.065988 + Penalty 748.130119 = -217205.935870 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8263.580000 sec): 2 clusters Score: Raw -7395.878934 + Penalty 232.320519 = -7163.558415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8263.830000 sec): 3 clusters Score: Raw -7409.094281 + Penalty 464.641038 = -6944.453243 nChanged 47 SP:Iteration 1F (8263.980000 sec): 3 clusters Score: Raw -7597.327590 + Penalty 464.641038 = -7132.686552 nChanged 20 SP:Iteration 2F (8264.190000 sec): 3 clusters Score: Raw -7673.711404 + Penalty 464.641038 = -7209.070366 nChanged 11 SP:Iteration 3F (8264.380000 sec): 3 clusters Score: Raw -7746.433879 + Penalty 464.641038 = -7281.792841 nChanged 11 SP:Iteration 4F (8264.550000 sec): 3 clusters Score: Raw -7810.638316 + Penalty 464.641038 = -7345.997278 nChanged 7 SP:Iteration 5Q (8264.700000 sec): 3 clusters Score: Raw -7885.602633 + Penalty 464.641038 = -7420.961595 nChanged 2 SP:Iteration 6Q (8264.910000 sec): 3 clusters Score: Raw -7954.352478 + Penalty 464.641038 = -7489.711440 nChanged 0 SP:Iteration 7F (8265.110000 sec): 3 clusters Score: Raw -7954.352478 + Penalty 464.641038 = -7489.711440 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8265.160000 sec): 2 clusters Score: Raw -5964.877467 + Penalty 217.450119 = -5747.427348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8265.350000 sec): 3 clusters Score: Raw -5977.613425 + Penalty 434.900238 = -5542.713187 nChanged 36 SP:Iteration 1F (8265.570000 sec): 3 clusters Score: Raw -6129.560163 + Penalty 434.900238 = -5694.659925 nChanged 15 SP:Iteration 2F (8265.750000 sec): 3 clusters Score: Raw -6194.478919 + Penalty 434.900238 = -5759.578681 nChanged 2 SP:Iteration 3Q (8265.910000 sec): 3 clusters Score: Raw -6228.938012 + Penalty 434.900238 = -5794.037774 nChanged 4 SP:Iteration 4Q (8266.070000 sec): 3 clusters Score: Raw -6294.415953 + Penalty 434.900238 = -5859.515715 nChanged 3 SP:Iteration 5Q (8266.230000 sec): 3 clusters Score: Raw -6322.898761 + Penalty 434.900238 = -5887.998523 nChanged 1 SP:Iteration 6Q (8266.410000 sec): 3 clusters Score: Raw -6323.887305 + Penalty 434.900238 = -5888.987067 nChanged 0 SP:Iteration 7F (8266.650000 sec): 3 clusters Score: Raw -6323.887305 + Penalty 434.900238 = -5888.987067 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8266.730000 sec): 2 clusters Score: Raw -25226.208275 + Penalty 276.948250 = -24949.260025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8266.890000 sec): 3 clusters Score: Raw -25064.038086 + Penalty 553.896500 = -24510.141586 nChanged 159 SP:Iteration 1F (8267.040000 sec): 3 clusters Score: Raw -25227.336253 + Penalty 553.896500 = -24673.439753 nChanged 41 SP:Iteration 2F (8267.210000 sec): 3 clusters Score: Raw -25266.759497 + Penalty 553.896500 = -24712.862997 nChanged 23 SP:Iteration 3F (8267.410000 sec): 3 clusters Score: Raw -25289.285212 + Penalty 553.896500 = -24735.388712 nChanged 19 SP:Iteration 4Q (8267.610000 sec): 3 clusters Score: Raw -25308.163429 + Penalty 553.896500 = -24754.266929 nChanged 14 SP:Iteration 5Q (8267.770000 sec): 3 clusters Score: Raw -25320.728318 + Penalty 553.896500 = -24766.831818 nChanged 11 SP:Iteration 6Q (8267.890000 sec): 3 clusters Score: Raw -25327.420077 + Penalty 553.896500 = -24773.523577 nChanged 7 SP:Iteration 7Q (8268.050000 sec): 3 clusters Score: Raw -25333.484938 + Penalty 553.896500 = -24779.588438 nChanged 6 SP:Iteration 8Q (8268.230000 sec): 3 clusters Score: Raw -25337.663891 + Penalty 553.896500 = -24783.767391 nChanged 1 SP:Iteration 9Q (8268.390000 sec): 3 clusters Score: Raw -25338.203724 + Penalty 553.896500 = -24784.307224 nChanged 2 SP:Iteration 10Q (8268.550000 sec): 3 clusters Score: Raw -25338.993515 + Penalty 553.896500 = -24785.097014 nChanged 2 SP:Iteration 11Q (8268.720000 sec): 3 clusters Score: Raw -25340.058367 + Penalty 553.896500 = -24786.161867 nChanged 2 SP:Iteration 12Q (8268.860000 sec): 3 clusters Score: Raw -25341.733999 + Penalty 553.896500 = -24787.837499 nChanged 1 SP:Iteration 13Q (8269.060000 sec): 3 clusters Score: Raw -25342.485842 + Penalty 553.896500 = -24788.589342 nChanged 3 SP:Iteration 14Q (8269.240000 sec): 3 clusters Score: Raw -25344.336696 + Penalty 553.896500 = -24790.440196 nChanged 2 SP:Iteration 15Q (8269.420000 sec): 3 clusters Score: Raw -25347.534231 + Penalty 553.896500 = -24793.637731 nChanged 7 SP:Iteration 16Q (8269.610000 sec): 3 clusters Score: Raw -25357.378119 + Penalty 553.896500 = -24803.481618 nChanged 7 SP:Iteration 17Q (8269.790000 sec): 3 clusters Score: Raw -25363.724108 + Penalty 553.896500 = -24809.827608 nChanged 2 SP:Iteration 18Q (8269.990000 sec): 3 clusters Score: Raw -25364.451288 + Penalty 553.896500 = -24810.554788 nChanged 3 SP:Iteration 19Q (8270.200000 sec): 3 clusters Score: Raw -25366.640437 + Penalty 553.896500 = -24812.743937 nChanged 1 SP:Iteration 20F (8270.370000 sec): 3 clusters Score: Raw -25367.155579 + Penalty 553.896500 = -24813.259079 nChanged 1 SP:Iteration 21Q (8270.570000 sec): 3 clusters Score: Raw -25367.727084 + Penalty 553.896500 = -24813.830584 nChanged 0 SP:Iteration 22F (8270.800000 sec): 3 clusters Score: Raw -25367.727084 + Penalty 553.896500 = -24813.830584 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (284863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8271.700000 sec): 2 clusters Score: Raw -18015384.940130 + Penalty 571.469246 = -18014813.470885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8272.850000 sec): 3 clusters Score: Raw -17821535.814270 + Penalty 1142.938491 = -17820392.875778 nChanged 141027 SP:Iteration 1F (8273.920000 sec): 3 clusters Score: Raw -17909684.942496 + Penalty 1142.938491 = -17908542.004004 nChanged 11279 SP:Iteration 2Q (8275.040000 sec): 3 clusters Score: Raw -17914085.265870 + Penalty 1142.938491 = -17912942.327379 nChanged 15440 SP:Iteration 3F (8276.140000 sec): 3 clusters Score: Raw -17922423.038866 + Penalty 1142.938491 = -17921280.100374 nChanged 20973 SP:Iteration 4F (8277.210000 sec): 3 clusters Score: Raw -17937361.792642 + Penalty 1142.938491 = -17936218.854151 nChanged 25502 SP:Iteration 5F (8278.170000 sec): 3 clusters Score: Raw -17959369.530385 + Penalty 1142.938491 = -17958226.591894 nChanged 24527 SP:Iteration 6F (8279.110000 sec): 3 clusters Score: Raw -17982816.288399 + Penalty 1142.938491 = -17981673.349908 nChanged 17994 SP:Iteration 7F (8280.200000 sec): 3 clusters Score: Raw -18000518.347424 + Penalty 1142.938491 = -17999375.408933 nChanged 10111 SP:Iteration 8Q (8281.150000 sec): 3 clusters Score: Raw -18010407.769811 + Penalty 1142.938491 = -18009264.831320 nChanged 4018 SP:Iteration 9Q (8281.980000 sec): 3 clusters Score: Raw -18014080.131507 + Penalty 1142.938491 = -18012937.193015 nChanged 1163 SP:Iteration 10Q (8282.800000 sec): 3 clusters Score: Raw -18015080.014763 + Penalty 1142.938491 = -18013937.076272 nChanged 291 SP:Iteration 11Q (8283.700000 sec): 3 clusters Score: Raw -18015327.149923 + Penalty 1142.938491 = -18014184.211432 nChanged 73 SP:Iteration 12Q (8284.570000 sec): 3 clusters Score: Raw -18015400.287040 + Penalty 1142.938491 = -18014257.348549 nChanged 20 SP:Iteration 13Q (8285.420000 sec): 3 clusters Score: Raw -18015429.123632 + Penalty 1142.938491 = -18014286.185141 nChanged 6 SP:Iteration 14Q (8286.260000 sec): 3 clusters Score: Raw -18015440.876077 + Penalty 1142.938491 = -18014297.937585 nChanged 4 SP:Iteration 15Q (8287.040000 sec): 3 clusters Score: Raw -18015446.554606 + Penalty 1142.938491 = -18014303.616114 nChanged 4 SP:Iteration 16Q (8287.870000 sec): 3 clusters Score: Raw -18015452.163870 + Penalty 1142.938491 = -18014309.225379 nChanged 0 SP:Iteration 17F (8288.780000 sec): 3 clusters Score: Raw -18015452.163870 + Penalty 1142.938491 = -18014309.225379 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8288.990000 sec): 2 clusters Score: Raw -9425.886056 + Penalty 228.586564 = -9197.299492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8289.170000 sec): 3 clusters Score: Raw -9401.447703 + Penalty 457.173127 = -8944.274576 nChanged 45 SP:Iteration 1F (8289.370000 sec): 3 clusters Score: Raw -9491.910473 + Penalty 457.173127 = -9034.737345 nChanged 10 SP:Iteration 2F (8289.520000 sec): 3 clusters Score: Raw -9524.235333 + Penalty 457.173127 = -9067.062206 nChanged 8 SP:Iteration 3F (8289.710000 sec): 3 clusters Score: Raw -9556.639925 + Penalty 457.173127 = -9099.466797 nChanged 10 SP:Iteration 4F (8289.840000 sec): 3 clusters Score: Raw -9657.404658 + Penalty 457.173127 = -9200.231530 nChanged 12 SP:Iteration 5F (8290.080000 sec): 3 clusters Score: Raw -9692.182452 + Penalty 457.173127 = -9235.009325 nChanged 8 SP:Iteration 6F (8290.300000 sec): 3 clusters Score: Raw -9714.216776 + Penalty 457.173127 = -9257.043649 nChanged 3 SP:Iteration 7Q (8290.490000 sec): 3 clusters Score: Raw -9720.292383 + Penalty 457.173127 = -9263.119256 nChanged 1 SP:Iteration 8Q (8290.730000 sec): 3 clusters Score: Raw -9738.379181 + Penalty 457.173127 = -9281.206053 nChanged 3 SP:Iteration 9Q (8290.910000 sec): 3 clusters Score: Raw -9752.447168 + Penalty 457.173127 = -9295.274041 nChanged 3 SP:Iteration 10Q (8291.100000 sec): 3 clusters Score: Raw -9760.428513 + Penalty 457.173127 = -9303.255385 nChanged 2 SP:Iteration 11Q (8291.310000 sec): 3 clusters Score: Raw -9763.768406 + Penalty 457.173127 = -9306.595279 nChanged 0 SP:Iteration 12F (8291.500000 sec): 3 clusters Score: Raw -9763.768406 + Penalty 457.173127 = -9306.595279 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8291.560000 sec): 2 clusters Score: Raw -20042.229500 + Penalty 274.723127 = -19767.506373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8291.760000 sec): 3 clusters Score: Raw -19935.497243 + Penalty 549.446254 = -19386.050989 nChanged 145 SP:Iteration 1F (8291.920000 sec): 3 clusters Score: Raw -20122.881706 + Penalty 549.446254 = -19573.435452 nChanged 50 SP:Iteration 2F (8292.120000 sec): 3 clusters Score: Raw -20219.363794 + Penalty 549.446254 = -19669.917540 nChanged 25 SP:Iteration 3F (8292.290000 sec): 3 clusters Score: Raw -20281.045209 + Penalty 549.446254 = -19731.598955 nChanged 18 SP:Iteration 4Q (8292.540000 sec): 3 clusters Score: Raw -20327.846591 + Penalty 549.446254 = -19778.400337 nChanged 18 SP:Iteration 5Q (8292.730000 sec): 3 clusters Score: Raw -20455.003761 + Penalty 549.446254 = -19905.557508 nChanged 15 SP:Iteration 6Q (8292.900000 sec): 3 clusters Score: Raw -20546.176783 + Penalty 549.446254 = -19996.730529 nChanged 6 SP:Iteration 7Q (8293.080000 sec): 3 clusters Score: Raw -20576.870725 + Penalty 549.446254 = -20027.424471 nChanged 4 SP:Iteration 8Q (8293.300000 sec): 3 clusters Score: Raw -20593.679485 + Penalty 549.446254 = -20044.233231 nChanged 4 SP:Iteration 9Q (8293.460000 sec): 3 clusters Score: Raw -20635.540549 + Penalty 549.446254 = -20086.094295 nChanged 6 SP:Iteration 10Q (8293.630000 sec): 3 clusters Score: Raw -20678.822861 + Penalty 549.446254 = -20129.376608 nChanged 5 SP:Iteration 11Q (8293.800000 sec): 3 clusters Score: Raw -20746.101839 + Penalty 549.446254 = -20196.655586 nChanged 4 SP:Iteration 12Q (8293.980000 sec): 3 clusters Score: Raw -20828.326912 + Penalty 549.446254 = -20278.880658 nChanged 3 SP:Iteration 13Q (8294.180000 sec): 3 clusters Score: Raw -21109.527078 + Penalty 549.446254 = -20560.080825 nChanged 1 SP:Iteration 14Q (8294.340000 sec): 3 clusters Score: Raw -21111.679722 + Penalty 549.446254 = -20562.233468 nChanged 0 SP:Iteration 15F (8294.530000 sec): 3 clusters Score: Raw -21114.394187 + Penalty 549.446254 = -20564.947933 nChanged 1 SP:Iteration 16Q (8294.740000 sec): 3 clusters Score: Raw -21135.061245 + Penalty 549.446254 = -20585.614991 nChanged 1 SP:Iteration 17Q (8294.920000 sec): 3 clusters Score: Raw -21138.887876 + Penalty 549.446254 = -20589.441622 nChanged 1 SP:Iteration 18Q (8295.110000 sec): 3 clusters Score: Raw -21140.904078 + Penalty 549.446254 = -20591.457825 nChanged 0 SP:Iteration 19F (8295.270000 sec): 3 clusters Score: Raw -21140.904078 + Penalty 549.446254 = -20591.457825 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8295.370000 sec): 2 clusters Score: Raw -13788.182335 + Penalty 252.659661 = -13535.522674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8295.570000 sec): 3 clusters Score: Raw -13758.825126 + Penalty 505.319322 = -13253.505804 nChanged 82 SP:Iteration 1F (8295.760000 sec): 3 clusters Score: Raw -13997.785483 + Penalty 505.319322 = -13492.466161 nChanged 31 SP:Iteration 2F (8295.860000 sec): 3 clusters Score: Raw -14365.815531 + Penalty 505.319322 = -13860.496209 nChanged 32 SP:Iteration 3F (8296.010000 sec): 3 clusters Score: Raw -14487.538860 + Penalty 505.319322 = -13982.219537 nChanged 7 SP:Iteration 4Q (8296.210000 sec): 3 clusters Score: Raw -14529.924754 + Penalty 505.319322 = -14024.605432 nChanged 5 SP:Iteration 5Q (8296.380000 sec): 3 clusters Score: Raw -14570.118593 + Penalty 505.319322 = -14064.799271 nChanged 2 SP:Iteration 6Q (8296.580000 sec): 3 clusters Score: Raw -14592.975993 + Penalty 505.319322 = -14087.656671 nChanged 3 SP:Iteration 7Q (8296.790000 sec): 3 clusters Score: Raw -14799.348636 + Penalty 505.319322 = -14294.029314 nChanged 0 SP:Iteration 8F (8296.980000 sec): 3 clusters Score: Raw -14799.348636 + Penalty 505.319322 = -14294.029314 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8297.060000 sec): 2 clusters Score: Raw -18991.941521 + Penalty 267.817733 = -18724.123788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8297.260000 sec): 3 clusters Score: Raw -18853.148536 + Penalty 535.635467 = -18317.513069 nChanged 133 SP:Iteration 1F (8297.470000 sec): 3 clusters Score: Raw -19060.704825 + Penalty 535.635467 = -18525.069358 nChanged 48 SP:Iteration 2F (8297.600000 sec): 3 clusters Score: Raw -19269.116317 + Penalty 535.635467 = -18733.480851 nChanged 44 SP:Iteration 3F (8297.760000 sec): 3 clusters Score: Raw -19555.361178 + Penalty 535.635467 = -19019.725711 nChanged 21 SP:Iteration 4F (8297.950000 sec): 3 clusters Score: Raw -19656.719188 + Penalty 535.635467 = -19121.083721 nChanged 6 SP:Iteration 5Q (8298.130000 sec): 3 clusters Score: Raw -19682.575510 + Penalty 535.635467 = -19146.940044 nChanged 5 SP:Iteration 6Q (8298.300000 sec): 3 clusters Score: Raw -19715.495377 + Penalty 535.635467 = -19179.859910 nChanged 2 SP:Iteration 7Q (8298.460000 sec): 3 clusters Score: Raw -19719.724810 + Penalty 535.635467 = -19184.089343 nChanged 1 SP:Iteration 8Q (8298.620000 sec): 3 clusters Score: Raw -19721.093988 + Penalty 535.635467 = -19185.458521 nChanged 0 SP:Iteration 9F (8298.830000 sec): 3 clusters Score: Raw -19721.093988 + Penalty 535.635467 = -19185.458521 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 2.68 GB. Trying to split cluster 11 (33607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8299.000000 sec): 2 clusters Score: Raw -2209463.761463 + Penalty 474.223279 = -2208989.538183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8299.280000 sec): 3 clusters Score: Raw -2187723.633497 + Penalty 948.446559 = -2186775.186938 nChanged 16048 SP:Iteration 1F (8299.610000 sec): 3 clusters Score: Raw -2198022.370662 + Penalty 948.446559 = -2197073.924103 nChanged 2091 SP:Iteration 2F (8299.880000 sec): 3 clusters Score: Raw -2199275.884940 + Penalty 948.446559 = -2198327.438381 nChanged 2135 SP:Iteration 3F (8300.170000 sec): 3 clusters Score: Raw -2200772.264580 + Penalty 948.446559 = -2199823.818021 nChanged 2135 SP:Iteration 4F (8300.480000 sec): 3 clusters Score: Raw -2202351.985828 + Penalty 948.446559 = -2201403.539269 nChanged 1824 SP:Iteration 5F (8300.800000 sec): 3 clusters Score: Raw -2203605.701936 + Penalty 948.446559 = -2202657.255377 nChanged 1472 SP:Iteration 6Q (8301.160000 sec): 3 clusters Score: Raw -2204327.374624 + Penalty 948.446559 = -2203378.928065 nChanged 924 SP:Iteration 7Q (8301.480000 sec): 3 clusters Score: Raw -2204610.837943 + Penalty 948.446559 = -2203662.391384 nChanged 581 SP:Iteration 8Q (8301.730000 sec): 3 clusters Score: Raw -2204767.841327 + Penalty 948.446559 = -2203819.394768 nChanged 476 SP:Iteration 9Q (8302.000000 sec): 3 clusters Score: Raw -2204902.920768 + Penalty 948.446559 = -2203954.474209 nChanged 496 SP:Iteration 10Q (8302.280000 sec): 3 clusters Score: Raw -2205046.544670 + Penalty 948.446559 = -2204098.098111 nChanged 498 SP:Iteration 11Q (8302.540000 sec): 3 clusters Score: Raw -2205193.629225 + Penalty 948.446559 = -2204245.182666 nChanged 534 SP:Iteration 12Q (8302.860000 sec): 3 clusters Score: Raw -2205369.254871 + Penalty 948.446559 = -2204420.808312 nChanged 553 SP:Iteration 13Q (8303.160000 sec): 3 clusters Score: Raw -2205544.560975 + Penalty 948.446559 = -2204596.114416 nChanged 550 SP:Iteration 14Q (8303.440000 sec): 3 clusters Score: Raw -2205718.119105 + Penalty 948.446559 = -2204769.672546 nChanged 531 SP:Iteration 15Q (8303.730000 sec): 3 clusters Score: Raw -2205889.232312 + Penalty 948.446559 = -2204940.785753 nChanged 523 SP:Iteration 16Q (8304.010000 sec): 3 clusters Score: Raw -2206057.518141 + Penalty 948.446559 = -2205109.071582 nChanged 525 SP:Iteration 17Q (8304.260000 sec): 3 clusters Score: Raw -2206235.969779 + Penalty 948.446559 = -2205287.523220 nChanged 545 SP:Iteration 18Q (8304.530000 sec): 3 clusters Score: Raw -2206441.240559 + Penalty 948.446559 = -2205492.794000 nChanged 547 SP:Iteration 19Q (8304.770000 sec): 3 clusters Score: Raw -2206654.391444 + Penalty 948.446559 = -2205705.944885 nChanged 515 SP:Iteration 20F (8305.040000 sec): 3 clusters Score: Raw -2206873.333398 + Penalty 948.446559 = -2205924.886839 nChanged 532 SP:Iteration 21Q (8305.340000 sec): 3 clusters Score: Raw -2207095.715571 + Penalty 948.446559 = -2206147.269012 nChanged 531 SP:Iteration 22Q (8305.640000 sec): 3 clusters Score: Raw -2207326.658246 + Penalty 948.446559 = -2206378.211687 nChanged 481 SP:Iteration 23Q (8305.920000 sec): 3 clusters Score: Raw -2207540.101142 + Penalty 948.446559 = -2206591.654583 nChanged 474 SP:Iteration 24Q (8306.210000 sec): 3 clusters Score: Raw -2207766.037848 + Penalty 948.446559 = -2206817.591289 nChanged 445 SP:Iteration 25Q (8306.460000 sec): 3 clusters Score: Raw -2207971.242102 + Penalty 948.446559 = -2207022.795543 nChanged 425 SP:Iteration 26Q (8306.760000 sec): 3 clusters Score: Raw -2208187.835412 + Penalty 948.446559 = -2207239.388853 nChanged 426 SP:Iteration 27Q (8307.140000 sec): 3 clusters Score: Raw -2208425.497652 + Penalty 948.446559 = -2207477.051093 nChanged 373 SP:Iteration 28Q (8307.420000 sec): 3 clusters Score: Raw -2208633.341813 + Penalty 948.446559 = -2207684.895254 nChanged 311 SP:Iteration 29Q (8307.710000 sec): 3 clusters Score: Raw -2208814.431401 + Penalty 948.446559 = -2207865.984842 nChanged 262 SP:Iteration 30Q (8307.900000 sec): 3 clusters Score: Raw -2208961.932590 + Penalty 948.446559 = -2208013.486031 nChanged 222 SP:Iteration 31Q (8308.250000 sec): 3 clusters Score: Raw -2209086.986879 + Penalty 948.446559 = -2208138.540321 nChanged 185 SP:Iteration 32Q (8308.590000 sec): 3 clusters Score: Raw -2209182.218949 + Penalty 948.446559 = -2208233.772390 nChanged 157 SP:Iteration 33Q (8308.850000 sec): 3 clusters Score: Raw -2209263.470050 + Penalty 948.446559 = -2208315.023492 nChanged 125 SP:Iteration 34Q (8309.110000 sec): 3 clusters Score: Raw -2209329.002715 + Penalty 948.446559 = -2208380.556156 nChanged 101 SP:Iteration 35Q (8309.350000 sec): 3 clusters Score: Raw -2209385.501226 + Penalty 948.446559 = -2208437.054667 nChanged 61 SP:Iteration 36Q (8309.620000 sec): 3 clusters Score: Raw -2209417.118984 + Penalty 948.446559 = -2208468.672426 nChanged 49 SP:Iteration 37Q (8309.890000 sec): 3 clusters Score: Raw -2209444.392024 + Penalty 948.446559 = -2208495.945466 nChanged 36 SP:Iteration 38Q (8310.170000 sec): 3 clusters Score: Raw -2209467.640356 + Penalty 948.446559 = -2208519.193797 nChanged 32 SP:Iteration 39Q (8310.430000 sec): 3 clusters Score: Raw -2209489.326949 + Penalty 948.446559 = -2208540.880390 nChanged 19 SP:Iteration 40F (8310.670000 sec): 3 clusters Score: Raw -2209501.360881 + Penalty 948.446559 = -2208552.914322 nChanged 7 SP:Iteration 41Q (8310.930000 sec): 3 clusters Score: Raw -2209503.620647 + Penalty 948.446559 = -2208555.174088 nChanged 4 SP:Iteration 42Q (8311.220000 sec): 3 clusters Score: Raw -2209505.058590 + Penalty 948.446559 = -2208556.612031 nChanged 2 SP:Iteration 43Q (8311.470000 sec): 3 clusters Score: Raw -2209505.834052 + Penalty 948.446559 = -2208557.387494 nChanged 2 SP:Iteration 44Q (8311.760000 sec): 3 clusters Score: Raw -2209506.284843 + Penalty 948.446559 = -2208557.838284 nChanged 1 SP:Iteration 45Q (8312.070000 sec): 3 clusters Score: Raw -2209506.749395 + Penalty 948.446559 = -2208558.302836 nChanged 0 SP:Iteration 46F (8312.350000 sec): 3 clusters Score: Raw -2209506.749395 + Penalty 948.446559 = -2208558.302836 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8312.450000 sec): 2 clusters Score: Raw -28771.019877 + Penalty 284.723875 = -28486.296002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8312.650000 sec): 3 clusters Score: Raw -28566.898117 + Penalty 569.447750 = -27997.450367 nChanged 190 SP:Iteration 1F (8312.830000 sec): 3 clusters Score: Raw -28903.349272 + Penalty 569.447750 = -28333.901522 nChanged 81 SP:Iteration 2F (8313.090000 sec): 3 clusters Score: Raw -29119.307775 + Penalty 569.447750 = -28549.860024 nChanged 35 SP:Iteration 3F (8313.270000 sec): 3 clusters Score: Raw -29250.849475 + Penalty 569.447750 = -28681.401725 nChanged 32 SP:Iteration 4F (8313.420000 sec): 3 clusters Score: Raw -29409.577716 + Penalty 569.447750 = -28840.129965 nChanged 22 SP:Iteration 5Q (8313.620000 sec): 3 clusters Score: Raw -29540.522506 + Penalty 569.447750 = -28971.074756 nChanged 11 SP:Iteration 6Q (8313.820000 sec): 3 clusters Score: Raw -29590.171525 + Penalty 569.447750 = -29020.723774 nChanged 6 SP:Iteration 7Q (8314.020000 sec): 3 clusters Score: Raw -29597.286205 + Penalty 569.447750 = -29027.838454 nChanged 4 SP:Iteration 8Q (8314.210000 sec): 3 clusters Score: Raw -29608.043376 + Penalty 569.447750 = -29038.595625 nChanged 8 SP:Iteration 9Q (8314.410000 sec): 3 clusters Score: Raw -29630.035235 + Penalty 569.447750 = -29060.587484 nChanged 3 SP:Iteration 10Q (8314.610000 sec): 3 clusters Score: Raw -29639.531755 + Penalty 569.447750 = -29070.084004 nChanged 0 SP:Iteration 11F (8314.780000 sec): 3 clusters Score: Raw -29639.531755 + Penalty 569.447750 = -29070.084004 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 2.68 GB. Trying to split cluster 13 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8314.870000 sec): 2 clusters Score: Raw -7889.880671 + Penalty 226.126505 = -7663.754166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8315.090000 sec): 3 clusters Score: Raw -7862.400623 + Penalty 452.253010 = -7410.147613 nChanged 32 SP:Iteration 1F (8315.340000 sec): 3 clusters Score: Raw -7910.592427 + Penalty 452.253010 = -7458.339417 nChanged 7 SP:Iteration 2Q (8315.530000 sec): 3 clusters Score: Raw -7928.886607 + Penalty 452.253010 = -7476.633597 nChanged 5 SP:Iteration 3Q (8315.690000 sec): 3 clusters Score: Raw -7943.452064 + Penalty 452.253010 = -7491.199053 nChanged 6 SP:Iteration 4Q (8315.880000 sec): 3 clusters Score: Raw -7963.887186 + Penalty 452.253010 = -7511.634176 nChanged 1 SP:Iteration 5Q (8316.110000 sec): 3 clusters Score: Raw -7964.730370 + Penalty 452.253010 = -7512.477360 nChanged 1 SP:Iteration 6Q (8316.310000 sec): 3 clusters Score: Raw -7966.383993 + Penalty 452.253010 = -7514.130982 nChanged 1 SP:Iteration 7Q (8316.510000 sec): 3 clusters Score: Raw -7967.956973 + Penalty 452.253010 = -7515.703963 nChanged 2 SP:Iteration 8Q (8316.680000 sec): 3 clusters Score: Raw -7975.545881 + Penalty 452.253010 = -7523.292870 nChanged 1 SP:Iteration 9Q (8316.920000 sec): 3 clusters Score: Raw -7976.105650 + Penalty 452.253010 = -7523.852640 nChanged 0 SP:Iteration 10F (8317.080000 sec): 3 clusters Score: Raw -7976.105650 + Penalty 452.253010 = -7523.852640 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8317.170000 sec): 2 clusters Score: Raw -338399.248805 + Penalty 392.972235 = -338006.276570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8317.410000 sec): 3 clusters Score: Raw -334974.451908 + Penalty 785.944471 = -334188.507438 nChanged 2592 SP:Iteration 1F (8317.570000 sec): 3 clusters Score: Raw -336422.000350 + Penalty 785.944471 = -335636.055879 nChanged 388 SP:Iteration 2F (8317.760000 sec): 3 clusters Score: Raw -336694.434016 + Penalty 785.944471 = -335908.489545 nChanged 478 SP:Iteration 3F (8317.940000 sec): 3 clusters Score: Raw -337052.636226 + Penalty 785.944471 = -336266.691755 nChanged 488 SP:Iteration 4F (8318.140000 sec): 3 clusters Score: Raw -337423.540797 + Penalty 785.944471 = -336637.596327 nChanged 444 SP:Iteration 5F (8318.300000 sec): 3 clusters Score: Raw -337795.486233 + Penalty 785.944471 = -337009.541762 nChanged 358 SP:Iteration 6F (8318.490000 sec): 3 clusters Score: Raw -338093.524162 + Penalty 785.944471 = -337307.579691 nChanged 276 SP:Iteration 7Q (8318.720000 sec): 3 clusters Score: Raw -338326.223434 + Penalty 785.944471 = -337540.278963 nChanged 187 SP:Iteration 8Q (8318.950000 sec): 3 clusters Score: Raw -338463.438131 + Penalty 785.944471 = -337677.493661 nChanged 122 SP:Iteration 9Q (8319.140000 sec): 3 clusters Score: Raw -338534.788787 + Penalty 785.944471 = -337748.844316 nChanged 78 SP:Iteration 10Q (8319.330000 sec): 3 clusters Score: Raw -338566.268939 + Penalty 785.944471 = -337780.324468 nChanged 55 SP:Iteration 11Q (8319.530000 sec): 3 clusters Score: Raw -338581.327177 + Penalty 785.944471 = -337795.382706 nChanged 40 SP:Iteration 12Q (8319.700000 sec): 3 clusters Score: Raw -338589.781222 + Penalty 785.944471 = -337803.836752 nChanged 31 SP:Iteration 13Q (8319.880000 sec): 3 clusters Score: Raw -338597.109898 + Penalty 785.944471 = -337811.165427 nChanged 24 SP:Iteration 14Q (8320.060000 sec): 3 clusters Score: Raw -338603.262289 + Penalty 785.944471 = -337817.317819 nChanged 27 SP:Iteration 15Q (8320.290000 sec): 3 clusters Score: Raw -338610.039857 + Penalty 785.944471 = -337824.095386 nChanged 27 SP:Iteration 16Q (8320.450000 sec): 3 clusters Score: Raw -338616.035041 + Penalty 785.944471 = -337830.090571 nChanged 18 SP:Iteration 17Q (8320.680000 sec): 3 clusters Score: Raw -338619.759283 + Penalty 785.944471 = -337833.814813 nChanged 16 SP:Iteration 18Q (8320.860000 sec): 3 clusters Score: Raw -338624.659299 + Penalty 785.944471 = -337838.714829 nChanged 17 SP:Iteration 19Q (8321.090000 sec): 3 clusters Score: Raw -338629.527312 + Penalty 785.944471 = -337843.582841 nChanged 14 SP:Iteration 20F (8321.250000 sec): 3 clusters Score: Raw -338633.247766 + Penalty 785.944471 = -337847.303295 nChanged 12 SP:Iteration 21Q (8321.440000 sec): 3 clusters Score: Raw -338636.614079 + Penalty 785.944471 = -337850.669608 nChanged 12 SP:Iteration 22Q (8321.600000 sec): 3 clusters Score: Raw -338638.706596 + Penalty 785.944471 = -337852.762126 nChanged 5 SP:Iteration 23Q (8321.800000 sec): 3 clusters Score: Raw -338639.187667 + Penalty 785.944471 = -337853.243196 nChanged 6 SP:Iteration 24Q (8321.960000 sec): 3 clusters Score: Raw -338640.230945 + Penalty 785.944471 = -337854.286474 nChanged 11 SP:Iteration 25Q (8322.110000 sec): 3 clusters Score: Raw -338642.368125 + Penalty 785.944471 = -337856.423654 nChanged 10 SP:Iteration 26Q (8322.270000 sec): 3 clusters Score: Raw -338644.132802 + Penalty 785.944471 = -337858.188331 nChanged 10 SP:Iteration 27Q (8322.420000 sec): 3 clusters Score: Raw -338646.128565 + Penalty 785.944471 = -337860.184094 nChanged 7 SP:Iteration 28Q (8322.630000 sec): 3 clusters Score: Raw -338648.123564 + Penalty 785.944471 = -337862.179094 nChanged 3 SP:Iteration 29Q (8322.800000 sec): 3 clusters Score: Raw -338648.764072 + Penalty 785.944471 = -337862.819602 nChanged 1 SP:Iteration 30Q (8322.950000 sec): 3 clusters Score: Raw -338649.008580 + Penalty 785.944471 = -337863.064109 nChanged 0 SP:Iteration 31F (8323.140000 sec): 3 clusters Score: Raw -338649.008580 + Penalty 785.944471 = -337863.064109 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8323.250000 sec): 2 clusters Score: Raw -5709.059416 + Penalty 209.987984 = -5499.071433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8323.480000 sec): 3 clusters Score: Raw -5708.183668 + Penalty 419.975967 = -5288.207701 nChanged 20 SP:Iteration 1F (8323.710000 sec): 3 clusters Score: Raw -5761.373457 + Penalty 419.975967 = -5341.397490 nChanged 7 SP:Iteration 2F (8323.900000 sec): 3 clusters Score: Raw -5781.771373 + Penalty 419.975967 = -5361.795406 nChanged 5 SP:Iteration 3Q (8324.080000 sec): 3 clusters Score: Raw -5796.729582 + Penalty 419.975967 = -5376.753615 nChanged 0 SP:Iteration 4F (8324.280000 sec): 3 clusters Score: Raw -5796.729582 + Penalty 419.975967 = -5376.753615 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8324.410000 sec): 2 clusters Score: Raw -34647.551243 + Penalty 291.060299 = -34356.490944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8324.580000 sec): 3 clusters Score: Raw -34436.852933 + Penalty 582.120599 = -33854.732335 nChanged 215 SP:Iteration 1F (8324.800000 sec): 3 clusters Score: Raw -34673.625051 + Penalty 582.120599 = -34091.504453 nChanged 56 SP:Iteration 2F (8324.940000 sec): 3 clusters Score: Raw -34757.741913 + Penalty 582.120599 = -34175.621314 nChanged 43 SP:Iteration 3F (8325.180000 sec): 3 clusters Score: Raw -34794.486183 + Penalty 582.120599 = -34212.365585 nChanged 16 SP:Iteration 4Q (8325.350000 sec): 3 clusters Score: Raw -34807.167561 + Penalty 582.120599 = -34225.046962 nChanged 11 SP:Iteration 5Q (8325.490000 sec): 3 clusters Score: Raw -34816.254784 + Penalty 582.120599 = -34234.134185 nChanged 12 SP:Iteration 6Q (8325.710000 sec): 3 clusters Score: Raw -34825.946386 + Penalty 582.120599 = -34243.825788 nChanged 11 SP:Iteration 7Q (8325.920000 sec): 3 clusters Score: Raw -34833.640687 + Penalty 582.120599 = -34251.520088 nChanged 9 SP:Iteration 8Q (8326.130000 sec): 3 clusters Score: Raw -34838.394643 + Penalty 582.120599 = -34256.274045 nChanged 3 SP:Iteration 9Q (8326.380000 sec): 3 clusters Score: Raw -34841.361151 + Penalty 582.120599 = -34259.240553 nChanged 5 SP:Iteration 10Q (8326.540000 sec): 3 clusters Score: Raw -34847.059822 + Penalty 582.120599 = -34264.939223 nChanged 5 SP:Iteration 11Q (8326.700000 sec): 3 clusters Score: Raw -34848.653552 + Penalty 582.120599 = -34266.532954 nChanged 1 SP:Iteration 12Q (8326.910000 sec): 3 clusters Score: Raw -34848.846754 + Penalty 582.120599 = -34266.726155 nChanged 1 SP:Iteration 13Q (8327.080000 sec): 3 clusters Score: Raw -34849.541699 + Penalty 582.120599 = -34267.421101 nChanged 1 SP:Iteration 14Q (8327.300000 sec): 3 clusters Score: Raw -34849.955191 + Penalty 582.120599 = -34267.834593 nChanged 3 SP:Iteration 15Q (8327.430000 sec): 3 clusters Score: Raw -34852.675266 + Penalty 582.120599 = -34270.554667 nChanged 1 SP:Iteration 16Q (8327.620000 sec): 3 clusters Score: Raw -34853.592101 + Penalty 582.120599 = -34271.471503 nChanged 2 SP:Iteration 17Q (8327.780000 sec): 3 clusters Score: Raw -34854.293531 + Penalty 582.120599 = -34272.172932 nChanged 1 SP:Iteration 18Q (8327.940000 sec): 3 clusters Score: Raw -34854.361480 + Penalty 582.120599 = -34272.240881 nChanged 0 SP:Iteration 19F (8328.060000 sec): 3 clusters Score: Raw -34854.361480 + Penalty 582.120599 = -34272.240881 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8328.150000 sec): 2 clusters Score: Raw -46496.377801 + Penalty 307.068559 = -46189.309241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8328.280000 sec): 3 clusters Score: Raw -46115.227275 + Penalty 614.137119 = -45501.090156 nChanged 331 SP:Iteration 1F (8328.460000 sec): 3 clusters Score: Raw -46824.593419 + Penalty 614.137119 = -46210.456300 nChanged 143 SP:Iteration 2F (8328.640000 sec): 3 clusters Score: Raw -47458.274786 + Penalty 614.137119 = -46844.137668 nChanged 79 SP:Iteration 3F (8328.790000 sec): 3 clusters Score: Raw -47998.937138 + Penalty 614.137119 = -47384.800019 nChanged 19 SP:Iteration 4Q (8328.990000 sec): 3 clusters Score: Raw -48149.788482 + Penalty 614.137119 = -47535.651363 nChanged 3 SP:Iteration 5Q (8329.130000 sec): 3 clusters Score: Raw -48199.993599 + Penalty 614.137119 = -47585.856481 nChanged 1 SP:Iteration 6Q (8329.310000 sec): 3 clusters Score: Raw -48201.055974 + Penalty 614.137119 = -47586.918855 nChanged 0 SP:Iteration 7F (8329.480000 sec): 3 clusters Score: Raw -48201.055974 + Penalty 614.137119 = -47586.918855 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 2.68 GB. Trying to split cluster 18 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8329.610000 sec): 2 clusters Score: Raw -51138.941339 + Penalty 305.050853 = -50833.890486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8329.790000 sec): 3 clusters Score: Raw -50746.581862 + Penalty 610.101706 = -50136.480155 nChanged 310 SP:Iteration 1F (8329.940000 sec): 3 clusters Score: Raw -50992.442669 + Penalty 610.101706 = -50382.340962 nChanged 93 SP:Iteration 2F (8330.150000 sec): 3 clusters Score: Raw -51098.136944 + Penalty 610.101706 = -50488.035237 nChanged 51 SP:Iteration 3F (8330.330000 sec): 3 clusters Score: Raw -51158.430405 + Penalty 610.101706 = -50548.328698 nChanged 41 SP:Iteration 4F (8330.510000 sec): 3 clusters Score: Raw -51199.006170 + Penalty 610.101706 = -50588.904464 nChanged 22 SP:Iteration 5Q (8330.740000 sec): 3 clusters Score: Raw -51223.974554 + Penalty 610.101706 = -50613.872847 nChanged 26 SP:Iteration 6Q (8330.870000 sec): 3 clusters Score: Raw -51250.334098 + Penalty 610.101706 = -50640.232391 nChanged 18 SP:Iteration 7Q (8331.040000 sec): 3 clusters Score: Raw -51270.177964 + Penalty 610.101706 = -50660.076258 nChanged 18 SP:Iteration 8Q (8331.260000 sec): 3 clusters Score: Raw -51289.145702 + Penalty 610.101706 = -50679.043996 nChanged 19 SP:Iteration 9Q (8331.460000 sec): 3 clusters Score: Raw -51309.642135 + Penalty 610.101706 = -50699.540429 nChanged 21 SP:Iteration 10Q (8331.650000 sec): 3 clusters Score: Raw -51334.942139 + Penalty 610.101706 = -50724.840433 nChanged 26 SP:Iteration 11Q (8331.880000 sec): 3 clusters Score: Raw -51359.720524 + Penalty 610.101706 = -50749.618818 nChanged 22 SP:Iteration 12Q (8332.070000 sec): 3 clusters Score: Raw -51398.002196 + Penalty 610.101706 = -50787.900490 nChanged 29 SP:Iteration 13Q (8332.220000 sec): 3 clusters Score: Raw -51456.611760 + Penalty 610.101706 = -50846.510054 nChanged 18 SP:Iteration 14Q (8332.380000 sec): 3 clusters Score: Raw -51479.969415 + Penalty 610.101706 = -50869.867709 nChanged 12 SP:Iteration 15Q (8332.560000 sec): 3 clusters Score: Raw -51486.445639 + Penalty 610.101706 = -50876.343933 nChanged 4 SP:Iteration 16Q (8332.740000 sec): 3 clusters Score: Raw -51489.979712 + Penalty 610.101706 = -50879.878005 nChanged 3 SP:Iteration 17Q (8332.910000 sec): 3 clusters Score: Raw -51491.118009 + Penalty 610.101706 = -50881.016303 nChanged 3 SP:Iteration 18Q (8333.070000 sec): 3 clusters Score: Raw -51493.148503 + Penalty 610.101706 = -50883.046797 nChanged 4 SP:Iteration 19Q (8333.220000 sec): 3 clusters Score: Raw -51497.990291 + Penalty 610.101706 = -50887.888585 nChanged 3 SP:Iteration 20F (8333.420000 sec): 3 clusters Score: Raw -51502.580447 + Penalty 610.101706 = -50892.478741 nChanged 6 SP:Iteration 21Q (8333.580000 sec): 3 clusters Score: Raw -51504.867552 + Penalty 610.101706 = -50894.765846 nChanged 3 SP:Iteration 22Q (8333.820000 sec): 3 clusters Score: Raw -51506.270577 + Penalty 610.101706 = -50896.168871 nChanged 0 SP:Iteration 23F (8333.990000 sec): 3 clusters Score: Raw -51506.270577 + Penalty 610.101706 = -50896.168871 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 2.68 GB. Trying to split cluster 19 (7698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8334.090000 sec): 2 clusters Score: Raw -445496.686800 + Penalty 407.166570 = -445089.520230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8334.300000 sec): 3 clusters Score: Raw -440841.975534 + Penalty 814.333141 = -440027.642393 nChanged 3543 SP:Iteration 1F (8334.500000 sec): 3 clusters Score: Raw -443361.264165 + Penalty 814.333141 = -442546.931024 nChanged 822 SP:Iteration 2F (8334.720000 sec): 3 clusters Score: Raw -444049.457523 + Penalty 814.333141 = -443235.124383 nChanged 780 SP:Iteration 3F (8334.920000 sec): 3 clusters Score: Raw -444755.430589 + Penalty 814.333141 = -443941.097448 nChanged 624 SP:Iteration 4F (8335.150000 sec): 3 clusters Score: Raw -445341.082213 + Penalty 814.333141 = -444526.749072 nChanged 429 SP:Iteration 5F (8335.320000 sec): 3 clusters Score: Raw -445686.163277 + Penalty 814.333141 = -444871.830136 nChanged 224 SP:Iteration 6Q (8335.510000 sec): 3 clusters Score: Raw -445838.690776 + Penalty 814.333141 = -445024.357635 nChanged 137 SP:Iteration 7Q (8335.680000 sec): 3 clusters Score: Raw -445928.440869 + Penalty 814.333141 = -445114.107729 nChanged 92 SP:Iteration 8Q (8335.880000 sec): 3 clusters Score: Raw -445989.054947 + Penalty 814.333141 = -445174.721806 nChanged 66 SP:Iteration 9Q (8336.070000 sec): 3 clusters Score: Raw -446020.398133 + Penalty 814.333141 = -445206.064992 nChanged 49 SP:Iteration 10Q (8336.260000 sec): 3 clusters Score: Raw -446050.166206 + Penalty 814.333141 = -445235.833065 nChanged 38 SP:Iteration 11Q (8336.500000 sec): 3 clusters Score: Raw -446080.649404 + Penalty 814.333141 = -445266.316263 nChanged 44 SP:Iteration 12Q (8336.720000 sec): 3 clusters Score: Raw -446106.452185 + Penalty 814.333141 = -445292.119044 nChanged 32 SP:Iteration 13Q (8336.910000 sec): 3 clusters Score: Raw -446117.525516 + Penalty 814.333141 = -445303.192375 nChanged 18 SP:Iteration 14Q (8337.090000 sec): 3 clusters Score: Raw -446120.948669 + Penalty 814.333141 = -445306.615529 nChanged 14 SP:Iteration 15Q (8337.300000 sec): 3 clusters Score: Raw -446123.466723 + Penalty 814.333141 = -445309.133582 nChanged 7 SP:Iteration 16Q (8337.470000 sec): 3 clusters Score: Raw -446125.133378 + Penalty 814.333141 = -445310.800238 nChanged 7 SP:Iteration 17Q (8337.640000 sec): 3 clusters Score: Raw -446126.499298 + Penalty 814.333141 = -445312.166157 nChanged 5 SP:Iteration 18Q (8337.840000 sec): 3 clusters Score: Raw -446127.571684 + Penalty 814.333141 = -445313.238543 nChanged 5 SP:Iteration 19Q (8338.040000 sec): 3 clusters Score: Raw -446128.269104 + Penalty 814.333141 = -445313.935963 nChanged 1 SP:Iteration 20F (8338.270000 sec): 3 clusters Score: Raw -446128.377493 + Penalty 814.333141 = -445314.044352 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 2.68 GB. Trying to split cluster 20 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8338.370000 sec): 2 clusters Score: Raw -16217.446231 + Penalty 257.028328 = -15960.417903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8338.580000 sec): 3 clusters Score: Raw -16217.936032 + Penalty 514.056656 = -15703.879377 nChanged 86 SP:Iteration 1F (8338.690000 sec): 3 clusters Score: Raw -16392.587514 + Penalty 514.056656 = -15878.530858 nChanged 28 SP:Iteration 2F (8338.920000 sec): 3 clusters Score: Raw -16431.378962 + Penalty 514.056656 = -15917.322306 nChanged 12 SP:Iteration 3Q (8339.120000 sec): 3 clusters Score: Raw -16449.468987 + Penalty 514.056656 = -15935.412331 nChanged 10 SP:Iteration 4Q (8339.300000 sec): 3 clusters Score: Raw -16472.260538 + Penalty 514.056656 = -15958.203882 nChanged 6 SP:Iteration 5Q (8339.440000 sec): 3 clusters Score: Raw -16487.196802 + Penalty 514.056656 = -15973.140146 nChanged 4 SP:Iteration 6Q (8339.610000 sec): 3 clusters Score: Raw -16497.307123 + Penalty 514.056656 = -15983.250467 nChanged 3 SP:Iteration 7Q (8339.790000 sec): 3 clusters Score: Raw -16505.485303 + Penalty 514.056656 = -15991.428647 nChanged 3 SP:Iteration 8Q (8339.980000 sec): 3 clusters Score: Raw -16511.659585 + Penalty 514.056656 = -15997.602929 nChanged 1 SP:Iteration 9Q (8340.180000 sec): 3 clusters Score: Raw -16512.117153 + Penalty 514.056656 = -15998.060498 nChanged 0 SP:Iteration 10F (8340.360000 sec): 3 clusters Score: Raw -16512.117153 + Penalty 514.056656 = -15998.060498 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 2.68 GB. Trying to split cluster 21 (466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8340.480000 sec): 2 clusters Score: Raw -22092.562433 + Penalty 279.560446 = -21813.001987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8340.680000 sec): 3 clusters Score: Raw -22090.616399 + Penalty 559.120893 = -21531.495507 nChanged 186 SP:Iteration 1F (8340.860000 sec): 3 clusters Score: Raw -22515.073511 + Penalty 559.120893 = -21955.952618 nChanged 32 SP:Iteration 2F (8341.090000 sec): 3 clusters Score: Raw -22555.222634 + Penalty 559.120893 = -21996.101741 nChanged 12 SP:Iteration 3Q (8341.280000 sec): 3 clusters Score: Raw -22581.531258 + Penalty 559.120893 = -22022.410366 nChanged 5 SP:Iteration 4Q (8341.480000 sec): 3 clusters Score: Raw -22597.804240 + Penalty 559.120893 = -22038.683347 nChanged 2 SP:Iteration 5Q (8341.690000 sec): 3 clusters Score: Raw -22598.740148 + Penalty 559.120893 = -22039.619255 nChanged 0 SP:Iteration 6F (8341.900000 sec): 3 clusters Score: Raw -22598.740148 + Penalty 559.120893 = -22039.619255 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 2.68 GB. Trying to split cluster 22 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8342.000000 sec): 2 clusters Score: Raw -11707.102787 + Penalty 254.559368 = -11452.543419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8342.200000 sec): 3 clusters Score: Raw -11692.273766 + Penalty 509.118736 = -11183.155031 nChanged 95 SP:Iteration 1F (8342.440000 sec): 3 clusters Score: Raw -12031.584119 + Penalty 509.118736 = -11522.465384 nChanged 20 SP:Iteration 2F (8342.640000 sec): 3 clusters Score: Raw -12087.967841 + Penalty 509.118736 = -11578.849106 nChanged 5 SP:Iteration 3Q (8342.840000 sec): 3 clusters Score: Raw -12106.574320 + Penalty 509.118736 = -11597.455585 nChanged 7 SP:Iteration 4Q (8343.060000 sec): 3 clusters Score: Raw -12144.432005 + Penalty 509.118736 = -11635.313269 nChanged 5 SP:Iteration 5Q (8343.200000 sec): 3 clusters Score: Raw -12160.909098 + Penalty 509.118736 = -11651.790362 nChanged 5 SP:Iteration 6Q (8343.410000 sec): 3 clusters Score: Raw -12172.196799 + Penalty 509.118736 = -11663.078063 nChanged 3 SP:Iteration 7Q (8343.600000 sec): 3 clusters Score: Raw -12178.741340 + Penalty 509.118736 = -11669.622604 nChanged 1 SP:Iteration 8Q (8343.820000 sec): 3 clusters Score: Raw -12181.100680 + Penalty 509.118736 = -11671.981945 nChanged 1 SP:Iteration 9Q (8344.040000 sec): 3 clusters Score: Raw -12181.862517 + Penalty 509.118736 = -11672.743781 nChanged 1 SP:Iteration 10Q (8344.250000 sec): 3 clusters Score: Raw -12182.693248 + Penalty 509.118736 = -11673.574512 nChanged 0 SP:Iteration 11F (8344.460000 sec): 3 clusters Score: Raw -12182.693248 + Penalty 509.118736 = -11673.574512 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 2.68 GB. Trying to split cluster 23 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8344.560000 sec): 2 clusters Score: Raw -36277.902212 + Penalty 294.209585 = -35983.692627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8344.780000 sec): 3 clusters Score: Raw -35991.644474 + Penalty 588.419170 = -35403.225304 nChanged 226 SP:Iteration 1F (8345.080000 sec): 3 clusters Score: Raw -36143.948333 + Penalty 588.419170 = -35555.529163 nChanged 45 SP:Iteration 2F (8345.290000 sec): 3 clusters Score: Raw -36182.598711 + Penalty 588.419170 = -35594.179541 nChanged 36 SP:Iteration 3F (8345.480000 sec): 3 clusters Score: Raw -36204.683376 + Penalty 588.419170 = -35616.264206 nChanged 22 SP:Iteration 4Q (8345.650000 sec): 3 clusters Score: Raw -36225.300856 + Penalty 588.419170 = -35636.881686 nChanged 28 SP:Iteration 5Q (8345.830000 sec): 3 clusters Score: Raw -36264.467137 + Penalty 588.419170 = -35676.047967 nChanged 32 SP:Iteration 6Q (8346.050000 sec): 3 clusters Score: Raw -36305.911080 + Penalty 588.419170 = -35717.491910 nChanged 26 SP:Iteration 7Q (8346.190000 sec): 3 clusters Score: Raw -36333.361950 + Penalty 588.419170 = -35744.942780 nChanged 19 SP:Iteration 8Q (8346.400000 sec): 3 clusters Score: Raw -36351.430551 + Penalty 588.419170 = -35763.011381 nChanged 21 SP:Iteration 9Q (8346.630000 sec): 3 clusters Score: Raw -36370.078854 + Penalty 588.419170 = -35781.659684 nChanged 16 SP:Iteration 10Q (8346.850000 sec): 3 clusters Score: Raw -36387.091613 + Penalty 588.419170 = -35798.672443 nChanged 21 SP:Iteration 11Q (8347.010000 sec): 3 clusters Score: Raw -36415.771617 + Penalty 588.419170 = -35827.352447 nChanged 17 SP:Iteration 12Q (8347.180000 sec): 3 clusters Score: Raw -36435.382906 + Penalty 588.419170 = -35846.963736 nChanged 21 SP:Iteration 13Q (8347.350000 sec): 3 clusters Score: Raw -36469.403639 + Penalty 588.419170 = -35880.984469 nChanged 21 SP:Iteration 14Q (8347.660000 sec): 3 clusters Score: Raw -36525.726015 + Penalty 588.419170 = -35937.306845 nChanged 24 SP:Iteration 15Q (8347.820000 sec): 3 clusters Score: Raw -36581.385823 + Penalty 588.419170 = -35992.966653 nChanged 15 SP:Iteration 16Q (8347.980000 sec): 3 clusters Score: Raw -36602.294446 + Penalty 588.419170 = -36013.875277 nChanged 11 SP:Iteration 17Q (8348.200000 sec): 3 clusters Score: Raw -36611.473100 + Penalty 588.419170 = -36023.053930 nChanged 9 SP:Iteration 18Q (8348.360000 sec): 3 clusters Score: Raw -36621.685860 + Penalty 588.419170 = -36033.266690 nChanged 13 SP:Iteration 19Q (8348.510000 sec): 3 clusters Score: Raw -36635.618202 + Penalty 588.419170 = -36047.199032 nChanged 10 SP:Iteration 20F (8348.620000 sec): 3 clusters Score: Raw -36651.608154 + Penalty 588.419170 = -36063.188984 nChanged 16 SP:Iteration 21Q (8348.790000 sec): 3 clusters Score: Raw -36685.077223 + Penalty 588.419170 = -36096.658053 nChanged 18 SP:Iteration 22Q (8348.990000 sec): 3 clusters Score: Raw -36743.645554 + Penalty 588.419170 = -36155.226384 nChanged 18 SP:Iteration 23Q (8349.140000 sec): 3 clusters Score: Raw -36837.842643 + Penalty 588.419170 = -36249.423473 nChanged 16 SP:Iteration 24Q (8349.290000 sec): 3 clusters Score: Raw -36948.470361 + Penalty 588.419170 = -36360.051191 nChanged 13 SP:Iteration 25Q (8349.480000 sec): 3 clusters Score: Raw -37047.617103 + Penalty 588.419170 = -36459.197933 nChanged 8 SP:Iteration 26Q (8349.710000 sec): 3 clusters Score: Raw -37059.785402 + Penalty 588.419170 = -36471.366233 nChanged 5 SP:Iteration 27Q (8349.890000 sec): 3 clusters Score: Raw -37066.839825 + Penalty 588.419170 = -36478.420655 nChanged 8 SP:Iteration 28Q (8350.040000 sec): 3 clusters Score: Raw -37083.214882 + Penalty 588.419170 = -36494.795712 nChanged 7 SP:Iteration 29Q (8350.210000 sec): 3 clusters Score: Raw -37097.566096 + Penalty 588.419170 = -36509.146926 nChanged 7 SP:Iteration 30Q (8350.340000 sec): 3 clusters Score: Raw -37114.195579 + Penalty 588.419170 = -36525.776409 nChanged 5 SP:Iteration 31Q (8350.500000 sec): 3 clusters Score: Raw -37120.177907 + Penalty 588.419170 = -36531.758737 nChanged 3 SP:Iteration 32Q (8350.660000 sec): 3 clusters Score: Raw -37127.629782 + Penalty 588.419170 = -36539.210613 nChanged 3 SP:Iteration 33Q (8350.830000 sec): 3 clusters Score: Raw -37135.478737 + Penalty 588.419170 = -36547.059567 nChanged 2 SP:Iteration 34Q (8350.940000 sec): 3 clusters Score: Raw -37136.636723 + Penalty 588.419170 = -36548.217553 nChanged 0 SP:Iteration 35F (8351.110000 sec): 3 clusters Score: Raw -37144.666608 + Penalty 588.419170 = -36556.247438 nChanged 7 SP:Iteration 36Q (8351.280000 sec): 3 clusters Score: Raw -37158.947527 + Penalty 588.419170 = -36570.528357 nChanged 2 SP:Iteration 37Q (8351.470000 sec): 3 clusters Score: Raw -37160.219673 + Penalty 588.419170 = -36571.800503 nChanged 1 SP:Iteration 38Q (8351.650000 sec): 3 clusters Score: Raw -37160.788123 + Penalty 588.419170 = -36572.368953 nChanged 1 SP:Iteration 39Q (8351.860000 sec): 3 clusters Score: Raw -37161.262726 + Penalty 588.419170 = -36572.843557 nChanged 0 SP:Iteration 40F (8352.040000 sec): 3 clusters Score: Raw -37161.262726 + Penalty 588.419170 = -36572.843557 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 2.68 GB. Trying to split cluster 24 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8352.150000 sec): 2 clusters Score: Raw -33061.806436 + Penalty 288.726454 = -32773.079982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8352.370000 sec): 3 clusters Score: Raw -32807.831113 + Penalty 577.452909 = -32230.378204 nChanged 229 SP:Iteration 1F (8352.600000 sec): 3 clusters Score: Raw -33025.378645 + Penalty 577.452909 = -32447.925737 nChanged 44 SP:Iteration 2F (8352.810000 sec): 3 clusters Score: Raw -33074.353957 + Penalty 577.452909 = -32496.901048 nChanged 28 SP:Iteration 3Q (8353.020000 sec): 3 clusters Score: Raw -33110.922765 + Penalty 577.452909 = -32533.469856 nChanged 25 SP:Iteration 4Q (8353.210000 sec): 3 clusters Score: Raw -33144.131047 + Penalty 577.452909 = -32566.678138 nChanged 23 SP:Iteration 5Q (8353.410000 sec): 3 clusters Score: Raw -33166.299058 + Penalty 577.452909 = -32588.846149 nChanged 17 SP:Iteration 6Q (8353.590000 sec): 3 clusters Score: Raw -33184.160122 + Penalty 577.452909 = -32606.707213 nChanged 11 SP:Iteration 7Q (8353.750000 sec): 3 clusters Score: Raw -33194.048160 + Penalty 577.452909 = -32616.595251 nChanged 10 SP:Iteration 8Q (8353.910000 sec): 3 clusters Score: Raw -33200.437143 + Penalty 577.452909 = -32622.984234 nChanged 5 SP:Iteration 9Q (8354.090000 sec): 3 clusters Score: Raw -33202.867985 + Penalty 577.452909 = -32625.415076 nChanged 3 SP:Iteration 10Q (8354.300000 sec): 3 clusters Score: Raw -33204.036456 + Penalty 577.452909 = -32626.583547 nChanged 1 SP:Iteration 11Q (8354.440000 sec): 3 clusters Score: Raw -33204.268209 + Penalty 577.452909 = -32626.815300 nChanged 0 SP:Iteration 12F (8354.620000 sec): 3 clusters Score: Raw -33204.268209 + Penalty 577.452909 = -32626.815300 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8354.680000 sec): 2 clusters Score: Raw -29403.482355 + Penalty 283.843770 = -29119.638585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8354.850000 sec): 3 clusters Score: Raw -29225.063390 + Penalty 567.687541 = -28657.375849 nChanged 193 SP:Iteration 1F (8354.990000 sec): 3 clusters Score: Raw -29520.867528 + Penalty 567.687541 = -28953.179987 nChanged 61 SP:Iteration 2F (8355.140000 sec): 3 clusters Score: Raw -29655.653438 + Penalty 567.687541 = -29087.965897 nChanged 39 SP:Iteration 3F (8355.300000 sec): 3 clusters Score: Raw -29738.269128 + Penalty 567.687541 = -29170.581587 nChanged 30 SP:Iteration 4F (8355.450000 sec): 3 clusters Score: Raw -29811.713979 + Penalty 567.687541 = -29244.026438 nChanged 25 SP:Iteration 5Q (8355.600000 sec): 3 clusters Score: Raw -29870.175919 + Penalty 567.687541 = -29302.488378 nChanged 20 SP:Iteration 6Q (8355.800000 sec): 3 clusters Score: Raw -29902.360533 + Penalty 567.687541 = -29334.672992 nChanged 8 SP:Iteration 7Q (8356.000000 sec): 3 clusters Score: Raw -29912.121458 + Penalty 567.687541 = -29344.433917 nChanged 3 SP:Iteration 8Q (8356.180000 sec): 3 clusters Score: Raw -29917.439287 + Penalty 567.687541 = -29349.751746 nChanged 6 SP:Iteration 9Q (8356.370000 sec): 3 clusters Score: Raw -29923.623033 + Penalty 567.687541 = -29355.935492 nChanged 6 SP:Iteration 10Q (8356.610000 sec): 3 clusters Score: Raw -29934.598798 + Penalty 567.687541 = -29366.911257 nChanged 6 SP:Iteration 11Q (8356.800000 sec): 3 clusters Score: Raw -29943.847815 + Penalty 567.687541 = -29376.160274 nChanged 4 SP:Iteration 12Q (8356.990000 sec): 3 clusters Score: Raw -29948.940010 + Penalty 567.687541 = -29381.252469 nChanged 5 SP:Iteration 13Q (8357.190000 sec): 3 clusters Score: Raw -29955.905683 + Penalty 567.687541 = -29388.218142 nChanged 3 SP:Iteration 14Q (8357.370000 sec): 3 clusters Score: Raw -29959.151005 + Penalty 567.687541 = -29391.463464 nChanged 2 SP:Iteration 15Q (8357.570000 sec): 3 clusters Score: Raw -29960.951882 + Penalty 567.687541 = -29393.264341 nChanged 3 SP:Iteration 16Q (8357.720000 sec): 3 clusters Score: Raw -29962.725361 + Penalty 567.687541 = -29395.037821 nChanged 2 SP:Iteration 17Q (8357.880000 sec): 3 clusters Score: Raw -29963.741022 + Penalty 567.687541 = -29396.053481 nChanged 0 SP:Iteration 18F (8358.010000 sec): 3 clusters Score: Raw -29963.741022 + Penalty 567.687541 = -29396.053481 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 2.68 GB. Trying to split cluster 26 (1099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8358.150000 sec): 2 clusters Score: Raw -60120.542107 + Penalty 318.598096 = -59801.944011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8358.380000 sec): 3 clusters Score: Raw -59579.927675 + Penalty 637.196192 = -58942.731483 nChanged 447 SP:Iteration 1F (8358.570000 sec): 3 clusters Score: Raw -59923.806494 + Penalty 637.196192 = -59286.610302 nChanged 86 SP:Iteration 2F (8358.760000 sec): 3 clusters Score: Raw -59987.971984 + Penalty 637.196192 = -59350.775792 nChanged 59 SP:Iteration 3F (8359.010000 sec): 3 clusters Score: Raw -60045.895252 + Penalty 637.196192 = -59408.699060 nChanged 50 SP:Iteration 4Q (8359.160000 sec): 3 clusters Score: Raw -60143.503011 + Penalty 637.196192 = -59506.306819 nChanged 64 SP:Iteration 5F (8359.360000 sec): 3 clusters Score: Raw -60330.060876 + Penalty 637.196192 = -59692.864684 nChanged 84 SP:Iteration 6F (8359.480000 sec): 3 clusters Score: Raw -60699.579600 + Penalty 637.196192 = -60062.383408 nChanged 148 SP:Iteration 7F (8359.630000 sec): 3 clusters Score: Raw -61431.722914 + Penalty 637.196192 = -60794.526722 nChanged 149 SP:Iteration 8F (8359.770000 sec): 3 clusters Score: Raw -61953.128975 + Penalty 637.196192 = -61315.932784 nChanged 64 SP:Iteration 9F (8359.910000 sec): 3 clusters Score: Raw -62085.998444 + Penalty 637.196192 = -61448.802252 nChanged 10 SP:Iteration 10Q (8360.110000 sec): 3 clusters Score: Raw -62094.226405 + Penalty 637.196192 = -61457.030213 nChanged 0 SP:Iteration 11F (8360.330000 sec): 3 clusters Score: Raw -62094.226405 + Penalty 637.196192 = -61457.030213 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 2.68 GB. Trying to split cluster 27 (1201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8360.420000 sec): 2 clusters Score: Raw -65450.091232 + Penalty 322.636397 = -65127.454835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8360.590000 sec): 3 clusters Score: Raw -64839.211496 + Penalty 645.272794 = -64193.938702 nChanged 485 SP:Iteration 1F (8360.790000 sec): 3 clusters Score: Raw -65171.587087 + Penalty 645.272794 = -64526.314293 nChanged 115 SP:Iteration 2F (8360.970000 sec): 3 clusters Score: Raw -65268.259501 + Penalty 645.272794 = -64622.986707 nChanged 97 SP:Iteration 3F (8361.120000 sec): 3 clusters Score: Raw -65352.890931 + Penalty 645.272794 = -64707.618138 nChanged 80 SP:Iteration 4F (8361.320000 sec): 3 clusters Score: Raw -65418.376857 + Penalty 645.272794 = -64773.104063 nChanged 59 SP:Iteration 5Q (8361.500000 sec): 3 clusters Score: Raw -65463.824067 + Penalty 645.272794 = -64818.551273 nChanged 51 SP:Iteration 6Q (8361.640000 sec): 3 clusters Score: Raw -65498.931698 + Penalty 645.272794 = -64853.658904 nChanged 36 SP:Iteration 7Q (8361.840000 sec): 3 clusters Score: Raw -65523.626485 + Penalty 645.272794 = -64878.353692 nChanged 36 SP:Iteration 8Q (8362.020000 sec): 3 clusters Score: Raw -65542.906384 + Penalty 645.272794 = -64897.633590 nChanged 19 SP:Iteration 9Q (8362.240000 sec): 3 clusters Score: Raw -65550.654041 + Penalty 645.272794 = -64905.381248 nChanged 10 SP:Iteration 10Q (8362.470000 sec): 3 clusters Score: Raw -65555.531026 + Penalty 645.272794 = -64910.258232 nChanged 12 SP:Iteration 11Q (8362.680000 sec): 3 clusters Score: Raw -65561.330065 + Penalty 645.272794 = -64916.057271 nChanged 15 SP:Iteration 12Q (8362.820000 sec): 3 clusters Score: Raw -65567.985377 + Penalty 645.272794 = -64922.712584 nChanged 10 SP:Iteration 13Q (8362.990000 sec): 3 clusters Score: Raw -65574.327385 + Penalty 645.272794 = -64929.054591 nChanged 10 SP:Iteration 14Q (8363.120000 sec): 3 clusters Score: Raw -65580.633296 + Penalty 645.272794 = -64935.360502 nChanged 10 SP:Iteration 15Q (8363.320000 sec): 3 clusters Score: Raw -65588.910230 + Penalty 645.272794 = -64943.637436 nChanged 10 SP:Iteration 16Q (8363.520000 sec): 3 clusters Score: Raw -65594.097435 + Penalty 645.272794 = -64948.824641 nChanged 9 SP:Iteration 17Q (8363.670000 sec): 3 clusters Score: Raw -65601.547666 + Penalty 645.272794 = -64956.274872 nChanged 10 SP:Iteration 18Q (8363.790000 sec): 3 clusters Score: Raw -65607.336442 + Penalty 645.272794 = -64962.063649 nChanged 3 SP:Iteration 19Q (8363.970000 sec): 3 clusters Score: Raw -65608.761135 + Penalty 645.272794 = -64963.488341 nChanged 5 SP:Iteration 20F (8364.180000 sec): 3 clusters Score: Raw -65611.978365 + Penalty 645.272794 = -64966.705571 nChanged 2 SP:Iteration 21Q (8364.370000 sec): 3 clusters Score: Raw -65612.952301 + Penalty 645.272794 = -64967.679507 nChanged 1 SP:Iteration 22Q (8364.590000 sec): 3 clusters Score: Raw -65613.255754 + Penalty 645.272794 = -64967.982960 nChanged 3 SP:Iteration 23Q (8364.750000 sec): 3 clusters Score: Raw -65614.385370 + Penalty 645.272794 = -64969.112577 nChanged 1 SP:Iteration 24Q (8364.960000 sec): 3 clusters Score: Raw -65614.650013 + Penalty 645.272794 = -64969.377219 nChanged 0 SP:Iteration 25F (8365.150000 sec): 3 clusters Score: Raw -65614.650013 + Penalty 645.272794 = -64969.377219 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8365.290000 sec): 2 clusters Score: Raw -233481.034376 + Penalty 373.733524 = -233107.300852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8365.510000 sec): 3 clusters Score: Raw -231273.146409 + Penalty 747.467047 = -230525.679361 nChanged 1680 SP:Iteration 1F (8365.680000 sec): 3 clusters Score: Raw -232160.893625 + Penalty 747.467047 = -231413.426578 nChanged 233 SP:Iteration 2F (8365.880000 sec): 3 clusters Score: Raw -232265.565866 + Penalty 747.467047 = -231518.098819 nChanged 227 SP:Iteration 3F (8366.040000 sec): 3 clusters Score: Raw -232373.993441 + Penalty 747.467047 = -231626.526394 nChanged 196 SP:Iteration 4F (8366.260000 sec): 3 clusters Score: Raw -232471.898017 + Penalty 747.467047 = -231724.430970 nChanged 175 SP:Iteration 5Q (8366.450000 sec): 3 clusters Score: Raw -232562.006768 + Penalty 747.467047 = -231814.539721 nChanged 160 SP:Iteration 6Q (8366.620000 sec): 3 clusters Score: Raw -232649.278444 + Penalty 747.467047 = -231901.811397 nChanged 155 SP:Iteration 7Q (8366.790000 sec): 3 clusters Score: Raw -232748.472608 + Penalty 747.467047 = -232001.005561 nChanged 167 SP:Iteration 8Q (8366.960000 sec): 3 clusters Score: Raw -232856.212388 + Penalty 747.467047 = -232108.745341 nChanged 152 SP:Iteration 9Q (8367.120000 sec): 3 clusters Score: Raw -232952.689310 + Penalty 747.467047 = -232205.222262 nChanged 129 SP:Iteration 10Q (8367.380000 sec): 3 clusters Score: Raw -233035.171650 + Penalty 747.467047 = -232287.704602 nChanged 115 SP:Iteration 11Q (8367.540000 sec): 3 clusters Score: Raw -233114.216329 + Penalty 747.467047 = -232366.749282 nChanged 102 SP:Iteration 12Q (8367.690000 sec): 3 clusters Score: Raw -233186.864812 + Penalty 747.467047 = -232439.397765 nChanged 95 SP:Iteration 13Q (8367.800000 sec): 3 clusters Score: Raw -233247.712197 + Penalty 747.467047 = -232500.245150 nChanged 71 SP:Iteration 14Q (8367.950000 sec): 3 clusters Score: Raw -233294.299943 + Penalty 747.467047 = -232546.832896 nChanged 60 SP:Iteration 15Q (8368.130000 sec): 3 clusters Score: Raw -233319.138969 + Penalty 747.467047 = -232571.671921 nChanged 43 SP:Iteration 16Q (8368.280000 sec): 3 clusters Score: Raw -233336.007991 + Penalty 747.467047 = -232588.540943 nChanged 39 SP:Iteration 17Q (8368.420000 sec): 3 clusters Score: Raw -233352.047099 + Penalty 747.467047 = -232604.580052 nChanged 32 SP:Iteration 18Q (8368.670000 sec): 3 clusters Score: Raw -233365.697413 + Penalty 747.467047 = -232618.230366 nChanged 33 SP:Iteration 19Q (8368.810000 sec): 3 clusters Score: Raw -233377.389337 + Penalty 747.467047 = -232629.922290 nChanged 31 SP:Iteration 20F (8368.950000 sec): 3 clusters Score: Raw -233391.527653 + Penalty 747.467047 = -232644.060606 nChanged 33 SP:Iteration 21Q (8369.150000 sec): 3 clusters Score: Raw -233404.951900 + Penalty 747.467047 = -232657.484853 nChanged 27 SP:Iteration 22Q (8369.250000 sec): 3 clusters Score: Raw -233417.437971 + Penalty 747.467047 = -232669.970924 nChanged 31 SP:Iteration 23Q (8369.410000 sec): 3 clusters Score: Raw -233437.252807 + Penalty 747.467047 = -232689.785760 nChanged 28 SP:Iteration 24Q (8369.570000 sec): 3 clusters Score: Raw -233453.310589 + Penalty 747.467047 = -232705.843542 nChanged 23 SP:Iteration 25Q (8369.720000 sec): 3 clusters Score: Raw -233466.065265 + Penalty 747.467047 = -232718.598218 nChanged 20 SP:Iteration 26Q (8369.820000 sec): 3 clusters Score: Raw -233480.068596 + Penalty 747.467047 = -232732.601549 nChanged 19 SP:Iteration 27Q (8369.960000 sec): 3 clusters Score: Raw -233490.851131 + Penalty 747.467047 = -232743.384084 nChanged 18 SP:Iteration 28Q (8370.130000 sec): 3 clusters Score: Raw -233499.410659 + Penalty 747.467047 = -232751.943611 nChanged 16 SP:Iteration 29Q (8370.310000 sec): 3 clusters Score: Raw -233506.825651 + Penalty 747.467047 = -232759.358604 nChanged 12 SP:Iteration 30Q (8370.520000 sec): 3 clusters Score: Raw -233511.005515 + Penalty 747.467047 = -232763.538468 nChanged 7 SP:Iteration 31Q (8370.720000 sec): 3 clusters Score: Raw -233514.272299 + Penalty 747.467047 = -232766.805252 nChanged 8 SP:Iteration 32Q (8370.870000 sec): 3 clusters Score: Raw -233517.314792 + Penalty 747.467047 = -232769.847745 nChanged 8 SP:Iteration 33Q (8371.080000 sec): 3 clusters Score: Raw -233520.191072 + Penalty 747.467047 = -232772.724025 nChanged 6 SP:Iteration 34Q (8371.210000 sec): 3 clusters Score: Raw -233521.262629 + Penalty 747.467047 = -232773.795582 nChanged 5 SP:Iteration 35Q (8371.390000 sec): 3 clusters Score: Raw -233522.848178 + Penalty 747.467047 = -232775.381130 nChanged 2 SP:Iteration 36Q (8371.530000 sec): 3 clusters Score: Raw -233523.873117 + Penalty 747.467047 = -232776.406070 nChanged 5 SP:Iteration 37Q (8371.740000 sec): 3 clusters Score: Raw -233526.598992 + Penalty 747.467047 = -232779.131945 nChanged 6 SP:Iteration 38Q (8371.890000 sec): 3 clusters Score: Raw -233528.029726 + Penalty 747.467047 = -232780.562679 nChanged 3 SP:Iteration 39Q (8372.090000 sec): 3 clusters Score: Raw -233529.554064 + Penalty 747.467047 = -232782.087017 nChanged 2 SP:Iteration 40F (8372.260000 sec): 3 clusters Score: Raw -233533.335870 + Penalty 747.467047 = -232785.868823 nChanged 4 SP:Iteration 41Q (8372.450000 sec): 3 clusters Score: Raw -233536.619210 + Penalty 747.467047 = -232789.152163 nChanged 2 SP:Iteration 42Q (8372.630000 sec): 3 clusters Score: Raw -233538.733179 + Penalty 747.467047 = -232791.266132 nChanged 4 SP:Iteration 43Q (8372.850000 sec): 3 clusters Score: Raw -233541.999236 + Penalty 747.467047 = -232794.532189 nChanged 5 SP:Iteration 44Q (8373.000000 sec): 3 clusters Score: Raw -233545.667447 + Penalty 747.467047 = -232798.200399 nChanged 9 SP:Iteration 45Q (8373.160000 sec): 3 clusters Score: Raw -233551.738330 + Penalty 747.467047 = -232804.271283 nChanged 8 SP:Iteration 46Q (8373.350000 sec): 3 clusters Score: Raw -233556.464726 + Penalty 747.467047 = -232808.997679 nChanged 5 SP:Iteration 47Q (8373.510000 sec): 3 clusters Score: Raw -233560.433090 + Penalty 747.467047 = -232812.966043 nChanged 6 SP:Iteration 48Q (8373.680000 sec): 3 clusters Score: Raw -233562.892486 + Penalty 747.467047 = -232815.425439 nChanged 1 SP:Iteration 49Q (8373.830000 sec): 3 clusters Score: Raw -233563.164618 + Penalty 747.467047 = -232815.697570 nChanged 1 SP:Iteration 50Q (8374.000000 sec): 3 clusters Score: Raw -233563.407063 + Penalty 747.467047 = -232815.940016 nChanged 0 SP:Iteration 51F (8374.210000 sec): 3 clusters Score: Raw -233563.407063 + Penalty 747.467047 = -232815.940016 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (1102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8374.340000 sec): 2 clusters Score: Raw -54932.861128 + Penalty 318.722131 = -54614.138997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8374.510000 sec): 3 clusters Score: Raw -54446.057956 + Penalty 637.444261 = -53808.613695 nChanged 451 SP:Iteration 1F (8374.730000 sec): 3 clusters Score: Raw -55229.365325 + Penalty 637.444261 = -54591.921064 nChanged 185 SP:Iteration 2F (8374.930000 sec): 3 clusters Score: Raw -55713.547089 + Penalty 637.444261 = -55076.102828 nChanged 122 SP:Iteration 3F (8375.180000 sec): 3 clusters Score: Raw -55945.925087 + Penalty 637.444261 = -55308.480826 nChanged 62 SP:Iteration 4F (8375.400000 sec): 3 clusters Score: Raw -56058.569843 + Penalty 637.444261 = -55421.125582 nChanged 39 SP:Iteration 5Q (8375.610000 sec): 3 clusters Score: Raw -56158.029222 + Penalty 637.444261 = -55520.584960 nChanged 28 SP:Iteration 6Q (8375.780000 sec): 3 clusters Score: Raw -56238.116207 + Penalty 637.444261 = -55600.671946 nChanged 28 SP:Iteration 7Q (8376.010000 sec): 3 clusters Score: Raw -56308.593358 + Penalty 637.444261 = -55671.149097 nChanged 21 SP:Iteration 8Q (8376.180000 sec): 3 clusters Score: Raw -56350.312867 + Penalty 637.444261 = -55712.868606 nChanged 14 SP:Iteration 9Q (8376.350000 sec): 3 clusters Score: Raw -56384.306979 + Penalty 637.444261 = -55746.862718 nChanged 12 SP:Iteration 10Q (8376.570000 sec): 3 clusters Score: Raw -56407.907379 + Penalty 637.444261 = -55770.463118 nChanged 12 SP:Iteration 11Q (8376.750000 sec): 3 clusters Score: Raw -56427.198431 + Penalty 637.444261 = -55789.754170 nChanged 13 SP:Iteration 12Q (8377.000000 sec): 3 clusters Score: Raw -56440.774989 + Penalty 637.444261 = -55803.330728 nChanged 5 SP:Iteration 13Q (8377.180000 sec): 3 clusters Score: Raw -56444.181772 + Penalty 637.444261 = -55806.737511 nChanged 2 SP:Iteration 14Q (8377.370000 sec): 3 clusters Score: Raw -56445.613577 + Penalty 637.444261 = -55808.169316 nChanged 4 SP:Iteration 15Q (8377.560000 sec): 3 clusters Score: Raw -56448.429781 + Penalty 637.444261 = -55810.985520 nChanged 1 SP:Iteration 16Q (8377.790000 sec): 3 clusters Score: Raw -56449.852103 + Penalty 637.444261 = -55812.407842 nChanged 2 SP:Iteration 17Q (8378.040000 sec): 3 clusters Score: Raw -56451.755039 + Penalty 637.444261 = -55814.310778 nChanged 1 SP:Iteration 18Q (8378.250000 sec): 3 clusters Score: Raw -56451.957558 + Penalty 637.444261 = -55814.513297 nChanged 0 SP:Iteration 19F (8378.460000 sec): 3 clusters Score: Raw -56451.957558 + Penalty 637.444261 = -55814.513297 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Deleting Class 31 (31 points): Lose 202.173803 but Gain 586.233529 Iteration 59Q (8399.240000 sec): 46 clusters Score: Raw -23995520.530494 + Penalty 26380.508807 = -23969140.021687 nChanged 500 Deleting Class 32 (58 points): Lose 546.701824 but Gain 586.233529 Iteration 60F (8421.360000 sec): 45 clusters Score: Raw -23996485.743554 + Penalty 25794.275278 = -23970691.468276 nChanged 529 Iteration 61Q (8438.300000 sec): 45 clusters Score: Raw -23997693.870677 + Penalty 25794.275278 = -23971899.595399 nChanged 328 Iteration 62Q (8455.170000 sec): 45 clusters Score: Raw -23997921.893917 + Penalty 25794.275278 = -23972127.618639 nChanged 215 Iteration 63Q (8468.770000 sec): 45 clusters Score: Raw -23997992.155895 + Penalty 25794.275278 = -23972197.880617 nChanged 172 Iteration 64Q (8484.200000 sec): 45 clusters Score: Raw -23998033.328645 + Penalty 25794.275278 = -23972239.053367 nChanged 150 Iteration 65Q (8499.630000 sec): 45 clusters Score: Raw -23998073.479016 + Penalty 25794.275278 = -23972279.203738 nChanged 145 Iteration 66Q (8516.650000 sec): 45 clusters Score: Raw -23998096.375198 + Penalty 25794.275278 = -23972302.099920 nChanged 106 Iteration 67Q (8533.690000 sec): 45 clusters Score: Raw -23998110.123196 + Penalty 25794.275278 = -23972315.847918 nChanged 91 Iteration 68Q (8552.450000 sec): 45 clusters Score: Raw -23998121.980783 + Penalty 25794.275278 = -23972327.705505 nChanged 78 Iteration 69Q (8569.490000 sec): 45 clusters Score: Raw -23998127.889831 + Penalty 25794.275278 = -23972333.614553 nChanged 45 Iteration 70Q (8588.770000 sec): 45 clusters Score: Raw -23998131.905657 + Penalty 25794.275278 = -23972337.630379 nChanged 59 Iteration 71Q (8606.320000 sec): 45 clusters Score: Raw -23998136.721301 + Penalty 25794.275278 = -23972342.446023 nChanged 51 Iteration 72Q (8624.140000 sec): 45 clusters Score: Raw -23998140.106336 + Penalty 25794.275278 = -23972345.831058 nChanged 58 Iteration 73Q (8642.690000 sec): 45 clusters Score: Raw -23998142.687652 + Penalty 25794.275278 = -23972348.412374 nChanged 41 Iteration 74Q (8668.660000 sec): 45 clusters Score: Raw -23998143.640494 + Penalty 25794.275278 = -23972349.365216 nChanged 40 Iteration 75Q (8692.370000 sec): 45 clusters Score: Raw -23998144.470118 + Penalty 25794.275278 = -23972350.194840 nChanged 42 Iteration 76Q (8711.380000 sec): 45 clusters Score: Raw -23998145.192993 + Penalty 25794.275278 = -23972350.917715 nChanged 40 Iteration 77Q (8730.190000 sec): 45 clusters Score: Raw -23998146.087320 + Penalty 25794.275278 = -23972351.812043 nChanged 39 Iteration 78Q (8749.240000 sec): 45 clusters Score: Raw -23998146.650482 + Penalty 25794.275278 = -23972352.375204 nChanged 34 Iteration 79Q (8767.490000 sec): 45 clusters Score: Raw -23998147.278012 + Penalty 25794.275278 = -23972353.002734 nChanged 34 Iteration 80F (8789.190000 sec): 45 clusters Score: Raw -23998683.317845 + Penalty 25794.275278 = -23972889.042567 nChanged 66 Iteration 81Q (8805.800000 sec): 45 clusters Score: Raw -23999273.093479 + Penalty 25794.275278 = -23973478.818201 nChanged 37 Iteration 82Q (8824.570000 sec): 45 clusters Score: Raw -23999302.822063 + Penalty 25794.275278 = -23973508.546785 nChanged 42 Iteration 83Q (8842.350000 sec): 45 clusters Score: Raw -23999332.610569 + Penalty 25794.275278 = -23973538.335291 nChanged 34 Iteration 84Q (8858.710000 sec): 45 clusters Score: Raw -23999340.613238 + Penalty 25794.275278 = -23973546.337961 nChanged 37 Iteration 85Q (8875.790000 sec): 45 clusters Score: Raw -23999350.891431 + Penalty 25794.275278 = -23973556.616153 nChanged 29 Iteration 86Q (8895.060000 sec): 45 clusters Score: Raw -23999357.779142 + Penalty 25794.275278 = -23973563.503864 nChanged 23 Iteration 87Q (8911.140000 sec): 45 clusters Score: Raw -23999359.732034 + Penalty 25794.275278 = -23973565.456756 nChanged 22 Iteration 88Q (8927.380000 sec): 45 clusters Score: Raw -23999362.424445 + Penalty 25794.275278 = -23973568.149167 nChanged 21 Iteration 89Q (8943.900000 sec): 45 clusters Score: Raw -23999365.836426 + Penalty 25794.275278 = -23973571.561148 nChanged 19 Iteration 90Q (8959.120000 sec): 45 clusters Score: Raw -23999372.297537 + Penalty 25794.275278 = -23973578.022259 nChanged 14 Iteration 91Q (8975.690000 sec): 45 clusters Score: Raw -23999382.386764 + Penalty 25794.275278 = -23973588.111486 nChanged 14 Iteration 92Q (8990.220000 sec): 45 clusters Score: Raw -23999388.020097 + Penalty 25794.275278 = -23973593.744819 nChanged 10 Iteration 93Q (9005.030000 sec): 45 clusters Score: Raw -23999389.315132 + Penalty 25794.275278 = -23973595.039854 nChanged 11 Iteration 94Q (9021.060000 sec): 45 clusters Score: Raw -23999390.045573 + Penalty 25794.275278 = -23973595.770296 nChanged 8 Iteration 95Q (9037.800000 sec): 45 clusters Score: Raw -23999390.722300 + Penalty 25794.275278 = -23973596.447022 nChanged 6 Iteration 96Q (9053.420000 sec): 45 clusters Score: Raw -23999390.823906 + Penalty 25794.275278 = -23973596.548628 nChanged 10 Iteration 97Q (9070.580000 sec): 45 clusters Score: Raw -23999390.934960 + Penalty 25794.275278 = -23973596.659682 nChanged 4 Iteration 98Q (9086.640000 sec): 45 clusters Score: Raw -23999391.015662 + Penalty 25794.275278 = -23973596.740384 nChanged 3 Writing temp clu file Because OldScore, -23973596.659682, is greater than current (better) Score,-23973596.740384 Compute initial score before splitting: Score: Raw -23999391.015662 + Penalty 25794.275278 = -23973596.740384 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (38433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9086.920000 sec): 2 clusters Score: Raw -2372853.003911 + Penalty 480.328564 = -2372372.675347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9087.340000 sec): 3 clusters Score: Raw -2347458.985154 + Penalty 960.657129 = -2346498.328025 nChanged 18605 SP:Iteration 1F (9087.620000 sec): 3 clusters Score: Raw -2358696.732287 + Penalty 960.657129 = -2357736.075158 nChanged 1713 SP:Iteration 2Q (9087.940000 sec): 3 clusters Score: Raw -2359200.620435 + Penalty 960.657129 = -2358239.963306 nChanged 1755 SP:Iteration 3Q (9088.300000 sec): 3 clusters Score: Raw -2359837.207382 + Penalty 960.657129 = -2358876.550254 nChanged 1929 SP:Iteration 4F (9088.630000 sec): 3 clusters Score: Raw -2360725.830578 + Penalty 960.657129 = -2359765.173449 nChanged 2092 SP:Iteration 5F (9088.940000 sec): 3 clusters Score: Raw -2362032.087722 + Penalty 960.657129 = -2361071.430593 nChanged 2297 SP:Iteration 6F (9089.210000 sec): 3 clusters Score: Raw -2364048.570141 + Penalty 960.657129 = -2363087.913012 nChanged 2362 SP:Iteration 7F (9089.560000 sec): 3 clusters Score: Raw -2366736.710573 + Penalty 960.657129 = -2365776.053444 nChanged 1973 SP:Iteration 8F (9089.920000 sec): 3 clusters Score: Raw -2369079.448617 + Penalty 960.657129 = -2368118.791489 nChanged 1486 SP:Iteration 9Q (9090.200000 sec): 3 clusters Score: Raw -2370297.019114 + Penalty 960.657129 = -2369336.361985 nChanged 987 SP:Iteration 10Q (9090.500000 sec): 3 clusters Score: Raw -2370931.699846 + Penalty 960.657129 = -2369971.042717 nChanged 731 SP:Iteration 11Q (9090.790000 sec): 3 clusters Score: Raw -2371364.276706 + Penalty 960.657129 = -2370403.619578 nChanged 614 SP:Iteration 12Q (9091.080000 sec): 3 clusters Score: Raw -2371695.970367 + Penalty 960.657129 = -2370735.313239 nChanged 557 SP:Iteration 13Q (9091.390000 sec): 3 clusters Score: Raw -2371962.274486 + Penalty 960.657129 = -2371001.617357 nChanged 469 SP:Iteration 14Q (9091.680000 sec): 3 clusters Score: Raw -2372169.450094 + Penalty 960.657129 = -2371208.792965 nChanged 397 SP:Iteration 15Q (9092.000000 sec): 3 clusters Score: Raw -2372331.095732 + Penalty 960.657129 = -2371370.438604 nChanged 328 SP:Iteration 16Q (9092.320000 sec): 3 clusters Score: Raw -2372459.108432 + Penalty 960.657129 = -2371498.451304 nChanged 302 SP:Iteration 17Q (9092.590000 sec): 3 clusters Score: Raw -2372569.629250 + Penalty 960.657129 = -2371608.972121 nChanged 267 SP:Iteration 18Q (9092.860000 sec): 3 clusters Score: Raw -2372656.440080 + Penalty 960.657129 = -2371695.782951 nChanged 222 SP:Iteration 19Q (9093.130000 sec): 3 clusters Score: Raw -2372722.560767 + Penalty 960.657129 = -2371761.903638 nChanged 178 SP:Iteration 20F (9093.440000 sec): 3 clusters Score: Raw -2372771.195006 + Penalty 960.657129 = -2371810.537878 nChanged 139 SP:Iteration 21Q (9093.720000 sec): 3 clusters Score: Raw -2372811.743688 + Penalty 960.657129 = -2371851.086559 nChanged 124 SP:Iteration 22Q (9093.990000 sec): 3 clusters Score: Raw -2372855.012097 + Penalty 960.657129 = -2371894.354968 nChanged 116 SP:Iteration 23Q (9094.290000 sec): 3 clusters Score: Raw -2372893.384942 + Penalty 960.657129 = -2371932.727813 nChanged 94 SP:Iteration 24Q (9094.550000 sec): 3 clusters Score: Raw -2372923.246019 + Penalty 960.657129 = -2371962.588890 nChanged 94 SP:Iteration 25Q (9094.830000 sec): 3 clusters Score: Raw -2372953.237050 + Penalty 960.657129 = -2371992.579922 nChanged 97 SP:Iteration 26Q (9095.120000 sec): 3 clusters Score: Raw -2372992.875590 + Penalty 960.657129 = -2372032.218461 nChanged 91 SP:Iteration 27Q (9095.390000 sec): 3 clusters Score: Raw -2373026.857590 + Penalty 960.657129 = -2372066.200461 nChanged 74 SP:Iteration 28Q (9095.640000 sec): 3 clusters Score: Raw -2373055.311357 + Penalty 960.657129 = -2372094.654229 nChanged 66 SP:Iteration 29Q (9095.920000 sec): 3 clusters Score: Raw -2373075.533038 + Penalty 960.657129 = -2372114.875909 nChanged 57 SP:Iteration 30Q (9096.170000 sec): 3 clusters Score: Raw -2373090.191550 + Penalty 960.657129 = -2372129.534421 nChanged 43 SP:Iteration 31Q (9096.420000 sec): 3 clusters Score: Raw -2373100.713868 + Penalty 960.657129 = -2372140.056739 nChanged 24 SP:Iteration 32Q (9096.670000 sec): 3 clusters Score: Raw -2373106.976350 + Penalty 960.657129 = -2372146.319221 nChanged 30 SP:Iteration 33Q (9096.940000 sec): 3 clusters Score: Raw -2373115.576927 + Penalty 960.657129 = -2372154.919799 nChanged 31 SP:Iteration 34Q (9097.150000 sec): 3 clusters Score: Raw -2373122.910458 + Penalty 960.657129 = -2372162.253329 nChanged 25 SP:Iteration 35Q (9097.500000 sec): 3 clusters Score: Raw -2373127.679435 + Penalty 960.657129 = -2372167.022306 nChanged 21 SP:Iteration 36Q (9097.770000 sec): 3 clusters Score: Raw -2373132.017270 + Penalty 960.657129 = -2372171.360141 nChanged 20 SP:Iteration 37Q (9098.070000 sec): 3 clusters Score: Raw -2373137.709328 + Penalty 960.657129 = -2372177.052199 nChanged 19 SP:Iteration 38Q (9098.400000 sec): 3 clusters Score: Raw -2373142.776335 + Penalty 960.657129 = -2372182.119206 nChanged 20 SP:Iteration 39Q (9098.640000 sec): 3 clusters Score: Raw -2373151.148402 + Penalty 960.657129 = -2372190.491273 nChanged 30 SP:Iteration 40F (9099.020000 sec): 3 clusters Score: Raw -2373166.941738 + Penalty 960.657129 = -2372206.284609 nChanged 31 SP:Iteration 41Q (9099.340000 sec): 3 clusters Score: Raw -2373183.233839 + Penalty 960.657129 = -2372222.576711 nChanged 46 SP:Iteration 42Q (9099.630000 sec): 3 clusters Score: Raw -2373210.768071 + Penalty 960.657129 = -2372250.110942 nChanged 45 SP:Iteration 43Q (9099.960000 sec): 3 clusters Score: Raw -2373234.959196 + Penalty 960.657129 = -2372274.302068 nChanged 34 SP:Iteration 44Q (9100.260000 sec): 3 clusters Score: Raw -2373256.548036 + Penalty 960.657129 = -2372295.890907 nChanged 35 SP:Iteration 45Q (9100.580000 sec): 3 clusters Score: Raw -2373274.145586 + Penalty 960.657129 = -2372313.488457 nChanged 29 SP:Iteration 46Q (9100.880000 sec): 3 clusters Score: Raw -2373283.653747 + Penalty 960.657129 = -2372322.996619 nChanged 19 SP:Iteration 47Q (9101.150000 sec): 3 clusters Score: Raw -2373287.534007 + Penalty 960.657129 = -2372326.876878 nChanged 15 SP:Iteration 48Q (9101.460000 sec): 3 clusters Score: Raw -2373291.598543 + Penalty 960.657129 = -2372330.941414 nChanged 13 SP:Iteration 49Q (9101.780000 sec): 3 clusters Score: Raw -2373294.572734 + Penalty 960.657129 = -2372333.915605 nChanged 5 SP:Iteration 50Q (9102.090000 sec): 3 clusters Score: Raw -2373295.255834 + Penalty 960.657129 = -2372334.598705 nChanged 2 SP:Iteration 51Q (9102.350000 sec): 3 clusters Score: Raw -2373295.766091 + Penalty 960.657129 = -2372335.108962 nChanged 1 SP:Iteration 52Q (9102.600000 sec): 3 clusters Score: Raw -2373296.063884 + Penalty 960.657129 = -2372335.406755 nChanged 3 SP:Iteration 53Q (9102.860000 sec): 3 clusters Score: Raw -2373296.653846 + Penalty 960.657129 = -2372335.996717 nChanged 3 SP:Iteration 54Q (9103.190000 sec): 3 clusters Score: Raw -2373296.968030 + Penalty 960.657129 = -2372336.310902 nChanged 1 SP:Iteration 55Q (9103.460000 sec): 3 clusters Score: Raw -2373297.094547 + Penalty 960.657129 = -2372336.437419 nChanged 1 SP:Iteration 56Q (9103.800000 sec): 3 clusters Score: Raw -2373297.417311 + Penalty 960.657129 = -2372336.760182 nChanged 3 SP:Iteration 57Q (9104.100000 sec): 3 clusters Score: Raw -2373298.954798 + Penalty 960.657129 = -2372338.297669 nChanged 8 SP:Iteration 58Q (9104.370000 sec): 3 clusters Score: Raw -2373301.445511 + Penalty 960.657129 = -2372340.788382 nChanged 14 SP:Iteration 59Q (9104.620000 sec): 3 clusters Score: Raw -2373305.854656 + Penalty 960.657129 = -2372345.197528 nChanged 12 SP:Iteration 60F (9104.950000 sec): 3 clusters Score: Raw -2373310.123829 + Penalty 960.657129 = -2372349.466701 nChanged 8 SP:Iteration 61Q (9105.170000 sec): 3 clusters Score: Raw -2373312.481625 + Penalty 960.657129 = -2372351.824496 nChanged 10 SP:Iteration 62Q (9105.450000 sec): 3 clusters Score: Raw -2373315.968320 + Penalty 960.657129 = -2372355.311192 nChanged 12 SP:Iteration 63Q (9105.750000 sec): 3 clusters Score: Raw -2373318.844988 + Penalty 960.657129 = -2372358.187859 nChanged 8 SP:Iteration 64Q (9106.020000 sec): 3 clusters Score: Raw -2373320.985219 + Penalty 960.657129 = -2372360.328091 nChanged 3 SP:Iteration 65Q (9106.270000 sec): 3 clusters Score: Raw -2373321.352729 + Penalty 960.657129 = -2372360.695600 nChanged 2 SP:Iteration 66Q (9106.550000 sec): 3 clusters Score: Raw -2373321.543456 + Penalty 960.657129 = -2372360.886327 nChanged 1 SP:Iteration 67Q (9106.850000 sec): 3 clusters Score: Raw -2373321.640452 + Penalty 960.657129 = -2372360.983323 nChanged 0 SP:Iteration 68F (9107.100000 sec): 3 clusters Score: Raw -2373321.640452 + Penalty 960.657129 = -2372360.983323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (3866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9107.230000 sec): 2 clusters Score: Raw -228079.059243 + Penalty 375.828893 = -227703.230350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9107.440000 sec): 3 clusters Score: Raw -225912.441603 + Penalty 751.657785 = -225160.783818 nChanged 1694 SP:Iteration 1F (9107.630000 sec): 3 clusters Score: Raw -227419.186576 + Penalty 751.657785 = -226667.528791 nChanged 430 SP:Iteration 2F (9107.840000 sec): 3 clusters Score: Raw -227955.683114 + Penalty 751.657785 = -227204.025329 nChanged 324 SP:Iteration 3F (9108.060000 sec): 3 clusters Score: Raw -228366.672691 + Penalty 751.657785 = -227615.014906 nChanged 189 SP:Iteration 4Q (9108.190000 sec): 3 clusters Score: Raw -228523.685949 + Penalty 751.657785 = -227772.028164 nChanged 107 SP:Iteration 5Q (9108.400000 sec): 3 clusters Score: Raw -228582.283156 + Penalty 751.657785 = -227830.625371 nChanged 64 SP:Iteration 6Q (9108.570000 sec): 3 clusters Score: Raw -228618.569800 + Penalty 751.657785 = -227866.912015 nChanged 44 SP:Iteration 7Q (9108.750000 sec): 3 clusters Score: Raw -228655.309928 + Penalty 751.657785 = -227903.652143 nChanged 43 SP:Iteration 8Q (9109.000000 sec): 3 clusters Score: Raw -228697.925239 + Penalty 751.657785 = -227946.267454 nChanged 38 SP:Iteration 9Q (9109.190000 sec): 3 clusters Score: Raw -228737.989496 + Penalty 751.657785 = -227986.331711 nChanged 47 SP:Iteration 10Q (9109.330000 sec): 3 clusters Score: Raw -228779.517859 + Penalty 751.657785 = -228027.860074 nChanged 43 SP:Iteration 11Q (9109.500000 sec): 3 clusters Score: Raw -228819.288706 + Penalty 751.657785 = -228067.630921 nChanged 50 SP:Iteration 12Q (9109.720000 sec): 3 clusters Score: Raw -228876.459548 + Penalty 751.657785 = -228124.801763 nChanged 51 SP:Iteration 13Q (9109.890000 sec): 3 clusters Score: Raw -228948.719208 + Penalty 751.657785 = -228197.061423 nChanged 54 SP:Iteration 14Q (9110.150000 sec): 3 clusters Score: Raw -229057.689442 + Penalty 751.657785 = -228306.031657 nChanged 46 SP:Iteration 15Q (9110.310000 sec): 3 clusters Score: Raw -229172.798282 + Penalty 751.657785 = -228421.140497 nChanged 41 SP:Iteration 16Q (9110.500000 sec): 3 clusters Score: Raw -229240.675441 + Penalty 751.657785 = -228489.017656 nChanged 27 SP:Iteration 17Q (9110.750000 sec): 3 clusters Score: Raw -229263.457558 + Penalty 751.657785 = -228511.799773 nChanged 15 SP:Iteration 18Q (9110.920000 sec): 3 clusters Score: Raw -229272.265555 + Penalty 751.657785 = -228520.607770 nChanged 9 SP:Iteration 19Q (9111.140000 sec): 3 clusters Score: Raw -229276.685572 + Penalty 751.657785 = -228525.027787 nChanged 7 SP:Iteration 20F (9111.310000 sec): 3 clusters Score: Raw -229279.618165 + Penalty 751.657785 = -228527.960380 nChanged 5 SP:Iteration 21Q (9111.470000 sec): 3 clusters Score: Raw -229280.752073 + Penalty 751.657785 = -228529.094288 nChanged 2 SP:Iteration 22Q (9111.690000 sec): 3 clusters Score: Raw -229281.482960 + Penalty 751.657785 = -228529.825175 nChanged 1 SP:Iteration 23Q (9111.880000 sec): 3 clusters Score: Raw -229282.139790 + Penalty 751.657785 = -228530.482005 nChanged 1 SP:Iteration 24Q (9112.100000 sec): 3 clusters Score: Raw -229282.420830 + Penalty 751.657785 = -228530.763044 nChanged 2 SP:Iteration 25Q (9112.290000 sec): 3 clusters Score: Raw -229282.743601 + Penalty 751.657785 = -228531.085816 nChanged 1 SP:Iteration 26Q (9112.460000 sec): 3 clusters Score: Raw -229282.770324 + Penalty 751.657785 = -228531.112539 nChanged 0 SP:Iteration 27F (9112.670000 sec): 3 clusters Score: Raw -229282.770324 + Penalty 751.657785 = -228531.112539 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.780000 sec): 2 clusters Score: Raw -3877.889558 + Penalty 203.198819 = -3674.690739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9112.940000 sec): 3 clusters Score: Raw -3905.112432 + Penalty 406.397639 = -3498.714793 nChanged 14 SP:Iteration 1F (9113.120000 sec): 3 clusters Score: Raw -3939.867724 + Penalty 406.397639 = -3533.470085 nChanged 6 SP:Iteration 2F (9113.310000 sec): 3 clusters Score: Raw -3953.727142 + Penalty 406.397639 = -3547.329503 nChanged 1 SP:Iteration 3Q (9113.500000 sec): 3 clusters Score: Raw -3962.143123 + Penalty 406.397639 = -3555.745485 nChanged 1 SP:Iteration 4Q (9113.700000 sec): 3 clusters Score: Raw -3963.545348 + Penalty 406.397639 = -3557.147709 nChanged 1 SP:Iteration 5Q (9113.940000 sec): 3 clusters Score: Raw -3965.094356 + Penalty 406.397639 = -3558.696718 nChanged 2 SP:Iteration 6Q (9114.130000 sec): 3 clusters Score: Raw -3970.040174 + Penalty 406.397639 = -3563.642535 nChanged 2 SP:Iteration 7Q (9114.300000 sec): 3 clusters Score: Raw -3972.550430 + Penalty 406.397639 = -3566.152791 nChanged 0 SP:Iteration 8F (9114.430000 sec): 3 clusters Score: Raw -3972.550430 + Penalty 406.397639 = -3566.152791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9114.570000 sec): 2 clusters Score: Raw -8640.575649 + Penalty 229.475843 = -8411.099806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9114.710000 sec): 3 clusters Score: Raw -8606.578317 + Penalty 458.951686 = -8147.626631 nChanged 43 SP:Iteration 1F (9114.870000 sec): 3 clusters Score: Raw -8662.722169 + Penalty 458.951686 = -8203.770483 nChanged 12 SP:Iteration 2F (9115.100000 sec): 3 clusters Score: Raw -8698.923171 + Penalty 458.951686 = -8239.971485 nChanged 7 SP:Iteration 3Q (9115.280000 sec): 3 clusters Score: Raw -8715.269551 + Penalty 458.951686 = -8256.317866 nChanged 4 SP:Iteration 4Q (9115.430000 sec): 3 clusters Score: Raw -8719.023626 + Penalty 458.951686 = -8260.071940 nChanged 2 SP:Iteration 5Q (9115.600000 sec): 3 clusters Score: Raw -8719.663808 + Penalty 458.951686 = -8260.712122 nChanged 0 SP:Iteration 6F (9115.760000 sec): 3 clusters Score: Raw -8719.663808 + Penalty 458.951686 = -8260.712122 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9115.820000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9115.970000 sec): 3 clusters Score: Raw -24582.803312 + Penalty 552.015836 = -24030.787476 nChanged 152 SP:Iteration 1F (9116.220000 sec): 3 clusters Score: Raw -24698.065960 + Penalty 552.015836 = -24146.050124 nChanged 50 SP:Iteration 2F (9116.430000 sec): 3 clusters Score: Raw -24767.588016 + Penalty 552.015836 = -24215.572180 nChanged 33 SP:Iteration 3F (9116.610000 sec): 3 clusters Score: Raw -24812.958214 + Penalty 552.015836 = -24260.942378 nChanged 21 SP:Iteration 4Q (9116.780000 sec): 3 clusters Score: Raw -24838.075388 + Penalty 552.015836 = -24286.059552 nChanged 18 SP:Iteration 5Q (9116.990000 sec): 3 clusters Score: Raw -24863.024859 + Penalty 552.015836 = -24311.009023 nChanged 18 SP:Iteration 6Q (9117.170000 sec): 3 clusters Score: Raw -24883.616756 + Penalty 552.015836 = -24331.600919 nChanged 9 SP:Iteration 7Q (9117.420000 sec): 3 clusters Score: Raw -24894.793966 + Penalty 552.015836 = -24342.778130 nChanged 10 SP:Iteration 8Q (9117.590000 sec): 3 clusters Score: Raw -24904.243535 + Penalty 552.015836 = -24352.227699 nChanged 4 SP:Iteration 9Q (9117.770000 sec): 3 clusters Score: Raw -24910.449603 + Penalty 552.015836 = -24358.433767 nChanged 5 SP:Iteration 10Q (9117.970000 sec): 3 clusters Score: Raw -24913.962935 + Penalty 552.015836 = -24361.947099 nChanged 7 SP:Iteration 11Q (9118.170000 sec): 3 clusters Score: Raw -24923.461903 + Penalty 552.015836 = -24371.446067 nChanged 2 SP:Iteration 12Q (9118.380000 sec): 3 clusters Score: Raw -24925.015436 + Penalty 552.015836 = -24372.999600 nChanged 3 SP:Iteration 13Q (9118.580000 sec): 3 clusters Score: Raw -24925.839271 + Penalty 552.015836 = -24373.823435 nChanged 2 SP:Iteration 14Q (9118.740000 sec): 3 clusters Score: Raw -24927.288214 + Penalty 552.015836 = -24375.272377 nChanged 3 SP:Iteration 15Q (9118.940000 sec): 3 clusters Score: Raw -24931.283318 + Penalty 552.015836 = -24379.267482 nChanged 3 SP:Iteration 16Q (9119.110000 sec): 3 clusters Score: Raw -24935.348437 + Penalty 552.015836 = -24383.332601 nChanged 3 SP:Iteration 17Q (9119.310000 sec): 3 clusters Score: Raw -24937.561523 + Penalty 552.015836 = -24385.545687 nChanged 1 SP:Iteration 18Q (9119.530000 sec): 3 clusters Score: Raw -24939.526427 + Penalty 552.015836 = -24387.510591 nChanged 0 SP:Iteration 19F (9119.660000 sec): 3 clusters Score: Raw -24939.526427 + Penalty 552.015836 = -24387.510591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (284183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9120.660000 sec): 2 clusters Score: Raw -17974281.823480 + Penalty 571.360502 = -17973710.462977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9121.570000 sec): 3 clusters Score: Raw -17780729.748451 + Penalty 1142.721005 = -17779587.027447 nChanged 140479 SP:Iteration 1F (9122.580000 sec): 3 clusters Score: Raw -17869170.475698 + Penalty 1142.721005 = -17868027.754694 nChanged 14059 SP:Iteration 2Q (9123.560000 sec): 3 clusters Score: Raw -17876433.252733 + Penalty 1142.721005 = -17875290.531728 nChanged 19405 SP:Iteration 3F (9124.470000 sec): 3 clusters Score: Raw -17889920.168206 + Penalty 1142.721005 = -17888777.447202 nChanged 25212 SP:Iteration 4F (9125.410000 sec): 3 clusters Score: Raw -17911731.019606 + Penalty 1142.721005 = -17910588.298602 nChanged 27201 SP:Iteration 5F (9126.410000 sec): 3 clusters Score: Raw -17938276.238169 + Penalty 1142.721005 = -17937133.517164 nChanged 20886 SP:Iteration 6F (9127.490000 sec): 3 clusters Score: Raw -17958903.681334 + Penalty 1142.721005 = -17957760.960330 nChanged 10915 SP:Iteration 7Q (9128.510000 sec): 3 clusters Score: Raw -17969200.759123 + Penalty 1142.721005 = -17968058.038118 nChanged 4072 SP:Iteration 8Q (9129.420000 sec): 3 clusters Score: Raw -17972823.258885 + Penalty 1142.721005 = -17971680.537880 nChanged 1274 SP:Iteration 9Q (9130.160000 sec): 3 clusters Score: Raw -17973935.234553 + Penalty 1142.721005 = -17972792.513548 nChanged 335 SP:Iteration 10Q (9130.920000 sec): 3 clusters Score: Raw -17974208.061379 + Penalty 1142.721005 = -17973065.340375 nChanged 97 SP:Iteration 11Q (9131.580000 sec): 3 clusters Score: Raw -17974293.179235 + Penalty 1142.721005 = -17973150.458230 nChanged 45 SP:Iteration 12Q (9132.370000 sec): 3 clusters Score: Raw -17974341.039295 + Penalty 1142.721005 = -17973198.318290 nChanged 24 SP:Iteration 13Q (9133.300000 sec): 3 clusters Score: Raw -17974358.936294 + Penalty 1142.721005 = -17973216.215289 nChanged 11 SP:Iteration 14Q (9134.340000 sec): 3 clusters Score: Raw -17974367.060258 + Penalty 1142.721005 = -17973224.339253 nChanged 8 SP:Iteration 15Q (9135.320000 sec): 3 clusters Score: Raw -17974374.081427 + Penalty 1142.721005 = -17973231.360422 nChanged 4 SP:Iteration 16Q (9136.260000 sec): 3 clusters Score: Raw -17974381.277802 + Penalty 1142.721005 = -17973238.556797 nChanged 10 SP:Iteration 17Q (9137.250000 sec): 3 clusters Score: Raw -17974388.465279 + Penalty 1142.721005 = -17973245.744275 nChanged 8 SP:Iteration 18Q (9138.170000 sec): 3 clusters Score: Raw -17974395.915113 + Penalty 1142.721005 = -17973253.194108 nChanged 8 SP:Iteration 19Q (9139.120000 sec): 3 clusters Score: Raw -17974403.914890 + Penalty 1142.721005 = -17973261.193886 nChanged 9 SP:Iteration 20F (9140.170000 sec): 3 clusters Score: Raw -17974413.099949 + Penalty 1142.721005 = -17973270.378944 nChanged 7 SP:Iteration 21Q (9141.110000 sec): 3 clusters Score: Raw -17974420.559551 + Penalty 1142.721005 = -17973277.838546 nChanged 8 SP:Iteration 22Q (9141.970000 sec): 3 clusters Score: Raw -17974424.362728 + Penalty 1142.721005 = -17973281.641723 nChanged 0 SP:Iteration 23F (9142.880000 sec): 3 clusters Score: Raw -17974424.362728 + Penalty 1142.721005 = -17973281.641723 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9143.130000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9143.300000 sec): 3 clusters Score: Raw -7212.611432 + Penalty 427.743713 = -6784.867719 nChanged 21 SP:Iteration 1F (9143.490000 sec): 3 clusters Score: Raw -7271.332483 + Penalty 427.743713 = -6843.588770 nChanged 4 SP:Iteration 2Q (9143.670000 sec): 3 clusters Score: Raw -7286.556449 + Penalty 427.743713 = -6858.812735 nChanged 2 SP:Iteration 3Q (9143.870000 sec): 3 clusters Score: Raw -7307.562175 + Penalty 427.743713 = -6879.818462 nChanged 5 SP:Iteration 4Q (9144.030000 sec): 3 clusters Score: Raw -7316.162446 + Penalty 427.743713 = -6888.418733 nChanged 1 SP:Iteration 5Q (9144.220000 sec): 3 clusters Score: Raw -7318.937086 + Penalty 427.743713 = -6891.193372 nChanged 1 SP:Iteration 6Q (9144.380000 sec): 3 clusters Score: Raw -7319.692826 + Penalty 427.743713 = -6891.949113 nChanged 0 SP:Iteration 7F (9144.570000 sec): 3 clusters Score: Raw -7319.692826 + Penalty 427.743713 = -6891.949113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9144.710000 sec): 2 clusters Score: Raw -11188.774251 + Penalty 250.121154 = -10938.653097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9144.890000 sec): 3 clusters Score: Raw -11184.107790 + Penalty 500.242309 = -10683.865481 nChanged 78 SP:Iteration 1F (9145.050000 sec): 3 clusters Score: Raw -11396.015866 + Penalty 500.242309 = -10895.773557 nChanged 33 SP:Iteration 2F (9145.210000 sec): 3 clusters Score: Raw -11541.247876 + Penalty 500.242309 = -11041.005567 nChanged 27 SP:Iteration 3F (9145.420000 sec): 3 clusters Score: Raw -11639.110231 + Penalty 500.242309 = -11138.867922 nChanged 19 SP:Iteration 4F (9145.590000 sec): 3 clusters Score: Raw -11817.665201 + Penalty 500.242309 = -11317.422892 nChanged 6 SP:Iteration 5Q (9145.750000 sec): 3 clusters Score: Raw -11839.510741 + Penalty 500.242309 = -11339.268432 nChanged 1 SP:Iteration 6Q (9145.930000 sec): 3 clusters Score: Raw -11859.587979 + Penalty 500.242309 = -11359.345670 nChanged 0 SP:Iteration 7F (9146.100000 sec): 3 clusters Score: Raw -11860.224002 + Penalty 500.242309 = -11359.981693 nChanged 1 SP:Iteration 8Q (9146.310000 sec): 3 clusters Score: Raw -11867.071870 + Penalty 500.242309 = -11366.829562 nChanged 2 SP:Iteration 9Q (9146.490000 sec): 3 clusters Score: Raw -11872.105682 + Penalty 500.242309 = -11371.863374 nChanged 1 SP:Iteration 10Q (9146.680000 sec): 3 clusters Score: Raw -11872.728310 + Penalty 500.242309 = -11372.486001 nChanged 0 SP:Iteration 11F (9146.890000 sec): 3 clusters Score: Raw -11872.728310 + Penalty 500.242309 = -11372.486001 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9146.980000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9147.130000 sec): 3 clusters Score: Raw -4169.860975 + Penalty 382.627028 = -3787.233946 nChanged 9 SP:Iteration 1F (9147.340000 sec): 3 clusters Score: Raw -4187.272241 + Penalty 382.627028 = -3804.645213 nChanged 1 SP:Iteration 2Q (9147.510000 sec): 3 clusters Score: Raw -4188.150077 + Penalty 382.627028 = -3805.523049 nChanged 1 SP:Iteration 3Q (9147.680000 sec): 3 clusters Score: Raw -4193.127151 + Penalty 382.627028 = -3810.500122 nChanged 1 SP:Iteration 4Q (9147.890000 sec): 3 clusters Score: Raw -4197.304911 + Penalty 382.627028 = -3814.677883 nChanged 0 SP:Iteration 5F (9148.070000 sec): 3 clusters Score: Raw -4197.304911 + Penalty 382.627028 = -3814.677883 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9148.210000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9148.390000 sec): 3 clusters Score: Raw -13622.110867 + Penalty 497.208694 = -13124.902173 nChanged 66 SP:Iteration 1F (9148.560000 sec): 3 clusters Score: Raw -13732.803801 + Penalty 497.208694 = -13235.595107 nChanged 21 SP:Iteration 2F (9148.720000 sec): 3 clusters Score: Raw -13759.878101 + Penalty 497.208694 = -13262.669407 nChanged 8 SP:Iteration 3Q (9148.910000 sec): 3 clusters Score: Raw -13773.341848 + Penalty 497.208694 = -13276.133154 nChanged 7 SP:Iteration 4Q (9149.110000 sec): 3 clusters Score: Raw -13787.542831 + Penalty 497.208694 = -13290.334137 nChanged 7 SP:Iteration 5Q (9149.320000 sec): 3 clusters Score: Raw -13794.951305 + Penalty 497.208694 = -13297.742611 nChanged 1 SP:Iteration 6Q (9149.480000 sec): 3 clusters Score: Raw -13795.351504 + Penalty 497.208694 = -13298.142809 nChanged 2 SP:Iteration 7Q (9149.670000 sec): 3 clusters Score: Raw -13797.473814 + Penalty 497.208694 = -13300.265120 nChanged 0 SP:Iteration 8F (9149.850000 sec): 3 clusters Score: Raw -13797.473814 + Penalty 497.208694 = -13300.265120 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (33720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9150.050000 sec): 2 clusters Score: Raw -2216936.855827 + Penalty 474.376012 = -2216462.479815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9150.370000 sec): 3 clusters Score: Raw -2194848.344607 + Penalty 948.752024 = -2193899.592583 nChanged 16278 SP:Iteration 1F (9150.690000 sec): 3 clusters Score: Raw -2204717.043855 + Penalty 948.752024 = -2203768.291832 nChanged 2019 SP:Iteration 2F (9150.930000 sec): 3 clusters Score: Raw -2205802.260098 + Penalty 948.752024 = -2204853.508075 nChanged 2647 SP:Iteration 3F (9151.260000 sec): 3 clusters Score: Raw -2207632.321770 + Penalty 948.752024 = -2206683.569747 nChanged 2881 SP:Iteration 4F (9151.550000 sec): 3 clusters Score: Raw -2209959.562515 + Penalty 948.752024 = -2209010.810492 nChanged 2579 SP:Iteration 5F (9151.880000 sec): 3 clusters Score: Raw -2212144.746511 + Penalty 948.752024 = -2211195.994487 nChanged 2063 SP:Iteration 6F (9152.170000 sec): 3 clusters Score: Raw -2213889.348769 + Penalty 948.752024 = -2212940.596746 nChanged 1480 SP:Iteration 7Q (9152.510000 sec): 3 clusters Score: Raw -2215156.987108 + Penalty 948.752024 = -2214208.235084 nChanged 987 SP:Iteration 8Q (9152.830000 sec): 3 clusters Score: Raw -2215957.652418 + Penalty 948.752024 = -2215008.900395 nChanged 613 SP:Iteration 9Q (9153.080000 sec): 3 clusters Score: Raw -2216434.095227 + Penalty 948.752024 = -2215485.343204 nChanged 336 SP:Iteration 10Q (9153.450000 sec): 3 clusters Score: Raw -2216682.261396 + Penalty 948.752024 = -2215733.509372 nChanged 202 SP:Iteration 11Q (9153.730000 sec): 3 clusters Score: Raw -2216833.771663 + Penalty 948.752024 = -2215885.019640 nChanged 102 SP:Iteration 12Q (9154.020000 sec): 3 clusters Score: Raw -2216924.129971 + Penalty 948.752024 = -2215975.377947 nChanged 57 SP:Iteration 13Q (9154.270000 sec): 3 clusters Score: Raw -2216977.628032 + Penalty 948.752024 = -2216028.876009 nChanged 39 SP:Iteration 14Q (9154.610000 sec): 3 clusters Score: Raw -2217002.376653 + Penalty 948.752024 = -2216053.624629 nChanged 26 SP:Iteration 15Q (9154.880000 sec): 3 clusters Score: Raw -2217014.211186 + Penalty 948.752024 = -2216065.459163 nChanged 15 SP:Iteration 16Q (9155.180000 sec): 3 clusters Score: Raw -2217019.015603 + Penalty 948.752024 = -2216070.263580 nChanged 13 SP:Iteration 17Q (9155.480000 sec): 3 clusters Score: Raw -2217022.603858 + Penalty 948.752024 = -2216073.851834 nChanged 11 SP:Iteration 18Q (9155.720000 sec): 3 clusters Score: Raw -2217025.515504 + Penalty 948.752024 = -2216076.763480 nChanged 7 SP:Iteration 19Q (9156.030000 sec): 3 clusters Score: Raw -2217028.048899 + Penalty 948.752024 = -2216079.296876 nChanged 5 SP:Iteration 20F (9156.330000 sec): 3 clusters Score: Raw -2217029.260261 + Penalty 948.752024 = -2216080.508237 nChanged 3 SP:Iteration 21Q (9156.650000 sec): 3 clusters Score: Raw -2217030.011209 + Penalty 948.752024 = -2216081.259186 nChanged 2 SP:Iteration 22Q (9156.980000 sec): 3 clusters Score: Raw -2217030.558436 + Penalty 948.752024 = -2216081.806413 nChanged 1 SP:Iteration 23Q (9157.250000 sec): 3 clusters Score: Raw -2217030.847210 + Penalty 948.752024 = -2216082.095187 nChanged 2 SP:Iteration 24Q (9157.610000 sec): 3 clusters Score: Raw -2217032.728909 + Penalty 948.752024 = -2216083.976886 nChanged 6 SP:Iteration 25Q (9157.980000 sec): 3 clusters Score: Raw -2217034.920425 + Penalty 948.752024 = -2216086.168402 nChanged 2 SP:Iteration 26Q (9158.320000 sec): 3 clusters Score: Raw -2217035.560709 + Penalty 948.752024 = -2216086.808685 nChanged 1 SP:Iteration 27Q (9158.650000 sec): 3 clusters Score: Raw -2217036.022240 + Penalty 948.752024 = -2216087.270216 nChanged 2 SP:Iteration 28Q (9158.950000 sec): 3 clusters Score: Raw -2217036.430523 + Penalty 948.752024 = -2216087.678500 nChanged 1 SP:Iteration 29Q (9159.300000 sec): 3 clusters Score: Raw -2217037.320807 + Penalty 948.752024 = -2216088.568783 nChanged 2 SP:Iteration 30Q (9159.650000 sec): 3 clusters Score: Raw -2217038.528672 + Penalty 948.752024 = -2216089.776648 nChanged 3 SP:Iteration 31Q (9159.970000 sec): 3 clusters Score: Raw -2217039.596121 + Penalty 948.752024 = -2216090.844097 nChanged 0 SP:Iteration 32F (9160.320000 sec): 3 clusters Score: Raw -2217039.596121 + Penalty 948.752024 = -2216090.844097 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9160.420000 sec): 2 clusters Score: Raw -16879.952601 + Penalty 259.673517 = -16620.279084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9160.610000 sec): 3 clusters Score: Raw -16796.282102 + Penalty 519.347034 = -16276.935068 nChanged 98 SP:Iteration 1F (9160.830000 sec): 3 clusters Score: Raw -16990.026390 + Penalty 519.347034 = -16470.679356 nChanged 41 SP:Iteration 2F (9160.970000 sec): 3 clusters Score: Raw -17188.710421 + Penalty 519.347034 = -16669.363387 nChanged 16 SP:Iteration 3F (9161.170000 sec): 3 clusters Score: Raw -17237.336583 + Penalty 519.347034 = -16717.989549 nChanged 9 SP:Iteration 4Q (9161.360000 sec): 3 clusters Score: Raw -17265.151911 + Penalty 519.347034 = -16745.804877 nChanged 8 SP:Iteration 5Q (9161.550000 sec): 3 clusters Score: Raw -17286.940679 + Penalty 519.347034 = -16767.593644 nChanged 1 SP:Iteration 6Q (9161.740000 sec): 3 clusters Score: Raw -17288.309775 + Penalty 519.347034 = -16768.962741 nChanged 0 SP:Iteration 7F (9161.950000 sec): 3 clusters Score: Raw -17288.309775 + Penalty 519.347034 = -16768.962741 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 2.68 GB. Trying to split cluster 13 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9162.070000 sec): 2 clusters Score: Raw -7867.260870 + Penalty 226.126505 = -7641.134365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9162.240000 sec): 3 clusters Score: Raw -7879.719598 + Penalty 452.253010 = -7427.466588 nChanged 33 SP:Iteration 1F (9162.410000 sec): 3 clusters Score: Raw -7953.288719 + Penalty 452.253010 = -7501.035709 nChanged 8 SP:Iteration 2F (9162.620000 sec): 3 clusters Score: Raw -7976.159269 + Penalty 452.253010 = -7523.906258 nChanged 2 SP:Iteration 3Q (9162.780000 sec): 3 clusters Score: Raw -7979.806017 + Penalty 452.253010 = -7527.553007 nChanged 2 SP:Iteration 4Q (9162.960000 sec): 3 clusters Score: Raw -7985.382608 + Penalty 452.253010 = -7533.129598 nChanged 2 SP:Iteration 5Q (9163.110000 sec): 3 clusters Score: Raw -7993.573594 + Penalty 452.253010 = -7541.320584 nChanged 1 SP:Iteration 6Q (9163.370000 sec): 3 clusters Score: Raw -7996.329773 + Penalty 452.253010 = -7544.076762 nChanged 3 SP:Iteration 7Q (9163.560000 sec): 3 clusters Score: Raw -8004.527217 + Penalty 452.253010 = -7552.274206 nChanged 2 SP:Iteration 8Q (9163.750000 sec): 3 clusters Score: Raw -8014.228737 + Penalty 452.253010 = -7561.975726 nChanged 2 SP:Iteration 9Q (9163.940000 sec): 3 clusters Score: Raw -8020.115318 + Penalty 452.253010 = -7567.862308 nChanged 0 SP:Iteration 10F (9164.150000 sec): 3 clusters Score: Raw -8020.115318 + Penalty 452.253010 = -7567.862308 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9164.270000 sec): 2 clusters Score: Raw -343058.313080 + Penalty 393.494076 = -342664.819004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9164.440000 sec): 3 clusters Score: Raw -339601.139553 + Penalty 786.988152 = -338814.151401 nChanged 2604 SP:Iteration 1F (9164.630000 sec): 3 clusters Score: Raw -341124.534051 + Penalty 786.988152 = -340337.545899 nChanged 314 SP:Iteration 2F (9164.830000 sec): 3 clusters Score: Raw -341280.334617 + Penalty 786.988152 = -340493.346464 nChanged 312 SP:Iteration 3F (9164.990000 sec): 3 clusters Score: Raw -341492.275310 + Penalty 786.988152 = -340705.287158 nChanged 322 SP:Iteration 4F (9165.190000 sec): 3 clusters Score: Raw -341753.249335 + Penalty 786.988152 = -340966.261183 nChanged 316 SP:Iteration 5F (9165.370000 sec): 3 clusters Score: Raw -342025.063552 + Penalty 786.988152 = -341238.075399 nChanged 292 SP:Iteration 6F (9165.520000 sec): 3 clusters Score: Raw -342244.458845 + Penalty 786.988152 = -341457.470692 nChanged 274 SP:Iteration 7Q (9165.700000 sec): 3 clusters Score: Raw -342417.099081 + Penalty 786.988152 = -341630.110928 nChanged 198 SP:Iteration 8Q (9165.900000 sec): 3 clusters Score: Raw -342551.070472 + Penalty 786.988152 = -341764.082320 nChanged 150 SP:Iteration 9Q (9166.050000 sec): 3 clusters Score: Raw -342647.708107 + Penalty 786.988152 = -341860.719954 nChanged 124 SP:Iteration 10Q (9166.230000 sec): 3 clusters Score: Raw -342721.157226 + Penalty 786.988152 = -341934.169073 nChanged 127 SP:Iteration 11Q (9166.410000 sec): 3 clusters Score: Raw -342786.700460 + Penalty 786.988152 = -341999.712307 nChanged 110 SP:Iteration 12Q (9166.600000 sec): 3 clusters Score: Raw -342842.221637 + Penalty 786.988152 = -342055.233485 nChanged 85 SP:Iteration 13Q (9166.800000 sec): 3 clusters Score: Raw -342881.433329 + Penalty 786.988152 = -342094.445177 nChanged 84 SP:Iteration 14Q (9167.010000 sec): 3 clusters Score: Raw -342916.824186 + Penalty 786.988152 = -342129.836033 nChanged 74 SP:Iteration 15Q (9167.150000 sec): 3 clusters Score: Raw -342953.546518 + Penalty 786.988152 = -342166.558365 nChanged 73 SP:Iteration 16Q (9167.370000 sec): 3 clusters Score: Raw -342996.561142 + Penalty 786.988152 = -342209.572989 nChanged 74 SP:Iteration 17Q (9167.580000 sec): 3 clusters Score: Raw -343031.751188 + Penalty 786.988152 = -342244.763036 nChanged 66 SP:Iteration 18Q (9167.770000 sec): 3 clusters Score: Raw -343062.284633 + Penalty 786.988152 = -342275.296481 nChanged 70 SP:Iteration 19Q (9167.970000 sec): 3 clusters Score: Raw -343095.663218 + Penalty 786.988152 = -342308.675066 nChanged 61 SP:Iteration 20F (9168.150000 sec): 3 clusters Score: Raw -343120.650042 + Penalty 786.988152 = -342333.661890 nChanged 43 SP:Iteration 21Q (9168.320000 sec): 3 clusters Score: Raw -343137.624768 + Penalty 786.988152 = -342350.636616 nChanged 38 SP:Iteration 22Q (9168.500000 sec): 3 clusters Score: Raw -343149.915954 + Penalty 786.988152 = -342362.927802 nChanged 36 SP:Iteration 23Q (9168.720000 sec): 3 clusters Score: Raw -343160.477957 + Penalty 786.988152 = -342373.489804 nChanged 26 SP:Iteration 24Q (9168.920000 sec): 3 clusters Score: Raw -343165.997842 + Penalty 786.988152 = -342379.009689 nChanged 18 SP:Iteration 25Q (9169.150000 sec): 3 clusters Score: Raw -343171.088672 + Penalty 786.988152 = -342384.100520 nChanged 19 SP:Iteration 26Q (9169.380000 sec): 3 clusters Score: Raw -343175.356312 + Penalty 786.988152 = -342388.368160 nChanged 15 SP:Iteration 27Q (9169.580000 sec): 3 clusters Score: Raw -343180.146876 + Penalty 786.988152 = -342393.158724 nChanged 14 SP:Iteration 28Q (9169.700000 sec): 3 clusters Score: Raw -343184.192641 + Penalty 786.988152 = -342397.204489 nChanged 9 SP:Iteration 29Q (9169.890000 sec): 3 clusters Score: Raw -343185.348782 + Penalty 786.988152 = -342398.360630 nChanged 5 SP:Iteration 30Q (9170.060000 sec): 3 clusters Score: Raw -343186.216221 + Penalty 786.988152 = -342399.228069 nChanged 5 SP:Iteration 31Q (9170.290000 sec): 3 clusters Score: Raw -343186.634445 + Penalty 786.988152 = -342399.646293 nChanged 0 SP:Iteration 32F (9170.500000 sec): 3 clusters Score: Raw -343186.634445 + Penalty 786.988152 = -342399.646293 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9170.580000 sec): 2 clusters Score: Raw -5602.377547 + Penalty 209.077953 = -5393.299594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9170.750000 sec): 3 clusters Score: Raw -5603.656430 + Penalty 418.155906 = -5185.500524 nChanged 20 SP:Iteration 1F (9170.980000 sec): 3 clusters Score: Raw -5680.710504 + Penalty 418.155906 = -5262.554597 nChanged 6 SP:Iteration 2F (9171.160000 sec): 3 clusters Score: Raw -5702.281763 + Penalty 418.155906 = -5284.125856 nChanged 2 SP:Iteration 3Q (9171.390000 sec): 3 clusters Score: Raw -5720.201459 + Penalty 418.155906 = -5302.045553 nChanged 0 SP:Iteration 4F (9171.600000 sec): 3 clusters Score: Raw -5720.201459 + Penalty 418.155906 = -5302.045553 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9171.660000 sec): 2 clusters Score: Raw -34869.854735 + Penalty 291.211714 = -34578.643021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9171.850000 sec): 3 clusters Score: Raw -34622.662233 + Penalty 582.423428 = -34040.238805 nChanged 214 SP:Iteration 1F (9172.030000 sec): 3 clusters Score: Raw -34823.105751 + Penalty 582.423428 = -34240.682323 nChanged 51 SP:Iteration 2F (9172.240000 sec): 3 clusters Score: Raw -34887.795963 + Penalty 582.423428 = -34305.372535 nChanged 40 SP:Iteration 3F (9172.420000 sec): 3 clusters Score: Raw -34949.145948 + Penalty 582.423428 = -34366.722520 nChanged 26 SP:Iteration 4Q (9172.600000 sec): 3 clusters Score: Raw -34980.393019 + Penalty 582.423428 = -34397.969591 nChanged 21 SP:Iteration 5Q (9172.750000 sec): 3 clusters Score: Raw -35002.662665 + Penalty 582.423428 = -34420.239237 nChanged 22 SP:Iteration 6Q (9172.980000 sec): 3 clusters Score: Raw -35019.218937 + Penalty 582.423428 = -34436.795509 nChanged 16 SP:Iteration 7Q (9173.170000 sec): 3 clusters Score: Raw -35035.187416 + Penalty 582.423428 = -34452.763988 nChanged 13 SP:Iteration 8Q (9173.340000 sec): 3 clusters Score: Raw -35047.143490 + Penalty 582.423428 = -34464.720063 nChanged 9 SP:Iteration 9Q (9173.510000 sec): 3 clusters Score: Raw -35054.501805 + Penalty 582.423428 = -34472.078377 nChanged 7 SP:Iteration 10Q (9173.720000 sec): 3 clusters Score: Raw -35060.109510 + Penalty 582.423428 = -34477.686082 nChanged 4 SP:Iteration 11Q (9173.930000 sec): 3 clusters Score: Raw -35061.243621 + Penalty 582.423428 = -34478.820194 nChanged 1 SP:Iteration 12Q (9174.140000 sec): 3 clusters Score: Raw -35061.649335 + Penalty 582.423428 = -34479.225907 nChanged 1 SP:Iteration 13Q (9174.330000 sec): 3 clusters Score: Raw -35062.715589 + Penalty 582.423428 = -34480.292162 nChanged 2 SP:Iteration 14Q (9174.530000 sec): 3 clusters Score: Raw -35066.076287 + Penalty 582.423428 = -34483.652860 nChanged 2 SP:Iteration 15Q (9174.700000 sec): 3 clusters Score: Raw -35066.449172 + Penalty 582.423428 = -34484.025744 nChanged 0 SP:Iteration 16F (9174.920000 sec): 3 clusters Score: Raw -35066.449172 + Penalty 582.423428 = -34484.025744 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9175.010000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9175.230000 sec): 3 clusters Score: Raw -17214.541603 + Penalty 518.129625 = -16696.411979 nChanged 91 SP:Iteration 1F (9175.400000 sec): 3 clusters Score: Raw -17321.093330 + Penalty 518.129625 = -16802.963705 nChanged 19 SP:Iteration 2F (9175.560000 sec): 3 clusters Score: Raw -17344.752008 + Penalty 518.129625 = -16826.622383 nChanged 13 SP:Iteration 3Q (9175.770000 sec): 3 clusters Score: Raw -17353.436256 + Penalty 518.129625 = -16835.306631 nChanged 8 SP:Iteration 4Q (9175.990000 sec): 3 clusters Score: Raw -17360.599042 + Penalty 518.129625 = -16842.469418 nChanged 8 SP:Iteration 5Q (9176.140000 sec): 3 clusters Score: Raw -17368.528526 + Penalty 518.129625 = -16850.398902 nChanged 5 SP:Iteration 6Q (9176.350000 sec): 3 clusters Score: Raw -17373.912289 + Penalty 518.129625 = -16855.782664 nChanged 8 SP:Iteration 7Q (9176.500000 sec): 3 clusters Score: Raw -17381.690955 + Penalty 518.129625 = -16863.561330 nChanged 2 SP:Iteration 8Q (9176.700000 sec): 3 clusters Score: Raw -17384.865063 + Penalty 518.129625 = -16866.735439 nChanged 2 SP:Iteration 9Q (9176.880000 sec): 3 clusters Score: Raw -17386.250966 + Penalty 518.129625 = -16868.121341 nChanged 1 SP:Iteration 10Q (9177.000000 sec): 3 clusters Score: Raw -17386.627442 + Penalty 518.129625 = -16868.497817 nChanged 0 SP:Iteration 11F (9177.190000 sec): 3 clusters Score: Raw -17386.627442 + Penalty 518.129625 = -16868.497817 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9177.300000 sec): 2 clusters Score: Raw -24931.902831 + Penalty 270.990600 = -24660.912231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9177.480000 sec): 3 clusters Score: Raw -24793.136184 + Penalty 541.981201 = -24251.154983 nChanged 133 SP:Iteration 1F (9177.640000 sec): 3 clusters Score: Raw -24879.432554 + Penalty 541.981201 = -24337.451353 nChanged 24 SP:Iteration 2F (9177.800000 sec): 3 clusters Score: Raw -24905.484226 + Penalty 541.981201 = -24363.503025 nChanged 22 SP:Iteration 3F (9177.990000 sec): 3 clusters Score: Raw -24935.917615 + Penalty 541.981201 = -24393.936415 nChanged 12 SP:Iteration 4Q (9178.210000 sec): 3 clusters Score: Raw -24951.483620 + Penalty 541.981201 = -24409.502419 nChanged 14 SP:Iteration 5Q (9178.370000 sec): 3 clusters Score: Raw -24970.378002 + Penalty 541.981201 = -24428.396801 nChanged 14 SP:Iteration 6Q (9178.530000 sec): 3 clusters Score: Raw -24997.352846 + Penalty 541.981201 = -24455.371645 nChanged 11 SP:Iteration 7Q (9178.760000 sec): 3 clusters Score: Raw -25024.484101 + Penalty 541.981201 = -24482.502900 nChanged 8 SP:Iteration 8Q (9178.940000 sec): 3 clusters Score: Raw -25036.138721 + Penalty 541.981201 = -24494.157521 nChanged 6 SP:Iteration 9Q (9179.120000 sec): 3 clusters Score: Raw -25046.997482 + Penalty 541.981201 = -24505.016282 nChanged 5 SP:Iteration 10Q (9179.340000 sec): 3 clusters Score: Raw -25075.173915 + Penalty 541.981201 = -24533.192715 nChanged 7 SP:Iteration 11Q (9179.530000 sec): 3 clusters Score: Raw -25090.373923 + Penalty 541.981201 = -24548.392722 nChanged 11 SP:Iteration 12Q (9179.720000 sec): 3 clusters Score: Raw -25150.890365 + Penalty 541.981201 = -24608.909164 nChanged 12 SP:Iteration 13Q (9179.940000 sec): 3 clusters Score: Raw -25171.187767 + Penalty 541.981201 = -24629.206566 nChanged 14 SP:Iteration 14Q (9180.140000 sec): 3 clusters Score: Raw -25185.074760 + Penalty 541.981201 = -24643.093559 nChanged 8 SP:Iteration 15Q (9180.310000 sec): 3 clusters Score: Raw -25196.532149 + Penalty 541.981201 = -24654.550948 nChanged 10 SP:Iteration 16Q (9180.480000 sec): 3 clusters Score: Raw -25216.823037 + Penalty 541.981201 = -24674.841836 nChanged 8 SP:Iteration 17Q (9180.710000 sec): 3 clusters Score: Raw -25227.919860 + Penalty 541.981201 = -24685.938659 nChanged 3 SP:Iteration 18Q (9180.940000 sec): 3 clusters Score: Raw -25231.757639 + Penalty 541.981201 = -24689.776439 nChanged 3 SP:Iteration 19Q (9181.110000 sec): 3 clusters Score: Raw -25238.394115 + Penalty 541.981201 = -24696.412915 nChanged 2 SP:Iteration 20F (9181.310000 sec): 3 clusters Score: Raw -25243.848362 + Penalty 541.981201 = -24701.867162 nChanged 2 SP:Iteration 21Q (9181.580000 sec): 3 clusters Score: Raw -25249.986462 + Penalty 541.981201 = -24708.005262 nChanged 4 SP:Iteration 22Q (9181.760000 sec): 3 clusters Score: Raw -25279.014265 + Penalty 541.981201 = -24737.033064 nChanged 2 SP:Iteration 23Q (9181.920000 sec): 3 clusters Score: Raw -25296.963798 + Penalty 541.981201 = -24754.982597 nChanged 2 SP:Iteration 24Q (9182.110000 sec): 3 clusters Score: Raw -25308.001502 + Penalty 541.981201 = -24766.020301 nChanged 0 SP:Iteration 25F (9182.320000 sec): 3 clusters Score: Raw -25308.001502 + Penalty 541.981201 = -24766.020301 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 2.68 GB. Trying to split cluster 19 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9182.400000 sec): 2 clusters Score: Raw -50638.514132 + Penalty 309.306289 = -50329.207843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9182.600000 sec): 3 clusters Score: Raw -50193.621495 + Penalty 618.612578 = -49575.008917 nChanged 345 SP:Iteration 1F (9182.780000 sec): 3 clusters Score: Raw -50486.519497 + Penalty 618.612578 = -49867.906919 nChanged 118 SP:Iteration 2F (9182.960000 sec): 3 clusters Score: Raw -50684.664988 + Penalty 618.612578 = -50066.052411 nChanged 79 SP:Iteration 3F (9183.160000 sec): 3 clusters Score: Raw -50781.017787 + Penalty 618.612578 = -50162.405209 nChanged 58 SP:Iteration 4F (9183.400000 sec): 3 clusters Score: Raw -50845.294450 + Penalty 618.612578 = -50226.681872 nChanged 37 SP:Iteration 5Q (9183.580000 sec): 3 clusters Score: Raw -50891.139372 + Penalty 618.612578 = -50272.526795 nChanged 35 SP:Iteration 6Q (9183.790000 sec): 3 clusters Score: Raw -50923.167514 + Penalty 618.612578 = -50304.554936 nChanged 24 SP:Iteration 7Q (9183.970000 sec): 3 clusters Score: Raw -50951.760192 + Penalty 618.612578 = -50333.147614 nChanged 32 SP:Iteration 8Q (9184.160000 sec): 3 clusters Score: Raw -51027.072803 + Penalty 618.612578 = -50408.460226 nChanged 34 SP:Iteration 9Q (9184.370000 sec): 3 clusters Score: Raw -51165.028541 + Penalty 618.612578 = -50546.415963 nChanged 24 SP:Iteration 10Q (9184.570000 sec): 3 clusters Score: Raw -51295.384188 + Penalty 618.612578 = -50676.771610 nChanged 22 SP:Iteration 11Q (9184.780000 sec): 3 clusters Score: Raw -51420.549328 + Penalty 618.612578 = -50801.936751 nChanged 12 SP:Iteration 12Q (9184.980000 sec): 3 clusters Score: Raw -51500.127907 + Penalty 618.612578 = -50881.515330 nChanged 7 SP:Iteration 13Q (9185.220000 sec): 3 clusters Score: Raw -51521.339790 + Penalty 618.612578 = -50902.727212 nChanged 6 SP:Iteration 14Q (9185.380000 sec): 3 clusters Score: Raw -51532.058675 + Penalty 618.612578 = -50913.446098 nChanged 4 SP:Iteration 15Q (9185.600000 sec): 3 clusters Score: Raw -51536.571532 + Penalty 618.612578 = -50917.958954 nChanged 0 SP:Iteration 16F (9185.820000 sec): 3 clusters Score: Raw -51536.571532 + Penalty 618.612578 = -50917.958954 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 2.68 GB. Trying to split cluster 20 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9185.940000 sec): 2 clusters Score: Raw -15313.034167 + Penalty 253.359675 = -15059.674493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9186.100000 sec): 3 clusters Score: Raw -15227.657615 + Penalty 506.719350 = -14720.938265 nChanged 70 SP:Iteration 1F (9186.280000 sec): 3 clusters Score: Raw -15289.916100 + Penalty 506.719350 = -14783.196750 nChanged 18 SP:Iteration 2F (9186.470000 sec): 3 clusters Score: Raw -15311.812194 + Penalty 506.719350 = -14805.092844 nChanged 13 SP:Iteration 3Q (9186.630000 sec): 3 clusters Score: Raw -15330.211462 + Penalty 506.719350 = -14823.492112 nChanged 13 SP:Iteration 4Q (9186.850000 sec): 3 clusters Score: Raw -15348.195621 + Penalty 506.719350 = -14841.476272 nChanged 13 SP:Iteration 5Q (9187.100000 sec): 3 clusters Score: Raw -15370.838476 + Penalty 506.719350 = -14864.119126 nChanged 8 SP:Iteration 6Q (9187.280000 sec): 3 clusters Score: Raw -15401.166972 + Penalty 506.719350 = -14894.447622 nChanged 11 SP:Iteration 7Q (9187.460000 sec): 3 clusters Score: Raw -15458.541625 + Penalty 506.719350 = -14951.822275 nChanged 14 SP:Iteration 8F (9187.630000 sec): 3 clusters Score: Raw -15542.937170 + Penalty 506.719350 = -15036.217821 nChanged 14 SP:Iteration 9F (9187.810000 sec): 3 clusters Score: Raw -15650.634035 + Penalty 506.719350 = -15143.914685 nChanged 9 SP:Iteration 10Q (9188.020000 sec): 3 clusters Score: Raw -15703.555207 + Penalty 506.719350 = -15196.835857 nChanged 1 SP:Iteration 11Q (9188.230000 sec): 3 clusters Score: Raw -15706.099369 + Penalty 506.719350 = -15199.380019 nChanged 2 SP:Iteration 12Q (9188.360000 sec): 3 clusters Score: Raw -15711.926150 + Penalty 506.719350 = -15205.206800 nChanged 1 SP:Iteration 13Q (9188.530000 sec): 3 clusters Score: Raw -15712.966500 + Penalty 506.719350 = -15206.247150 nChanged 0 SP:Iteration 14F (9188.690000 sec): 3 clusters Score: Raw -15712.966500 + Penalty 506.719350 = -15206.247150 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9188.820000 sec): 2 clusters Score: Raw -5256.846470 + Penalty 220.050827 = -5036.795643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9188.970000 sec): 3 clusters Score: Raw -5262.929610 + Penalty 440.101654 = -4822.827956 nChanged 41 SP:Iteration 1F (9189.120000 sec): 3 clusters Score: Raw -5343.645760 + Penalty 440.101654 = -4903.544107 nChanged 10 SP:Iteration 2F (9189.300000 sec): 3 clusters Score: Raw -5375.680360 + Penalty 440.101654 = -4935.578707 nChanged 8 SP:Iteration 3F (9189.460000 sec): 3 clusters Score: Raw -5391.605296 + Penalty 440.101654 = -4951.503643 nChanged 4 SP:Iteration 4Q (9189.640000 sec): 3 clusters Score: Raw -5400.816771 + Penalty 440.101654 = -4960.715118 nChanged 0 SP:Iteration 5F (9189.750000 sec): 3 clusters Score: Raw -5400.816771 + Penalty 440.101654 = -4960.715118 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9189.840000 sec): 2 clusters Score: Raw -3702.768997 + Penalty 195.834962 = -3506.934035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9190.030000 sec): 3 clusters Score: Raw -3802.586292 + Penalty 391.669923 = -3410.916369 nChanged 16 SP:Iteration 1F (9190.150000 sec): 3 clusters Score: Raw -3843.797307 + Penalty 391.669923 = -3452.127384 nChanged 5 SP:Iteration 2F (9190.330000 sec): 3 clusters Score: Raw -3865.470696 + Penalty 391.669923 = -3473.800772 nChanged 3 SP:Iteration 3Q (9190.480000 sec): 3 clusters Score: Raw -3878.073266 + Penalty 391.669923 = -3486.403343 nChanged 0 SP:Iteration 4F (9190.660000 sec): 3 clusters Score: Raw -3878.073266 + Penalty 391.669923 = -3486.403343 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9190.740000 sec): 2 clusters Score: Raw -20032.492386 + Penalty 265.483889 = -19767.008498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9190.900000 sec): 3 clusters Score: Raw -19908.406962 + Penalty 530.967777 = -19377.439185 nChanged 114 SP:Iteration 1F (9191.110000 sec): 3 clusters Score: Raw -20024.222426 + Penalty 530.967777 = -19493.254649 nChanged 26 SP:Iteration 2F (9191.290000 sec): 3 clusters Score: Raw -20058.784285 + Penalty 530.967777 = -19527.816508 nChanged 15 SP:Iteration 3Q (9191.530000 sec): 3 clusters Score: Raw -20094.818301 + Penalty 530.967777 = -19563.850524 nChanged 14 SP:Iteration 4Q (9191.730000 sec): 3 clusters Score: Raw -20121.449706 + Penalty 530.967777 = -19590.481929 nChanged 9 SP:Iteration 5Q (9191.900000 sec): 3 clusters Score: Raw -20136.437830 + Penalty 530.967777 = -19605.470053 nChanged 13 SP:Iteration 6Q (9192.080000 sec): 3 clusters Score: Raw -20159.334536 + Penalty 530.967777 = -19628.366759 nChanged 11 SP:Iteration 7Q (9192.290000 sec): 3 clusters Score: Raw -20186.369923 + Penalty 530.967777 = -19655.402146 nChanged 17 SP:Iteration 8Q (9192.450000 sec): 3 clusters Score: Raw -20244.302015 + Penalty 530.967777 = -19713.334238 nChanged 14 SP:Iteration 9Q (9192.610000 sec): 3 clusters Score: Raw -20275.734768 + Penalty 530.967777 = -19744.766991 nChanged 10 SP:Iteration 10Q (9192.720000 sec): 3 clusters Score: Raw -20298.143944 + Penalty 530.967777 = -19767.176167 nChanged 12 SP:Iteration 11Q (9192.880000 sec): 3 clusters Score: Raw -20343.640791 + Penalty 530.967777 = -19812.673014 nChanged 8 SP:Iteration 12Q (9193.020000 sec): 3 clusters Score: Raw -20387.058474 + Penalty 530.967777 = -19856.090696 nChanged 9 SP:Iteration 13Q (9193.210000 sec): 3 clusters Score: Raw -20442.678703 + Penalty 530.967777 = -19911.710926 nChanged 14 SP:Iteration 14Q (9193.370000 sec): 3 clusters Score: Raw -20485.540900 + Penalty 530.967777 = -19954.573123 nChanged 8 SP:Iteration 15Q (9193.500000 sec): 3 clusters Score: Raw -20508.003935 + Penalty 530.967777 = -19977.036158 nChanged 4 SP:Iteration 16Q (9193.690000 sec): 3 clusters Score: Raw -20515.220889 + Penalty 530.967777 = -19984.253112 nChanged 2 SP:Iteration 17Q (9193.790000 sec): 3 clusters Score: Raw -20517.312272 + Penalty 530.967777 = -19986.344495 nChanged 0 SP:Iteration 18F (9193.930000 sec): 3 clusters Score: Raw -20517.312272 + Penalty 530.967777 = -19986.344495 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 2.68 GB. Trying to split cluster 24 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9194.050000 sec): 2 clusters Score: Raw -38376.287991 + Penalty 295.740310 = -38080.547681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9194.140000 sec): 3 clusters Score: Raw -38074.812075 + Penalty 591.480621 = -37483.331455 nChanged 238 SP:Iteration 1F (9194.340000 sec): 3 clusters Score: Raw -38304.027913 + Penalty 591.480621 = -37712.547293 nChanged 78 SP:Iteration 2F (9194.560000 sec): 3 clusters Score: Raw -38395.082461 + Penalty 591.480621 = -37803.601840 nChanged 41 SP:Iteration 3F (9194.750000 sec): 3 clusters Score: Raw -38447.656780 + Penalty 591.480621 = -37856.176159 nChanged 30 SP:Iteration 4Q (9194.970000 sec): 3 clusters Score: Raw -38481.515216 + Penalty 591.480621 = -37890.034595 nChanged 27 SP:Iteration 5Q (9195.170000 sec): 3 clusters Score: Raw -38503.670465 + Penalty 591.480621 = -37912.189844 nChanged 16 SP:Iteration 6Q (9195.370000 sec): 3 clusters Score: Raw -38517.490100 + Penalty 591.480621 = -37926.009479 nChanged 9 SP:Iteration 7Q (9195.620000 sec): 3 clusters Score: Raw -38526.113393 + Penalty 591.480621 = -37934.632772 nChanged 10 SP:Iteration 8Q (9195.780000 sec): 3 clusters Score: Raw -38534.511975 + Penalty 591.480621 = -37943.031354 nChanged 7 SP:Iteration 9Q (9196.010000 sec): 3 clusters Score: Raw -38540.750252 + Penalty 591.480621 = -37949.269632 nChanged 5 SP:Iteration 10Q (9196.170000 sec): 3 clusters Score: Raw -38542.874936 + Penalty 591.480621 = -37951.394315 nChanged 7 SP:Iteration 11Q (9196.320000 sec): 3 clusters Score: Raw -38546.637471 + Penalty 591.480621 = -37955.156850 nChanged 5 SP:Iteration 12Q (9196.480000 sec): 3 clusters Score: Raw -38552.692831 + Penalty 591.480621 = -37961.212210 nChanged 9 SP:Iteration 13Q (9196.710000 sec): 3 clusters Score: Raw -38556.665999 + Penalty 591.480621 = -37965.185378 nChanged 2 SP:Iteration 14Q (9196.910000 sec): 3 clusters Score: Raw -38558.096738 + Penalty 591.480621 = -37966.616118 nChanged 3 SP:Iteration 15Q (9197.050000 sec): 3 clusters Score: Raw -38559.581144 + Penalty 591.480621 = -37968.100524 nChanged 0 SP:Iteration 16F (9197.240000 sec): 3 clusters Score: Raw -38559.581144 + Penalty 591.480621 = -37968.100524 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9197.360000 sec): 2 clusters Score: Raw -15218.771789 + Penalty 251.408109 = -14967.363680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9197.530000 sec): 3 clusters Score: Raw -15147.451829 + Penalty 502.816217 = -14644.635611 nChanged 78 SP:Iteration 1F (9197.720000 sec): 3 clusters Score: Raw -15211.512623 + Penalty 502.816217 = -14708.696406 nChanged 25 SP:Iteration 2F (9197.860000 sec): 3 clusters Score: Raw -15250.071040 + Penalty 502.816217 = -14747.254823 nChanged 10 SP:Iteration 3Q (9198.090000 sec): 3 clusters Score: Raw -15274.554063 + Penalty 502.816217 = -14771.737846 nChanged 9 SP:Iteration 4Q (9198.240000 sec): 3 clusters Score: Raw -15298.096732 + Penalty 502.816217 = -14795.280515 nChanged 11 SP:Iteration 5Q (9198.430000 sec): 3 clusters Score: Raw -15311.706070 + Penalty 502.816217 = -14808.889852 nChanged 4 SP:Iteration 6Q (9198.600000 sec): 3 clusters Score: Raw -15314.914616 + Penalty 502.816217 = -14812.098399 nChanged 3 SP:Iteration 7Q (9198.780000 sec): 3 clusters Score: Raw -15318.266220 + Penalty 502.816217 = -14815.450003 nChanged 2 SP:Iteration 8Q (9198.990000 sec): 3 clusters Score: Raw -15321.705349 + Penalty 502.816217 = -14818.889131 nChanged 2 SP:Iteration 9Q (9199.160000 sec): 3 clusters Score: Raw -15323.327246 + Penalty 502.816217 = -14820.511029 nChanged 3 SP:Iteration 10Q (9199.340000 sec): 3 clusters Score: Raw -15324.800088 + Penalty 502.816217 = -14821.983870 nChanged 1 SP:Iteration 11Q (9199.550000 sec): 3 clusters Score: Raw -15325.402569 + Penalty 502.816217 = -14822.586352 nChanged 2 SP:Iteration 12Q (9199.730000 sec): 3 clusters Score: Raw -15327.995990 + Penalty 502.816217 = -14825.179773 nChanged 2 SP:Iteration 13Q (9199.950000 sec): 3 clusters Score: Raw -15332.512963 + Penalty 502.816217 = -14829.696745 nChanged 3 SP:Iteration 14Q (9200.100000 sec): 3 clusters Score: Raw -15339.422941 + Penalty 502.816217 = -14836.606724 nChanged 5 SP:Iteration 15Q (9200.260000 sec): 3 clusters Score: Raw -15351.752030 + Penalty 502.816217 = -14848.935812 nChanged 5 SP:Iteration 16Q (9200.440000 sec): 3 clusters Score: Raw -15366.671838 + Penalty 502.816217 = -14863.855621 nChanged 6 SP:Iteration 17Q (9200.600000 sec): 3 clusters Score: Raw -15384.702369 + Penalty 502.816217 = -14881.886151 nChanged 4 SP:Iteration 18Q (9200.830000 sec): 3 clusters Score: Raw -15404.643863 + Penalty 502.816217 = -14901.827646 nChanged 3 SP:Iteration 19Q (9200.970000 sec): 3 clusters Score: Raw -15419.293486 + Penalty 502.816217 = -14916.477268 nChanged 4 SP:Iteration 20F (9201.150000 sec): 3 clusters Score: Raw -15428.923816 + Penalty 502.816217 = -14926.107599 nChanged 3 SP:Iteration 21Q (9201.320000 sec): 3 clusters Score: Raw -15432.612129 + Penalty 502.816217 = -14929.795911 nChanged 1 SP:Iteration 22Q (9201.480000 sec): 3 clusters Score: Raw -15434.188526 + Penalty 502.816217 = -14931.372309 nChanged 2 SP:Iteration 23Q (9201.680000 sec): 3 clusters Score: Raw -15436.361239 + Penalty 502.816217 = -14933.545021 nChanged 5 SP:Iteration 24Q (9201.820000 sec): 3 clusters Score: Raw -15441.391362 + Penalty 502.816217 = -14938.575144 nChanged 5 SP:Iteration 25Q (9202.060000 sec): 3 clusters Score: Raw -15447.791691 + Penalty 502.816217 = -14944.975474 nChanged 5 SP:Iteration 26Q (9202.210000 sec): 3 clusters Score: Raw -15457.257956 + Penalty 502.816217 = -14954.441738 nChanged 3 SP:Iteration 27Q (9202.410000 sec): 3 clusters Score: Raw -15468.746821 + Penalty 502.816217 = -14965.930604 nChanged 8 SP:Iteration 28Q (9202.600000 sec): 3 clusters Score: Raw -15493.761578 + Penalty 502.816217 = -14990.945361 nChanged 9 SP:Iteration 29Q (9202.780000 sec): 3 clusters Score: Raw -15512.875033 + Penalty 502.816217 = -15010.058816 nChanged 6 SP:Iteration 30Q (9202.950000 sec): 3 clusters Score: Raw -15523.037498 + Penalty 502.816217 = -15020.221281 nChanged 1 SP:Iteration 31Q (9203.110000 sec): 3 clusters Score: Raw -15524.375131 + Penalty 502.816217 = -15021.558913 nChanged 1 SP:Iteration 32Q (9203.280000 sec): 3 clusters Score: Raw -15525.255679 + Penalty 502.816217 = -15022.439461 nChanged 1 SP:Iteration 33Q (9203.460000 sec): 3 clusters Score: Raw -15525.945996 + Penalty 502.816217 = -15023.129779 nChanged 1 SP:Iteration 34Q (9203.650000 sec): 3 clusters Score: Raw -15528.121900 + Penalty 502.816217 = -15025.305683 nChanged 0 SP:Iteration 35F (9203.800000 sec): 3 clusters Score: Raw -15528.121900 + Penalty 502.816217 = -15025.305683 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 2.68 GB. Trying to split cluster 26 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9203.910000 sec): 2 clusters Score: Raw -40093.148224 + Penalty 296.755222 = -39796.393001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9204.120000 sec): 3 clusters Score: Raw -39782.338702 + Penalty 593.510445 = -39188.828257 nChanged 244 SP:Iteration 1F (9204.270000 sec): 3 clusters Score: Raw -39940.563270 + Penalty 593.510445 = -39347.052825 nChanged 66 SP:Iteration 2F (9204.480000 sec): 3 clusters Score: Raw -39990.083460 + Penalty 593.510445 = -39396.573015 nChanged 41 SP:Iteration 3F (9204.660000 sec): 3 clusters Score: Raw -40043.331877 + Penalty 593.510445 = -39449.821432 nChanged 42 SP:Iteration 4F (9204.820000 sec): 3 clusters Score: Raw -40086.305222 + Penalty 593.510445 = -39492.794777 nChanged 44 SP:Iteration 5F (9205.000000 sec): 3 clusters Score: Raw -40125.620620 + Penalty 593.510445 = -39532.110176 nChanged 41 SP:Iteration 6F (9205.160000 sec): 3 clusters Score: Raw -40165.570069 + Penalty 593.510445 = -39572.059625 nChanged 32 SP:Iteration 7Q (9205.370000 sec): 3 clusters Score: Raw -40199.562073 + Penalty 593.510445 = -39606.051629 nChanged 30 SP:Iteration 8Q (9205.540000 sec): 3 clusters Score: Raw -40231.562685 + Penalty 593.510445 = -39638.052240 nChanged 26 SP:Iteration 9Q (9205.720000 sec): 3 clusters Score: Raw -40255.478010 + Penalty 593.510445 = -39661.967566 nChanged 19 SP:Iteration 10Q (9205.970000 sec): 3 clusters Score: Raw -40269.081633 + Penalty 593.510445 = -39675.571188 nChanged 11 SP:Iteration 11Q (9206.180000 sec): 3 clusters Score: Raw -40279.298436 + Penalty 593.510445 = -39685.787991 nChanged 10 SP:Iteration 12Q (9206.320000 sec): 3 clusters Score: Raw -40289.936564 + Penalty 593.510445 = -39696.426120 nChanged 8 SP:Iteration 13Q (9206.540000 sec): 3 clusters Score: Raw -40297.787039 + Penalty 593.510445 = -39704.276594 nChanged 12 SP:Iteration 14Q (9206.730000 sec): 3 clusters Score: Raw -40308.647883 + Penalty 593.510445 = -39715.137438 nChanged 10 SP:Iteration 15Q (9206.900000 sec): 3 clusters Score: Raw -40317.230969 + Penalty 593.510445 = -39723.720524 nChanged 6 SP:Iteration 16Q (9207.070000 sec): 3 clusters Score: Raw -40322.881055 + Penalty 593.510445 = -39729.370611 nChanged 4 SP:Iteration 17Q (9207.210000 sec): 3 clusters Score: Raw -40327.130958 + Penalty 593.510445 = -39733.620513 nChanged 2 SP:Iteration 18Q (9207.410000 sec): 3 clusters Score: Raw -40330.947597 + Penalty 593.510445 = -39737.437152 nChanged 7 SP:Iteration 19Q (9207.630000 sec): 3 clusters Score: Raw -40337.113554 + Penalty 593.510445 = -39743.603110 nChanged 8 SP:Iteration 20F (9207.790000 sec): 3 clusters Score: Raw -40346.344145 + Penalty 593.510445 = -39752.833700 nChanged 3 SP:Iteration 21Q (9207.940000 sec): 3 clusters Score: Raw -40350.243666 + Penalty 593.510445 = -39756.733222 nChanged 3 SP:Iteration 22Q (9208.100000 sec): 3 clusters Score: Raw -40354.325234 + Penalty 593.510445 = -39760.814790 nChanged 1 SP:Iteration 23Q (9208.300000 sec): 3 clusters Score: Raw -40359.213502 + Penalty 593.510445 = -39765.703057 nChanged 5 SP:Iteration 24Q (9208.480000 sec): 3 clusters Score: Raw -40363.094716 + Penalty 593.510445 = -39769.584272 nChanged 1 SP:Iteration 25Q (9208.660000 sec): 3 clusters Score: Raw -40364.067783 + Penalty 593.510445 = -39770.557339 nChanged 0 SP:Iteration 26F (9208.830000 sec): 3 clusters Score: Raw -40364.067783 + Penalty 593.510445 = -39770.557339 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9208.880000 sec): 2 clusters Score: Raw -62534.540838 + Penalty 320.820020 = -62213.720818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9209.100000 sec): 3 clusters Score: Raw -61960.019484 + Penalty 641.640040 = -61318.379444 nChanged 471 SP:Iteration 1F (9209.250000 sec): 3 clusters Score: Raw -62258.393160 + Penalty 641.640040 = -61616.753121 nChanged 97 SP:Iteration 2F (9209.460000 sec): 3 clusters Score: Raw -62318.428558 + Penalty 641.640040 = -61676.788518 nChanged 70 SP:Iteration 3F (9209.640000 sec): 3 clusters Score: Raw -62375.335334 + Penalty 641.640040 = -61733.695294 nChanged 62 SP:Iteration 4F (9209.820000 sec): 3 clusters Score: Raw -62418.906923 + Penalty 641.640040 = -61777.266884 nChanged 58 SP:Iteration 5F (9209.990000 sec): 3 clusters Score: Raw -62462.563842 + Penalty 641.640040 = -61820.923803 nChanged 54 SP:Iteration 6Q (9210.200000 sec): 3 clusters Score: Raw -62506.218299 + Penalty 641.640040 = -61864.578259 nChanged 49 SP:Iteration 7Q (9210.360000 sec): 3 clusters Score: Raw -62547.111684 + Penalty 641.640040 = -61905.471645 nChanged 42 SP:Iteration 8Q (9210.520000 sec): 3 clusters Score: Raw -62581.091679 + Penalty 641.640040 = -61939.451639 nChanged 30 SP:Iteration 9Q (9210.680000 sec): 3 clusters Score: Raw -62602.943929 + Penalty 641.640040 = -61961.303890 nChanged 25 SP:Iteration 10Q (9210.880000 sec): 3 clusters Score: Raw -62619.913859 + Penalty 641.640040 = -61978.273820 nChanged 16 SP:Iteration 11Q (9211.030000 sec): 3 clusters Score: Raw -62627.628596 + Penalty 641.640040 = -61985.988556 nChanged 7 SP:Iteration 12Q (9211.190000 sec): 3 clusters Score: Raw -62630.509143 + Penalty 641.640040 = -61988.869104 nChanged 3 SP:Iteration 13Q (9211.360000 sec): 3 clusters Score: Raw -62631.708613 + Penalty 641.640040 = -61990.068574 nChanged 2 SP:Iteration 14Q (9211.520000 sec): 3 clusters Score: Raw -62632.165195 + Penalty 641.640040 = -61990.525155 nChanged 1 SP:Iteration 15Q (9211.720000 sec): 3 clusters Score: Raw -62632.311777 + Penalty 641.640040 = -61990.671737 nChanged 0 SP:Iteration 16F (9211.910000 sec): 3 clusters Score: Raw -62632.311777 + Penalty 641.640040 = -61990.671737 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9212.000000 sec): 2 clusters Score: Raw -224600.245034 + Penalty 371.897685 = -224228.347350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9212.110000 sec): 3 clusters Score: Raw -222514.004505 + Penalty 743.795369 = -221770.209136 nChanged 1576 SP:Iteration 1F (9212.300000 sec): 3 clusters Score: Raw -223419.613245 + Penalty 743.795369 = -222675.817875 nChanged 215 SP:Iteration 2F (9212.470000 sec): 3 clusters Score: Raw -223538.805780 + Penalty 743.795369 = -222795.010411 nChanged 225 SP:Iteration 3F (9212.640000 sec): 3 clusters Score: Raw -223697.076876 + Penalty 743.795369 = -222953.281507 nChanged 255 SP:Iteration 4F (9212.790000 sec): 3 clusters Score: Raw -223897.248914 + Penalty 743.795369 = -223153.453544 nChanged 211 SP:Iteration 5F (9213.000000 sec): 3 clusters Score: Raw -224048.931787 + Penalty 743.795369 = -223305.136417 nChanged 152 SP:Iteration 6Q (9213.250000 sec): 3 clusters Score: Raw -224143.725324 + Penalty 743.795369 = -223399.929955 nChanged 129 SP:Iteration 7Q (9213.440000 sec): 3 clusters Score: Raw -224226.946383 + Penalty 743.795369 = -223483.151014 nChanged 116 SP:Iteration 8Q (9213.620000 sec): 3 clusters Score: Raw -224304.730081 + Penalty 743.795369 = -223560.934712 nChanged 96 SP:Iteration 9Q (9213.790000 sec): 3 clusters Score: Raw -224376.140247 + Penalty 743.795369 = -223632.344877 nChanged 92 SP:Iteration 10Q (9213.980000 sec): 3 clusters Score: Raw -224446.760856 + Penalty 743.795369 = -223702.965487 nChanged 69 SP:Iteration 11Q (9214.200000 sec): 3 clusters Score: Raw -224500.955008 + Penalty 743.795369 = -223757.159638 nChanged 41 SP:Iteration 12Q (9214.460000 sec): 3 clusters Score: Raw -224527.480618 + Penalty 743.795369 = -223783.685248 nChanged 29 SP:Iteration 13Q (9214.610000 sec): 3 clusters Score: Raw -224544.684437 + Penalty 743.795369 = -223800.889067 nChanged 23 SP:Iteration 14Q (9214.810000 sec): 3 clusters Score: Raw -224558.343167 + Penalty 743.795369 = -223814.547798 nChanged 21 SP:Iteration 15Q (9214.980000 sec): 3 clusters Score: Raw -224575.227882 + Penalty 743.795369 = -223831.432513 nChanged 19 SP:Iteration 16Q (9215.190000 sec): 3 clusters Score: Raw -224586.867067 + Penalty 743.795369 = -223843.071697 nChanged 18 SP:Iteration 17Q (9215.380000 sec): 3 clusters Score: Raw -224603.362688 + Penalty 743.795369 = -223859.567319 nChanged 9 SP:Iteration 18Q (9215.570000 sec): 3 clusters Score: Raw -224616.749818 + Penalty 743.795369 = -223872.954449 nChanged 7 SP:Iteration 19Q (9215.760000 sec): 3 clusters Score: Raw -224627.208103 + Penalty 743.795369 = -223883.412733 nChanged 2 SP:Iteration 20F (9216.000000 sec): 3 clusters Score: Raw -224627.689593 + Penalty 743.795369 = -223883.894224 nChanged 2 SP:Iteration 21Q (9216.170000 sec): 3 clusters Score: Raw -224628.430314 + Penalty 743.795369 = -223884.634944 nChanged 0 SP:Iteration 22F (9216.380000 sec): 3 clusters Score: Raw -224628.430314 + Penalty 743.795369 = -223884.634944 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9216.510000 sec): 2 clusters Score: Raw -38034.180333 + Penalty 298.975175 = -37735.205158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9216.690000 sec): 3 clusters Score: Raw -37786.415448 + Penalty 597.950350 = -37188.465098 nChanged 261 SP:Iteration 1F (9216.900000 sec): 3 clusters Score: Raw -38170.626521 + Penalty 597.950350 = -37572.676171 nChanged 97 SP:Iteration 2F (9217.070000 sec): 3 clusters Score: Raw -38380.526689 + Penalty 597.950350 = -37782.576340 nChanged 65 SP:Iteration 3F (9217.260000 sec): 3 clusters Score: Raw -38504.243750 + Penalty 597.950350 = -37906.293400 nChanged 36 SP:Iteration 4F (9217.450000 sec): 3 clusters Score: Raw -38610.378121 + Penalty 597.950350 = -38012.427772 nChanged 28 SP:Iteration 5Q (9217.650000 sec): 3 clusters Score: Raw -38717.964439 + Penalty 597.950350 = -38120.014090 nChanged 22 SP:Iteration 6Q (9217.860000 sec): 3 clusters Score: Raw -38823.940718 + Penalty 597.950350 = -38225.990369 nChanged 32 SP:Iteration 7Q (9218.040000 sec): 3 clusters Score: Raw -39028.654398 + Penalty 597.950350 = -38430.704048 nChanged 41 SP:Iteration 8F (9218.230000 sec): 3 clusters Score: Raw -39459.533034 + Penalty 597.950350 = -38861.582684 nChanged 26 SP:Iteration 9Q (9218.400000 sec): 3 clusters Score: Raw -39571.463528 + Penalty 597.950350 = -38973.513178 nChanged 18 SP:Iteration 10Q (9218.580000 sec): 3 clusters Score: Raw -39622.568037 + Penalty 597.950350 = -39024.617688 nChanged 23 SP:Iteration 11Q (9218.740000 sec): 3 clusters Score: Raw -39689.217712 + Penalty 597.950350 = -39091.267362 nChanged 14 SP:Iteration 12Q (9218.910000 sec): 3 clusters Score: Raw -39761.160024 + Penalty 597.950350 = -39163.209674 nChanged 7 SP:Iteration 13Q (9219.080000 sec): 3 clusters Score: Raw -39880.363112 + Penalty 597.950350 = -39282.412762 nChanged 2 SP:Iteration 14Q (9219.260000 sec): 3 clusters Score: Raw -40006.171836 + Penalty 597.950350 = -39408.221486 nChanged 1 SP:Iteration 15Q (9219.450000 sec): 3 clusters Score: Raw -40041.645106 + Penalty 597.950350 = -39443.694756 nChanged 0 SP:Iteration 16F (9219.650000 sec): 3 clusters Score: Raw -40041.645106 + Penalty 597.950350 = -39443.694756 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 2.68 GB. Trying to split cluster 30 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9219.740000 sec): 2 clusters Score: Raw -7497.327189 + Penalty 229.768448 = -7267.558741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9219.940000 sec): 3 clusters Score: Raw -7556.545033 + Penalty 459.536897 = -7097.008136 nChanged 55 SP:Iteration 1F (9220.110000 sec): 3 clusters Score: Raw -7721.534913 + Penalty 459.536897 = -7261.998016 nChanged 16 SP:Iteration 2F (9220.280000 sec): 3 clusters Score: Raw -7882.772622 + Penalty 459.536897 = -7423.235726 nChanged 6 SP:Iteration 3Q (9220.420000 sec): 3 clusters Score: Raw -7908.060985 + Penalty 459.536897 = -7448.524089 nChanged 0 SP:Iteration 4F (9220.650000 sec): 3 clusters Score: Raw -7908.060985 + Penalty 459.536897 = -7448.524089 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 2.68 GB. Trying to split cluster 33 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9220.730000 sec): 2 clusters Score: Raw -10812.986787 + Penalty 240.845370 = -10572.141417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9220.940000 sec): 3 clusters Score: Raw -10830.380164 + Penalty 481.690739 = -10348.689425 nChanged 58 SP:Iteration 1F (9221.110000 sec): 3 clusters Score: Raw -10953.205756 + Penalty 481.690739 = -10471.515017 nChanged 13 SP:Iteration 2F (9221.320000 sec): 3 clusters Score: Raw -10990.025542 + Penalty 481.690739 = -10508.334803 nChanged 7 SP:Iteration 3Q (9221.490000 sec): 3 clusters Score: Raw -11008.962027 + Penalty 481.690739 = -10527.271288 nChanged 0 SP:Iteration 4F (9221.680000 sec): 3 clusters Score: Raw -11008.962027 + Penalty 481.690739 = -10527.271288 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9221.810000 sec): 2 clusters Score: Raw -11755.494961 + Penalty 242.857983 = -11512.636978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9221.990000 sec): 3 clusters Score: Raw -11726.591580 + Penalty 485.715965 = -11240.875615 nChanged 59 SP:Iteration 1F (9222.150000 sec): 3 clusters Score: Raw -11805.917588 + Penalty 485.715965 = -11320.201623 nChanged 14 SP:Iteration 2F (9222.340000 sec): 3 clusters Score: Raw -11838.883223 + Penalty 485.715965 = -11353.167258 nChanged 13 SP:Iteration 3F (9222.480000 sec): 3 clusters Score: Raw -11887.468990 + Penalty 485.715965 = -11401.753025 nChanged 11 SP:Iteration 4F (9222.660000 sec): 3 clusters Score: Raw -11914.304902 + Penalty 485.715965 = -11428.588937 nChanged 6 SP:Iteration 5Q (9222.820000 sec): 3 clusters Score: Raw -11932.543257 + Penalty 485.715965 = -11446.827292 nChanged 4 SP:Iteration 6Q (9223.000000 sec): 3 clusters Score: Raw -11944.540795 + Penalty 485.715965 = -11458.824830 nChanged 2 SP:Iteration 7Q (9223.200000 sec): 3 clusters Score: Raw -11949.272598 + Penalty 485.715965 = -11463.556633 nChanged 3 SP:Iteration 8Q (9223.420000 sec): 3 clusters Score: Raw -11953.629465 + Penalty 485.715965 = -11467.913499 nChanged 2 SP:Iteration 9Q (9223.560000 sec): 3 clusters Score: Raw -11958.041097 + Penalty 485.715965 = -11472.325132 nChanged 1 SP:Iteration 10Q (9223.760000 sec): 3 clusters Score: Raw -11965.691345 + Penalty 485.715965 = -11479.975380 nChanged 1 SP:Iteration 11Q (9223.990000 sec): 3 clusters Score: Raw -11966.004597 + Penalty 485.715965 = -11480.288631 nChanged 0 SP:Iteration 12F (9224.180000 sec): 3 clusters Score: Raw -11966.004597 + Penalty 485.715965 = -11480.288631 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9224.270000 sec): 2 clusters Score: Raw -6578.811598 + Penalty 222.510885 = -6356.300713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9224.430000 sec): 3 clusters Score: Raw -6606.487828 + Penalty 445.021771 = -6161.466057 nChanged 28 SP:Iteration 1F (9224.640000 sec): 3 clusters Score: Raw -6647.678261 + Penalty 445.021771 = -6202.656490 nChanged 7 SP:Iteration 2F (9224.800000 sec): 3 clusters Score: Raw -6659.457839 + Penalty 445.021771 = -6214.436069 nChanged 2 SP:Iteration 3Q (9225.020000 sec): 3 clusters Score: Raw -6670.585057 + Penalty 445.021771 = -6225.563287 nChanged 0 SP:Iteration 4F (9225.220000 sec): 3 clusters Score: Raw -6670.585057 + Penalty 445.021771 = -6225.563287 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9225.310000 sec): 2 clusters Score: Raw -12610.195458 + Penalty 243.724675 = -12366.470783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9225.510000 sec): 3 clusters Score: Raw -12576.439693 + Penalty 487.449351 = -12088.990342 nChanged 59 SP:Iteration 1F (9225.720000 sec): 3 clusters Score: Raw -12744.926897 + Penalty 487.449351 = -12257.477546 nChanged 27 SP:Iteration 2F (9225.900000 sec): 3 clusters Score: Raw -12828.367437 + Penalty 487.449351 = -12340.918086 nChanged 11 SP:Iteration 3F (9226.090000 sec): 3 clusters Score: Raw -12850.421997 + Penalty 487.449351 = -12362.972646 nChanged 8 SP:Iteration 4Q (9226.290000 sec): 3 clusters Score: Raw -12901.397751 + Penalty 487.449351 = -12413.948400 nChanged 3 SP:Iteration 5Q (9226.510000 sec): 3 clusters Score: Raw -12919.580886 + Penalty 487.449351 = -12432.131535 nChanged 1 SP:Iteration 6Q (9226.700000 sec): 3 clusters Score: Raw -12920.217621 + Penalty 487.449351 = -12432.768270 nChanged 0 SP:Iteration 7F (9226.880000 sec): 3 clusters Score: Raw -12928.675737 + Penalty 487.449351 = -12441.226386 nChanged 1 SP:Iteration 8Q (9227.030000 sec): 3 clusters Score: Raw -12941.032768 + Penalty 487.449351 = -12453.583417 nChanged 1 SP:Iteration 9Q (9227.220000 sec): 3 clusters Score: Raw -12942.975482 + Penalty 487.449351 = -12455.526131 nChanged 0 SP:Iteration 10F (9227.380000 sec): 3 clusters Score: Raw -12942.975482 + Penalty 487.449351 = -12455.526131 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 2.68 GB. Trying to split cluster 37 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9227.490000 sec): 2 clusters Score: Raw -31280.296169 + Penalty 287.266436 = -30993.029733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9227.630000 sec): 3 clusters Score: Raw -31030.616430 + Penalty 574.532872 = -30456.083558 nChanged 204 SP:Iteration 1F (9227.790000 sec): 3 clusters Score: Raw -31184.019132 + Penalty 574.532872 = -30609.486260 nChanged 50 SP:Iteration 2F (9227.960000 sec): 3 clusters Score: Raw -31227.647632 + Penalty 574.532872 = -30653.114760 nChanged 27 SP:Iteration 3Q (9228.090000 sec): 3 clusters Score: Raw -31257.311403 + Penalty 574.532872 = -30682.778531 nChanged 21 SP:Iteration 4Q (9228.330000 sec): 3 clusters Score: Raw -31279.981303 + Penalty 574.532872 = -30705.448431 nChanged 18 SP:Iteration 5Q (9228.490000 sec): 3 clusters Score: Raw -31301.899932 + Penalty 574.532872 = -30727.367060 nChanged 21 SP:Iteration 6Q (9228.630000 sec): 3 clusters Score: Raw -31317.933152 + Penalty 574.532872 = -30743.400279 nChanged 14 SP:Iteration 7Q (9228.780000 sec): 3 clusters Score: Raw -31335.834392 + Penalty 574.532872 = -30761.301520 nChanged 18 SP:Iteration 8Q (9228.970000 sec): 3 clusters Score: Raw -31361.457110 + Penalty 574.532872 = -30786.924237 nChanged 19 SP:Iteration 9Q (9229.180000 sec): 3 clusters Score: Raw -31393.712719 + Penalty 574.532872 = -30819.179847 nChanged 27 SP:Iteration 10Q (9229.330000 sec): 3 clusters Score: Raw -31435.303556 + Penalty 574.532872 = -30860.770683 nChanged 32 SP:Iteration 11F (9229.550000 sec): 3 clusters Score: Raw -31496.327487 + Penalty 574.532872 = -30921.794615 nChanged 28 SP:Iteration 12F (9229.760000 sec): 3 clusters Score: Raw -31547.913293 + Penalty 574.532872 = -30973.380421 nChanged 32 SP:Iteration 13F (9229.920000 sec): 3 clusters Score: Raw -31618.334655 + Penalty 574.532872 = -31043.801783 nChanged 19 SP:Iteration 14Q (9230.100000 sec): 3 clusters Score: Raw -31647.731523 + Penalty 574.532872 = -31073.198651 nChanged 14 SP:Iteration 15Q (9230.270000 sec): 3 clusters Score: Raw -31663.539807 + Penalty 574.532872 = -31089.006934 nChanged 9 SP:Iteration 16Q (9230.440000 sec): 3 clusters Score: Raw -31675.230915 + Penalty 574.532872 = -31100.698042 nChanged 8 SP:Iteration 17Q (9230.600000 sec): 3 clusters Score: Raw -31683.483015 + Penalty 574.532872 = -31108.950143 nChanged 3 SP:Iteration 18Q (9230.780000 sec): 3 clusters Score: Raw -31684.691114 + Penalty 574.532872 = -31110.158241 nChanged 1 SP:Iteration 19Q (9230.970000 sec): 3 clusters Score: Raw -31685.393501 + Penalty 574.532872 = -31110.860629 nChanged 1 SP:Iteration 20F (9231.150000 sec): 3 clusters Score: Raw -31685.740411 + Penalty 574.532872 = -31111.207539 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 2.68 GB. Trying to split cluster 38 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9231.250000 sec): 2 clusters Score: Raw -36118.058504 + Penalty 289.202899 = -35828.855605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9231.470000 sec): 3 clusters Score: Raw -35859.476685 + Penalty 578.405797 = -35281.070887 nChanged 200 SP:Iteration 1F (9231.640000 sec): 3 clusters Score: Raw -36038.930569 + Penalty 578.405797 = -35460.524771 nChanged 52 SP:Iteration 2F (9231.840000 sec): 3 clusters Score: Raw -36096.544683 + Penalty 578.405797 = -35518.138886 nChanged 31 SP:Iteration 3F (9232.050000 sec): 3 clusters Score: Raw -36141.707522 + Penalty 578.405797 = -35563.301725 nChanged 34 SP:Iteration 4F (9232.210000 sec): 3 clusters Score: Raw -36176.728104 + Penalty 578.405797 = -35598.322307 nChanged 27 SP:Iteration 5Q (9232.350000 sec): 3 clusters Score: Raw -36202.200376 + Penalty 578.405797 = -35623.794579 nChanged 18 SP:Iteration 6Q (9232.560000 sec): 3 clusters Score: Raw -36225.180440 + Penalty 578.405797 = -35646.774643 nChanged 24 SP:Iteration 7Q (9232.730000 sec): 3 clusters Score: Raw -36267.426473 + Penalty 578.405797 = -35689.020676 nChanged 24 SP:Iteration 8Q (9232.940000 sec): 3 clusters Score: Raw -36303.958272 + Penalty 578.405797 = -35725.552475 nChanged 18 SP:Iteration 9Q (9233.110000 sec): 3 clusters Score: Raw -36326.853434 + Penalty 578.405797 = -35748.447637 nChanged 12 SP:Iteration 10Q (9233.290000 sec): 3 clusters Score: Raw -36340.544120 + Penalty 578.405797 = -35762.138323 nChanged 16 SP:Iteration 11Q (9233.510000 sec): 3 clusters Score: Raw -36363.056940 + Penalty 578.405797 = -35784.651143 nChanged 10 SP:Iteration 12Q (9233.710000 sec): 3 clusters Score: Raw -36379.646213 + Penalty 578.405797 = -35801.240416 nChanged 16 SP:Iteration 13Q (9233.910000 sec): 3 clusters Score: Raw -36396.335687 + Penalty 578.405797 = -35817.929890 nChanged 9 SP:Iteration 14Q (9234.130000 sec): 3 clusters Score: Raw -36403.474156 + Penalty 578.405797 = -35825.068359 nChanged 10 SP:Iteration 15Q (9234.270000 sec): 3 clusters Score: Raw -36417.749850 + Penalty 578.405797 = -35839.344053 nChanged 15 SP:Iteration 16Q (9234.450000 sec): 3 clusters Score: Raw -36452.075888 + Penalty 578.405797 = -35873.670091 nChanged 17 SP:Iteration 17Q (9234.660000 sec): 3 clusters Score: Raw -36519.838433 + Penalty 578.405797 = -35941.432635 nChanged 19 SP:Iteration 18Q (9234.840000 sec): 3 clusters Score: Raw -36605.512742 + Penalty 578.405797 = -36027.106945 nChanged 12 SP:Iteration 19Q (9234.980000 sec): 3 clusters Score: Raw -36637.675203 + Penalty 578.405797 = -36059.269406 nChanged 3 SP:Iteration 20F (9235.180000 sec): 3 clusters Score: Raw -36642.835813 + Penalty 578.405797 = -36064.430016 nChanged 2 SP:Iteration 21Q (9235.300000 sec): 3 clusters Score: Raw -36646.770302 + Penalty 578.405797 = -36068.364504 nChanged 3 SP:Iteration 22Q (9235.490000 sec): 3 clusters Score: Raw -36651.557274 + Penalty 578.405797 = -36073.151477 nChanged 0 SP:Iteration 23F (9235.710000 sec): 3 clusters Score: Raw -36651.557274 + Penalty 578.405797 = -36073.151477 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 2.68 GB. Trying to split cluster 39 (6775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9235.810000 sec): 2 clusters Score: Raw -397151.405850 + Penalty 401.355256 = -396750.050594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9236.010000 sec): 3 clusters Score: Raw -393057.361639 + Penalty 802.710513 = -392254.651127 nChanged 3006 SP:Iteration 1F (9236.180000 sec): 3 clusters Score: Raw -394897.353214 + Penalty 802.710513 = -394094.642701 nChanged 493 SP:Iteration 2F (9236.390000 sec): 3 clusters Score: Raw -395215.652089 + Penalty 802.710513 = -394412.941576 nChanged 539 SP:Iteration 3F (9236.550000 sec): 3 clusters Score: Raw -395624.929805 + Penalty 802.710513 = -394822.219292 nChanged 509 SP:Iteration 4F (9236.760000 sec): 3 clusters Score: Raw -396018.081764 + Penalty 802.710513 = -395215.371251 nChanged 411 SP:Iteration 5F (9236.950000 sec): 3 clusters Score: Raw -396344.241677 + Penalty 802.710513 = -395541.531164 nChanged 322 SP:Iteration 6Q (9237.160000 sec): 3 clusters Score: Raw -396578.060698 + Penalty 802.710513 = -395775.350186 nChanged 254 SP:Iteration 7Q (9237.430000 sec): 3 clusters Score: Raw -396773.155202 + Penalty 802.710513 = -395970.444690 nChanged 191 SP:Iteration 8Q (9237.580000 sec): 3 clusters Score: Raw -396944.436874 + Penalty 802.710513 = -396141.726361 nChanged 117 SP:Iteration 9Q (9237.780000 sec): 3 clusters Score: Raw -397083.120668 + Penalty 802.710513 = -396280.410155 nChanged 60 SP:Iteration 10Q (9237.990000 sec): 3 clusters Score: Raw -397163.069055 + Penalty 802.710513 = -396360.358542 nChanged 28 SP:Iteration 11Q (9238.250000 sec): 3 clusters Score: Raw -397205.539903 + Penalty 802.710513 = -396402.829390 nChanged 24 SP:Iteration 12Q (9238.450000 sec): 3 clusters Score: Raw -397232.592669 + Penalty 802.710513 = -396429.882156 nChanged 26 SP:Iteration 13Q (9238.660000 sec): 3 clusters Score: Raw -397259.462512 + Penalty 802.710513 = -396456.751999 nChanged 17 SP:Iteration 14Q (9238.890000 sec): 3 clusters Score: Raw -397277.654447 + Penalty 802.710513 = -396474.943935 nChanged 18 SP:Iteration 15Q (9239.130000 sec): 3 clusters Score: Raw -397290.809781 + Penalty 802.710513 = -396488.099268 nChanged 13 SP:Iteration 16Q (9239.310000 sec): 3 clusters Score: Raw -397297.712598 + Penalty 802.710513 = -396495.002085 nChanged 5 SP:Iteration 17Q (9239.490000 sec): 3 clusters Score: Raw -397300.930333 + Penalty 802.710513 = -396498.219820 nChanged 5 SP:Iteration 18Q (9239.650000 sec): 3 clusters Score: Raw -397303.874308 + Penalty 802.710513 = -396501.163795 nChanged 4 SP:Iteration 19Q (9239.880000 sec): 3 clusters Score: Raw -397305.503703 + Penalty 802.710513 = -396502.793190 nChanged 2 SP:Iteration 20F (9240.050000 sec): 3 clusters Score: Raw -397305.812440 + Penalty 802.710513 = -396503.101927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (60 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9240.180000 sec): 2 clusters Score: Raw -3500.723633 + Penalty 186.292678 = -3314.430956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9240.350000 sec): 3 clusters Score: Raw -3541.817057 + Penalty 372.585355 = -3169.231702 nChanged 8 SP:Iteration 1F (9240.520000 sec): 3 clusters Score: Raw -3592.994534 + Penalty 372.585355 = -3220.409179 nChanged 2 SP:Iteration 2Q (9240.720000 sec): 3 clusters Score: Raw -3611.893081 + Penalty 372.585355 = -3239.307726 nChanged 1 SP:Iteration 3Q (9240.910000 sec): 3 clusters Score: Raw -3615.273228 + Penalty 372.585355 = -3242.687873 nChanged 0 SP:Iteration 4F (9241.040000 sec): 3 clusters Score: Raw -3615.273228 + Penalty 372.585355 = -3242.687873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9241.160000 sec): 2 clusters Score: Raw -29065.094459 + Penalty 288.083334 = -28777.011125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9241.270000 sec): 3 clusters Score: Raw -28870.163097 + Penalty 576.166668 = -28293.996429 nChanged 204 SP:Iteration 1F (9241.480000 sec): 3 clusters Score: Raw -29138.215373 + Penalty 576.166668 = -28562.048705 nChanged 65 SP:Iteration 2F (9241.670000 sec): 3 clusters Score: Raw -29257.176824 + Penalty 576.166668 = -28681.010156 nChanged 40 SP:Iteration 3F (9241.870000 sec): 3 clusters Score: Raw -29337.006098 + Penalty 576.166668 = -28760.839429 nChanged 28 SP:Iteration 4Q (9242.020000 sec): 3 clusters Score: Raw -29408.656391 + Penalty 576.166668 = -28832.489722 nChanged 21 SP:Iteration 5Q (9242.220000 sec): 3 clusters Score: Raw -29452.800554 + Penalty 576.166668 = -28876.633886 nChanged 15 SP:Iteration 6Q (9242.360000 sec): 3 clusters Score: Raw -29469.474011 + Penalty 576.166668 = -28893.307342 nChanged 9 SP:Iteration 7Q (9242.560000 sec): 3 clusters Score: Raw -29487.485364 + Penalty 576.166668 = -28911.318696 nChanged 10 SP:Iteration 8Q (9242.700000 sec): 3 clusters Score: Raw -29495.474729 + Penalty 576.166668 = -28919.308061 nChanged 7 SP:Iteration 9Q (9242.860000 sec): 3 clusters Score: Raw -29504.559186 + Penalty 576.166668 = -28928.392518 nChanged 11 SP:Iteration 10Q (9243.060000 sec): 3 clusters Score: Raw -29529.894278 + Penalty 576.166668 = -28953.727610 nChanged 8 SP:Iteration 11Q (9243.210000 sec): 3 clusters Score: Raw -29546.544427 + Penalty 576.166668 = -28970.377759 nChanged 6 SP:Iteration 12Q (9243.420000 sec): 3 clusters Score: Raw -29550.636483 + Penalty 576.166668 = -28974.469815 nChanged 2 SP:Iteration 13Q (9243.570000 sec): 3 clusters Score: Raw -29553.228879 + Penalty 576.166668 = -28977.062211 nChanged 2 SP:Iteration 14Q (9243.750000 sec): 3 clusters Score: Raw -29554.079044 + Penalty 576.166668 = -28977.912376 nChanged 1 SP:Iteration 15Q (9243.910000 sec): 3 clusters Score: Raw -29554.407268 + Penalty 576.166668 = -28978.240599 nChanged 0 SP:Iteration 16F (9244.090000 sec): 3 clusters Score: Raw -29554.407268 + Penalty 576.166668 = -28978.240599 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 2.68 GB. Trying to split cluster 42 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9244.170000 sec): 2 clusters Score: Raw -9149.244520 + Penalty 242.196954 = -8907.047566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9244.330000 sec): 3 clusters Score: Raw -9121.445355 + Penalty 484.393908 = -8637.051447 nChanged 62 SP:Iteration 1F (9244.560000 sec): 3 clusters Score: Raw -9249.782779 + Penalty 484.393908 = -8765.388871 nChanged 18 SP:Iteration 2F (9244.750000 sec): 3 clusters Score: Raw -9370.149346 + Penalty 484.393908 = -8885.755438 nChanged 7 SP:Iteration 3Q (9244.920000 sec): 3 clusters Score: Raw -9383.472040 + Penalty 484.393908 = -8899.078132 nChanged 2 SP:Iteration 4Q (9245.160000 sec): 3 clusters Score: Raw -9388.381102 + Penalty 484.393908 = -8903.987194 nChanged 1 SP:Iteration 5Q (9245.340000 sec): 3 clusters Score: Raw -9388.743215 + Penalty 484.393908 = -8904.349307 nChanged 0 SP:Iteration 6F (9245.490000 sec): 3 clusters Score: Raw -9388.743215 + Penalty 484.393908 = -8904.349307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9245.570000 sec): 2 clusters Score: Raw -21104.763492 + Penalty 267.436978 = -20837.326514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9245.760000 sec): 3 clusters Score: Raw -20981.098007 + Penalty 534.873956 = -20446.224050 nChanged 106 SP:Iteration 1F (9245.910000 sec): 3 clusters Score: Raw -21063.403826 + Penalty 534.873956 = -20528.529869 nChanged 27 SP:Iteration 2F (9246.070000 sec): 3 clusters Score: Raw -21090.327466 + Penalty 534.873956 = -20555.453510 nChanged 14 SP:Iteration 3Q (9246.250000 sec): 3 clusters Score: Raw -21103.167599 + Penalty 534.873956 = -20568.293643 nChanged 9 SP:Iteration 4Q (9246.460000 sec): 3 clusters Score: Raw -21112.941697 + Penalty 534.873956 = -20578.067741 nChanged 6 SP:Iteration 5Q (9246.600000 sec): 3 clusters Score: Raw -21124.163420 + Penalty 534.873956 = -20589.289464 nChanged 6 SP:Iteration 6Q (9246.790000 sec): 3 clusters Score: Raw -21130.623788 + Penalty 534.873956 = -20595.749832 nChanged 5 SP:Iteration 7Q (9246.920000 sec): 3 clusters Score: Raw -21135.781623 + Penalty 534.873956 = -20600.907667 nChanged 6 SP:Iteration 8Q (9247.060000 sec): 3 clusters Score: Raw -21141.860904 + Penalty 534.873956 = -20606.986948 nChanged 4 SP:Iteration 9Q (9247.200000 sec): 3 clusters Score: Raw -21144.282699 + Penalty 534.873956 = -20609.408743 nChanged 3 SP:Iteration 10Q (9247.380000 sec): 3 clusters Score: Raw -21146.633990 + Penalty 534.873956 = -20611.760034 nChanged 4 SP:Iteration 11Q (9247.560000 sec): 3 clusters Score: Raw -21152.318590 + Penalty 534.873956 = -20617.444634 nChanged 5 SP:Iteration 12Q (9247.690000 sec): 3 clusters Score: Raw -21170.817562 + Penalty 534.873956 = -20635.943606 nChanged 10 SP:Iteration 13Q (9247.870000 sec): 3 clusters Score: Raw -21180.296168 + Penalty 534.873956 = -20645.422212 nChanged 11 SP:Iteration 14Q (9248.040000 sec): 3 clusters Score: Raw -21203.164412 + Penalty 534.873956 = -20668.290456 nChanged 9 SP:Iteration 15Q (9248.280000 sec): 3 clusters Score: Raw -21215.179605 + Penalty 534.873956 = -20680.305649 nChanged 6 SP:Iteration 16Q (9248.460000 sec): 3 clusters Score: Raw -21223.218754 + Penalty 534.873956 = -20688.344797 nChanged 8 SP:Iteration 17Q (9248.680000 sec): 3 clusters Score: Raw -21232.716286 + Penalty 534.873956 = -20697.842330 nChanged 5 SP:Iteration 18Q (9248.840000 sec): 3 clusters Score: Raw -21240.346446 + Penalty 534.873956 = -20705.472489 nChanged 3 SP:Iteration 19Q (9249.040000 sec): 3 clusters Score: Raw -21246.892752 + Penalty 534.873956 = -20712.018796 nChanged 2 SP:Iteration 20F (9249.220000 sec): 3 clusters Score: Raw -21247.343661 + Penalty 534.873956 = -20712.469705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9249.280000 sec): 2 clusters Score: Raw -14990.217255 + Penalty 252.835677 = -14737.381578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9249.490000 sec): 3 clusters Score: Raw -14923.005374 + Penalty 505.671354 = -14417.334020 nChanged 85 SP:Iteration 1F (9249.630000 sec): 3 clusters Score: Raw -15029.740544 + Penalty 505.671354 = -14524.069190 nChanged 22 SP:Iteration 2F (9249.800000 sec): 3 clusters Score: Raw -15067.643441 + Penalty 505.671354 = -14561.972087 nChanged 8 SP:Iteration 3Q (9249.950000 sec): 3 clusters Score: Raw -15084.126050 + Penalty 505.671354 = -14578.454696 nChanged 3 SP:Iteration 4Q (9250.150000 sec): 3 clusters Score: Raw -15091.581300 + Penalty 505.671354 = -14585.909946 nChanged 5 SP:Iteration 5Q (9250.320000 sec): 3 clusters Score: Raw -15110.558351 + Penalty 505.671354 = -14604.886997 nChanged 7 SP:Iteration 6Q (9250.470000 sec): 3 clusters Score: Raw -15132.335482 + Penalty 505.671354 = -14626.664128 nChanged 10 SP:Iteration 7Q (9250.680000 sec): 3 clusters Score: Raw -15154.786712 + Penalty 505.671354 = -14649.115358 nChanged 8 SP:Iteration 8Q (9250.860000 sec): 3 clusters Score: Raw -15169.393234 + Penalty 505.671354 = -14663.721880 nChanged 14 SP:Iteration 9F (9251.010000 sec): 3 clusters Score: Raw -15222.684731 + Penalty 505.671354 = -14717.013378 nChanged 16 SP:Iteration 10F (9251.220000 sec): 3 clusters Score: Raw -15304.756608 + Penalty 505.671354 = -14799.085254 nChanged 11 SP:Iteration 11Q (9251.390000 sec): 3 clusters Score: Raw -15376.546211 + Penalty 505.671354 = -14870.874857 nChanged 9 SP:Iteration 12Q (9251.570000 sec): 3 clusters Score: Raw -15421.038411 + Penalty 505.671354 = -14915.367058 nChanged 6 SP:Iteration 13Q (9251.760000 sec): 3 clusters Score: Raw -15433.389596 + Penalty 505.671354 = -14927.718242 nChanged 0 SP:Iteration 14F (9251.910000 sec): 3 clusters Score: Raw -15433.389596 + Penalty 505.671354 = -14927.718242 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.980000 sec): 2 clusters Score: Raw -22851.152486 + Penalty 273.401000 = -22577.751486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9252.140000 sec): 3 clusters Score: Raw -22721.226992 + Penalty 546.802000 = -22174.424992 nChanged 116 SP:Iteration 1F (9252.340000 sec): 3 clusters Score: Raw -22920.708539 + Penalty 546.802000 = -22373.906540 nChanged 41 SP:Iteration 2F (9252.480000 sec): 3 clusters Score: Raw -23181.119723 + Penalty 546.802000 = -22634.317723 nChanged 48 SP:Iteration 3F (9252.630000 sec): 3 clusters Score: Raw -23341.416941 + Penalty 546.802000 = -22794.614941 nChanged 24 SP:Iteration 4F (9252.850000 sec): 3 clusters Score: Raw -23422.057727 + Penalty 546.802000 = -22875.255727 nChanged 12 SP:Iteration 5Q (9252.980000 sec): 3 clusters Score: Raw -23479.884790 + Penalty 546.802000 = -22933.082790 nChanged 8 SP:Iteration 6Q (9253.170000 sec): 3 clusters Score: Raw -23498.979808 + Penalty 546.802000 = -22952.177808 nChanged 0 SP:Iteration 7F (9253.380000 sec): 3 clusters Score: Raw -23498.979808 + Penalty 546.802000 = -22952.177808 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9253.460000 sec): 2 clusters Score: Raw -14648.472216 + Penalty 259.217754 = -14389.254462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9253.660000 sec): 3 clusters Score: Raw -14571.794066 + Penalty 518.435507 = -14053.358559 nChanged 101 SP:Iteration 1F (9253.880000 sec): 3 clusters Score: Raw -14785.811027 + Penalty 518.435507 = -14267.375520 nChanged 43 SP:Iteration 2F (9254.040000 sec): 3 clusters Score: Raw -14914.804888 + Penalty 518.435507 = -14396.369381 nChanged 18 SP:Iteration 3F (9254.250000 sec): 3 clusters Score: Raw -14948.532039 + Penalty 518.435507 = -14430.096531 nChanged 4 SP:Iteration 4Q (9254.420000 sec): 3 clusters Score: Raw -14958.037003 + Penalty 518.435507 = -14439.601495 nChanged 3 SP:Iteration 5Q (9254.560000 sec): 3 clusters Score: Raw -14963.939203 + Penalty 518.435507 = -14445.503696 nChanged 3 SP:Iteration 6Q (9254.770000 sec): 3 clusters Score: Raw -14973.526782 + Penalty 518.435507 = -14455.091275 nChanged 6 SP:Iteration 7Q (9254.970000 sec): 3 clusters Score: Raw -14985.064209 + Penalty 518.435507 = -14466.628701 nChanged 2 SP:Iteration 8Q (9255.150000 sec): 3 clusters Score: Raw -14988.050338 + Penalty 518.435507 = -14469.614830 nChanged 1 SP:Iteration 9Q (9255.310000 sec): 3 clusters Score: Raw -14988.952725 + Penalty 518.435507 = -14470.517218 nChanged 0 SP:Iteration 10F (9255.510000 sec): 3 clusters Score: Raw -14988.952725 + Penalty 518.435507 = -14470.517218 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Deleting Class 18 (95 points): Lose 280.580963 but Gain 586.233529 Iteration 99Q (9280.600000 sec): 61 clusters Score: Raw -24010327.052419 + Penalty 35174.011743 = -23975153.040677 nChanged 749 Deleting Class 36 (53 points): Lose 522.602960 but Gain 586.233529 Iteration 100F (9309.390000 sec): 60 clusters Score: Raw -24011404.691275 + Penalty 34587.778214 = -23976816.913061 nChanged 874 Deleting Class 50 (81 points): Lose 554.775759 but Gain 586.233529 Iteration 101Q (9336.370000 sec): 59 clusters Score: Raw -24011935.700502 + Penalty 34001.544685 = -23977934.155818 nChanged 734 Iteration 102Q (9361.140000 sec): 59 clusters Score: Raw -24012710.473880 + Penalty 34001.544685 = -23978708.929196 nChanged 538 Iteration 103Q (9382.520000 sec): 59 clusters Score: Raw -24012933.016664 + Penalty 34001.544685 = -23978931.471979 nChanged 390 Iteration 104Q (9405.770000 sec): 59 clusters Score: Raw -24013064.505132 + Penalty 34001.544685 = -23979062.960447 nChanged 289 Iteration 105Q (9425.030000 sec): 59 clusters Score: Raw -24013160.064621 + Penalty 34001.544685 = -23979158.519936 nChanged 251 Iteration 106Q (9446.710000 sec): 59 clusters Score: Raw -24013212.707924 + Penalty 34001.544685 = -23979211.163239 nChanged 200 Iteration 107Q (9468.320000 sec): 59 clusters Score: Raw -24013265.104679 + Penalty 34001.544685 = -23979263.559994 nChanged 174 Iteration 108Q (9491.890000 sec): 59 clusters Score: Raw -24013322.280395 + Penalty 34001.544685 = -23979320.735710 nChanged 143 Iteration 109Q (9515.040000 sec): 59 clusters Score: Raw -24013360.084957 + Penalty 34001.544685 = -23979358.540273 nChanged 135 Iteration 110Q (9540.690000 sec): 59 clusters Score: Raw -24013388.782789 + Penalty 34001.544685 = -23979387.238104 nChanged 139 Iteration 111Q (9565.140000 sec): 59 clusters Score: Raw -24013410.738289 + Penalty 34001.544685 = -23979409.193605 nChanged 141 Iteration 112Q (9589.940000 sec): 59 clusters Score: Raw -24013433.550095 + Penalty 34001.544685 = -23979432.005411 nChanged 147 Iteration 113Q (9616.070000 sec): 59 clusters Score: Raw -24013449.952009 + Penalty 34001.544685 = -23979448.407324 nChanged 136 Iteration 114Q (9641.310000 sec): 59 clusters Score: Raw -24013465.529074 + Penalty 34001.544685 = -23979463.984389 nChanged 125 Iteration 115Q (9666.290000 sec): 59 clusters Score: Raw -24013476.157885 + Penalty 34001.544685 = -23979474.613201 nChanged 116 Iteration 116Q (9691.000000 sec): 59 clusters Score: Raw -24013484.555884 + Penalty 34001.544685 = -23979483.011200 nChanged 115 Iteration 117Q (9716.030000 sec): 59 clusters Score: Raw -24013495.470497 + Penalty 34001.544685 = -23979493.925812 nChanged 118 Iteration 118Q (9739.730000 sec): 59 clusters Score: Raw -24013504.775192 + Penalty 34001.544685 = -23979503.230507 nChanged 134 Iteration 119Q (9763.480000 sec): 59 clusters Score: Raw -24013515.334064 + Penalty 34001.544685 = -23979513.789380 nChanged 134 Deleting Class 61 (92 points): Lose 499.875812 but Gain 586.233529 Iteration 120F (9793.890000 sec): 58 clusters Score: Raw -24014405.111696 + Penalty 33415.311155 = -23980989.800540 nChanged 336 Iteration 121Q (9815.540000 sec): 58 clusters Score: Raw -24016998.940134 + Penalty 33415.311155 = -23983583.628978 nChanged 182 Iteration 122Q (9836.570000 sec): 58 clusters Score: Raw -24017247.251762 + Penalty 33415.311155 = -23983831.940606 nChanged 125 Iteration 123Q (9860.070000 sec): 58 clusters Score: Raw -24017298.406426 + Penalty 33415.311155 = -23983883.095270 nChanged 119 Iteration 124Q (9882.670000 sec): 58 clusters Score: Raw -24017367.051402 + Penalty 33415.311155 = -23983951.740246 nChanged 115 Iteration 125Q (9904.450000 sec): 58 clusters Score: Raw -24017431.666720 + Penalty 33415.311155 = -23984016.355564 nChanged 115 Iteration 126Q (9927.490000 sec): 58 clusters Score: Raw -24017486.895829 + Penalty 33415.311155 = -23984071.584674 nChanged 107 Iteration 127Q (9953.270000 sec): 58 clusters Score: Raw -24017516.864939 + Penalty 33415.311155 = -23984101.553784 nChanged 98 Iteration 128Q (9977.880000 sec): 58 clusters Score: Raw -24017541.587449 + Penalty 33415.311155 = -23984126.276293 nChanged 93 Iteration 129Q (10005.520000 sec): 58 clusters Score: Raw -24017557.827717 + Penalty 33415.311155 = -23984142.516561 nChanged 88 Iteration 130Q (10032.550000 sec): 58 clusters Score: Raw -24017564.181470 + Penalty 33415.311155 = -23984148.870315 nChanged 80 Iteration 131Q (10056.520000 sec): 58 clusters Score: Raw -24017571.420806 + Penalty 33415.311155 = -23984156.109651 nChanged 89 Iteration 132Q (10079.840000 sec): 58 clusters Score: Raw -24017577.776329 + Penalty 33415.311155 = -23984162.465174 nChanged 80 Iteration 133Q (10102.640000 sec): 58 clusters Score: Raw -24017581.906023 + Penalty 33415.311155 = -23984166.594867 nChanged 93 Iteration 134Q (10125.630000 sec): 58 clusters Score: Raw -24017587.279674 + Penalty 33415.311155 = -23984171.968519 nChanged 84 Iteration 135Q (10146.840000 sec): 58 clusters Score: Raw -24017590.414603 + Penalty 33415.311155 = -23984175.103448 nChanged 82 Iteration 136Q (10166.420000 sec): 58 clusters Score: Raw -24017592.958132 + Penalty 33415.311155 = -23984177.646976 nChanged 82 Iteration 137Q (10186.490000 sec): 58 clusters Score: Raw -24017598.623362 + Penalty 33415.311155 = -23984183.312206 nChanged 82 Iteration 138Q (10207.330000 sec): 58 clusters Score: Raw -24017604.807278 + Penalty 33415.311155 = -23984189.496122 nChanged 71 Writing temp clu file Because OldScore, -23984183.312206, is greater than current (better) Score,-23984189.496122 Compute initial score before splitting: Score: Raw -24017604.807278 + Penalty 33415.311155 = -23984189.496122 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (37737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10207.740000 sec): 2 clusters Score: Raw -2337984.191791 + Penalty 479.497033 = -2337504.694758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10208.030000 sec): 3 clusters Score: Raw -2313163.874705 + Penalty 958.994066 = -2312204.880640 nChanged 18193 SP:Iteration 1F (10208.290000 sec): 3 clusters Score: Raw -2324584.460872 + Penalty 958.994066 = -2323625.466807 nChanged 2326 SP:Iteration 2F (10208.620000 sec): 3 clusters Score: Raw -2325957.651298 + Penalty 958.994066 = -2324998.657232 nChanged 2750 SP:Iteration 3F (10208.870000 sec): 3 clusters Score: Raw -2327989.523646 + Penalty 958.994066 = -2327030.529581 nChanged 2982 SP:Iteration 4F (10209.170000 sec): 3 clusters Score: Raw -2330233.015817 + Penalty 958.994066 = -2329274.021751 nChanged 2651 SP:Iteration 5F (10209.450000 sec): 3 clusters Score: Raw -2332234.000545 + Penalty 958.994066 = -2331275.006479 nChanged 1928 SP:Iteration 6F (10209.690000 sec): 3 clusters Score: Raw -2333762.840286 + Penalty 958.994066 = -2332803.846221 nChanged 1398 SP:Iteration 7Q (10209.980000 sec): 3 clusters Score: Raw -2335162.858410 + Penalty 958.994066 = -2334203.864345 nChanged 1020 SP:Iteration 8Q (10210.280000 sec): 3 clusters Score: Raw -2336244.270716 + Penalty 958.994066 = -2335285.276650 nChanged 682 SP:Iteration 9Q (10210.530000 sec): 3 clusters Score: Raw -2336831.707901 + Penalty 958.994066 = -2335872.713835 nChanged 554 SP:Iteration 10Q (10210.760000 sec): 3 clusters Score: Raw -2337209.211047 + Penalty 958.994066 = -2336250.216981 nChanged 471 SP:Iteration 11Q (10211.100000 sec): 3 clusters Score: Raw -2337465.563997 + Penalty 958.994066 = -2336506.569932 nChanged 398 SP:Iteration 12Q (10211.340000 sec): 3 clusters Score: Raw -2337666.899490 + Penalty 958.994066 = -2336707.905424 nChanged 333 SP:Iteration 13Q (10211.620000 sec): 3 clusters Score: Raw -2337822.261621 + Penalty 958.994066 = -2336863.267556 nChanged 286 SP:Iteration 14Q (10211.960000 sec): 3 clusters Score: Raw -2337943.787167 + Penalty 958.994066 = -2336984.793102 nChanged 253 SP:Iteration 15Q (10212.200000 sec): 3 clusters Score: Raw -2338044.356182 + Penalty 958.994066 = -2337085.362117 nChanged 216 SP:Iteration 16Q (10212.510000 sec): 3 clusters Score: Raw -2338120.669377 + Penalty 958.994066 = -2337161.675311 nChanged 179 SP:Iteration 17Q (10212.850000 sec): 3 clusters Score: Raw -2338172.009879 + Penalty 958.994066 = -2337213.015814 nChanged 147 SP:Iteration 18Q (10213.140000 sec): 3 clusters Score: Raw -2338210.191340 + Penalty 958.994066 = -2337251.197275 nChanged 128 SP:Iteration 19Q (10213.410000 sec): 3 clusters Score: Raw -2338240.561578 + Penalty 958.994066 = -2337281.567512 nChanged 94 SP:Iteration 20F (10213.670000 sec): 3 clusters Score: Raw -2338262.673886 + Penalty 958.994066 = -2337303.679820 nChanged 85 SP:Iteration 21Q (10213.940000 sec): 3 clusters Score: Raw -2338279.983222 + Penalty 958.994066 = -2337320.989156 nChanged 70 SP:Iteration 22Q (10214.240000 sec): 3 clusters Score: Raw -2338292.598260 + Penalty 958.994066 = -2337333.604194 nChanged 67 SP:Iteration 23Q (10214.520000 sec): 3 clusters Score: Raw -2338304.022016 + Penalty 958.994066 = -2337345.027951 nChanged 56 SP:Iteration 24Q (10214.780000 sec): 3 clusters Score: Raw -2338315.308827 + Penalty 958.994066 = -2337356.314761 nChanged 57 SP:Iteration 25Q (10215.040000 sec): 3 clusters Score: Raw -2338328.194661 + Penalty 958.994066 = -2337369.200595 nChanged 70 SP:Iteration 26Q (10215.350000 sec): 3 clusters Score: Raw -2338342.931670 + Penalty 958.994066 = -2337383.937605 nChanged 67 SP:Iteration 27Q (10215.600000 sec): 3 clusters Score: Raw -2338354.944976 + Penalty 958.994066 = -2337395.950911 nChanged 53 SP:Iteration 28Q (10215.880000 sec): 3 clusters Score: Raw -2338363.952719 + Penalty 958.994066 = -2337404.958653 nChanged 52 SP:Iteration 29Q (10216.170000 sec): 3 clusters Score: Raw -2338372.349963 + Penalty 958.994066 = -2337413.355897 nChanged 47 SP:Iteration 30Q (10216.440000 sec): 3 clusters Score: Raw -2338379.238000 + Penalty 958.994066 = -2337420.243935 nChanged 41 SP:Iteration 31Q (10216.740000 sec): 3 clusters Score: Raw -2338385.172805 + Penalty 958.994066 = -2337426.178739 nChanged 35 SP:Iteration 32Q (10217.030000 sec): 3 clusters Score: Raw -2338390.499890 + Penalty 958.994066 = -2337431.505825 nChanged 29 SP:Iteration 33Q (10217.240000 sec): 3 clusters Score: Raw -2338394.859157 + Penalty 958.994066 = -2337435.865092 nChanged 26 SP:Iteration 34Q (10217.500000 sec): 3 clusters Score: Raw -2338401.107718 + Penalty 958.994066 = -2337442.113653 nChanged 32 SP:Iteration 35Q (10217.740000 sec): 3 clusters Score: Raw -2338409.550409 + Penalty 958.994066 = -2337450.556344 nChanged 36 SP:Iteration 36Q (10218.040000 sec): 3 clusters Score: Raw -2338418.914592 + Penalty 958.994066 = -2337459.920526 nChanged 32 SP:Iteration 37Q (10218.320000 sec): 3 clusters Score: Raw -2338432.139160 + Penalty 958.994066 = -2337473.145095 nChanged 41 SP:Iteration 38Q (10218.570000 sec): 3 clusters Score: Raw -2338449.110081 + Penalty 958.994066 = -2337490.116015 nChanged 40 SP:Iteration 39Q (10218.850000 sec): 3 clusters Score: Raw -2338466.212415 + Penalty 958.994066 = -2337507.218349 nChanged 36 SP:Iteration 40F (10219.130000 sec): 3 clusters Score: Raw -2338482.397827 + Penalty 958.994066 = -2337523.403762 nChanged 38 SP:Iteration 41Q (10219.400000 sec): 3 clusters Score: Raw -2338496.886654 + Penalty 958.994066 = -2337537.892589 nChanged 36 SP:Iteration 42Q (10219.670000 sec): 3 clusters Score: Raw -2338506.439359 + Penalty 958.994066 = -2337547.445293 nChanged 27 SP:Iteration 43Q (10219.900000 sec): 3 clusters Score: Raw -2338513.868437 + Penalty 958.994066 = -2337554.874372 nChanged 23 SP:Iteration 44Q (10220.180000 sec): 3 clusters Score: Raw -2338519.168093 + Penalty 958.994066 = -2337560.174027 nChanged 12 SP:Iteration 45Q (10220.400000 sec): 3 clusters Score: Raw -2338521.686295 + Penalty 958.994066 = -2337562.692230 nChanged 14 SP:Iteration 46Q (10220.660000 sec): 3 clusters Score: Raw -2338523.430767 + Penalty 958.994066 = -2337564.436701 nChanged 8 SP:Iteration 47Q (10220.920000 sec): 3 clusters Score: Raw -2338525.599751 + Penalty 958.994066 = -2337566.605686 nChanged 7 SP:Iteration 48Q (10221.180000 sec): 3 clusters Score: Raw -2338527.413090 + Penalty 958.994066 = -2337568.419025 nChanged 10 SP:Iteration 49Q (10221.420000 sec): 3 clusters Score: Raw -2338529.715473 + Penalty 958.994066 = -2337570.721407 nChanged 9 SP:Iteration 50Q (10221.670000 sec): 3 clusters Score: Raw -2338530.713828 + Penalty 958.994066 = -2337571.719762 nChanged 5 SP:Iteration 51Q (10221.950000 sec): 3 clusters Score: Raw -2338531.653432 + Penalty 958.994066 = -2337572.659366 nChanged 5 SP:Iteration 52Q (10222.200000 sec): 3 clusters Score: Raw -2338532.307393 + Penalty 958.994066 = -2337573.313327 nChanged 2 SP:Iteration 53Q (10222.460000 sec): 3 clusters Score: Raw -2338532.522561 + Penalty 958.994066 = -2337573.528495 nChanged 4 SP:Iteration 54Q (10222.710000 sec): 3 clusters Score: Raw -2338533.025945 + Penalty 958.994066 = -2337574.031880 nChanged 5 SP:Iteration 55Q (10223.010000 sec): 3 clusters Score: Raw -2338533.661573 + Penalty 958.994066 = -2337574.667508 nChanged 8 SP:Iteration 56Q (10223.320000 sec): 3 clusters Score: Raw -2338534.286457 + Penalty 958.994066 = -2337575.292392 nChanged 7 SP:Iteration 57Q (10223.600000 sec): 3 clusters Score: Raw -2338535.038933 + Penalty 958.994066 = -2337576.044868 nChanged 5 SP:Iteration 58Q (10223.830000 sec): 3 clusters Score: Raw -2338535.581777 + Penalty 958.994066 = -2337576.587711 nChanged 4 SP:Iteration 59Q (10224.120000 sec): 3 clusters Score: Raw -2338535.817926 + Penalty 958.994066 = -2337576.823860 nChanged 3 SP:Iteration 60F (10224.360000 sec): 3 clusters Score: Raw -2338536.182077 + Penalty 958.994066 = -2337577.188011 nChanged 4 SP:Iteration 61Q (10224.620000 sec): 3 clusters Score: Raw -2338536.539964 + Penalty 958.994066 = -2337577.545899 nChanged 0 SP:Iteration 62F (10224.950000 sec): 3 clusters Score: Raw -2338536.539964 + Penalty 958.994066 = -2337577.545899 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10225.030000 sec): 2 clusters Score: Raw -86540.788185 + Penalty 329.220671 = -86211.567514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10225.210000 sec): 3 clusters Score: Raw -85848.277334 + Penalty 658.441342 = -85189.835992 nChanged 554 SP:Iteration 1F (10225.370000 sec): 3 clusters Score: Raw -86171.789859 + Penalty 658.441342 = -85513.348517 nChanged 85 SP:Iteration 2F (10225.520000 sec): 3 clusters Score: Raw -86203.404914 + Penalty 658.441342 = -85544.963572 nChanged 53 SP:Iteration 3Q (10225.670000 sec): 3 clusters Score: Raw -86229.809648 + Penalty 658.441342 = -85571.368306 nChanged 51 SP:Iteration 4Q (10225.870000 sec): 3 clusters Score: Raw -86253.813961 + Penalty 658.441342 = -85595.372619 nChanged 44 SP:Iteration 5Q (10226.070000 sec): 3 clusters Score: Raw -86271.576768 + Penalty 658.441342 = -85613.135426 nChanged 34 SP:Iteration 6Q (10226.270000 sec): 3 clusters Score: Raw -86283.721737 + Penalty 658.441342 = -85625.280396 nChanged 24 SP:Iteration 7Q (10226.440000 sec): 3 clusters Score: Raw -86290.337868 + Penalty 658.441342 = -85631.896526 nChanged 22 SP:Iteration 8Q (10226.630000 sec): 3 clusters Score: Raw -86297.657794 + Penalty 658.441342 = -85639.216452 nChanged 26 SP:Iteration 9Q (10226.790000 sec): 3 clusters Score: Raw -86310.285358 + Penalty 658.441342 = -85651.844016 nChanged 33 SP:Iteration 10Q (10226.970000 sec): 3 clusters Score: Raw -86331.166455 + Penalty 658.441342 = -85672.725114 nChanged 43 SP:Iteration 11Q (10227.180000 sec): 3 clusters Score: Raw -86363.301252 + Penalty 658.441342 = -85704.859910 nChanged 50 SP:Iteration 12Q (10227.350000 sec): 3 clusters Score: Raw -86402.229303 + Penalty 658.441342 = -85743.787961 nChanged 44 SP:Iteration 13Q (10227.520000 sec): 3 clusters Score: Raw -86439.033142 + Penalty 658.441342 = -85780.591800 nChanged 50 SP:Iteration 14Q (10227.670000 sec): 3 clusters Score: Raw -86476.095537 + Penalty 658.441342 = -85817.654196 nChanged 54 SP:Iteration 15Q (10227.910000 sec): 3 clusters Score: Raw -86508.941826 + Penalty 658.441342 = -85850.500484 nChanged 42 SP:Iteration 16Q (10228.040000 sec): 3 clusters Score: Raw -86538.108210 + Penalty 658.441342 = -85879.666868 nChanged 49 SP:Iteration 17Q (10228.220000 sec): 3 clusters Score: Raw -86573.522827 + Penalty 658.441342 = -85915.081485 nChanged 37 SP:Iteration 18Q (10228.420000 sec): 3 clusters Score: Raw -86596.576819 + Penalty 658.441342 = -85938.135477 nChanged 37 SP:Iteration 19Q (10228.570000 sec): 3 clusters Score: Raw -86616.032998 + Penalty 658.441342 = -85957.591656 nChanged 22 SP:Iteration 20F (10228.740000 sec): 3 clusters Score: Raw -86627.063966 + Penalty 658.441342 = -85968.622624 nChanged 21 SP:Iteration 21Q (10228.940000 sec): 3 clusters Score: Raw -86641.262018 + Penalty 658.441342 = -85982.820676 nChanged 16 SP:Iteration 22Q (10229.120000 sec): 3 clusters Score: Raw -86650.124976 + Penalty 658.441342 = -85991.683634 nChanged 15 SP:Iteration 23Q (10229.270000 sec): 3 clusters Score: Raw -86656.985817 + Penalty 658.441342 = -85998.544475 nChanged 12 SP:Iteration 24Q (10229.480000 sec): 3 clusters Score: Raw -86662.748816 + Penalty 658.441342 = -86004.307474 nChanged 15 SP:Iteration 25Q (10229.660000 sec): 3 clusters Score: Raw -86673.940867 + Penalty 658.441342 = -86015.499526 nChanged 17 SP:Iteration 26Q (10229.860000 sec): 3 clusters Score: Raw -86683.647368 + Penalty 658.441342 = -86025.206026 nChanged 12 SP:Iteration 27Q (10230.050000 sec): 3 clusters Score: Raw -86688.264518 + Penalty 658.441342 = -86029.823176 nChanged 10 SP:Iteration 28Q (10230.280000 sec): 3 clusters Score: Raw -86693.102299 + Penalty 658.441342 = -86034.660957 nChanged 8 SP:Iteration 29Q (10230.450000 sec): 3 clusters Score: Raw -86696.704888 + Penalty 658.441342 = -86038.263546 nChanged 7 SP:Iteration 30Q (10230.610000 sec): 3 clusters Score: Raw -86698.628172 + Penalty 658.441342 = -86040.186831 nChanged 5 SP:Iteration 31Q (10230.810000 sec): 3 clusters Score: Raw -86699.479052 + Penalty 658.441342 = -86041.037711 nChanged 6 SP:Iteration 32Q (10231.010000 sec): 3 clusters Score: Raw -86700.617091 + Penalty 658.441342 = -86042.175749 nChanged 3 SP:Iteration 33Q (10231.180000 sec): 3 clusters Score: Raw -86701.452242 + Penalty 658.441342 = -86043.010900 nChanged 2 SP:Iteration 34Q (10231.410000 sec): 3 clusters Score: Raw -86702.088845 + Penalty 658.441342 = -86043.647503 nChanged 1 SP:Iteration 35Q (10231.600000 sec): 3 clusters Score: Raw -86702.130079 + Penalty 658.441342 = -86043.688737 nChanged 0 SP:Iteration 36F (10231.800000 sec): 3 clusters Score: Raw -86702.130079 + Penalty 658.441342 = -86043.688737 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10231.860000 sec): 2 clusters Score: Raw -4530.791544 + Penalty 213.456329 = -4317.335215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10232.060000 sec): 3 clusters Score: Raw -4568.238190 + Penalty 426.912657 = -4141.325533 nChanged 29 SP:Iteration 1F (10232.230000 sec): 3 clusters Score: Raw -4626.620434 + Penalty 426.912657 = -4199.707777 nChanged 7 SP:Iteration 2F (10232.470000 sec): 3 clusters Score: Raw -4671.533185 + Penalty 426.912657 = -4244.620528 nChanged 6 SP:Iteration 3F (10232.600000 sec): 3 clusters Score: Raw -4688.118822 + Penalty 426.912657 = -4261.206164 nChanged 2 SP:Iteration 4Q (10232.800000 sec): 3 clusters Score: Raw -4700.978523 + Penalty 426.912657 = -4274.065865 nChanged 3 SP:Iteration 5Q (10232.940000 sec): 3 clusters Score: Raw -4731.559016 + Penalty 426.912657 = -4304.646359 nChanged 1 SP:Iteration 6Q (10233.130000 sec): 3 clusters Score: Raw -4771.231006 + Penalty 426.912657 = -4344.318348 nChanged 1 SP:Iteration 7Q (10233.290000 sec): 3 clusters Score: Raw -4772.378685 + Penalty 426.912657 = -4345.466028 nChanged 0 SP:Iteration 8F (10233.440000 sec): 3 clusters Score: Raw -4772.378685 + Penalty 426.912657 = -4345.466028 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 2.68 GB. Trying to split cluster 4 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10233.550000 sec): 2 clusters Score: Raw -8990.340346 + Penalty 231.203899 = -8759.136448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10233.740000 sec): 3 clusters Score: Raw -8973.776133 + Penalty 462.407797 = -8511.368336 nChanged 39 SP:Iteration 1F (10233.920000 sec): 3 clusters Score: Raw -9052.800605 + Penalty 462.407797 = -8590.392808 nChanged 12 SP:Iteration 2F (10234.100000 sec): 3 clusters Score: Raw -9084.711482 + Penalty 462.407797 = -8622.303684 nChanged 10 SP:Iteration 3F (10234.270000 sec): 3 clusters Score: Raw -9113.882314 + Penalty 462.407797 = -8651.474517 nChanged 6 SP:Iteration 4Q (10234.480000 sec): 3 clusters Score: Raw -9123.889408 + Penalty 462.407797 = -8661.481610 nChanged 4 SP:Iteration 5Q (10234.640000 sec): 3 clusters Score: Raw -9132.398511 + Penalty 462.407797 = -8669.990714 nChanged 1 SP:Iteration 6Q (10234.850000 sec): 3 clusters Score: Raw -9135.931348 + Penalty 462.407797 = -8673.523551 nChanged 1 SP:Iteration 7Q (10234.990000 sec): 3 clusters Score: Raw -9140.208187 + Penalty 462.407797 = -8677.800390 nChanged 0 SP:Iteration 8F (10235.190000 sec): 3 clusters Score: Raw -9140.208187 + Penalty 462.407797 = -8677.800390 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10235.290000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10235.450000 sec): 3 clusters Score: Raw -24592.128337 + Penalty 552.015836 = -24040.112501 nChanged 143 SP:Iteration 1F (10235.630000 sec): 3 clusters Score: Raw -24702.594622 + Penalty 552.015836 = -24150.578786 nChanged 41 SP:Iteration 2F (10235.780000 sec): 3 clusters Score: Raw -24738.951393 + Penalty 552.015836 = -24186.935557 nChanged 26 SP:Iteration 3F (10235.950000 sec): 3 clusters Score: Raw -24761.425677 + Penalty 552.015836 = -24209.409841 nChanged 17 SP:Iteration 4Q (10236.150000 sec): 3 clusters Score: Raw -24775.229008 + Penalty 552.015836 = -24223.213172 nChanged 11 SP:Iteration 5Q (10236.330000 sec): 3 clusters Score: Raw -24794.843966 + Penalty 552.015836 = -24242.828129 nChanged 10 SP:Iteration 6Q (10236.480000 sec): 3 clusters Score: Raw -24822.356111 + Penalty 552.015836 = -24270.340275 nChanged 20 SP:Iteration 7Q (10236.650000 sec): 3 clusters Score: Raw -24850.050872 + Penalty 552.015836 = -24298.035036 nChanged 14 SP:Iteration 8Q (10236.830000 sec): 3 clusters Score: Raw -24864.648445 + Penalty 552.015836 = -24312.632608 nChanged 13 SP:Iteration 9Q (10237.000000 sec): 3 clusters Score: Raw -24880.368165 + Penalty 552.015836 = -24328.352328 nChanged 14 SP:Iteration 10Q (10237.200000 sec): 3 clusters Score: Raw -24894.159849 + Penalty 552.015836 = -24342.144013 nChanged 9 SP:Iteration 11Q (10237.350000 sec): 3 clusters Score: Raw -24899.885782 + Penalty 552.015836 = -24347.869946 nChanged 4 SP:Iteration 12Q (10237.570000 sec): 3 clusters Score: Raw -24902.759333 + Penalty 552.015836 = -24350.743497 nChanged 1 SP:Iteration 13Q (10237.730000 sec): 3 clusters Score: Raw -24902.892641 + Penalty 552.015836 = -24350.876805 nChanged 0 SP:Iteration 14F (10237.870000 sec): 3 clusters Score: Raw -24902.892641 + Penalty 552.015836 = -24350.876805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (282328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10238.590000 sec): 2 clusters Score: Raw -17862352.380294 + Penalty 571.062528 = -17861781.317766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10239.190000 sec): 3 clusters Score: Raw -17670431.396908 + Penalty 1142.125056 = -17669289.271851 nChanged 139452 SP:Iteration 1F (10239.760000 sec): 3 clusters Score: Raw -17762130.207244 + Penalty 1142.125056 = -17760988.082187 nChanged 14728 SP:Iteration 2F (10240.360000 sec): 3 clusters Score: Raw -17769844.732529 + Penalty 1142.125056 = -17768702.607473 nChanged 15867 SP:Iteration 3F (10240.940000 sec): 3 clusters Score: Raw -17778835.690048 + Penalty 1142.125056 = -17777693.564992 nChanged 15920 SP:Iteration 4F (10241.490000 sec): 3 clusters Score: Raw -17788582.962799 + Penalty 1142.125056 = -17787440.837743 nChanged 15752 SP:Iteration 5F (10242.170000 sec): 3 clusters Score: Raw -17798938.707399 + Penalty 1142.125056 = -17797796.582343 nChanged 15106 SP:Iteration 6F (10242.950000 sec): 3 clusters Score: Raw -17808821.879557 + Penalty 1142.125056 = -17807679.754501 nChanged 12519 SP:Iteration 7Q (10243.710000 sec): 3 clusters Score: Raw -17814944.611694 + Penalty 1142.125056 = -17813802.486637 nChanged 8047 SP:Iteration 8Q (10244.470000 sec): 3 clusters Score: Raw -17817308.249198 + Penalty 1142.125056 = -17816166.124142 nChanged 4446 SP:Iteration 9Q (10245.240000 sec): 3 clusters Score: Raw -17818169.460670 + Penalty 1142.125056 = -17817027.335613 nChanged 2880 SP:Iteration 10Q (10245.980000 sec): 3 clusters Score: Raw -17818676.174706 + Penalty 1142.125056 = -17817534.049650 nChanged 2466 SP:Iteration 11Q (10246.640000 sec): 3 clusters Score: Raw -17819135.532537 + Penalty 1142.125056 = -17817993.407481 nChanged 2479 SP:Iteration 12Q (10247.350000 sec): 3 clusters Score: Raw -17819597.483628 + Penalty 1142.125056 = -17818455.358571 nChanged 2662 SP:Iteration 13Q (10248.120000 sec): 3 clusters Score: Raw -17820090.425731 + Penalty 1142.125056 = -17818948.300675 nChanged 2735 SP:Iteration 14Q (10249.030000 sec): 3 clusters Score: Raw -17820619.466071 + Penalty 1142.125056 = -17819477.341014 nChanged 2947 SP:Iteration 15Q (10249.900000 sec): 3 clusters Score: Raw -17821220.415482 + Penalty 1142.125056 = -17820078.290426 nChanged 3113 SP:Iteration 16Q (10250.760000 sec): 3 clusters Score: Raw -17821880.803982 + Penalty 1142.125056 = -17820738.678925 nChanged 3221 SP:Iteration 17Q (10251.630000 sec): 3 clusters Score: Raw -17822610.325917 + Penalty 1142.125056 = -17821468.200861 nChanged 3457 SP:Iteration 18Q (10252.450000 sec): 3 clusters Score: Raw -17823437.148976 + Penalty 1142.125056 = -17822295.023919 nChanged 3694 SP:Iteration 19Q (10253.250000 sec): 3 clusters Score: Raw -17824401.608603 + Penalty 1142.125056 = -17823259.483547 nChanged 3905 SP:Iteration 20F (10254.090000 sec): 3 clusters Score: Raw -17825481.474875 + Penalty 1142.125056 = -17824339.349818 nChanged 4096 SP:Iteration 21Q (10254.920000 sec): 3 clusters Score: Raw -17826726.679484 + Penalty 1142.125056 = -17825584.554428 nChanged 4482 SP:Iteration 22Q (10255.760000 sec): 3 clusters Score: Raw -17828178.605421 + Penalty 1142.125056 = -17827036.480365 nChanged 4666 SP:Iteration 23Q (10256.540000 sec): 3 clusters Score: Raw -17829809.417006 + Penalty 1142.125056 = -17828667.291950 nChanged 4819 SP:Iteration 24Q (10257.340000 sec): 3 clusters Score: Raw -17831609.519894 + Penalty 1142.125056 = -17830467.394838 nChanged 4996 SP:Iteration 25Q (10258.230000 sec): 3 clusters Score: Raw -17833562.741314 + Penalty 1142.125056 = -17832420.616258 nChanged 5103 SP:Iteration 26Q (10259.130000 sec): 3 clusters Score: Raw -17835708.946989 + Penalty 1142.125056 = -17834566.821933 nChanged 5167 SP:Iteration 27Q (10260.090000 sec): 3 clusters Score: Raw -17837975.612343 + Penalty 1142.125056 = -17836833.487287 nChanged 4945 SP:Iteration 28Q (10261.090000 sec): 3 clusters Score: Raw -17840134.240679 + Penalty 1142.125056 = -17838992.115623 nChanged 4820 SP:Iteration 29Q (10261.920000 sec): 3 clusters Score: Raw -17842292.829299 + Penalty 1142.125056 = -17841150.704243 nChanged 4546 SP:Iteration 30Q (10262.780000 sec): 3 clusters Score: Raw -17844338.710809 + Penalty 1142.125056 = -17843196.585752 nChanged 4355 SP:Iteration 31Q (10263.620000 sec): 3 clusters Score: Raw -17846331.193358 + Penalty 1142.125056 = -17845189.068302 nChanged 4094 SP:Iteration 32Q (10264.460000 sec): 3 clusters Score: Raw -17848194.562205 + Penalty 1142.125056 = -17847052.437149 nChanged 3793 SP:Iteration 33Q (10265.390000 sec): 3 clusters Score: Raw -17849940.572218 + Penalty 1142.125056 = -17848798.447162 nChanged 3564 SP:Iteration 34Q (10266.350000 sec): 3 clusters Score: Raw -17851574.442042 + Penalty 1142.125056 = -17850432.316985 nChanged 3203 SP:Iteration 35Q (10267.320000 sec): 3 clusters Score: Raw -17853012.539764 + Penalty 1142.125056 = -17851870.414707 nChanged 2943 SP:Iteration 36Q (10268.290000 sec): 3 clusters Score: Raw -17854318.233225 + Penalty 1142.125056 = -17853176.108169 nChanged 2632 SP:Iteration 37Q (10269.190000 sec): 3 clusters Score: Raw -17855461.767647 + Penalty 1142.125056 = -17854319.642591 nChanged 2357 SP:Iteration 38Q (10270.160000 sec): 3 clusters Score: Raw -17856501.220948 + Penalty 1142.125056 = -17855359.095892 nChanged 2111 SP:Iteration 39Q (10271.110000 sec): 3 clusters Score: Raw -17857437.069843 + Penalty 1142.125056 = -17856294.944787 nChanged 1897 SP:Iteration 40F (10272.060000 sec): 3 clusters Score: Raw -17858436.234866 + Penalty 1142.125056 = -17857294.109810 nChanged 1798 SP:Iteration 41Q (10272.950000 sec): 3 clusters Score: Raw -17859362.056680 + Penalty 1142.125056 = -17858219.931624 nChanged 1507 SP:Iteration 42Q (10273.830000 sec): 3 clusters Score: Raw -17860119.268638 + Penalty 1142.125056 = -17858977.143581 nChanged 1188 SP:Iteration 43Q (10274.800000 sec): 3 clusters Score: Raw -17860690.333478 + Penalty 1142.125056 = -17859548.208422 nChanged 923 SP:Iteration 44Q (10275.830000 sec): 3 clusters Score: Raw -17861116.321519 + Penalty 1142.125056 = -17859974.196463 nChanged 737 SP:Iteration 45Q (10276.810000 sec): 3 clusters Score: Raw -17861438.218156 + Penalty 1142.125056 = -17860296.093100 nChanged 558 SP:Iteration 46Q (10277.710000 sec): 3 clusters Score: Raw -17861670.441119 + Penalty 1142.125056 = -17860528.316062 nChanged 435 SP:Iteration 47Q (10278.580000 sec): 3 clusters Score: Raw -17861845.620460 + Penalty 1142.125056 = -17860703.495404 nChanged 344 SP:Iteration 48Q (10279.350000 sec): 3 clusters Score: Raw -17861978.230887 + Penalty 1142.125056 = -17860836.105831 nChanged 270 SP:Iteration 49Q (10280.120000 sec): 3 clusters Score: Raw -17862079.137694 + Penalty 1142.125056 = -17860937.012637 nChanged 207 SP:Iteration 50Q (10280.890000 sec): 3 clusters Score: Raw -17862159.194951 + Penalty 1142.125056 = -17861017.069895 nChanged 165 SP:Iteration 51Q (10281.840000 sec): 3 clusters Score: Raw -17862228.289872 + Penalty 1142.125056 = -17861086.164816 nChanged 157 SP:Iteration 52Q (10282.680000 sec): 3 clusters Score: Raw -17862292.126683 + Penalty 1142.125056 = -17861150.001627 nChanged 127 SP:Iteration 53Q (10283.500000 sec): 3 clusters Score: Raw -17862338.749842 + Penalty 1142.125056 = -17861196.624786 nChanged 91 SP:Iteration 54Q (10284.270000 sec): 3 clusters Score: Raw -17862374.288227 + Penalty 1142.125056 = -17861232.163171 nChanged 79 SP:Iteration 55Q (10285.140000 sec): 3 clusters Score: Raw -17862406.279549 + Penalty 1142.125056 = -17861264.154492 nChanged 70 SP:Iteration 56Q (10286.140000 sec): 3 clusters Score: Raw -17862429.333503 + Penalty 1142.125056 = -17861287.208447 nChanged 53 SP:Iteration 57Q (10286.940000 sec): 3 clusters Score: Raw -17862446.940023 + Penalty 1142.125056 = -17861304.814967 nChanged 47 SP:Iteration 58Q (10287.670000 sec): 3 clusters Score: Raw -17862461.393321 + Penalty 1142.125056 = -17861319.268265 nChanged 35 SP:Iteration 59Q (10288.390000 sec): 3 clusters Score: Raw -17862471.478548 + Penalty 1142.125056 = -17861329.353492 nChanged 30 SP:Iteration 60F (10289.260000 sec): 3 clusters Score: Raw -17862477.825860 + Penalty 1142.125056 = -17861335.700803 nChanged 22 SP:Iteration 61Q (10290.010000 sec): 3 clusters Score: Raw -17862483.364489 + Penalty 1142.125056 = -17861341.239433 nChanged 18 SP:Iteration 62Q (10290.720000 sec): 3 clusters Score: Raw -17862487.896751 + Penalty 1142.125056 = -17861345.771694 nChanged 23 SP:Iteration 63Q (10291.480000 sec): 3 clusters Score: Raw -17862492.301247 + Penalty 1142.125056 = -17861350.176191 nChanged 23 SP:Iteration 64Q (10292.210000 sec): 3 clusters Score: Raw -17862499.569761 + Penalty 1142.125056 = -17861357.444704 nChanged 19 SP:Iteration 65Q (10292.970000 sec): 3 clusters Score: Raw -17862504.450310 + Penalty 1142.125056 = -17861362.325254 nChanged 15 SP:Iteration 66Q (10293.800000 sec): 3 clusters Score: Raw -17862507.902502 + Penalty 1142.125056 = -17861365.777445 nChanged 19 SP:Iteration 67Q (10294.650000 sec): 3 clusters Score: Raw -17862512.257835 + Penalty 1142.125056 = -17861370.132778 nChanged 16 SP:Iteration 68Q (10295.510000 sec): 3 clusters Score: Raw -17862515.327200 + Penalty 1142.125056 = -17861373.202144 nChanged 7 SP:Iteration 69Q (10296.310000 sec): 3 clusters Score: Raw -17862516.013395 + Penalty 1142.125056 = -17861373.888339 nChanged 3 SP:Iteration 70Q (10297.060000 sec): 3 clusters Score: Raw -17862516.545330 + Penalty 1142.125056 = -17861374.420273 nChanged 5 SP:Iteration 71Q (10297.870000 sec): 3 clusters Score: Raw -17862517.608912 + Penalty 1142.125056 = -17861375.483856 nChanged 6 SP:Iteration 72Q (10298.680000 sec): 3 clusters Score: Raw -17862518.687150 + Penalty 1142.125056 = -17861376.562093 nChanged 4 SP:Iteration 73Q (10299.550000 sec): 3 clusters Score: Raw -17862519.128081 + Penalty 1142.125056 = -17861377.003025 nChanged 3 SP:Iteration 74Q (10300.350000 sec): 3 clusters Score: Raw -17862519.482633 + Penalty 1142.125056 = -17861377.357577 nChanged 1 SP:Iteration 75Q (10301.150000 sec): 3 clusters Score: Raw -17862519.595172 + Penalty 1142.125056 = -17861377.470116 nChanged 0 SP:Iteration 76F (10302.070000 sec): 3 clusters Score: Raw -17862519.595172 + Penalty 1142.125056 = -17861377.470116 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10302.270000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10302.450000 sec): 3 clusters Score: Raw -7204.443332 + Penalty 427.743713 = -6776.699619 nChanged 27 SP:Iteration 1F (10302.650000 sec): 3 clusters Score: Raw -7257.246920 + Penalty 427.743713 = -6829.503206 nChanged 5 SP:Iteration 2Q (10302.800000 sec): 3 clusters Score: Raw -7267.620875 + Penalty 427.743713 = -6839.877162 nChanged 3 SP:Iteration 3Q (10302.960000 sec): 3 clusters Score: Raw -7270.108858 + Penalty 427.743713 = -6842.365145 nChanged 2 SP:Iteration 4Q (10303.140000 sec): 3 clusters Score: Raw -7274.487921 + Penalty 427.743713 = -6846.744208 nChanged 0 SP:Iteration 5F (10303.340000 sec): 3 clusters Score: Raw -7274.487921 + Penalty 427.743713 = -6846.744208 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10303.400000 sec): 2 clusters Score: Raw -9639.482374 + Penalty 239.921480 = -9399.560894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10303.610000 sec): 3 clusters Score: Raw -9660.998235 + Penalty 479.842960 = -9181.155276 nChanged 63 SP:Iteration 1F (10303.830000 sec): 3 clusters Score: Raw -9829.169220 + Penalty 479.842960 = -9349.326260 nChanged 20 SP:Iteration 2F (10303.970000 sec): 3 clusters Score: Raw -9897.379098 + Penalty 479.842960 = -9417.536138 nChanged 12 SP:Iteration 3F (10304.150000 sec): 3 clusters Score: Raw -9968.245964 + Penalty 479.842960 = -9488.403004 nChanged 8 SP:Iteration 4Q (10304.370000 sec): 3 clusters Score: Raw -10043.131851 + Penalty 479.842960 = -9563.288891 nChanged 1 SP:Iteration 5Q (10304.540000 sec): 3 clusters Score: Raw -10048.808666 + Penalty 479.842960 = -9568.965707 nChanged 0 SP:Iteration 6F (10304.720000 sec): 3 clusters Score: Raw -10048.808666 + Penalty 479.842960 = -9568.965707 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10304.800000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10304.960000 sec): 3 clusters Score: Raw -4175.200807 + Penalty 382.627028 = -3792.573778 nChanged 6 SP:Iteration 1F (10305.150000 sec): 3 clusters Score: Raw -4195.461656 + Penalty 382.627028 = -3812.834628 nChanged 4 SP:Iteration 2F (10305.300000 sec): 3 clusters Score: Raw -4207.921056 + Penalty 382.627028 = -3825.294027 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10305.350000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10305.560000 sec): 3 clusters Score: Raw -13600.736296 + Penalty 497.208694 = -13103.527602 nChanged 65 SP:Iteration 1F (10305.700000 sec): 3 clusters Score: Raw -13679.485205 + Penalty 497.208694 = -13182.276510 nChanged 20 SP:Iteration 2F (10305.870000 sec): 3 clusters Score: Raw -13710.171255 + Penalty 497.208694 = -13212.962561 nChanged 14 SP:Iteration 3F (10306.060000 sec): 3 clusters Score: Raw -13748.141222 + Penalty 497.208694 = -13250.932528 nChanged 13 SP:Iteration 4F (10306.270000 sec): 3 clusters Score: Raw -13771.249331 + Penalty 497.208694 = -13274.040637 nChanged 10 SP:Iteration 5Q (10306.480000 sec): 3 clusters Score: Raw -13783.173951 + Penalty 497.208694 = -13285.965257 nChanged 3 SP:Iteration 6Q (10306.670000 sec): 3 clusters Score: Raw -13789.354312 + Penalty 497.208694 = -13292.145618 nChanged 1 SP:Iteration 7Q (10306.820000 sec): 3 clusters Score: Raw -13789.617895 + Penalty 497.208694 = -13292.409200 nChanged 0 SP:Iteration 8F (10307.000000 sec): 3 clusters Score: Raw -13789.617895 + Penalty 497.208694 = -13292.409200 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (33959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10307.220000 sec): 2 clusters Score: Raw -2232180.873428 + Penalty 474.697368 = -2231706.176060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10307.530000 sec): 3 clusters Score: Raw -2210010.458412 + Penalty 949.394737 = -2209061.063675 nChanged 16469 SP:Iteration 1F (10307.820000 sec): 3 clusters Score: Raw -2220653.445154 + Penalty 949.394737 = -2219704.050418 nChanged 2114 SP:Iteration 2F (10308.130000 sec): 3 clusters Score: Raw -2221863.579377 + Penalty 949.394737 = -2220914.184640 nChanged 2240 SP:Iteration 3F (10308.470000 sec): 3 clusters Score: Raw -2223301.307101 + Penalty 949.394737 = -2222351.912364 nChanged 2195 SP:Iteration 4F (10308.860000 sec): 3 clusters Score: Raw -2224679.164448 + Penalty 949.394737 = -2223729.769712 nChanged 1886 SP:Iteration 5F (10309.150000 sec): 3 clusters Score: Raw -2225733.462581 + Penalty 949.394737 = -2224784.067844 nChanged 1485 SP:Iteration 6Q (10309.530000 sec): 3 clusters Score: Raw -2226370.221142 + Penalty 949.394737 = -2225420.826405 nChanged 1045 SP:Iteration 7Q (10309.840000 sec): 3 clusters Score: Raw -2226704.600076 + Penalty 949.394737 = -2225755.205340 nChanged 727 SP:Iteration 8Q (10310.110000 sec): 3 clusters Score: Raw -2226908.754751 + Penalty 949.394737 = -2225959.360014 nChanged 592 SP:Iteration 9Q (10310.400000 sec): 3 clusters Score: Raw -2227063.288700 + Penalty 949.394737 = -2226113.893963 nChanged 525 SP:Iteration 10Q (10310.690000 sec): 3 clusters Score: Raw -2227184.366834 + Penalty 949.394737 = -2226234.972097 nChanged 486 SP:Iteration 11Q (10311.000000 sec): 3 clusters Score: Raw -2227296.350873 + Penalty 949.394737 = -2226346.956136 nChanged 519 SP:Iteration 12Q (10311.260000 sec): 3 clusters Score: Raw -2227416.415407 + Penalty 949.394737 = -2226467.020670 nChanged 519 SP:Iteration 13Q (10311.520000 sec): 3 clusters Score: Raw -2227541.140574 + Penalty 949.394737 = -2226591.745837 nChanged 538 SP:Iteration 14Q (10311.790000 sec): 3 clusters Score: Raw -2227672.011971 + Penalty 949.394737 = -2226722.617235 nChanged 557 SP:Iteration 15Q (10312.050000 sec): 3 clusters Score: Raw -2227812.961972 + Penalty 949.394737 = -2226863.567235 nChanged 560 SP:Iteration 16Q (10312.340000 sec): 3 clusters Score: Raw -2227955.386266 + Penalty 949.394737 = -2227005.991529 nChanged 573 SP:Iteration 17Q (10312.690000 sec): 3 clusters Score: Raw -2228113.798105 + Penalty 949.394737 = -2227164.403368 nChanged 607 SP:Iteration 18Q (10312.960000 sec): 3 clusters Score: Raw -2228295.407612 + Penalty 949.394737 = -2227346.012876 nChanged 613 SP:Iteration 19Q (10313.210000 sec): 3 clusters Score: Raw -2228485.221057 + Penalty 949.394737 = -2227535.826320 nChanged 581 SP:Iteration 20F (10313.430000 sec): 3 clusters Score: Raw -2228666.366519 + Penalty 949.394737 = -2227716.971782 nChanged 570 SP:Iteration 21Q (10313.730000 sec): 3 clusters Score: Raw -2228850.507122 + Penalty 949.394737 = -2227901.112385 nChanged 601 SP:Iteration 22Q (10314.010000 sec): 3 clusters Score: Raw -2229056.271780 + Penalty 949.394737 = -2228106.877043 nChanged 610 SP:Iteration 23Q (10314.260000 sec): 3 clusters Score: Raw -2229273.018808 + Penalty 949.394737 = -2228323.624071 nChanged 599 SP:Iteration 24Q (10314.510000 sec): 3 clusters Score: Raw -2229500.313430 + Penalty 949.394737 = -2228550.918693 nChanged 587 SP:Iteration 25Q (10314.760000 sec): 3 clusters Score: Raw -2229730.225701 + Penalty 949.394737 = -2228780.830964 nChanged 597 SP:Iteration 26Q (10315.050000 sec): 3 clusters Score: Raw -2229977.611992 + Penalty 949.394737 = -2229028.217255 nChanged 592 SP:Iteration 27Q (10315.320000 sec): 3 clusters Score: Raw -2230234.753058 + Penalty 949.394737 = -2229285.358322 nChanged 565 SP:Iteration 28Q (10315.570000 sec): 3 clusters Score: Raw -2230500.620232 + Penalty 949.394737 = -2229551.225495 nChanged 509 SP:Iteration 29Q (10315.880000 sec): 3 clusters Score: Raw -2230750.428441 + Penalty 949.394737 = -2229801.033705 nChanged 481 SP:Iteration 30Q (10316.130000 sec): 3 clusters Score: Raw -2230989.081421 + Penalty 949.394737 = -2230039.686684 nChanged 442 SP:Iteration 31Q (10316.430000 sec): 3 clusters Score: Raw -2231208.769088 + Penalty 949.394737 = -2230259.374351 nChanged 375 SP:Iteration 32Q (10316.640000 sec): 3 clusters Score: Raw -2231401.752061 + Penalty 949.394737 = -2230452.357325 nChanged 334 SP:Iteration 33Q (10316.920000 sec): 3 clusters Score: Raw -2231587.006024 + Penalty 949.394737 = -2230637.611287 nChanged 276 SP:Iteration 34Q (10317.220000 sec): 3 clusters Score: Raw -2231736.458576 + Penalty 949.394737 = -2230787.063840 nChanged 205 SP:Iteration 35Q (10317.530000 sec): 3 clusters Score: Raw -2231834.694964 + Penalty 949.394737 = -2230885.300228 nChanged 158 SP:Iteration 36Q (10317.800000 sec): 3 clusters Score: Raw -2231910.378518 + Penalty 949.394737 = -2230960.983782 nChanged 129 SP:Iteration 37Q (10318.060000 sec): 3 clusters Score: Raw -2231969.583538 + Penalty 949.394737 = -2231020.188802 nChanged 103 SP:Iteration 38Q (10318.330000 sec): 3 clusters Score: Raw -2232022.605148 + Penalty 949.394737 = -2231073.210412 nChanged 81 SP:Iteration 39Q (10318.640000 sec): 3 clusters Score: Raw -2232064.231702 + Penalty 949.394737 = -2231114.836966 nChanged 67 SP:Iteration 40F (10318.880000 sec): 3 clusters Score: Raw -2232100.548931 + Penalty 949.394737 = -2231151.154194 nChanged 48 SP:Iteration 41Q (10319.180000 sec): 3 clusters Score: Raw -2232127.388289 + Penalty 949.394737 = -2231177.993552 nChanged 43 SP:Iteration 42Q (10319.420000 sec): 3 clusters Score: Raw -2232144.929744 + Penalty 949.394737 = -2231195.535007 nChanged 34 SP:Iteration 43Q (10319.730000 sec): 3 clusters Score: Raw -2232159.362071 + Penalty 949.394737 = -2231209.967334 nChanged 28 SP:Iteration 44Q (10320.040000 sec): 3 clusters Score: Raw -2232173.174308 + Penalty 949.394737 = -2231223.779571 nChanged 26 SP:Iteration 45Q (10320.340000 sec): 3 clusters Score: Raw -2232185.469041 + Penalty 949.394737 = -2231236.074304 nChanged 20 SP:Iteration 46Q (10320.640000 sec): 3 clusters Score: Raw -2232196.398786 + Penalty 949.394737 = -2231247.004049 nChanged 17 SP:Iteration 47Q (10320.920000 sec): 3 clusters Score: Raw -2232205.620207 + Penalty 949.394737 = -2231256.225471 nChanged 20 SP:Iteration 48Q (10321.220000 sec): 3 clusters Score: Raw -2232219.034720 + Penalty 949.394737 = -2231269.639983 nChanged 13 SP:Iteration 49Q (10321.500000 sec): 3 clusters Score: Raw -2232231.538870 + Penalty 949.394737 = -2231282.144133 nChanged 9 SP:Iteration 50Q (10321.810000 sec): 3 clusters Score: Raw -2232237.608198 + Penalty 949.394737 = -2231288.213461 nChanged 3 SP:Iteration 51Q (10322.060000 sec): 3 clusters Score: Raw -2232238.764866 + Penalty 949.394737 = -2231289.370130 nChanged 4 SP:Iteration 52Q (10322.350000 sec): 3 clusters Score: Raw -2232241.085667 + Penalty 949.394737 = -2231291.690930 nChanged 3 SP:Iteration 53Q (10322.600000 sec): 3 clusters Score: Raw -2232242.250189 + Penalty 949.394737 = -2231292.855452 nChanged 1 SP:Iteration 54Q (10322.890000 sec): 3 clusters Score: Raw -2232242.633656 + Penalty 949.394737 = -2231293.238920 nChanged 0 SP:Iteration 55F (10323.200000 sec): 3 clusters Score: Raw -2232242.633656 + Penalty 949.394737 = -2231293.238920 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10323.290000 sec): 2 clusters Score: Raw -13339.898070 + Penalty 246.835226 = -13093.062844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10323.480000 sec): 3 clusters Score: Raw -13286.408133 + Penalty 493.670452 = -12792.737681 nChanged 68 SP:Iteration 1F (10323.640000 sec): 3 clusters Score: Raw -13373.998876 + Penalty 493.670452 = -12880.328424 nChanged 23 SP:Iteration 2F (10323.820000 sec): 3 clusters Score: Raw -13411.264049 + Penalty 493.670452 = -12917.593597 nChanged 12 SP:Iteration 3F (10324.020000 sec): 3 clusters Score: Raw -13427.857425 + Penalty 493.670452 = -12934.186973 nChanged 2 SP:Iteration 4Q (10324.170000 sec): 3 clusters Score: Raw -13432.930491 + Penalty 493.670452 = -12939.260040 nChanged 5 SP:Iteration 5Q (10324.380000 sec): 3 clusters Score: Raw -13439.198852 + Penalty 493.670452 = -12945.528400 nChanged 4 SP:Iteration 6Q (10324.550000 sec): 3 clusters Score: Raw -13445.295856 + Penalty 493.670452 = -12951.625405 nChanged 5 SP:Iteration 7Q (10324.740000 sec): 3 clusters Score: Raw -13453.303170 + Penalty 493.670452 = -12959.632718 nChanged 5 SP:Iteration 8Q (10324.960000 sec): 3 clusters Score: Raw -13459.201779 + Penalty 493.670452 = -12965.531327 nChanged 5 SP:Iteration 9Q (10325.140000 sec): 3 clusters Score: Raw -13468.622478 + Penalty 493.670452 = -12974.952026 nChanged 6 SP:Iteration 10Q (10325.320000 sec): 3 clusters Score: Raw -13486.923979 + Penalty 493.670452 = -12993.253528 nChanged 8 SP:Iteration 11Q (10325.470000 sec): 3 clusters Score: Raw -13510.923074 + Penalty 493.670452 = -13017.252623 nChanged 6 SP:Iteration 12Q (10325.660000 sec): 3 clusters Score: Raw -13524.940869 + Penalty 493.670452 = -13031.270417 nChanged 1 SP:Iteration 13Q (10325.850000 sec): 3 clusters Score: Raw -13529.129925 + Penalty 493.670452 = -13035.459473 nChanged 3 SP:Iteration 14Q (10326.020000 sec): 3 clusters Score: Raw -13537.256368 + Penalty 493.670452 = -13043.585916 nChanged 3 SP:Iteration 15Q (10326.200000 sec): 3 clusters Score: Raw -13546.721335 + Penalty 493.670452 = -13053.050884 nChanged 2 SP:Iteration 16Q (10326.380000 sec): 3 clusters Score: Raw -13555.341900 + Penalty 493.670452 = -13061.671449 nChanged 0 SP:Iteration 17F (10326.560000 sec): 3 clusters Score: Raw -13558.036671 + Penalty 493.670452 = -13064.366219 nChanged 1 SP:Iteration 18Q (10326.710000 sec): 3 clusters Score: Raw -13569.536070 + Penalty 493.670452 = -13075.865619 nChanged 3 SP:Iteration 19Q (10326.930000 sec): 3 clusters Score: Raw -13593.490329 + Penalty 493.670452 = -13099.819878 nChanged 5 SP:Iteration 20F (10327.160000 sec): 3 clusters Score: Raw -13625.769558 + Penalty 493.670452 = -13132.099107 nChanged 7 SP:Iteration 21Q (10327.280000 sec): 3 clusters Score: Raw -13647.149570 + Penalty 493.670452 = -13153.479119 nChanged 7 SP:Iteration 22Q (10327.480000 sec): 3 clusters Score: Raw -13663.036964 + Penalty 493.670452 = -13169.366512 nChanged 1 SP:Iteration 23Q (10327.630000 sec): 3 clusters Score: Raw -13664.368098 + Penalty 493.670452 = -13170.697647 nChanged 0 SP:Iteration 24F (10327.780000 sec): 3 clusters Score: Raw -13664.368098 + Penalty 493.670452 = -13170.697647 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10327.880000 sec): 2 clusters Score: Raw -7867.260870 + Penalty 226.126505 = -7641.134365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10328.020000 sec): 3 clusters Score: Raw -7854.003660 + Penalty 452.253010 = -7401.750649 nChanged 34 SP:Iteration 1F (10328.170000 sec): 3 clusters Score: Raw -7899.494723 + Penalty 452.253010 = -7447.241713 nChanged 3 SP:Iteration 2Q (10328.370000 sec): 3 clusters Score: Raw -7904.202178 + Penalty 452.253010 = -7451.949168 nChanged 3 SP:Iteration 3Q (10328.530000 sec): 3 clusters Score: Raw -7912.983558 + Penalty 452.253010 = -7460.730547 nChanged 3 SP:Iteration 4Q (10328.700000 sec): 3 clusters Score: Raw -7916.225316 + Penalty 452.253010 = -7463.972305 nChanged 0 SP:Iteration 5F (10328.910000 sec): 3 clusters Score: Raw -7916.225316 + Penalty 452.253010 = -7463.972305 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10329.010000 sec): 2 clusters Score: Raw -351885.095528 + Penalty 394.512334 = -351490.583195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10329.210000 sec): 3 clusters Score: Raw -348392.304304 + Penalty 789.024667 = -347603.279636 nChanged 2643 SP:Iteration 1F (10329.440000 sec): 3 clusters Score: Raw -350157.774222 + Penalty 789.024667 = -349368.749555 nChanged 436 SP:Iteration 2F (10329.670000 sec): 3 clusters Score: Raw -350453.226516 + Penalty 789.024667 = -349664.201849 nChanged 430 SP:Iteration 3F (10329.860000 sec): 3 clusters Score: Raw -350748.917081 + Penalty 789.024667 = -349959.892414 nChanged 359 SP:Iteration 4F (10330.070000 sec): 3 clusters Score: Raw -351031.977617 + Penalty 789.024667 = -350242.952950 nChanged 294 SP:Iteration 5F (10330.260000 sec): 3 clusters Score: Raw -351246.699000 + Penalty 789.024667 = -350457.674333 nChanged 250 SP:Iteration 6Q (10330.420000 sec): 3 clusters Score: Raw -351393.870628 + Penalty 789.024667 = -350604.845960 nChanged 205 SP:Iteration 7Q (10330.630000 sec): 3 clusters Score: Raw -351494.350820 + Penalty 789.024667 = -350705.326153 nChanged 154 SP:Iteration 8Q (10330.820000 sec): 3 clusters Score: Raw -351576.828355 + Penalty 789.024667 = -350787.803688 nChanged 117 SP:Iteration 9Q (10331.040000 sec): 3 clusters Score: Raw -351625.933769 + Penalty 789.024667 = -350836.909102 nChanged 82 SP:Iteration 10Q (10331.200000 sec): 3 clusters Score: Raw -351666.532194 + Penalty 789.024667 = -350877.507527 nChanged 79 SP:Iteration 11Q (10331.380000 sec): 3 clusters Score: Raw -351710.278190 + Penalty 789.024667 = -350921.253522 nChanged 81 SP:Iteration 12Q (10331.530000 sec): 3 clusters Score: Raw -351748.471006 + Penalty 789.024667 = -350959.446339 nChanged 61 SP:Iteration 13Q (10331.730000 sec): 3 clusters Score: Raw -351768.284374 + Penalty 789.024667 = -350979.259707 nChanged 41 SP:Iteration 14Q (10331.890000 sec): 3 clusters Score: Raw -351783.267639 + Penalty 789.024667 = -350994.242972 nChanged 37 SP:Iteration 15Q (10332.050000 sec): 3 clusters Score: Raw -351792.738599 + Penalty 789.024667 = -351003.713932 nChanged 35 SP:Iteration 16Q (10332.250000 sec): 3 clusters Score: Raw -351804.365929 + Penalty 789.024667 = -351015.341262 nChanged 38 SP:Iteration 17Q (10332.460000 sec): 3 clusters Score: Raw -351815.947516 + Penalty 789.024667 = -351026.922849 nChanged 31 SP:Iteration 18Q (10332.710000 sec): 3 clusters Score: Raw -351825.733121 + Penalty 789.024667 = -351036.708454 nChanged 35 SP:Iteration 19Q (10332.890000 sec): 3 clusters Score: Raw -351841.521946 + Penalty 789.024667 = -351052.497279 nChanged 43 SP:Iteration 20F (10333.100000 sec): 3 clusters Score: Raw -351860.991722 + Penalty 789.024667 = -351071.967055 nChanged 46 SP:Iteration 21Q (10333.320000 sec): 3 clusters Score: Raw -351879.184132 + Penalty 789.024667 = -351090.159465 nChanged 29 SP:Iteration 22Q (10333.520000 sec): 3 clusters Score: Raw -351886.056358 + Penalty 789.024667 = -351097.031691 nChanged 21 SP:Iteration 23Q (10333.780000 sec): 3 clusters Score: Raw -351890.531952 + Penalty 789.024667 = -351101.507285 nChanged 18 SP:Iteration 24Q (10333.980000 sec): 3 clusters Score: Raw -351893.458020 + Penalty 789.024667 = -351104.433353 nChanged 15 SP:Iteration 25Q (10334.160000 sec): 3 clusters Score: Raw -351896.416094 + Penalty 789.024667 = -351107.391427 nChanged 21 SP:Iteration 26Q (10334.340000 sec): 3 clusters Score: Raw -351901.674810 + Penalty 789.024667 = -351112.650143 nChanged 19 SP:Iteration 27Q (10334.530000 sec): 3 clusters Score: Raw -351905.778739 + Penalty 789.024667 = -351116.754072 nChanged 18 SP:Iteration 28Q (10334.680000 sec): 3 clusters Score: Raw -351911.351953 + Penalty 789.024667 = -351122.327286 nChanged 21 SP:Iteration 29Q (10334.840000 sec): 3 clusters Score: Raw -351918.555542 + Penalty 789.024667 = -351129.530875 nChanged 20 SP:Iteration 30Q (10335.020000 sec): 3 clusters Score: Raw -351926.893470 + Penalty 789.024667 = -351137.868803 nChanged 26 SP:Iteration 31Q (10335.240000 sec): 3 clusters Score: Raw -351937.750250 + Penalty 789.024667 = -351148.725583 nChanged 22 SP:Iteration 32Q (10335.410000 sec): 3 clusters Score: Raw -351946.086464 + Penalty 789.024667 = -351157.061797 nChanged 20 SP:Iteration 33Q (10335.580000 sec): 3 clusters Score: Raw -351952.257158 + Penalty 789.024667 = -351163.232490 nChanged 16 SP:Iteration 34Q (10335.770000 sec): 3 clusters Score: Raw -351957.789846 + Penalty 789.024667 = -351168.765179 nChanged 16 SP:Iteration 35Q (10335.940000 sec): 3 clusters Score: Raw -351963.181051 + Penalty 789.024667 = -351174.156384 nChanged 17 SP:Iteration 36Q (10336.140000 sec): 3 clusters Score: Raw -351969.436495 + Penalty 789.024667 = -351180.411828 nChanged 11 SP:Iteration 37Q (10336.340000 sec): 3 clusters Score: Raw -351972.500278 + Penalty 789.024667 = -351183.475611 nChanged 11 SP:Iteration 38Q (10336.530000 sec): 3 clusters Score: Raw -351975.450167 + Penalty 789.024667 = -351186.425500 nChanged 12 SP:Iteration 39Q (10336.730000 sec): 3 clusters Score: Raw -351977.434107 + Penalty 789.024667 = -351188.409440 nChanged 6 SP:Iteration 40F (10336.910000 sec): 3 clusters Score: Raw -351978.338939 + Penalty 789.024667 = -351189.314272 nChanged 5 SP:Iteration 41Q (10337.090000 sec): 3 clusters Score: Raw -351978.918367 + Penalty 789.024667 = -351189.893700 nChanged 4 SP:Iteration 42Q (10337.300000 sec): 3 clusters Score: Raw -351979.777387 + Penalty 789.024667 = -351190.752720 nChanged 8 SP:Iteration 43Q (10337.470000 sec): 3 clusters Score: Raw -351982.275031 + Penalty 789.024667 = -351193.250364 nChanged 5 SP:Iteration 44Q (10337.640000 sec): 3 clusters Score: Raw -351985.337360 + Penalty 789.024667 = -351196.312693 nChanged 6 SP:Iteration 45Q (10337.860000 sec): 3 clusters Score: Raw -351986.486814 + Penalty 789.024667 = -351197.462147 nChanged 4 SP:Iteration 46Q (10338.040000 sec): 3 clusters Score: Raw -351987.689015 + Penalty 789.024667 = -351198.664348 nChanged 1 SP:Iteration 47Q (10338.230000 sec): 3 clusters Score: Raw -351987.831697 + Penalty 789.024667 = -351198.807030 nChanged 2 SP:Iteration 48Q (10338.410000 sec): 3 clusters Score: Raw -351988.150688 + Penalty 789.024667 = -351199.126021 nChanged 2 SP:Iteration 49Q (10338.580000 sec): 3 clusters Score: Raw -351988.470650 + Penalty 789.024667 = -351199.445983 nChanged 1 SP:Iteration 50Q (10338.810000 sec): 3 clusters Score: Raw -351988.520542 + Penalty 789.024667 = -351199.495875 nChanged 1 SP:Iteration 51Q (10338.960000 sec): 3 clusters Score: Raw -351988.531745 + Penalty 789.024667 = -351199.507078 nChanged 1 SP:Iteration 52Q (10339.120000 sec): 3 clusters Score: Raw -351988.545524 + Penalty 789.024667 = -351199.520857 nChanged 0 SP:Iteration 53F (10339.310000 sec): 3 clusters Score: Raw -351988.545524 + Penalty 789.024667 = -351199.520857 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10339.450000 sec): 2 clusters Score: Raw -5776.229735 + Penalty 209.535243 = -5566.694492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10339.590000 sec): 3 clusters Score: Raw -5799.292105 + Penalty 419.070487 = -5380.221618 nChanged 17 SP:Iteration 1F (10339.790000 sec): 3 clusters Score: Raw -5837.491797 + Penalty 419.070487 = -5418.421310 nChanged 7 SP:Iteration 2F (10339.970000 sec): 3 clusters Score: Raw -5856.691277 + Penalty 419.070487 = -5437.620790 nChanged 4 SP:Iteration 3Q (10340.150000 sec): 3 clusters Score: Raw -5865.276376 + Penalty 419.070487 = -5446.205890 nChanged 0 SP:Iteration 4F (10340.330000 sec): 3 clusters Score: Raw -5865.276376 + Penalty 419.070487 = -5446.205890 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10340.440000 sec): 2 clusters Score: Raw -34834.835647 + Penalty 291.211714 = -34543.623934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10340.620000 sec): 3 clusters Score: Raw -34567.796277 + Penalty 582.423428 = -33985.372849 nChanged 225 SP:Iteration 1F (10340.770000 sec): 3 clusters Score: Raw -34735.461968 + Penalty 582.423428 = -34153.038541 nChanged 66 SP:Iteration 2F (10340.950000 sec): 3 clusters Score: Raw -34799.473582 + Penalty 582.423428 = -34217.050155 nChanged 51 SP:Iteration 3F (10341.070000 sec): 3 clusters Score: Raw -34848.513190 + Penalty 582.423428 = -34266.089762 nChanged 32 SP:Iteration 4F (10341.210000 sec): 3 clusters Score: Raw -34880.656351 + Penalty 582.423428 = -34298.232924 nChanged 27 SP:Iteration 5Q (10341.320000 sec): 3 clusters Score: Raw -34910.346563 + Penalty 582.423428 = -34327.923135 nChanged 11 SP:Iteration 6Q (10341.490000 sec): 3 clusters Score: Raw -34918.138106 + Penalty 582.423428 = -34335.714679 nChanged 5 SP:Iteration 7Q (10341.660000 sec): 3 clusters Score: Raw -34920.701470 + Penalty 582.423428 = -34338.278042 nChanged 3 SP:Iteration 8Q (10341.820000 sec): 3 clusters Score: Raw -34921.513326 + Penalty 582.423428 = -34339.089898 nChanged 2 SP:Iteration 9Q (10342.010000 sec): 3 clusters Score: Raw -34922.675212 + Penalty 582.423428 = -34340.251784 nChanged 1 SP:Iteration 10Q (10342.200000 sec): 3 clusters Score: Raw -34923.214006 + Penalty 582.423428 = -34340.790578 nChanged 2 SP:Iteration 11Q (10342.380000 sec): 3 clusters Score: Raw -34924.045079 + Penalty 582.423428 = -34341.621652 nChanged 5 SP:Iteration 12Q (10342.530000 sec): 3 clusters Score: Raw -34927.141662 + Penalty 582.423428 = -34344.718235 nChanged 4 SP:Iteration 13Q (10342.710000 sec): 3 clusters Score: Raw -34931.119191 + Penalty 582.423428 = -34348.695764 nChanged 3 SP:Iteration 14Q (10342.890000 sec): 3 clusters Score: Raw -34936.230924 + Penalty 582.423428 = -34353.807496 nChanged 4 SP:Iteration 15Q (10343.070000 sec): 3 clusters Score: Raw -34939.264081 + Penalty 582.423428 = -34356.840653 nChanged 4 SP:Iteration 16Q (10343.210000 sec): 3 clusters Score: Raw -34941.233643 + Penalty 582.423428 = -34358.810216 nChanged 5 SP:Iteration 17Q (10343.370000 sec): 3 clusters Score: Raw -34943.166580 + Penalty 582.423428 = -34360.743153 nChanged 1 SP:Iteration 18Q (10343.570000 sec): 3 clusters Score: Raw -34943.325924 + Penalty 582.423428 = -34360.902496 nChanged 1 SP:Iteration 19Q (10343.750000 sec): 3 clusters Score: Raw -34943.482296 + Penalty 582.423428 = -34361.058868 nChanged 0 SP:Iteration 20F (10343.930000 sec): 3 clusters Score: Raw -34943.482296 + Penalty 582.423428 = -34361.058868 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10343.960000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10344.130000 sec): 3 clusters Score: Raw -17210.856591 + Penalty 518.129625 = -16692.726966 nChanged 87 SP:Iteration 1F (10344.330000 sec): 3 clusters Score: Raw -17289.731634 + Penalty 518.129625 = -16771.602009 nChanged 17 SP:Iteration 2F (10344.490000 sec): 3 clusters Score: Raw -17308.152488 + Penalty 518.129625 = -16790.022864 nChanged 15 SP:Iteration 3F (10344.700000 sec): 3 clusters Score: Raw -17341.977848 + Penalty 518.129625 = -16823.848224 nChanged 16 SP:Iteration 4F (10344.880000 sec): 3 clusters Score: Raw -17367.657541 + Penalty 518.129625 = -16849.527916 nChanged 11 SP:Iteration 5Q (10345.080000 sec): 3 clusters Score: Raw -17379.393281 + Penalty 518.129625 = -16861.263657 nChanged 9 SP:Iteration 6Q (10345.250000 sec): 3 clusters Score: Raw -17390.713744 + Penalty 518.129625 = -16872.584119 nChanged 5 SP:Iteration 7Q (10345.450000 sec): 3 clusters Score: Raw -17397.117231 + Penalty 518.129625 = -16878.987607 nChanged 6 SP:Iteration 8Q (10345.620000 sec): 3 clusters Score: Raw -17403.867671 + Penalty 518.129625 = -16885.738047 nChanged 8 SP:Iteration 9Q (10345.800000 sec): 3 clusters Score: Raw -17416.932346 + Penalty 518.129625 = -16898.802721 nChanged 10 SP:Iteration 10Q (10346.010000 sec): 3 clusters Score: Raw -17428.901012 + Penalty 518.129625 = -16910.771387 nChanged 6 SP:Iteration 11Q (10346.220000 sec): 3 clusters Score: Raw -17433.099136 + Penalty 518.129625 = -16914.969512 nChanged 4 SP:Iteration 12Q (10346.390000 sec): 3 clusters Score: Raw -17435.656212 + Penalty 518.129625 = -16917.526588 nChanged 2 SP:Iteration 13Q (10346.570000 sec): 3 clusters Score: Raw -17437.184637 + Penalty 518.129625 = -16919.055013 nChanged 1 SP:Iteration 14Q (10346.760000 sec): 3 clusters Score: Raw -17437.673680 + Penalty 518.129625 = -16919.544055 nChanged 0 SP:Iteration 15F (10346.950000 sec): 3 clusters Score: Raw -17437.673680 + Penalty 518.129625 = -16919.544055 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10347.030000 sec): 2 clusters Score: Raw -37755.243341 + Penalty 296.554043 = -37458.689298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10347.240000 sec): 3 clusters Score: Raw -37446.183816 + Penalty 593.108086 = -36853.075730 nChanged 247 SP:Iteration 1F (10347.410000 sec): 3 clusters Score: Raw -37592.066713 + Penalty 593.108086 = -36998.958627 nChanged 49 SP:Iteration 2F (10347.590000 sec): 3 clusters Score: Raw -37625.268460 + Penalty 593.108086 = -37032.160374 nChanged 27 SP:Iteration 3Q (10347.810000 sec): 3 clusters Score: Raw -37643.940120 + Penalty 593.108086 = -37050.832034 nChanged 18 SP:Iteration 4Q (10347.950000 sec): 3 clusters Score: Raw -37653.174639 + Penalty 593.108086 = -37060.066553 nChanged 19 SP:Iteration 5Q (10348.130000 sec): 3 clusters Score: Raw -37662.614717 + Penalty 593.108086 = -37069.506631 nChanged 17 SP:Iteration 6Q (10348.310000 sec): 3 clusters Score: Raw -37671.396204 + Penalty 593.108086 = -37078.288118 nChanged 15 SP:Iteration 7Q (10348.470000 sec): 3 clusters Score: Raw -37679.651570 + Penalty 593.108086 = -37086.543484 nChanged 10 SP:Iteration 8Q (10348.650000 sec): 3 clusters Score: Raw -37684.316833 + Penalty 593.108086 = -37091.208747 nChanged 12 SP:Iteration 9Q (10348.820000 sec): 3 clusters Score: Raw -37689.449856 + Penalty 593.108086 = -37096.341770 nChanged 8 SP:Iteration 10Q (10349.040000 sec): 3 clusters Score: Raw -37691.518823 + Penalty 593.108086 = -37098.410738 nChanged 2 SP:Iteration 11Q (10349.210000 sec): 3 clusters Score: Raw -37692.106013 + Penalty 593.108086 = -37098.997928 nChanged 1 SP:Iteration 12Q (10349.400000 sec): 3 clusters Score: Raw -37692.298208 + Penalty 593.108086 = -37099.190123 nChanged 0 SP:Iteration 13F (10349.630000 sec): 3 clusters Score: Raw -37692.298208 + Penalty 593.108086 = -37099.190123 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10349.750000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10349.900000 sec): 3 clusters Score: Raw -13389.508036 + Penalty 492.459791 = -12897.048245 nChanged 67 SP:Iteration 1F (10350.070000 sec): 3 clusters Score: Raw -13461.816904 + Penalty 492.459791 = -12969.357114 nChanged 17 SP:Iteration 2F (10350.260000 sec): 3 clusters Score: Raw -13482.572171 + Penalty 492.459791 = -12990.112381 nChanged 9 SP:Iteration 3Q (10350.430000 sec): 3 clusters Score: Raw -13497.029921 + Penalty 492.459791 = -13004.570130 nChanged 15 SP:Iteration 4F (10350.620000 sec): 3 clusters Score: Raw -13515.130996 + Penalty 492.459791 = -13022.671205 nChanged 6 SP:Iteration 5Q (10350.850000 sec): 3 clusters Score: Raw -13524.804551 + Penalty 492.459791 = -13032.344761 nChanged 3 SP:Iteration 6Q (10351.040000 sec): 3 clusters Score: Raw -13533.511510 + Penalty 492.459791 = -13041.051719 nChanged 7 SP:Iteration 7Q (10351.220000 sec): 3 clusters Score: Raw -13546.218585 + Penalty 492.459791 = -13053.758794 nChanged 4 SP:Iteration 8Q (10351.360000 sec): 3 clusters Score: Raw -13551.962938 + Penalty 492.459791 = -13059.503148 nChanged 2 SP:Iteration 9Q (10351.540000 sec): 3 clusters Score: Raw -13568.789990 + Penalty 492.459791 = -13076.330199 nChanged 1 SP:Iteration 10Q (10351.710000 sec): 3 clusters Score: Raw -13570.303732 + Penalty 492.459791 = -13077.843941 nChanged 1 SP:Iteration 11Q (10351.870000 sec): 3 clusters Score: Raw -13572.204352 + Penalty 492.459791 = -13079.744561 nChanged 1 SP:Iteration 12Q (10352.030000 sec): 3 clusters Score: Raw -13573.175733 + Penalty 492.459791 = -13080.715942 nChanged 0 SP:Iteration 13F (10352.230000 sec): 3 clusters Score: Raw -13573.175733 + Penalty 492.459791 = -13080.715942 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10352.290000 sec): 2 clusters Score: Raw -6206.771568 + Penalty 227.064683 = -5979.706885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10352.450000 sec): 3 clusters Score: Raw -6199.318629 + Penalty 454.129365 = -5745.189264 nChanged 47 SP:Iteration 1F (10352.600000 sec): 3 clusters Score: Raw -6286.308212 + Penalty 454.129365 = -5832.178847 nChanged 16 SP:Iteration 2F (10352.800000 sec): 3 clusters Score: Raw -6337.049691 + Penalty 454.129365 = -5882.920326 nChanged 11 SP:Iteration 3F (10352.950000 sec): 3 clusters Score: Raw -6359.950705 + Penalty 454.129365 = -5905.821340 nChanged 4 SP:Iteration 4Q (10353.160000 sec): 3 clusters Score: Raw -6371.294178 + Penalty 454.129365 = -5917.164812 nChanged 1 SP:Iteration 5Q (10353.310000 sec): 3 clusters Score: Raw -6371.663470 + Penalty 454.129365 = -5917.534105 nChanged 0 SP:Iteration 6F (10353.460000 sec): 3 clusters Score: Raw -6371.663470 + Penalty 454.129365 = -5917.534105 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10353.570000 sec): 2 clusters Score: Raw -3611.764444 + Penalty 194.588308 = -3417.176136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10353.720000 sec): 3 clusters Score: Raw -3690.181198 + Penalty 389.176617 = -3301.004581 nChanged 13 SP:Iteration 1F (10353.890000 sec): 3 clusters Score: Raw -3728.147367 + Penalty 389.176617 = -3338.970750 nChanged 2 SP:Iteration 2Q (10354.050000 sec): 3 clusters Score: Raw -3731.430168 + Penalty 389.176617 = -3342.253551 nChanged 1 SP:Iteration 3Q (10354.220000 sec): 3 clusters Score: Raw -3733.225000 + Penalty 389.176617 = -3344.048383 nChanged 1 SP:Iteration 4Q (10354.440000 sec): 3 clusters Score: Raw -3744.663388 + Penalty 389.176617 = -3355.486771 nChanged 1 SP:Iteration 5Q (10354.610000 sec): 3 clusters Score: Raw -3748.479215 + Penalty 389.176617 = -3359.302598 nChanged 0 SP:Iteration 6F (10354.810000 sec): 3 clusters Score: Raw -3748.479215 + Penalty 389.176617 = -3359.302598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10354.890000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10355.090000 sec): 3 clusters Score: Raw -11655.135093 + Penalty 479.842960 = -11175.292134 nChanged 55 SP:Iteration 1F (10355.250000 sec): 3 clusters Score: Raw -11709.624081 + Penalty 479.842960 = -11229.781121 nChanged 13 SP:Iteration 2F (10355.450000 sec): 3 clusters Score: Raw -11728.440773 + Penalty 479.842960 = -11248.597813 nChanged 7 SP:Iteration 3Q (10355.640000 sec): 3 clusters Score: Raw -11732.320574 + Penalty 479.842960 = -11252.477614 nChanged 1 SP:Iteration 4Q (10355.830000 sec): 3 clusters Score: Raw -11739.411433 + Penalty 479.842960 = -11259.568473 nChanged 2 SP:Iteration 5Q (10356.040000 sec): 3 clusters Score: Raw -11744.152340 + Penalty 479.842960 = -11264.309381 nChanged 1 SP:Iteration 6Q (10356.200000 sec): 3 clusters Score: Raw -11750.261983 + Penalty 479.842960 = -11270.419023 nChanged 3 SP:Iteration 7Q (10356.410000 sec): 3 clusters Score: Raw -11754.923764 + Penalty 479.842960 = -11275.080804 nChanged 2 SP:Iteration 8Q (10356.580000 sec): 3 clusters Score: Raw -11759.503712 + Penalty 479.842960 = -11279.660753 nChanged 2 SP:Iteration 9Q (10356.770000 sec): 3 clusters Score: Raw -11762.947131 + Penalty 479.842960 = -11283.104171 nChanged 1 SP:Iteration 10Q (10356.960000 sec): 3 clusters Score: Raw -11763.399971 + Penalty 479.842960 = -11283.557012 nChanged 0 SP:Iteration 11F (10357.150000 sec): 3 clusters Score: Raw -11763.399971 + Penalty 479.842960 = -11283.557012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.270000 sec): 2 clusters Score: Raw -37847.684668 + Penalty 295.050903 = -37552.633765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10357.490000 sec): 3 clusters Score: Raw -37553.530402 + Penalty 590.101806 = -36963.428595 nChanged 251 SP:Iteration 1F (10357.670000 sec): 3 clusters Score: Raw -37833.758652 + Penalty 590.101806 = -37243.656846 nChanged 72 SP:Iteration 2F (10357.900000 sec): 3 clusters Score: Raw -37935.564801 + Penalty 590.101806 = -37345.462995 nChanged 48 SP:Iteration 3F (10358.090000 sec): 3 clusters Score: Raw -38006.303174 + Penalty 590.101806 = -37416.201367 nChanged 25 SP:Iteration 4Q (10358.230000 sec): 3 clusters Score: Raw -38031.566769 + Penalty 590.101806 = -37441.464963 nChanged 13 SP:Iteration 5Q (10358.460000 sec): 3 clusters Score: Raw -38038.757868 + Penalty 590.101806 = -37448.656062 nChanged 7 SP:Iteration 6Q (10358.610000 sec): 3 clusters Score: Raw -38042.439293 + Penalty 590.101806 = -37452.337486 nChanged 2 SP:Iteration 7Q (10358.750000 sec): 3 clusters Score: Raw -38043.344081 + Penalty 590.101806 = -37453.242274 nChanged 0 SP:Iteration 8F (10358.920000 sec): 3 clusters Score: Raw -38043.344081 + Penalty 590.101806 = -37453.242274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10359.010000 sec): 2 clusters Score: Raw -8677.101926 + Penalty 224.518564 = -8452.583362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10359.170000 sec): 3 clusters Score: Raw -8646.985912 + Penalty 449.037128 = -8197.948784 nChanged 37 SP:Iteration 1F (10359.330000 sec): 3 clusters Score: Raw -8702.446064 + Penalty 449.037128 = -8253.408936 nChanged 6 SP:Iteration 2Q (10359.510000 sec): 3 clusters Score: Raw -8713.550744 + Penalty 449.037128 = -8264.513616 nChanged 5 SP:Iteration 3Q (10359.690000 sec): 3 clusters Score: Raw -8721.248071 + Penalty 449.037128 = -8272.210943 nChanged 0 SP:Iteration 4F (10359.850000 sec): 3 clusters Score: Raw -8721.248071 + Penalty 449.037128 = -8272.210943 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10359.940000 sec): 2 clusters Score: Raw -40372.767263 + Penalty 297.022085 = -40075.745178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10360.110000 sec): 3 clusters Score: Raw -40048.399198 + Penalty 594.044171 = -39454.355027 nChanged 249 SP:Iteration 1F (10360.300000 sec): 3 clusters Score: Raw -40236.107692 + Penalty 594.044171 = -39642.063522 nChanged 72 SP:Iteration 2F (10360.440000 sec): 3 clusters Score: Raw -40323.111536 + Penalty 594.044171 = -39729.067365 nChanged 52 SP:Iteration 3F (10360.620000 sec): 3 clusters Score: Raw -40399.213921 + Penalty 594.044171 = -39805.169750 nChanged 44 SP:Iteration 4F (10360.830000 sec): 3 clusters Score: Raw -40459.432465 + Penalty 594.044171 = -39865.388295 nChanged 39 SP:Iteration 5F (10361.030000 sec): 3 clusters Score: Raw -40514.489349 + Penalty 594.044171 = -39920.445179 nChanged 28 SP:Iteration 6Q (10361.200000 sec): 3 clusters Score: Raw -40562.152598 + Penalty 594.044171 = -39968.108427 nChanged 15 SP:Iteration 7Q (10361.390000 sec): 3 clusters Score: Raw -40594.087787 + Penalty 594.044171 = -40000.043617 nChanged 10 SP:Iteration 8Q (10361.570000 sec): 3 clusters Score: Raw -40609.246523 + Penalty 594.044171 = -40015.202353 nChanged 6 SP:Iteration 9Q (10361.750000 sec): 3 clusters Score: Raw -40615.637284 + Penalty 594.044171 = -40021.593114 nChanged 6 SP:Iteration 10Q (10361.930000 sec): 3 clusters Score: Raw -40620.934060 + Penalty 594.044171 = -40026.889889 nChanged 3 SP:Iteration 11Q (10362.090000 sec): 3 clusters Score: Raw -40624.949811 + Penalty 594.044171 = -40030.905640 nChanged 3 SP:Iteration 12Q (10362.270000 sec): 3 clusters Score: Raw -40626.809912 + Penalty 594.044171 = -40032.765742 nChanged 6 SP:Iteration 13Q (10362.440000 sec): 3 clusters Score: Raw -40640.011102 + Penalty 594.044171 = -40045.966932 nChanged 6 SP:Iteration 14Q (10362.570000 sec): 3 clusters Score: Raw -40654.211978 + Penalty 594.044171 = -40060.167807 nChanged 4 SP:Iteration 15Q (10362.750000 sec): 3 clusters Score: Raw -40665.661067 + Penalty 594.044171 = -40071.616896 nChanged 3 SP:Iteration 16Q (10362.920000 sec): 3 clusters Score: Raw -40677.264131 + Penalty 594.044171 = -40083.219961 nChanged 2 SP:Iteration 17Q (10363.120000 sec): 3 clusters Score: Raw -40681.160685 + Penalty 594.044171 = -40087.116514 nChanged 2 SP:Iteration 18Q (10363.270000 sec): 3 clusters Score: Raw -40683.643270 + Penalty 594.044171 = -40089.599099 nChanged 1 SP:Iteration 19Q (10363.450000 sec): 3 clusters Score: Raw -40684.091808 + Penalty 594.044171 = -40090.047637 nChanged 1 SP:Iteration 20F (10363.610000 sec): 3 clusters Score: Raw -40684.311434 + Penalty 594.044171 = -40090.267263 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10363.680000 sec): 2 clusters Score: Raw -57127.913605 + Penalty 316.911156 = -56811.002450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10363.900000 sec): 3 clusters Score: Raw -56615.601595 + Penalty 633.822311 = -55981.779283 nChanged 432 SP:Iteration 1F (10364.040000 sec): 3 clusters Score: Raw -56889.102693 + Penalty 633.822311 = -56255.280382 nChanged 94 SP:Iteration 2F (10364.180000 sec): 3 clusters Score: Raw -56966.872333 + Penalty 633.822311 = -56333.050021 nChanged 67 SP:Iteration 3F (10364.350000 sec): 3 clusters Score: Raw -57009.927941 + Penalty 633.822311 = -56376.105630 nChanged 46 SP:Iteration 4Q (10364.540000 sec): 3 clusters Score: Raw -57042.770964 + Penalty 633.822311 = -56408.948653 nChanged 27 SP:Iteration 5Q (10364.740000 sec): 3 clusters Score: Raw -57057.957405 + Penalty 633.822311 = -56424.135093 nChanged 24 SP:Iteration 6Q (10364.950000 sec): 3 clusters Score: Raw -57066.834066 + Penalty 633.822311 = -56433.011754 nChanged 17 SP:Iteration 7Q (10365.080000 sec): 3 clusters Score: Raw -57074.383182 + Penalty 633.822311 = -56440.560871 nChanged 14 SP:Iteration 8Q (10365.270000 sec): 3 clusters Score: Raw -57080.041991 + Penalty 633.822311 = -56446.219679 nChanged 10 SP:Iteration 9Q (10365.420000 sec): 3 clusters Score: Raw -57083.929129 + Penalty 633.822311 = -56450.106817 nChanged 6 SP:Iteration 10Q (10365.600000 sec): 3 clusters Score: Raw -57085.332273 + Penalty 633.822311 = -56451.509961 nChanged 4 SP:Iteration 11Q (10365.810000 sec): 3 clusters Score: Raw -57085.850710 + Penalty 633.822311 = -56452.028399 nChanged 4 SP:Iteration 12Q (10366.000000 sec): 3 clusters Score: Raw -57086.390644 + Penalty 633.822311 = -56452.568333 nChanged 5 SP:Iteration 13Q (10366.170000 sec): 3 clusters Score: Raw -57088.107920 + Penalty 633.822311 = -56454.285608 nChanged 3 SP:Iteration 14Q (10366.400000 sec): 3 clusters Score: Raw -57089.282019 + Penalty 633.822311 = -56455.459708 nChanged 5 SP:Iteration 15Q (10366.580000 sec): 3 clusters Score: Raw -57091.931937 + Penalty 633.822311 = -56458.109625 nChanged 8 SP:Iteration 16Q (10366.750000 sec): 3 clusters Score: Raw -57096.166506 + Penalty 633.822311 = -56462.344195 nChanged 12 SP:Iteration 17Q (10366.870000 sec): 3 clusters Score: Raw -57099.568579 + Penalty 633.822311 = -56465.746268 nChanged 11 SP:Iteration 18Q (10367.050000 sec): 3 clusters Score: Raw -57104.995073 + Penalty 633.822311 = -56471.172761 nChanged 10 SP:Iteration 19Q (10367.280000 sec): 3 clusters Score: Raw -57108.205560 + Penalty 633.822311 = -56474.383249 nChanged 12 SP:Iteration 20F (10367.470000 sec): 3 clusters Score: Raw -57114.587777 + Penalty 633.822311 = -56480.765466 nChanged 11 SP:Iteration 21Q (10367.630000 sec): 3 clusters Score: Raw -57121.023340 + Penalty 633.822311 = -56487.201028 nChanged 7 SP:Iteration 22Q (10367.860000 sec): 3 clusters Score: Raw -57123.477627 + Penalty 633.822311 = -56489.655316 nChanged 6 SP:Iteration 23Q (10368.040000 sec): 3 clusters Score: Raw -57125.051268 + Penalty 633.822311 = -56491.228957 nChanged 8 SP:Iteration 24Q (10368.210000 sec): 3 clusters Score: Raw -57127.782353 + Penalty 633.822311 = -56493.960041 nChanged 7 SP:Iteration 25Q (10368.430000 sec): 3 clusters Score: Raw -57129.736897 + Penalty 633.822311 = -56495.914585 nChanged 6 SP:Iteration 26Q (10368.610000 sec): 3 clusters Score: Raw -57131.168590 + Penalty 633.822311 = -56497.346279 nChanged 5 SP:Iteration 27Q (10368.800000 sec): 3 clusters Score: Raw -57132.589257 + Penalty 633.822311 = -56498.766946 nChanged 4 SP:Iteration 28Q (10369.010000 sec): 3 clusters Score: Raw -57134.053747 + Penalty 633.822311 = -56500.231435 nChanged 5 SP:Iteration 29Q (10369.190000 sec): 3 clusters Score: Raw -57135.897401 + Penalty 633.822311 = -56502.075089 nChanged 3 SP:Iteration 30Q (10369.330000 sec): 3 clusters Score: Raw -57136.623202 + Penalty 633.822311 = -56502.800890 nChanged 3 SP:Iteration 31Q (10369.510000 sec): 3 clusters Score: Raw -57137.209065 + Penalty 633.822311 = -56503.386754 nChanged 1 SP:Iteration 32Q (10369.670000 sec): 3 clusters Score: Raw -57137.295690 + Penalty 633.822311 = -56503.473378 nChanged 1 SP:Iteration 33Q (10369.880000 sec): 3 clusters Score: Raw -57137.408094 + Penalty 633.822311 = -56503.585782 nChanged 0 SP:Iteration 34F (10370.040000 sec): 3 clusters Score: Raw -57137.408094 + Penalty 633.822311 = -56503.585782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10370.150000 sec): 2 clusters Score: Raw -212552.546104 + Penalty 369.283389 = -212183.262715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10370.310000 sec): 3 clusters Score: Raw -210573.013902 + Penalty 738.566777 = -209834.447124 nChanged 1472 SP:Iteration 1F (10370.470000 sec): 3 clusters Score: Raw -211364.771053 + Penalty 738.566777 = -210626.204275 nChanged 172 SP:Iteration 2F (10370.640000 sec): 3 clusters Score: Raw -211429.255981 + Penalty 738.566777 = -210690.689203 nChanged 169 SP:Iteration 3F (10370.830000 sec): 3 clusters Score: Raw -211525.683733 + Penalty 738.566777 = -210787.116955 nChanged 170 SP:Iteration 4F (10371.070000 sec): 3 clusters Score: Raw -211610.198567 + Penalty 738.566777 = -210871.631790 nChanged 179 SP:Iteration 5F (10371.250000 sec): 3 clusters Score: Raw -211694.622802 + Penalty 738.566777 = -210956.056025 nChanged 155 SP:Iteration 6Q (10371.430000 sec): 3 clusters Score: Raw -211767.314323 + Penalty 738.566777 = -211028.747546 nChanged 153 SP:Iteration 7Q (10371.610000 sec): 3 clusters Score: Raw -211850.638398 + Penalty 738.566777 = -211112.071621 nChanged 162 SP:Iteration 8Q (10371.770000 sec): 3 clusters Score: Raw -211937.816470 + Penalty 738.566777 = -211199.249692 nChanged 137 SP:Iteration 9Q (10371.920000 sec): 3 clusters Score: Raw -212006.620949 + Penalty 738.566777 = -211268.054172 nChanged 105 SP:Iteration 10Q (10372.120000 sec): 3 clusters Score: Raw -212065.796196 + Penalty 738.566777 = -211327.229419 nChanged 114 SP:Iteration 11Q (10372.260000 sec): 3 clusters Score: Raw -212132.624822 + Penalty 738.566777 = -211394.058044 nChanged 88 SP:Iteration 12Q (10372.510000 sec): 3 clusters Score: Raw -212175.528871 + Penalty 738.566777 = -211436.962094 nChanged 77 SP:Iteration 13Q (10372.660000 sec): 3 clusters Score: Raw -212209.558670 + Penalty 738.566777 = -211470.991893 nChanged 64 SP:Iteration 14Q (10372.810000 sec): 3 clusters Score: Raw -212236.452220 + Penalty 738.566777 = -211497.885443 nChanged 56 SP:Iteration 15Q (10373.030000 sec): 3 clusters Score: Raw -212259.323550 + Penalty 738.566777 = -211520.756772 nChanged 65 SP:Iteration 16Q (10373.210000 sec): 3 clusters Score: Raw -212289.543061 + Penalty 738.566777 = -211550.976284 nChanged 71 SP:Iteration 17Q (10373.350000 sec): 3 clusters Score: Raw -212321.341677 + Penalty 738.566777 = -211582.774900 nChanged 66 SP:Iteration 18Q (10373.530000 sec): 3 clusters Score: Raw -212354.653271 + Penalty 738.566777 = -211616.086494 nChanged 60 SP:Iteration 19Q (10373.710000 sec): 3 clusters Score: Raw -212385.316736 + Penalty 738.566777 = -211646.749959 nChanged 66 SP:Iteration 20F (10373.910000 sec): 3 clusters Score: Raw -212421.963602 + Penalty 738.566777 = -211683.396825 nChanged 60 SP:Iteration 21Q (10374.100000 sec): 3 clusters Score: Raw -212457.083580 + Penalty 738.566777 = -211718.516803 nChanged 57 SP:Iteration 22Q (10374.290000 sec): 3 clusters Score: Raw -212489.857497 + Penalty 738.566777 = -211751.290719 nChanged 43 SP:Iteration 23Q (10374.480000 sec): 3 clusters Score: Raw -212510.210249 + Penalty 738.566777 = -211771.643471 nChanged 30 SP:Iteration 24Q (10374.690000 sec): 3 clusters Score: Raw -212524.520935 + Penalty 738.566777 = -211785.954158 nChanged 29 SP:Iteration 25Q (10374.880000 sec): 3 clusters Score: Raw -212538.782234 + Penalty 738.566777 = -211800.215456 nChanged 26 SP:Iteration 26Q (10375.050000 sec): 3 clusters Score: Raw -212555.000270 + Penalty 738.566777 = -211816.433493 nChanged 23 SP:Iteration 27Q (10375.240000 sec): 3 clusters Score: Raw -212568.817453 + Penalty 738.566777 = -211830.250676 nChanged 11 SP:Iteration 28Q (10375.410000 sec): 3 clusters Score: Raw -212574.087810 + Penalty 738.566777 = -211835.521033 nChanged 4 SP:Iteration 29Q (10375.610000 sec): 3 clusters Score: Raw -212575.500833 + Penalty 738.566777 = -211836.934055 nChanged 5 SP:Iteration 30Q (10375.750000 sec): 3 clusters Score: Raw -212576.722050 + Penalty 738.566777 = -211838.155272 nChanged 6 SP:Iteration 31Q (10375.970000 sec): 3 clusters Score: Raw -212579.298732 + Penalty 738.566777 = -211840.731954 nChanged 7 SP:Iteration 32Q (10376.150000 sec): 3 clusters Score: Raw -212583.450049 + Penalty 738.566777 = -211844.883271 nChanged 9 SP:Iteration 33Q (10376.340000 sec): 3 clusters Score: Raw -212588.618618 + Penalty 738.566777 = -211850.051840 nChanged 10 SP:Iteration 34Q (10376.550000 sec): 3 clusters Score: Raw -212593.562754 + Penalty 738.566777 = -211854.995977 nChanged 8 SP:Iteration 35Q (10376.740000 sec): 3 clusters Score: Raw -212597.438368 + Penalty 738.566777 = -211858.871591 nChanged 5 SP:Iteration 36Q (10376.910000 sec): 3 clusters Score: Raw -212600.418054 + Penalty 738.566777 = -211861.851277 nChanged 0 SP:Iteration 37F (10377.130000 sec): 3 clusters Score: Raw -212600.418054 + Penalty 738.566777 = -211861.851277 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10377.210000 sec): 2 clusters Score: Raw -30723.312095 + Penalty 286.350577 = -30436.961518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10377.430000 sec): 3 clusters Score: Raw -30480.139175 + Penalty 572.701154 = -29907.438020 nChanged 203 SP:Iteration 1F (10377.680000 sec): 3 clusters Score: Raw -30677.302816 + Penalty 572.701154 = -30104.601662 nChanged 51 SP:Iteration 2F (10377.940000 sec): 3 clusters Score: Raw -30749.946625 + Penalty 572.701154 = -30177.245471 nChanged 41 SP:Iteration 3F (10378.130000 sec): 3 clusters Score: Raw -30810.985075 + Penalty 572.701154 = -30238.283921 nChanged 36 SP:Iteration 4F (10378.290000 sec): 3 clusters Score: Raw -30870.251940 + Penalty 572.701154 = -30297.550785 nChanged 39 SP:Iteration 5F (10378.500000 sec): 3 clusters Score: Raw -30942.302048 + Penalty 572.701154 = -30369.600893 nChanged 35 SP:Iteration 6F (10378.660000 sec): 3 clusters Score: Raw -31033.569775 + Penalty 572.701154 = -30460.868620 nChanged 26 SP:Iteration 7Q (10378.800000 sec): 3 clusters Score: Raw -31123.009437 + Penalty 572.701154 = -30550.308282 nChanged 18 SP:Iteration 8Q (10379.000000 sec): 3 clusters Score: Raw -31154.611508 + Penalty 572.701154 = -30581.910353 nChanged 8 SP:Iteration 9Q (10379.160000 sec): 3 clusters Score: Raw -31163.411236 + Penalty 572.701154 = -30590.710082 nChanged 6 SP:Iteration 10Q (10379.350000 sec): 3 clusters Score: Raw -31172.474183 + Penalty 572.701154 = -30599.773029 nChanged 11 SP:Iteration 11Q (10379.520000 sec): 3 clusters Score: Raw -31184.946153 + Penalty 572.701154 = -30612.244999 nChanged 13 SP:Iteration 12Q (10379.670000 sec): 3 clusters Score: Raw -31204.854997 + Penalty 572.701154 = -30632.153843 nChanged 12 SP:Iteration 13Q (10379.850000 sec): 3 clusters Score: Raw -31220.360504 + Penalty 572.701154 = -30647.659350 nChanged 9 SP:Iteration 14Q (10380.080000 sec): 3 clusters Score: Raw -31231.000154 + Penalty 572.701154 = -30658.298999 nChanged 6 SP:Iteration 15Q (10380.240000 sec): 3 clusters Score: Raw -31236.688564 + Penalty 572.701154 = -30663.987409 nChanged 3 SP:Iteration 16Q (10380.420000 sec): 3 clusters Score: Raw -31239.376609 + Penalty 572.701154 = -30666.675454 nChanged 2 SP:Iteration 17Q (10380.610000 sec): 3 clusters Score: Raw -31241.645030 + Penalty 572.701154 = -30668.943876 nChanged 2 SP:Iteration 18Q (10380.770000 sec): 3 clusters Score: Raw -31242.333061 + Penalty 572.701154 = -30669.631907 nChanged 1 SP:Iteration 19Q (10380.970000 sec): 3 clusters Score: Raw -31243.310194 + Penalty 572.701154 = -30670.609039 nChanged 3 SP:Iteration 20F (10381.150000 sec): 3 clusters Score: Raw -31245.445457 + Penalty 572.701154 = -30672.744303 nChanged 1 SP:Iteration 21Q (10381.380000 sec): 3 clusters Score: Raw -31245.827556 + Penalty 572.701154 = -30673.126402 nChanged 1 SP:Iteration 22Q (10381.560000 sec): 3 clusters Score: Raw -31246.297754 + Penalty 572.701154 = -30673.596600 nChanged 3 SP:Iteration 23Q (10381.710000 sec): 3 clusters Score: Raw -31248.463099 + Penalty 572.701154 = -30675.761944 nChanged 2 SP:Iteration 24Q (10381.900000 sec): 3 clusters Score: Raw -31250.387866 + Penalty 572.701154 = -30677.686711 nChanged 3 SP:Iteration 25Q (10382.080000 sec): 3 clusters Score: Raw -31252.189235 + Penalty 572.701154 = -30679.488080 nChanged 1 SP:Iteration 26Q (10382.180000 sec): 3 clusters Score: Raw -31252.914531 + Penalty 572.701154 = -30680.213376 nChanged 2 SP:Iteration 27Q (10382.380000 sec): 3 clusters Score: Raw -31253.639341 + Penalty 572.701154 = -30680.938187 nChanged 2 SP:Iteration 28Q (10382.510000 sec): 3 clusters Score: Raw -31254.540482 + Penalty 572.701154 = -30681.839327 nChanged 3 SP:Iteration 29Q (10382.650000 sec): 3 clusters Score: Raw -31256.233099 + Penalty 572.701154 = -30683.531944 nChanged 2 SP:Iteration 30Q (10382.780000 sec): 3 clusters Score: Raw -31258.571875 + Penalty 572.701154 = -30685.870720 nChanged 7 SP:Iteration 31Q (10382.920000 sec): 3 clusters Score: Raw -31263.802484 + Penalty 572.701154 = -30691.101329 nChanged 1 SP:Iteration 32Q (10383.080000 sec): 3 clusters Score: Raw -31264.347412 + Penalty 572.701154 = -30691.646258 nChanged 3 SP:Iteration 33Q (10383.180000 sec): 3 clusters Score: Raw -31267.669435 + Penalty 572.701154 = -30694.968281 nChanged 4 SP:Iteration 34Q (10383.380000 sec): 3 clusters Score: Raw -31273.963833 + Penalty 572.701154 = -30701.262679 nChanged 6 SP:Iteration 35Q (10383.560000 sec): 3 clusters Score: Raw -31287.782874 + Penalty 572.701154 = -30715.081720 nChanged 4 SP:Iteration 36Q (10383.780000 sec): 3 clusters Score: Raw -31295.057341 + Penalty 572.701154 = -30722.356187 nChanged 4 SP:Iteration 37Q (10383.990000 sec): 3 clusters Score: Raw -31304.297160 + Penalty 572.701154 = -30731.596005 nChanged 5 SP:Iteration 38Q (10384.210000 sec): 3 clusters Score: Raw -31310.303050 + Penalty 572.701154 = -30737.601896 nChanged 2 SP:Iteration 39Q (10384.410000 sec): 3 clusters Score: Raw -31312.496998 + Penalty 572.701154 = -30739.795843 nChanged 1 SP:Iteration 40F (10384.680000 sec): 3 clusters Score: Raw -31312.769971 + Penalty 572.701154 = -30740.068817 nChanged 1 SP:Iteration 41Q (10384.820000 sec): 3 clusters Score: Raw -31313.149923 + Penalty 572.701154 = -30740.448769 nChanged 0 SP:Iteration 42F (10385.010000 sec): 3 clusters Score: Raw -31313.149923 + Penalty 572.701154 = -30740.448769 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10385.070000 sec): 2 clusters Score: Raw -6478.556777 + Penalty 218.954388 = -6259.602389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10385.250000 sec): 3 clusters Score: Raw -6475.703731 + Penalty 437.908776 = -6037.794955 nChanged 36 SP:Iteration 1F (10385.440000 sec): 3 clusters Score: Raw -6546.193744 + Penalty 437.908776 = -6108.284968 nChanged 9 SP:Iteration 2F (10385.610000 sec): 3 clusters Score: Raw -6567.943141 + Penalty 437.908776 = -6130.034365 nChanged 4 SP:Iteration 3Q (10385.780000 sec): 3 clusters Score: Raw -6588.188149 + Penalty 437.908776 = -6150.279372 nChanged 1 SP:Iteration 4Q (10385.950000 sec): 3 clusters Score: Raw -6589.336624 + Penalty 437.908776 = -6151.427848 nChanged 0 SP:Iteration 5F (10386.130000 sec): 3 clusters Score: Raw -6589.336624 + Penalty 437.908776 = -6151.427848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (3972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10386.240000 sec): 2 clusters Score: Raw -241005.146936 + Penalty 377.059639 = -240628.087298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10386.470000 sec): 3 clusters Score: Raw -238632.663436 + Penalty 754.119277 = -237878.544158 nChanged 1778 SP:Iteration 1F (10386.610000 sec): 3 clusters Score: Raw -239724.590992 + Penalty 754.119277 = -238970.471715 nChanged 342 SP:Iteration 2F (10386.850000 sec): 3 clusters Score: Raw -239991.871092 + Penalty 754.119277 = -239237.751814 nChanged 357 SP:Iteration 3F (10387.050000 sec): 3 clusters Score: Raw -240295.566208 + Penalty 754.119277 = -239541.446931 nChanged 315 SP:Iteration 4F (10387.190000 sec): 3 clusters Score: Raw -240606.455011 + Penalty 754.119277 = -239852.335734 nChanged 239 SP:Iteration 5F (10387.390000 sec): 3 clusters Score: Raw -240826.725711 + Penalty 754.119277 = -240072.606434 nChanged 177 SP:Iteration 6Q (10387.590000 sec): 3 clusters Score: Raw -240998.625304 + Penalty 754.119277 = -240244.506027 nChanged 114 SP:Iteration 7Q (10387.760000 sec): 3 clusters Score: Raw -241106.463379 + Penalty 754.119277 = -240352.344102 nChanged 82 SP:Iteration 8Q (10387.910000 sec): 3 clusters Score: Raw -241195.838901 + Penalty 754.119277 = -240441.719623 nChanged 49 SP:Iteration 9Q (10388.100000 sec): 3 clusters Score: Raw -241242.995386 + Penalty 754.119277 = -240488.876108 nChanged 31 SP:Iteration 10Q (10388.280000 sec): 3 clusters Score: Raw -241256.480330 + Penalty 754.119277 = -240502.361053 nChanged 20 SP:Iteration 11Q (10388.480000 sec): 3 clusters Score: Raw -241263.874146 + Penalty 754.119277 = -240509.754869 nChanged 13 SP:Iteration 12Q (10388.660000 sec): 3 clusters Score: Raw -241268.254049 + Penalty 754.119277 = -240514.134772 nChanged 13 SP:Iteration 13Q (10388.890000 sec): 3 clusters Score: Raw -241271.782235 + Penalty 754.119277 = -240517.662957 nChanged 12 SP:Iteration 14Q (10389.060000 sec): 3 clusters Score: Raw -241274.051357 + Penalty 754.119277 = -240519.932080 nChanged 9 SP:Iteration 15Q (10389.270000 sec): 3 clusters Score: Raw -241276.701750 + Penalty 754.119277 = -240522.582473 nChanged 7 SP:Iteration 16Q (10389.460000 sec): 3 clusters Score: Raw -241278.060646 + Penalty 754.119277 = -240523.941369 nChanged 8 SP:Iteration 17Q (10389.690000 sec): 3 clusters Score: Raw -241279.125504 + Penalty 754.119277 = -240525.006226 nChanged 3 SP:Iteration 18Q (10389.880000 sec): 3 clusters Score: Raw -241279.301190 + Penalty 754.119277 = -240525.181913 nChanged 1 SP:Iteration 19Q (10390.070000 sec): 3 clusters Score: Raw -241279.509228 + Penalty 754.119277 = -240525.389951 nChanged 0 SP:Iteration 20F (10390.250000 sec): 3 clusters Score: Raw -241279.509228 + Penalty 754.119277 = -240525.389951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10390.330000 sec): 2 clusters Score: Raw -6552.626000 + Penalty 226.126505 = -6326.499495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10390.520000 sec): 3 clusters Score: Raw -6564.749882 + Penalty 452.253010 = -6112.496872 nChanged 41 SP:Iteration 1F (10390.720000 sec): 3 clusters Score: Raw -6792.964121 + Penalty 452.253010 = -6340.711111 nChanged 16 SP:Iteration 2F (10390.920000 sec): 3 clusters Score: Raw -6837.619553 + Penalty 452.253010 = -6385.366543 nChanged 4 SP:Iteration 3Q (10391.090000 sec): 3 clusters Score: Raw -6850.517924 + Penalty 452.253010 = -6398.264913 nChanged 1 SP:Iteration 4Q (10391.280000 sec): 3 clusters Score: Raw -6852.745614 + Penalty 452.253010 = -6400.492604 nChanged 0 SP:Iteration 5F (10391.470000 sec): 3 clusters Score: Raw -6852.745614 + Penalty 452.253010 = -6400.492604 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10391.560000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10391.780000 sec): 3 clusters Score: Raw -10816.803637 + Penalty 482.146880 = -10334.656756 nChanged 48 SP:Iteration 1F (10391.950000 sec): 3 clusters Score: Raw -10898.361087 + Penalty 482.146880 = -10416.214206 nChanged 16 SP:Iteration 2F (10392.120000 sec): 3 clusters Score: Raw -10936.118548 + Penalty 482.146880 = -10453.971668 nChanged 11 SP:Iteration 3F (10392.300000 sec): 3 clusters Score: Raw -10973.021296 + Penalty 482.146880 = -10490.874416 nChanged 5 SP:Iteration 4Q (10392.500000 sec): 3 clusters Score: Raw -10990.148542 + Penalty 482.146880 = -10508.001661 nChanged 0 SP:Iteration 5F (10392.650000 sec): 3 clusters Score: Raw -10990.148542 + Penalty 482.146880 = -10508.001661 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10392.760000 sec): 2 clusters Score: Raw -11800.520961 + Penalty 243.076208 = -11557.444752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10392.950000 sec): 3 clusters Score: Raw -11764.734035 + Penalty 486.152417 = -11278.581618 nChanged 56 SP:Iteration 1F (10393.080000 sec): 3 clusters Score: Raw -11839.639398 + Penalty 486.152417 = -11353.486981 nChanged 18 SP:Iteration 2F (10393.280000 sec): 3 clusters Score: Raw -11888.648469 + Penalty 486.152417 = -11402.496052 nChanged 15 SP:Iteration 3F (10393.450000 sec): 3 clusters Score: Raw -11916.123710 + Penalty 486.152417 = -11429.971293 nChanged 9 SP:Iteration 4Q (10393.620000 sec): 3 clusters Score: Raw -11938.380065 + Penalty 486.152417 = -11452.227648 nChanged 8 SP:Iteration 5Q (10393.790000 sec): 3 clusters Score: Raw -11967.429314 + Penalty 486.152417 = -11481.276897 nChanged 2 SP:Iteration 6Q (10393.980000 sec): 3 clusters Score: Raw -11976.582036 + Penalty 486.152417 = -11490.429619 nChanged 4 SP:Iteration 7Q (10394.150000 sec): 3 clusters Score: Raw -11986.114457 + Penalty 486.152417 = -11499.962041 nChanged 2 SP:Iteration 8Q (10394.320000 sec): 3 clusters Score: Raw -11990.850819 + Penalty 486.152417 = -11504.698402 nChanged 4 SP:Iteration 9Q (10394.500000 sec): 3 clusters Score: Raw -12005.535439 + Penalty 486.152417 = -11519.383022 nChanged 2 SP:Iteration 10Q (10394.670000 sec): 3 clusters Score: Raw -12011.287778 + Penalty 486.152417 = -11525.135361 nChanged 0 SP:Iteration 11F (10394.880000 sec): 3 clusters Score: Raw -12011.292612 + Penalty 486.152417 = -11525.140195 nChanged 1 SP:Iteration 12Q (10395.000000 sec): 3 clusters Score: Raw -12030.386314 + Penalty 486.152417 = -11544.233897 nChanged 3 SP:Iteration 13Q (10395.190000 sec): 3 clusters Score: Raw -12040.805283 + Penalty 486.152417 = -11554.652866 nChanged 1 SP:Iteration 14Q (10395.380000 sec): 3 clusters Score: Raw -12042.752448 + Penalty 486.152417 = -11556.600032 nChanged 1 SP:Iteration 15Q (10395.550000 sec): 3 clusters Score: Raw -12048.634027 + Penalty 486.152417 = -11562.481610 nChanged 1 SP:Iteration 16Q (10395.770000 sec): 3 clusters Score: Raw -12050.675787 + Penalty 486.152417 = -11564.523370 nChanged 1 SP:Iteration 17Q (10395.970000 sec): 3 clusters Score: Raw -12054.338632 + Penalty 486.152417 = -11568.186215 nChanged 1 SP:Iteration 18Q (10396.200000 sec): 3 clusters Score: Raw -12056.786056 + Penalty 486.152417 = -11570.633639 nChanged 0 SP:Iteration 19F (10396.360000 sec): 3 clusters Score: Raw -12056.786056 + Penalty 486.152417 = -11570.633639 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10396.500000 sec): 2 clusters Score: Raw -6521.999791 + Penalty 221.121464 = -6300.878327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10396.660000 sec): 3 clusters Score: Raw -6526.576729 + Penalty 442.242929 = -6084.333800 nChanged 37 SP:Iteration 1F (10396.880000 sec): 3 clusters Score: Raw -6596.450013 + Penalty 442.242929 = -6154.207084 nChanged 5 SP:Iteration 2Q (10397.110000 sec): 3 clusters Score: Raw -6608.143841 + Penalty 442.242929 = -6165.900913 nChanged 2 SP:Iteration 3Q (10397.290000 sec): 3 clusters Score: Raw -6610.651745 + Penalty 442.242929 = -6168.408817 nChanged 0 SP:Iteration 4F (10397.460000 sec): 3 clusters Score: Raw -6610.651745 + Penalty 442.242929 = -6168.408817 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10397.560000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10397.770000 sec): 3 clusters Score: Raw -14560.266824 + Penalty 503.178047 = -14057.088777 nChanged 72 SP:Iteration 1F (10397.950000 sec): 3 clusters Score: Raw -14621.452184 + Penalty 503.178047 = -14118.274137 nChanged 22 SP:Iteration 2F (10398.120000 sec): 3 clusters Score: Raw -14651.063844 + Penalty 503.178047 = -14147.885797 nChanged 9 SP:Iteration 3Q (10398.310000 sec): 3 clusters Score: Raw -14660.751955 + Penalty 503.178047 = -14157.573908 nChanged 4 SP:Iteration 4Q (10398.490000 sec): 3 clusters Score: Raw -14665.096854 + Penalty 503.178047 = -14161.918807 nChanged 7 SP:Iteration 5Q (10398.680000 sec): 3 clusters Score: Raw -14676.374519 + Penalty 503.178047 = -14173.196472 nChanged 4 SP:Iteration 6Q (10398.850000 sec): 3 clusters Score: Raw -14679.863242 + Penalty 503.178047 = -14176.685195 nChanged 2 SP:Iteration 7Q (10399.020000 sec): 3 clusters Score: Raw -14682.522757 + Penalty 503.178047 = -14179.344710 nChanged 1 SP:Iteration 8Q (10399.200000 sec): 3 clusters Score: Raw -14684.031961 + Penalty 503.178047 = -14180.853914 nChanged 1 SP:Iteration 9Q (10399.390000 sec): 3 clusters Score: Raw -14685.444324 + Penalty 503.178047 = -14182.266277 nChanged 1 SP:Iteration 10Q (10399.600000 sec): 3 clusters Score: Raw -14686.105555 + Penalty 503.178047 = -14182.927508 nChanged 0 SP:Iteration 11F (10399.790000 sec): 3 clusters Score: Raw -14686.105555 + Penalty 503.178047 = -14182.927508 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10399.880000 sec): 2 clusters Score: Raw -37279.421522 + Penalty 291.060299 = -36988.361223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10400.090000 sec): 3 clusters Score: Raw -37013.811812 + Penalty 582.120599 = -36431.691213 nChanged 227 SP:Iteration 1F (10400.240000 sec): 3 clusters Score: Raw -37169.529270 + Penalty 582.120599 = -36587.408672 nChanged 50 SP:Iteration 2F (10400.410000 sec): 3 clusters Score: Raw -37206.847889 + Penalty 582.120599 = -36624.727290 nChanged 32 SP:Iteration 3F (10400.590000 sec): 3 clusters Score: Raw -37235.510015 + Penalty 582.120599 = -36653.389417 nChanged 27 SP:Iteration 4Q (10400.780000 sec): 3 clusters Score: Raw -37256.194443 + Penalty 582.120599 = -36674.073844 nChanged 23 SP:Iteration 5Q (10400.960000 sec): 3 clusters Score: Raw -37270.910901 + Penalty 582.120599 = -36688.790302 nChanged 14 SP:Iteration 6Q (10401.160000 sec): 3 clusters Score: Raw -37280.242530 + Penalty 582.120599 = -36698.121932 nChanged 7 SP:Iteration 7Q (10401.310000 sec): 3 clusters Score: Raw -37284.219901 + Penalty 582.120599 = -36702.099303 nChanged 8 SP:Iteration 8Q (10401.490000 sec): 3 clusters Score: Raw -37289.110551 + Penalty 582.120599 = -36706.989953 nChanged 5 SP:Iteration 9Q (10401.690000 sec): 3 clusters Score: Raw -37291.391806 + Penalty 582.120599 = -36709.271207 nChanged 3 SP:Iteration 10Q (10401.870000 sec): 3 clusters Score: Raw -37294.467160 + Penalty 582.120599 = -36712.346561 nChanged 4 SP:Iteration 11Q (10402.050000 sec): 3 clusters Score: Raw -37296.281024 + Penalty 582.120599 = -36714.160426 nChanged 2 SP:Iteration 12Q (10402.240000 sec): 3 clusters Score: Raw -37298.468882 + Penalty 582.120599 = -36716.348283 nChanged 3 SP:Iteration 13Q (10402.480000 sec): 3 clusters Score: Raw -37302.721776 + Penalty 582.120599 = -36720.601177 nChanged 6 SP:Iteration 14Q (10402.660000 sec): 3 clusters Score: Raw -37309.811816 + Penalty 582.120599 = -36727.691217 nChanged 2 SP:Iteration 15Q (10402.830000 sec): 3 clusters Score: Raw -37310.888615 + Penalty 582.120599 = -36728.768016 nChanged 2 SP:Iteration 16Q (10403.000000 sec): 3 clusters Score: Raw -37312.471951 + Penalty 582.120599 = -36730.351353 nChanged 2 SP:Iteration 17Q (10403.200000 sec): 3 clusters Score: Raw -37314.980727 + Penalty 582.120599 = -36732.860128 nChanged 0 SP:Iteration 18F (10403.340000 sec): 3 clusters Score: Raw -37314.980727 + Penalty 582.120599 = -36732.860128 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10403.460000 sec): 2 clusters Score: Raw -394410.582957 + Penalty 400.991147 = -394009.591811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10403.680000 sec): 3 clusters Score: Raw -390281.218507 + Penalty 801.982293 = -389479.236214 nChanged 3110 SP:Iteration 1F (10403.860000 sec): 3 clusters Score: Raw -391897.601680 + Penalty 801.982293 = -391095.619387 nChanged 409 SP:Iteration 2F (10404.060000 sec): 3 clusters Score: Raw -392067.011160 + Penalty 801.982293 = -391265.028867 nChanged 355 SP:Iteration 3F (10404.240000 sec): 3 clusters Score: Raw -392209.596172 + Penalty 801.982293 = -391407.613879 nChanged 346 SP:Iteration 4F (10404.440000 sec): 3 clusters Score: Raw -392349.790236 + Penalty 801.982293 = -391547.807943 nChanged 338 SP:Iteration 5F (10404.580000 sec): 3 clusters Score: Raw -392525.857642 + Penalty 801.982293 = -391723.875349 nChanged 362 SP:Iteration 6F (10404.800000 sec): 3 clusters Score: Raw -392745.001332 + Penalty 801.982293 = -391943.019039 nChanged 363 SP:Iteration 7F (10404.960000 sec): 3 clusters Score: Raw -393005.417308 + Penalty 801.982293 = -392203.435014 nChanged 359 SP:Iteration 8F (10405.170000 sec): 3 clusters Score: Raw -393247.957226 + Penalty 801.982293 = -392445.974933 nChanged 298 SP:Iteration 9Q (10405.360000 sec): 3 clusters Score: Raw -393384.815493 + Penalty 801.982293 = -392582.833200 nChanged 210 SP:Iteration 10Q (10405.550000 sec): 3 clusters Score: Raw -393466.423485 + Penalty 801.982293 = -392664.441192 nChanged 146 SP:Iteration 11Q (10405.760000 sec): 3 clusters Score: Raw -393509.910997 + Penalty 801.982293 = -392707.928704 nChanged 94 SP:Iteration 12Q (10405.910000 sec): 3 clusters Score: Raw -393525.383232 + Penalty 801.982293 = -392723.400939 nChanged 53 SP:Iteration 13Q (10406.080000 sec): 3 clusters Score: Raw -393534.046764 + Penalty 801.982293 = -392732.064471 nChanged 51 SP:Iteration 14Q (10406.290000 sec): 3 clusters Score: Raw -393542.551246 + Penalty 801.982293 = -392740.568953 nChanged 35 SP:Iteration 15Q (10406.430000 sec): 3 clusters Score: Raw -393547.860594 + Penalty 801.982293 = -392745.878300 nChanged 36 SP:Iteration 16Q (10406.610000 sec): 3 clusters Score: Raw -393553.616554 + Penalty 801.982293 = -392751.634261 nChanged 40 SP:Iteration 17Q (10406.750000 sec): 3 clusters Score: Raw -393559.226421 + Penalty 801.982293 = -392757.244128 nChanged 31 SP:Iteration 18Q (10406.940000 sec): 3 clusters Score: Raw -393562.672611 + Penalty 801.982293 = -392760.690318 nChanged 30 SP:Iteration 19Q (10407.100000 sec): 3 clusters Score: Raw -393566.699943 + Penalty 801.982293 = -392764.717650 nChanged 31 SP:Iteration 20F (10407.240000 sec): 3 clusters Score: Raw -393571.251448 + Penalty 801.982293 = -392769.269155 nChanged 27 SP:Iteration 21Q (10407.450000 sec): 3 clusters Score: Raw -393575.184166 + Penalty 801.982293 = -392773.201873 nChanged 33 SP:Iteration 22Q (10407.600000 sec): 3 clusters Score: Raw -393581.942408 + Penalty 801.982293 = -392779.960115 nChanged 37 SP:Iteration 23Q (10407.790000 sec): 3 clusters Score: Raw -393589.533140 + Penalty 801.982293 = -392787.550847 nChanged 44 SP:Iteration 24Q (10408.000000 sec): 3 clusters Score: Raw -393597.306305 + Penalty 801.982293 = -392795.324012 nChanged 40 SP:Iteration 25Q (10408.220000 sec): 3 clusters Score: Raw -393603.390528 + Penalty 801.982293 = -392801.408234 nChanged 44 SP:Iteration 26Q (10408.400000 sec): 3 clusters Score: Raw -393609.678073 + Penalty 801.982293 = -392807.695780 nChanged 32 SP:Iteration 27Q (10408.560000 sec): 3 clusters Score: Raw -393613.454967 + Penalty 801.982293 = -392811.472674 nChanged 29 SP:Iteration 28Q (10408.760000 sec): 3 clusters Score: Raw -393616.639958 + Penalty 801.982293 = -392814.657665 nChanged 29 SP:Iteration 29Q (10409.020000 sec): 3 clusters Score: Raw -393619.668729 + Penalty 801.982293 = -392817.686436 nChanged 26 SP:Iteration 30Q (10409.250000 sec): 3 clusters Score: Raw -393621.857099 + Penalty 801.982293 = -392819.874806 nChanged 27 SP:Iteration 31Q (10409.430000 sec): 3 clusters Score: Raw -393624.264507 + Penalty 801.982293 = -392822.282214 nChanged 27 SP:Iteration 32Q (10409.680000 sec): 3 clusters Score: Raw -393627.571888 + Penalty 801.982293 = -392825.589595 nChanged 41 SP:Iteration 33Q (10409.890000 sec): 3 clusters Score: Raw -393634.261246 + Penalty 801.982293 = -392832.278953 nChanged 38 SP:Iteration 34Q (10410.050000 sec): 3 clusters Score: Raw -393640.859633 + Penalty 801.982293 = -392838.877340 nChanged 37 SP:Iteration 35Q (10410.220000 sec): 3 clusters Score: Raw -393647.512686 + Penalty 801.982293 = -392845.530393 nChanged 38 SP:Iteration 36Q (10410.420000 sec): 3 clusters Score: Raw -393654.801527 + Penalty 801.982293 = -392852.819234 nChanged 41 SP:Iteration 37Q (10410.630000 sec): 3 clusters Score: Raw -393662.123422 + Penalty 801.982293 = -392860.141129 nChanged 47 SP:Iteration 38Q (10410.800000 sec): 3 clusters Score: Raw -393671.768449 + Penalty 801.982293 = -392869.786156 nChanged 37 SP:Iteration 39Q (10411.020000 sec): 3 clusters Score: Raw -393680.145515 + Penalty 801.982293 = -392878.163222 nChanged 55 SP:Iteration 40F (10411.200000 sec): 3 clusters Score: Raw -393692.548159 + Penalty 801.982293 = -392890.565866 nChanged 59 SP:Iteration 41Q (10411.410000 sec): 3 clusters Score: Raw -393709.952061 + Penalty 801.982293 = -392907.969768 nChanged 66 SP:Iteration 42Q (10411.590000 sec): 3 clusters Score: Raw -393727.789229 + Penalty 801.982293 = -392925.806936 nChanged 66 SP:Iteration 43Q (10411.770000 sec): 3 clusters Score: Raw -393743.741481 + Penalty 801.982293 = -392941.759188 nChanged 49 SP:Iteration 44Q (10411.940000 sec): 3 clusters Score: Raw -393752.849516 + Penalty 801.982293 = -392950.867222 nChanged 55 SP:Iteration 45Q (10412.130000 sec): 3 clusters Score: Raw -393764.359368 + Penalty 801.982293 = -392962.377075 nChanged 52 SP:Iteration 46Q (10412.330000 sec): 3 clusters Score: Raw -393775.570358 + Penalty 801.982293 = -392973.588065 nChanged 58 SP:Iteration 47Q (10412.500000 sec): 3 clusters Score: Raw -393789.248707 + Penalty 801.982293 = -392987.266414 nChanged 56 SP:Iteration 48Q (10412.680000 sec): 3 clusters Score: Raw -393803.457034 + Penalty 801.982293 = -393001.474741 nChanged 60 SP:Iteration 49Q (10412.860000 sec): 3 clusters Score: Raw -393818.061967 + Penalty 801.982293 = -393016.079674 nChanged 51 SP:Iteration 50Q (10413.030000 sec): 3 clusters Score: Raw -393830.188403 + Penalty 801.982293 = -393028.206110 nChanged 66 SP:Iteration 51Q (10413.200000 sec): 3 clusters Score: Raw -393846.235592 + Penalty 801.982293 = -393044.253299 nChanged 71 SP:Iteration 52Q (10413.400000 sec): 3 clusters Score: Raw -393866.890578 + Penalty 801.982293 = -393064.908284 nChanged 83 SP:Iteration 53Q (10413.560000 sec): 3 clusters Score: Raw -393893.928547 + Penalty 801.982293 = -393091.946254 nChanged 70 SP:Iteration 54Q (10413.730000 sec): 3 clusters Score: Raw -393918.892418 + Penalty 801.982293 = -393116.910125 nChanged 83 SP:Iteration 55Q (10413.920000 sec): 3 clusters Score: Raw -393947.296076 + Penalty 801.982293 = -393145.313782 nChanged 82 SP:Iteration 56Q (10414.060000 sec): 3 clusters Score: Raw -393979.780508 + Penalty 801.982293 = -393177.798215 nChanged 83 SP:Iteration 57Q (10414.230000 sec): 3 clusters Score: Raw -394018.070563 + Penalty 801.982293 = -393216.088270 nChanged 77 SP:Iteration 58Q (10414.390000 sec): 3 clusters Score: Raw -394055.071954 + Penalty 801.982293 = -393253.089661 nChanged 82 SP:Iteration 59Q (10414.580000 sec): 3 clusters Score: Raw -394096.114674 + Penalty 801.982293 = -393294.132381 nChanged 74 SP:Iteration 60F (10414.770000 sec): 3 clusters Score: Raw -394131.804758 + Penalty 801.982293 = -393329.822465 nChanged 75 SP:Iteration 61Q (10414.920000 sec): 3 clusters Score: Raw -394166.240265 + Penalty 801.982293 = -393364.257972 nChanged 70 SP:Iteration 62Q (10415.080000 sec): 3 clusters Score: Raw -394209.474181 + Penalty 801.982293 = -393407.491888 nChanged 70 SP:Iteration 63Q (10415.250000 sec): 3 clusters Score: Raw -394253.956326 + Penalty 801.982293 = -393451.974033 nChanged 65 SP:Iteration 64Q (10415.410000 sec): 3 clusters Score: Raw -394292.442048 + Penalty 801.982293 = -393490.459755 nChanged 43 SP:Iteration 65Q (10415.620000 sec): 3 clusters Score: Raw -394313.288848 + Penalty 801.982293 = -393511.306555 nChanged 40 SP:Iteration 66Q (10415.750000 sec): 3 clusters Score: Raw -394326.468831 + Penalty 801.982293 = -393524.486538 nChanged 31 SP:Iteration 67Q (10415.960000 sec): 3 clusters Score: Raw -394339.990791 + Penalty 801.982293 = -393538.008498 nChanged 28 SP:Iteration 68Q (10416.110000 sec): 3 clusters Score: Raw -394349.912443 + Penalty 801.982293 = -393547.930150 nChanged 18 SP:Iteration 69Q (10416.270000 sec): 3 clusters Score: Raw -394356.853337 + Penalty 801.982293 = -393554.871044 nChanged 14 SP:Iteration 70Q (10416.440000 sec): 3 clusters Score: Raw -394363.324723 + Penalty 801.982293 = -393561.342430 nChanged 15 SP:Iteration 71Q (10416.630000 sec): 3 clusters Score: Raw -394368.882343 + Penalty 801.982293 = -393566.900050 nChanged 15 SP:Iteration 72Q (10416.820000 sec): 3 clusters Score: Raw -394375.938898 + Penalty 801.982293 = -393573.956605 nChanged 19 SP:Iteration 73Q (10417.020000 sec): 3 clusters Score: Raw -394385.723629 + Penalty 801.982293 = -393583.741335 nChanged 24 SP:Iteration 74Q (10417.200000 sec): 3 clusters Score: Raw -394397.790366 + Penalty 801.982293 = -393595.808072 nChanged 16 SP:Iteration 75Q (10417.350000 sec): 3 clusters Score: Raw -394408.203516 + Penalty 801.982293 = -393606.221223 nChanged 17 SP:Iteration 76Q (10417.560000 sec): 3 clusters Score: Raw -394415.609598 + Penalty 801.982293 = -393613.627304 nChanged 12 SP:Iteration 77Q (10417.770000 sec): 3 clusters Score: Raw -394419.827266 + Penalty 801.982293 = -393617.844973 nChanged 11 SP:Iteration 78Q (10417.930000 sec): 3 clusters Score: Raw -394428.005059 + Penalty 801.982293 = -393626.022766 nChanged 12 SP:Iteration 79Q (10418.200000 sec): 3 clusters Score: Raw -394433.812145 + Penalty 801.982293 = -393631.829852 nChanged 8 SP:Iteration 80F (10418.370000 sec): 3 clusters Score: Raw -394437.511595 + Penalty 801.982293 = -393635.529302 nChanged 6 SP:Iteration 81Q (10418.630000 sec): 3 clusters Score: Raw -394441.039181 + Penalty 801.982293 = -393639.056888 nChanged 6 SP:Iteration 82Q (10418.840000 sec): 3 clusters Score: Raw -394444.419594 + Penalty 801.982293 = -393642.437301 nChanged 4 SP:Iteration 83Q (10419.020000 sec): 3 clusters Score: Raw -394447.977485 + Penalty 801.982293 = -393645.995191 nChanged 8 SP:Iteration 84Q (10419.260000 sec): 3 clusters Score: Raw -394453.762416 + Penalty 801.982293 = -393651.780122 nChanged 6 SP:Iteration 85Q (10419.430000 sec): 3 clusters Score: Raw -394456.802417 + Penalty 801.982293 = -393654.820124 nChanged 10 SP:Iteration 86Q (10419.670000 sec): 3 clusters Score: Raw -394460.945875 + Penalty 801.982293 = -393658.963582 nChanged 2 SP:Iteration 87Q (10419.830000 sec): 3 clusters Score: Raw -394461.571240 + Penalty 801.982293 = -393659.588947 nChanged 1 SP:Iteration 88Q (10420.010000 sec): 3 clusters Score: Raw -394461.819053 + Penalty 801.982293 = -393659.836760 nChanged 1 SP:Iteration 89Q (10420.200000 sec): 3 clusters Score: Raw -394461.917296 + Penalty 801.982293 = -393659.935002 nChanged 1 SP:Iteration 90Q (10420.390000 sec): 3 clusters Score: Raw -394462.186959 + Penalty 801.982293 = -393660.204666 nChanged 2 SP:Iteration 91Q (10420.560000 sec): 3 clusters Score: Raw -394462.525449 + Penalty 801.982293 = -393660.543156 nChanged 1 SP:Iteration 92Q (10420.760000 sec): 3 clusters Score: Raw -394462.875919 + Penalty 801.982293 = -393660.893626 nChanged 0 SP:Iteration 93F (10420.950000 sec): 3 clusters Score: Raw -394462.875919 + Penalty 801.982293 = -393660.893626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10421.050000 sec): 2 clusters Score: Raw -5762.119106 + Penalty 208.616020 = -5553.503085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10421.220000 sec): 3 clusters Score: Raw -5770.152662 + Penalty 417.232041 = -5352.920622 nChanged 20 SP:Iteration 1F (10421.380000 sec): 3 clusters Score: Raw -5803.704035 + Penalty 417.232041 = -5386.471994 nChanged 6 SP:Iteration 2F (10421.580000 sec): 3 clusters Score: Raw -5813.340827 + Penalty 417.232041 = -5396.108787 nChanged 2 SP:Iteration 3Q (10421.730000 sec): 3 clusters Score: Raw -5822.610245 + Penalty 417.232041 = -5405.378204 nChanged 4 SP:Iteration 4Q (10421.920000 sec): 3 clusters Score: Raw -5830.538610 + Penalty 417.232041 = -5413.306570 nChanged 1 SP:Iteration 5Q (10422.140000 sec): 3 clusters Score: Raw -5833.364013 + Penalty 417.232041 = -5416.131973 nChanged 0 SP:Iteration 6F (10422.290000 sec): 3 clusters Score: Raw -5833.364013 + Penalty 417.232041 = -5416.131973 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10422.420000 sec): 2 clusters Score: Raw -47876.976766 + Penalty 307.598868 = -47569.377897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10422.640000 sec): 3 clusters Score: Raw -47474.848214 + Penalty 615.197737 = -46859.650477 nChanged 325 SP:Iteration 1F (10422.820000 sec): 3 clusters Score: Raw -47693.452909 + Penalty 615.197737 = -47078.255172 nChanged 68 SP:Iteration 2F (10422.950000 sec): 3 clusters Score: Raw -47731.715233 + Penalty 615.197737 = -47116.517496 nChanged 36 SP:Iteration 3Q (10423.160000 sec): 3 clusters Score: Raw -47758.230760 + Penalty 615.197737 = -47143.033023 nChanged 22 SP:Iteration 4Q (10423.330000 sec): 3 clusters Score: Raw -47781.848585 + Penalty 615.197737 = -47166.650848 nChanged 28 SP:Iteration 5Q (10423.560000 sec): 3 clusters Score: Raw -47798.051658 + Penalty 615.197737 = -47182.853921 nChanged 21 SP:Iteration 6Q (10423.800000 sec): 3 clusters Score: Raw -47808.981666 + Penalty 615.197737 = -47193.783930 nChanged 15 SP:Iteration 7Q (10423.970000 sec): 3 clusters Score: Raw -47815.781933 + Penalty 615.197737 = -47200.584196 nChanged 14 SP:Iteration 8Q (10424.170000 sec): 3 clusters Score: Raw -47823.614811 + Penalty 615.197737 = -47208.417074 nChanged 17 SP:Iteration 9Q (10424.330000 sec): 3 clusters Score: Raw -47833.140777 + Penalty 615.197737 = -47217.943040 nChanged 21 SP:Iteration 10Q (10424.510000 sec): 3 clusters Score: Raw -47846.187373 + Penalty 615.197737 = -47230.989636 nChanged 27 SP:Iteration 11Q (10424.670000 sec): 3 clusters Score: Raw -47865.824512 + Penalty 615.197737 = -47250.626775 nChanged 25 SP:Iteration 12Q (10424.820000 sec): 3 clusters Score: Raw -47879.927401 + Penalty 615.197737 = -47264.729664 nChanged 25 SP:Iteration 13Q (10424.950000 sec): 3 clusters Score: Raw -47894.486782 + Penalty 615.197737 = -47279.289045 nChanged 24 SP:Iteration 14Q (10425.120000 sec): 3 clusters Score: Raw -47910.498773 + Penalty 615.197737 = -47295.301036 nChanged 13 SP:Iteration 15Q (10425.280000 sec): 3 clusters Score: Raw -47922.535803 + Penalty 615.197737 = -47307.338066 nChanged 16 SP:Iteration 16Q (10425.450000 sec): 3 clusters Score: Raw -47943.925601 + Penalty 615.197737 = -47328.727864 nChanged 20 SP:Iteration 17Q (10425.640000 sec): 3 clusters Score: Raw -47959.940165 + Penalty 615.197737 = -47344.742428 nChanged 10 SP:Iteration 18Q (10425.830000 sec): 3 clusters Score: Raw -47967.642025 + Penalty 615.197737 = -47352.444288 nChanged 15 SP:Iteration 19Q (10426.020000 sec): 3 clusters Score: Raw -47986.935991 + Penalty 615.197737 = -47371.738255 nChanged 21 SP:Iteration 20F (10426.200000 sec): 3 clusters Score: Raw -48014.029382 + Penalty 615.197737 = -47398.831645 nChanged 19 SP:Iteration 21Q (10426.390000 sec): 3 clusters Score: Raw -48036.057855 + Penalty 615.197737 = -47420.860118 nChanged 9 SP:Iteration 22Q (10426.570000 sec): 3 clusters Score: Raw -48040.670558 + Penalty 615.197737 = -47425.472821 nChanged 3 SP:Iteration 23Q (10426.760000 sec): 3 clusters Score: Raw -48043.306389 + Penalty 615.197737 = -47428.108652 nChanged 2 SP:Iteration 24Q (10426.940000 sec): 3 clusters Score: Raw -48043.507795 + Penalty 615.197737 = -47428.310058 nChanged 0 SP:Iteration 25F (10427.090000 sec): 3 clusters Score: Raw -48043.507795 + Penalty 615.197737 = -47428.310058 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10427.210000 sec): 2 clusters Score: Raw -10210.907601 + Penalty 246.634342 = -9964.273259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10427.360000 sec): 3 clusters Score: Raw -10168.300478 + Penalty 493.268685 = -9675.031793 nChanged 62 SP:Iteration 1F (10427.560000 sec): 3 clusters Score: Raw -10300.139909 + Penalty 493.268685 = -9806.871224 nChanged 22 SP:Iteration 2F (10427.740000 sec): 3 clusters Score: Raw -10352.958372 + Penalty 493.268685 = -9859.689687 nChanged 5 SP:Iteration 3Q (10427.940000 sec): 3 clusters Score: Raw -10367.277470 + Penalty 493.268685 = -9874.008785 nChanged 5 SP:Iteration 4Q (10428.120000 sec): 3 clusters Score: Raw -10376.622544 + Penalty 493.268685 = -9883.353859 nChanged 3 SP:Iteration 5Q (10428.310000 sec): 3 clusters Score: Raw -10384.604180 + Penalty 493.268685 = -9891.335495 nChanged 2 SP:Iteration 6Q (10428.500000 sec): 3 clusters Score: Raw -10393.291271 + Penalty 493.268685 = -9900.022586 nChanged 3 SP:Iteration 7Q (10428.680000 sec): 3 clusters Score: Raw -10404.570647 + Penalty 493.268685 = -9911.301962 nChanged 7 SP:Iteration 8Q (10428.870000 sec): 3 clusters Score: Raw -10422.408974 + Penalty 493.268685 = -9929.140290 nChanged 11 SP:Iteration 9Q (10429.060000 sec): 3 clusters Score: Raw -10446.002747 + Penalty 493.268685 = -9952.734062 nChanged 9 SP:Iteration 10Q (10429.290000 sec): 3 clusters Score: Raw -10458.138158 + Penalty 493.268685 = -9964.869473 nChanged 8 SP:Iteration 11Q (10429.430000 sec): 3 clusters Score: Raw -10473.607925 + Penalty 493.268685 = -9980.339240 nChanged 9 SP:Iteration 12Q (10429.660000 sec): 3 clusters Score: Raw -10490.492876 + Penalty 493.268685 = -9997.224191 nChanged 7 SP:Iteration 13Q (10429.830000 sec): 3 clusters Score: Raw -10505.478681 + Penalty 493.268685 = -10012.209996 nChanged 5 SP:Iteration 14Q (10429.990000 sec): 3 clusters Score: Raw -10521.478151 + Penalty 493.268685 = -10028.209466 nChanged 6 SP:Iteration 15Q (10430.190000 sec): 3 clusters Score: Raw -10528.215125 + Penalty 493.268685 = -10034.946440 nChanged 3 SP:Iteration 16Q (10430.360000 sec): 3 clusters Score: Raw -10531.184728 + Penalty 493.268685 = -10037.916043 nChanged 3 SP:Iteration 17Q (10430.550000 sec): 3 clusters Score: Raw -10535.291564 + Penalty 493.268685 = -10042.022879 nChanged 2 SP:Iteration 18Q (10430.720000 sec): 3 clusters Score: Raw -10536.668135 + Penalty 493.268685 = -10043.399450 nChanged 0 SP:Iteration 19F (10430.910000 sec): 3 clusters Score: Raw -10536.668135 + Penalty 493.268685 = -10043.399450 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10431.000000 sec): 2 clusters Score: Raw -21208.814017 + Penalty 267.691169 = -20941.122848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10431.190000 sec): 3 clusters Score: Raw -21092.032886 + Penalty 535.382337 = -20556.650548 nChanged 105 SP:Iteration 1F (10431.390000 sec): 3 clusters Score: Raw -21210.866540 + Penalty 535.382337 = -20675.484203 nChanged 37 SP:Iteration 2F (10431.580000 sec): 3 clusters Score: Raw -21272.313711 + Penalty 535.382337 = -20736.931373 nChanged 28 SP:Iteration 3F (10431.740000 sec): 3 clusters Score: Raw -21335.403119 + Penalty 535.382337 = -20800.020782 nChanged 31 SP:Iteration 4F (10431.920000 sec): 3 clusters Score: Raw -21428.740085 + Penalty 535.382337 = -20893.357747 nChanged 25 SP:Iteration 5F (10432.060000 sec): 3 clusters Score: Raw -21506.859923 + Penalty 535.382337 = -20971.477585 nChanged 20 SP:Iteration 6F (10432.230000 sec): 3 clusters Score: Raw -21565.571794 + Penalty 535.382337 = -21030.189456 nChanged 17 SP:Iteration 7Q (10432.420000 sec): 3 clusters Score: Raw -21604.966531 + Penalty 535.382337 = -21069.584193 nChanged 11 SP:Iteration 8Q (10432.610000 sec): 3 clusters Score: Raw -21653.677289 + Penalty 535.382337 = -21118.294952 nChanged 8 SP:Iteration 9Q (10432.760000 sec): 3 clusters Score: Raw -21720.752996 + Penalty 535.382337 = -21185.370659 nChanged 3 SP:Iteration 10Q (10432.920000 sec): 3 clusters Score: Raw -21744.767827 + Penalty 535.382337 = -21209.385490 nChanged 1 SP:Iteration 11Q (10433.120000 sec): 3 clusters Score: Raw -21749.545182 + Penalty 535.382337 = -21214.162845 nChanged 0 SP:Iteration 12F (10433.310000 sec): 3 clusters Score: Raw -21749.545182 + Penalty 535.382337 = -21214.162845 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10433.410000 sec): 2 clusters Score: Raw -7781.462750 + Penalty 222.167487 = -7559.295262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10433.550000 sec): 3 clusters Score: Raw -7797.624495 + Penalty 444.334975 = -7353.289520 nChanged 30 SP:Iteration 1F (10433.690000 sec): 3 clusters Score: Raw -7830.804107 + Penalty 444.334975 = -7386.469132 nChanged 2 SP:Iteration 2Q (10433.890000 sec): 3 clusters Score: Raw -7831.925348 + Penalty 444.334975 = -7387.590373 nChanged 0 SP:Iteration 3F (10434.090000 sec): 3 clusters Score: Raw -7831.925348 + Penalty 444.334975 = -7387.590373 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10434.180000 sec): 2 clusters Score: Raw -5348.931776 + Penalty 207.677843 = -5141.253934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10434.400000 sec): 3 clusters Score: Raw -5352.419065 + Penalty 415.355685 = -4937.063379 nChanged 20 SP:Iteration 1F (10434.580000 sec): 3 clusters Score: Raw -5389.112208 + Penalty 415.355685 = -4973.756523 nChanged 6 SP:Iteration 2F (10434.850000 sec): 3 clusters Score: Raw -5409.265437 + Penalty 415.355685 = -4993.909752 nChanged 2 SP:Iteration 3Q (10435.050000 sec): 3 clusters Score: Raw -5416.193442 + Penalty 415.355685 = -5000.837756 nChanged 1 SP:Iteration 4Q (10435.260000 sec): 3 clusters Score: Raw -5420.132752 + Penalty 415.355685 = -5004.777066 nChanged 2 SP:Iteration 5Q (10435.470000 sec): 3 clusters Score: Raw -5422.710033 + Penalty 415.355685 = -5007.354347 nChanged 0 SP:Iteration 6F (10435.700000 sec): 3 clusters Score: Raw -5422.710033 + Penalty 415.355685 = -5007.354347 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10435.840000 sec): 2 clusters Score: Raw -6960.379448 + Penalty 225.490131 = -6734.889317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10436.060000 sec): 3 clusters Score: Raw -6947.569909 + Penalty 450.980262 = -6496.589646 nChanged 36 SP:Iteration 1F (10436.240000 sec): 3 clusters Score: Raw -7051.930332 + Penalty 450.980262 = -6600.950070 nChanged 11 SP:Iteration 2F (10436.400000 sec): 3 clusters Score: Raw -7090.072420 + Penalty 450.980262 = -6639.092158 nChanged 8 SP:Iteration 3F (10436.580000 sec): 3 clusters Score: Raw -7100.571672 + Penalty 450.980262 = -6649.591410 nChanged 3 SP:Iteration 4Q (10436.740000 sec): 3 clusters Score: Raw -7115.561050 + Penalty 450.980262 = -6664.580788 nChanged 2 SP:Iteration 5Q (10436.910000 sec): 3 clusters Score: Raw -7116.770958 + Penalty 450.980262 = -6665.790695 nChanged 0 SP:Iteration 6F (10437.100000 sec): 3 clusters Score: Raw -7116.770958 + Penalty 450.980262 = -6665.790695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10437.180000 sec): 2 clusters Score: Raw -6901.631286 + Penalty 218.582958 = -6683.048329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10437.370000 sec): 3 clusters Score: Raw -6917.620160 + Penalty 437.165915 = -6480.454245 nChanged 26 SP:Iteration 1F (10437.560000 sec): 3 clusters Score: Raw -6986.956719 + Penalty 437.165915 = -6549.790804 nChanged 7 SP:Iteration 2F (10437.750000 sec): 3 clusters Score: Raw -7011.552669 + Penalty 437.165915 = -6574.386754 nChanged 5 SP:Iteration 3Q (10437.950000 sec): 3 clusters Score: Raw -7029.223631 + Penalty 437.165915 = -6592.057716 nChanged 5 SP:Iteration 4Q (10438.160000 sec): 3 clusters Score: Raw -7041.176426 + Penalty 437.165915 = -6604.010511 nChanged 4 SP:Iteration 5Q (10438.340000 sec): 3 clusters Score: Raw -7051.111236 + Penalty 437.165915 = -6613.945321 nChanged 5 SP:Iteration 6Q (10438.520000 sec): 3 clusters Score: Raw -7065.112829 + Penalty 437.165915 = -6627.946914 nChanged 3 SP:Iteration 7Q (10438.700000 sec): 3 clusters Score: Raw -7072.704093 + Penalty 437.165915 = -6635.538178 nChanged 3 SP:Iteration 8Q (10438.890000 sec): 3 clusters Score: Raw -7079.974582 + Penalty 437.165915 = -6642.808667 nChanged 1 SP:Iteration 9Q (10439.080000 sec): 3 clusters Score: Raw -7087.760688 + Penalty 437.165915 = -6650.594773 nChanged 0 SP:Iteration 10F (10439.280000 sec): 3 clusters Score: Raw -7087.760688 + Penalty 437.165915 = -6650.594773 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10439.370000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10439.510000 sec): 3 clusters Score: Raw -20128.208844 + Penalty 521.439080 = -19606.769764 nChanged 90 SP:Iteration 1F (10439.680000 sec): 3 clusters Score: Raw -20222.154432 + Penalty 521.439080 = -19700.715352 nChanged 20 SP:Iteration 2F (10439.880000 sec): 3 clusters Score: Raw -20249.264947 + Penalty 521.439080 = -19727.825867 nChanged 7 SP:Iteration 3Q (10440.040000 sec): 3 clusters Score: Raw -20258.384576 + Penalty 521.439080 = -19736.945495 nChanged 3 SP:Iteration 4Q (10440.220000 sec): 3 clusters Score: Raw -20261.904509 + Penalty 521.439080 = -19740.465429 nChanged 3 SP:Iteration 5Q (10440.430000 sec): 3 clusters Score: Raw -20264.250549 + Penalty 521.439080 = -19742.811469 nChanged 1 SP:Iteration 6Q (10440.580000 sec): 3 clusters Score: Raw -20264.794038 + Penalty 521.439080 = -19743.354958 nChanged 1 SP:Iteration 7Q (10440.770000 sec): 3 clusters Score: Raw -20266.081608 + Penalty 521.439080 = -19744.642527 nChanged 2 SP:Iteration 8Q (10440.920000 sec): 3 clusters Score: Raw -20268.420640 + Penalty 521.439080 = -19746.981560 nChanged 4 SP:Iteration 9Q (10441.120000 sec): 3 clusters Score: Raw -20271.626591 + Penalty 521.439080 = -19750.187511 nChanged 2 SP:Iteration 10Q (10441.320000 sec): 3 clusters Score: Raw -20272.646740 + Penalty 521.439080 = -19751.207660 nChanged 0 SP:Iteration 11F (10441.510000 sec): 3 clusters Score: Raw -20272.646740 + Penalty 521.439080 = -19751.207660 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10441.590000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10441.800000 sec): 3 clusters Score: Raw -18521.626350 + Penalty 518.740365 = -18002.885985 nChanged 85 SP:Iteration 1F (10441.970000 sec): 3 clusters Score: Raw -18599.068468 + Penalty 518.740365 = -18080.328103 nChanged 19 SP:Iteration 2F (10442.130000 sec): 3 clusters Score: Raw -18620.615937 + Penalty 518.740365 = -18101.875572 nChanged 14 SP:Iteration 3Q (10442.350000 sec): 3 clusters Score: Raw -18638.680426 + Penalty 518.740365 = -18119.940061 nChanged 8 SP:Iteration 4Q (10442.530000 sec): 3 clusters Score: Raw -18646.837831 + Penalty 518.740365 = -18128.097466 nChanged 3 SP:Iteration 5Q (10442.710000 sec): 3 clusters Score: Raw -18648.819180 + Penalty 518.740365 = -18130.078814 nChanged 2 SP:Iteration 6Q (10442.910000 sec): 3 clusters Score: Raw -18650.963250 + Penalty 518.740365 = -18132.222885 nChanged 4 SP:Iteration 7Q (10443.060000 sec): 3 clusters Score: Raw -18652.816538 + Penalty 518.740365 = -18134.076173 nChanged 1 SP:Iteration 8Q (10443.260000 sec): 3 clusters Score: Raw -18655.869345 + Penalty 518.740365 = -18137.128980 nChanged 2 SP:Iteration 9Q (10443.450000 sec): 3 clusters Score: Raw -18660.207720 + Penalty 518.740365 = -18141.467355 nChanged 3 SP:Iteration 10Q (10443.660000 sec): 3 clusters Score: Raw -18663.243607 + Penalty 518.740365 = -18144.503241 nChanged 4 SP:Iteration 11Q (10443.810000 sec): 3 clusters Score: Raw -18667.508899 + Penalty 518.740365 = -18148.768534 nChanged 2 SP:Iteration 12Q (10444.030000 sec): 3 clusters Score: Raw -18668.504314 + Penalty 518.740365 = -18149.763949 nChanged 0 SP:Iteration 13F (10444.250000 sec): 3 clusters Score: Raw -18668.504314 + Penalty 518.740365 = -18149.763949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10444.310000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10444.500000 sec): 3 clusters Score: Raw -8478.548437 + Penalty 448.380085 = -8030.168351 nChanged 21 SP:Iteration 1F (10444.690000 sec): 3 clusters Score: Raw -8518.702326 + Penalty 448.380085 = -8070.322241 nChanged 9 SP:Iteration 2F (10444.900000 sec): 3 clusters Score: Raw -8543.729212 + Penalty 448.380085 = -8095.349126 nChanged 6 SP:Iteration 3Q (10445.120000 sec): 3 clusters Score: Raw -8558.561506 + Penalty 448.380085 = -8110.181420 nChanged 5 SP:Iteration 4Q (10445.270000 sec): 3 clusters Score: Raw -8567.942719 + Penalty 448.380085 = -8119.562634 nChanged 1 SP:Iteration 5Q (10445.470000 sec): 3 clusters Score: Raw -8569.802351 + Penalty 448.380085 = -8121.422266 nChanged 0 SP:Iteration 6F (10445.640000 sec): 3 clusters Score: Raw -8569.802351 + Penalty 448.380085 = -8121.422266 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10445.710000 sec): 2 clusters Score: Raw -7237.500120 + Penalty 215.894412 = -7021.605708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10445.870000 sec): 3 clusters Score: Raw -7226.383782 + Penalty 431.788824 = -6794.594958 nChanged 22 SP:Iteration 1F (10446.010000 sec): 3 clusters Score: Raw -7269.731841 + Penalty 431.788824 = -6837.943017 nChanged 5 SP:Iteration 2Q (10446.150000 sec): 3 clusters Score: Raw -7279.780577 + Penalty 431.788824 = -6847.991753 nChanged 0 SP:Iteration 3F (10446.390000 sec): 3 clusters Score: Raw -7279.780577 + Penalty 431.788824 = -6847.991753 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10446.450000 sec): 2 clusters Score: Raw -16017.487079 + Penalty 256.706772 = -15760.780308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10446.660000 sec): 3 clusters Score: Raw -15928.546896 + Penalty 513.413543 = -15415.133353 nChanged 91 SP:Iteration 1F (10446.800000 sec): 3 clusters Score: Raw -16006.052249 + Penalty 513.413543 = -15492.638706 nChanged 15 SP:Iteration 2F (10447.030000 sec): 3 clusters Score: Raw -16028.519395 + Penalty 513.413543 = -15515.105852 nChanged 12 SP:Iteration 3Q (10447.180000 sec): 3 clusters Score: Raw -16050.435197 + Penalty 513.413543 = -15537.021653 nChanged 13 SP:Iteration 4Q (10447.390000 sec): 3 clusters Score: Raw -16062.369821 + Penalty 513.413543 = -15548.956277 nChanged 4 SP:Iteration 5Q (10447.600000 sec): 3 clusters Score: Raw -16066.220567 + Penalty 513.413543 = -15552.807024 nChanged 8 SP:Iteration 6Q (10447.750000 sec): 3 clusters Score: Raw -16084.886626 + Penalty 513.413543 = -15571.473083 nChanged 8 SP:Iteration 7Q (10447.970000 sec): 3 clusters Score: Raw -16103.917789 + Penalty 513.413543 = -15590.504246 nChanged 6 SP:Iteration 8Q (10448.170000 sec): 3 clusters Score: Raw -16113.479949 + Penalty 513.413543 = -15600.066406 nChanged 5 SP:Iteration 9Q (10448.380000 sec): 3 clusters Score: Raw -16122.467802 + Penalty 513.413543 = -15609.054259 nChanged 7 SP:Iteration 10Q (10448.570000 sec): 3 clusters Score: Raw -16129.802520 + Penalty 513.413543 = -15616.388976 nChanged 5 SP:Iteration 11Q (10448.810000 sec): 3 clusters Score: Raw -16136.931371 + Penalty 513.413543 = -15623.517828 nChanged 6 SP:Iteration 12Q (10449.040000 sec): 3 clusters Score: Raw -16147.253177 + Penalty 513.413543 = -15633.839633 nChanged 4 SP:Iteration 13Q (10449.250000 sec): 3 clusters Score: Raw -16155.335740 + Penalty 513.413543 = -15641.922197 nChanged 3 SP:Iteration 14Q (10449.480000 sec): 3 clusters Score: Raw -16159.691323 + Penalty 513.413543 = -15646.277780 nChanged 2 SP:Iteration 15Q (10449.670000 sec): 3 clusters Score: Raw -16162.365132 + Penalty 513.413543 = -15648.951588 nChanged 2 SP:Iteration 16Q (10449.840000 sec): 3 clusters Score: Raw -16163.846745 + Penalty 513.413543 = -15650.433202 nChanged 0 SP:Iteration 17F (10450.060000 sec): 3 clusters Score: Raw -16163.846745 + Penalty 513.413543 = -15650.433202 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10450.160000 sec): 2 clusters Score: Raw -2218.790975 + Penalty 180.648282 = -2038.142693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10450.340000 sec): 3 clusters Score: Raw -2269.609527 + Penalty 361.296564 = -1908.312963 nChanged 8 SP:Iteration 1F (10450.530000 sec): 3 clusters Score: Raw -2314.683213 + Penalty 361.296564 = -1953.386649 nChanged 1 SP:Iteration 2Q (10450.770000 sec): 3 clusters Score: Raw -2315.341704 + Penalty 361.296564 = -1954.045140 nChanged 0 SP:Iteration 3F (10450.950000 sec): 3 clusters Score: Raw -2315.341704 + Penalty 361.296564 = -1954.045140 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10451.000000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10451.250000 sec): 3 clusters Score: Raw -10177.210741 + Penalty 464.087845 = -9713.122896 nChanged 37 SP:Iteration 1F (10451.430000 sec): 3 clusters Score: Raw -10222.712005 + Penalty 464.087845 = -9758.624160 nChanged 7 SP:Iteration 2Q (10451.610000 sec): 3 clusters Score: Raw -10234.585519 + Penalty 464.087845 = -9770.497674 nChanged 6 SP:Iteration 3Q (10451.820000 sec): 3 clusters Score: Raw -10242.516177 + Penalty 464.087845 = -9778.428332 nChanged 2 SP:Iteration 4Q (10452.030000 sec): 3 clusters Score: Raw -10244.558002 + Penalty 464.087845 = -9780.470157 nChanged 0 SP:Iteration 5F (10452.220000 sec): 3 clusters Score: Raw -10244.558002 + Penalty 464.087845 = -9780.470157 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10452.320000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10452.490000 sec): 3 clusters Score: Raw -17348.987199 + Penalty 519.044205 = -16829.942994 nChanged 90 SP:Iteration 1F (10452.680000 sec): 3 clusters Score: Raw -17440.803765 + Penalty 519.044205 = -16921.759560 nChanged 16 SP:Iteration 2F (10452.890000 sec): 3 clusters Score: Raw -17454.659746 + Penalty 519.044205 = -16935.615541 nChanged 5 SP:Iteration 3Q (10453.060000 sec): 3 clusters Score: Raw -17457.838079 + Penalty 519.044205 = -16938.793874 nChanged 4 SP:Iteration 4Q (10453.210000 sec): 3 clusters Score: Raw -17459.099084 + Penalty 519.044205 = -16940.054879 nChanged 2 SP:Iteration 5Q (10453.390000 sec): 3 clusters Score: Raw -17460.366296 + Penalty 519.044205 = -16941.322091 nChanged 0 SP:Iteration 6F (10453.570000 sec): 3 clusters Score: Raw -17460.366296 + Penalty 519.044205 = -16941.322091 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10453.680000 sec): 2 clusters Score: Raw -22603.881049 + Penalty 264.678558 = -22339.202492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10453.870000 sec): 3 clusters Score: Raw -22491.509580 + Penalty 529.357116 = -21962.152464 nChanged 101 SP:Iteration 1F (10454.060000 sec): 3 clusters Score: Raw -22564.155001 + Penalty 529.357116 = -22034.797885 nChanged 15 SP:Iteration 2Q (10454.290000 sec): 3 clusters Score: Raw -22577.713221 + Penalty 529.357116 = -22048.356105 nChanged 10 SP:Iteration 3Q (10454.490000 sec): 3 clusters Score: Raw -22587.255382 + Penalty 529.357116 = -22057.898267 nChanged 11 SP:Iteration 4Q (10454.650000 sec): 3 clusters Score: Raw -22599.976257 + Penalty 529.357116 = -22070.619141 nChanged 9 SP:Iteration 5Q (10454.780000 sec): 3 clusters Score: Raw -22606.101121 + Penalty 529.357116 = -22076.744006 nChanged 3 SP:Iteration 6Q (10454.960000 sec): 3 clusters Score: Raw -22608.096677 + Penalty 529.357116 = -22078.739561 nChanged 2 SP:Iteration 7Q (10455.190000 sec): 3 clusters Score: Raw -22609.009261 + Penalty 529.357116 = -22079.652145 nChanged 1 SP:Iteration 8Q (10455.360000 sec): 3 clusters Score: Raw -22609.164914 + Penalty 529.357116 = -22079.807798 nChanged 0 SP:Iteration 9F (10455.590000 sec): 3 clusters Score: Raw -22609.164914 + Penalty 529.357116 = -22079.807798 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10455.640000 sec): 2 clusters Score: Raw -18604.248156 + Penalty 264.948588 = -18339.299568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10455.830000 sec): 3 clusters Score: Raw -18499.057963 + Penalty 529.897176 = -17969.160787 nChanged 115 SP:Iteration 1F (10456.080000 sec): 3 clusters Score: Raw -18642.385823 + Penalty 529.897176 = -18112.488647 nChanged 25 SP:Iteration 2F (10456.220000 sec): 3 clusters Score: Raw -18694.343375 + Penalty 529.897176 = -18164.446199 nChanged 26 SP:Iteration 3F (10456.410000 sec): 3 clusters Score: Raw -18735.767413 + Penalty 529.897176 = -18205.870237 nChanged 18 SP:Iteration 4F (10456.600000 sec): 3 clusters Score: Raw -18755.683959 + Penalty 529.897176 = -18225.786782 nChanged 5 SP:Iteration 5Q (10456.750000 sec): 3 clusters Score: Raw -18758.790963 + Penalty 529.897176 = -18228.893787 nChanged 4 SP:Iteration 6Q (10456.890000 sec): 3 clusters Score: Raw -18764.601057 + Penalty 529.897176 = -18234.703881 nChanged 2 SP:Iteration 7Q (10457.030000 sec): 3 clusters Score: Raw -18766.106204 + Penalty 529.897176 = -18236.209028 nChanged 2 SP:Iteration 8Q (10457.170000 sec): 3 clusters Score: Raw -18767.152568 + Penalty 529.897176 = -18237.255392 nChanged 1 SP:Iteration 9Q (10457.370000 sec): 3 clusters Score: Raw -18769.270392 + Penalty 529.897176 = -18239.373215 nChanged 2 SP:Iteration 10Q (10457.510000 sec): 3 clusters Score: Raw -18770.297330 + Penalty 529.897176 = -18240.400153 nChanged 1 SP:Iteration 11Q (10457.650000 sec): 3 clusters Score: Raw -18770.973825 + Penalty 529.897176 = -18241.076649 nChanged 0 SP:Iteration 12F (10457.820000 sec): 3 clusters Score: Raw -18770.973825 + Penalty 529.897176 = -18241.076649 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10457.920000 sec): 2 clusters Score: Raw -9583.171171 + Penalty 230.059184 = -9353.111987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10458.090000 sec): 3 clusters Score: Raw -9550.789338 + Penalty 460.118368 = -9090.670970 nChanged 35 SP:Iteration 1F (10458.280000 sec): 3 clusters Score: Raw -9592.452505 + Penalty 460.118368 = -9132.334137 nChanged 7 SP:Iteration 2Q (10458.500000 sec): 3 clusters Score: Raw -9606.794237 + Penalty 460.118368 = -9146.675868 nChanged 2 SP:Iteration 3Q (10458.690000 sec): 3 clusters Score: Raw -9610.816964 + Penalty 460.118368 = -9150.698596 nChanged 1 SP:Iteration 4Q (10458.860000 sec): 3 clusters Score: Raw -9612.437593 + Penalty 460.118368 = -9152.319224 nChanged 1 SP:Iteration 5Q (10459.050000 sec): 3 clusters Score: Raw -9613.848716 + Penalty 460.118368 = -9153.730348 nChanged 0 SP:Iteration 6F (10459.200000 sec): 3 clusters Score: Raw -9613.848716 + Penalty 460.118368 = -9153.730348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10459.270000 sec): 2 clusters Score: Raw -19190.201325 + Penalty 263.023830 = -18927.177495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10459.430000 sec): 3 clusters Score: Raw -19083.040200 + Penalty 526.047660 = -18556.992540 nChanged 92 SP:Iteration 1F (10459.610000 sec): 3 clusters Score: Raw -19247.525270 + Penalty 526.047660 = -18721.477610 nChanged 31 SP:Iteration 2F (10459.840000 sec): 3 clusters Score: Raw -19301.146537 + Penalty 526.047660 = -18775.098877 nChanged 20 SP:Iteration 3F (10460.040000 sec): 3 clusters Score: Raw -19333.475843 + Penalty 526.047660 = -18807.428184 nChanged 7 SP:Iteration 4Q (10460.150000 sec): 3 clusters Score: Raw -19341.447638 + Penalty 526.047660 = -18815.399978 nChanged 5 SP:Iteration 5Q (10460.380000 sec): 3 clusters Score: Raw -19346.952604 + Penalty 526.047660 = -18820.904944 nChanged 1 SP:Iteration 6Q (10460.510000 sec): 3 clusters Score: Raw -19347.338365 + Penalty 526.047660 = -18821.290705 nChanged 1 SP:Iteration 7Q (10460.720000 sec): 3 clusters Score: Raw -19347.945487 + Penalty 526.047660 = -18821.897827 nChanged 0 SP:Iteration 8F (10460.870000 sec): 3 clusters Score: Raw -19347.945487 + Penalty 526.047660 = -18821.897827 nChanged 0 Deleting Class 12 (88 points): Lose 576.791603 but Gain 586.233529 Iteration 139Q (10487.200000 sec): 67 clusters Score: Raw -24021928.838158 + Penalty 38691.412917 = -23983237.425241 nChanged 1156 Deleting Class 32 (24 points): Lose 246.657636 but Gain 586.233529 Iteration 140F (10517.980000 sec): 66 clusters Score: Raw -24024289.231407 + Penalty 38105.179388 = -23986184.052020 nChanged 1095 Iteration 141Q (10543.020000 sec): 66 clusters Score: Raw -24026659.415163 + Penalty 38105.179388 = -23988554.235775 nChanged 681 Iteration 142Q (10569.910000 sec): 66 clusters Score: Raw -24026906.132632 + Penalty 38105.179388 = -23988800.953244 nChanged 505 Iteration 143Q (10595.750000 sec): 66 clusters Score: Raw -24027063.502034 + Penalty 38105.179388 = -23988958.322646 nChanged 441 Iteration 144Q (10621.850000 sec): 66 clusters Score: Raw -24027169.657215 + Penalty 38105.179388 = -23989064.477827 nChanged 413 Iteration 145Q (10657.460000 sec): 66 clusters Score: Raw -24027250.213548 + Penalty 38105.179388 = -23989145.034161 nChanged 334 Iteration 146Q (10684.100000 sec): 66 clusters Score: Raw -24027302.604181 + Penalty 38105.179388 = -23989197.424793 nChanged 343 Iteration 147Q (10710.080000 sec): 66 clusters Score: Raw -24027341.293101 + Penalty 38105.179388 = -23989236.113714 nChanged 273 Iteration 148Q (10738.100000 sec): 66 clusters Score: Raw -24027368.795056 + Penalty 38105.179388 = -23989263.615668 nChanged 267 Iteration 149Q (10764.800000 sec): 66 clusters Score: Raw -24027395.702375 + Penalty 38105.179388 = -23989290.522987 nChanged 260 Iteration 150Q (10789.820000 sec): 66 clusters Score: Raw -24027423.071865 + Penalty 38105.179388 = -23989317.892477 nChanged 257 Iteration 151Q (10815.520000 sec): 66 clusters Score: Raw -24027448.539873 + Penalty 38105.179388 = -23989343.360485 nChanged 260 Iteration 152Q (10837.340000 sec): 66 clusters Score: Raw -24027474.488152 + Penalty 38105.179388 = -23989369.308764 nChanged 300 Iteration 153Q (10863.830000 sec): 66 clusters Score: Raw -24027499.175976 + Penalty 38105.179388 = -23989393.996588 nChanged 261 Iteration 154Q (10887.610000 sec): 66 clusters Score: Raw -24027518.186758 + Penalty 38105.179388 = -23989413.007370 nChanged 282 Iteration 155Q (10914.930000 sec): 66 clusters Score: Raw -24027543.227177 + Penalty 38105.179388 = -23989438.047789 nChanged 304 Iteration 156Q (10940.490000 sec): 66 clusters Score: Raw -24027574.821686 + Penalty 38105.179388 = -23989469.642298 nChanged 305 Iteration 157Q (10967.660000 sec): 66 clusters Score: Raw -24027603.036388 + Penalty 38105.179388 = -23989497.857000 nChanged 285 Iteration 158Q (10991.550000 sec): 66 clusters Score: Raw -24027631.694058 + Penalty 38105.179388 = -23989526.514670 nChanged 242 Iteration 159Q (11020.030000 sec): 66 clusters Score: Raw -24027655.257110 + Penalty 38105.179388 = -23989550.077722 nChanged 251 Iteration 160F (11057.510000 sec): 66 clusters Score: Raw -24030841.647862 + Penalty 38105.179388 = -23992736.468474 nChanged 471 Iteration 161Q (11086.500000 sec): 66 clusters Score: Raw -24035031.377386 + Penalty 38105.179388 = -23996926.197999 nChanged 321 Iteration 162Q (11114.990000 sec): 66 clusters Score: Raw -24035151.327037 + Penalty 38105.179388 = -23997046.147649 nChanged 297 Iteration 163Q (11143.360000 sec): 66 clusters Score: Raw -24035208.740332 + Penalty 38105.179388 = -23997103.560944 nChanged 257 Iteration 164Q (11171.510000 sec): 66 clusters Score: Raw -24035244.148178 + Penalty 38105.179388 = -23997138.968790 nChanged 254 Iteration 165Q (11198.000000 sec): 66 clusters Score: Raw -24035318.756470 + Penalty 38105.179388 = -23997213.577082 nChanged 219 Iteration 166Q (11226.150000 sec): 66 clusters Score: Raw -24035349.881522 + Penalty 38105.179388 = -23997244.702134 nChanged 195 Iteration 167Q (11252.890000 sec): 66 clusters Score: Raw -24035363.858313 + Penalty 38105.179388 = -23997258.678925 nChanged 200 Iteration 168Q (11279.470000 sec): 66 clusters Score: Raw -24035374.858474 + Penalty 38105.179388 = -23997269.679087 nChanged 167 Iteration 169Q (11307.570000 sec): 66 clusters Score: Raw -24035385.454325 + Penalty 38105.179388 = -23997280.274937 nChanged 151 Iteration 170Q (11336.750000 sec): 66 clusters Score: Raw -24035396.550842 + Penalty 38105.179388 = -23997291.371454 nChanged 153 Iteration 171Q (11363.760000 sec): 66 clusters Score: Raw -24035407.880794 + Penalty 38105.179388 = -23997302.701406 nChanged 157 Iteration 172Q (11391.970000 sec): 66 clusters Score: Raw -24035421.516726 + Penalty 38105.179388 = -23997316.337338 nChanged 177 Iteration 173Q (11431.070000 sec): 66 clusters Score: Raw -24035433.260046 + Penalty 38105.179388 = -23997328.080659 nChanged 169 Iteration 174Q (11460.130000 sec): 66 clusters Score: Raw -24035443.525687 + Penalty 38105.179388 = -23997338.346299 nChanged 167 Iteration 175Q (11487.500000 sec): 66 clusters Score: Raw -24035453.329789 + Penalty 38105.179388 = -23997348.150401 nChanged 163 Iteration 176Q (11513.640000 sec): 66 clusters Score: Raw -24035462.840197 + Penalty 38105.179388 = -23997357.660809 nChanged 151 Iteration 177Q (11543.740000 sec): 66 clusters Score: Raw -24035471.552149 + Penalty 38105.179388 = -23997366.372761 nChanged 135 Iteration 178Q (11569.350000 sec): 66 clusters Score: Raw -24035478.033478 + Penalty 38105.179388 = -23997372.854090 nChanged 124 Writing temp clu file Because OldScore, -23997366.372761, is greater than current (better) Score,-23997372.854090 Compute initial score before splitting: Score: Raw -24035478.033478 + Penalty 38105.179388 = -23997372.854090 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (33513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11569.650000 sec): 2 clusters Score: Raw -2089394.211003 + Penalty 474.095836 = -2088920.115167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11569.910000 sec): 3 clusters Score: Raw -2067375.659884 + Penalty 948.191672 = -2066427.468212 nChanged 16168 SP:Iteration 1F (11570.170000 sec): 3 clusters Score: Raw -2077460.719491 + Penalty 948.191672 = -2076512.527819 nChanged 1712 SP:Iteration 2F (11570.440000 sec): 3 clusters Score: Raw -2078083.153684 + Penalty 948.191672 = -2077134.962012 nChanged 1676 SP:Iteration 3F (11570.750000 sec): 3 clusters Score: Raw -2078751.377167 + Penalty 948.191672 = -2077803.185495 nChanged 1693 SP:Iteration 4F (11571.080000 sec): 3 clusters Score: Raw -2079483.328911 + Penalty 948.191672 = -2078535.137239 nChanged 1625 SP:Iteration 5Q (11571.410000 sec): 3 clusters Score: Raw -2080229.834035 + Penalty 948.191672 = -2079281.642363 nChanged 1605 SP:Iteration 6Q (11571.710000 sec): 3 clusters Score: Raw -2081026.207899 + Penalty 948.191672 = -2080078.016227 nChanged 1564 SP:Iteration 7Q (11571.980000 sec): 3 clusters Score: Raw -2081919.263759 + Penalty 948.191672 = -2080971.072087 nChanged 1436 SP:Iteration 8Q (11572.270000 sec): 3 clusters Score: Raw -2082983.111931 + Penalty 948.191672 = -2082034.920259 nChanged 1295 SP:Iteration 9Q (11572.580000 sec): 3 clusters Score: Raw -2083986.683251 + Penalty 948.191672 = -2083038.491579 nChanged 1112 SP:Iteration 10Q (11572.860000 sec): 3 clusters Score: Raw -2084616.890338 + Penalty 948.191672 = -2083668.698666 nChanged 795 SP:Iteration 11Q (11573.100000 sec): 3 clusters Score: Raw -2084986.146936 + Penalty 948.191672 = -2084037.955265 nChanged 687 SP:Iteration 12Q (11573.400000 sec): 3 clusters Score: Raw -2085287.577058 + Penalty 948.191672 = -2084339.385386 nChanged 701 SP:Iteration 13Q (11573.700000 sec): 3 clusters Score: Raw -2085596.338050 + Penalty 948.191672 = -2084648.146378 nChanged 713 SP:Iteration 14Q (11574.020000 sec): 3 clusters Score: Raw -2085901.145437 + Penalty 948.191672 = -2084952.953765 nChanged 701 SP:Iteration 15Q (11574.300000 sec): 3 clusters Score: Raw -2086222.188428 + Penalty 948.191672 = -2085273.996756 nChanged 708 SP:Iteration 16Q (11574.620000 sec): 3 clusters Score: Raw -2086562.204652 + Penalty 948.191672 = -2085614.012980 nChanged 650 SP:Iteration 17Q (11574.900000 sec): 3 clusters Score: Raw -2086854.997747 + Penalty 948.191672 = -2085906.806075 nChanged 587 SP:Iteration 18Q (11575.150000 sec): 3 clusters Score: Raw -2087105.713724 + Penalty 948.191672 = -2086157.522052 nChanged 548 SP:Iteration 19Q (11575.470000 sec): 3 clusters Score: Raw -2087342.297628 + Penalty 948.191672 = -2086394.105956 nChanged 528 SP:Iteration 20F (11575.790000 sec): 3 clusters Score: Raw -2087581.107629 + Penalty 948.191672 = -2086632.915957 nChanged 483 SP:Iteration 21Q (11576.070000 sec): 3 clusters Score: Raw -2087811.892568 + Penalty 948.191672 = -2086863.700896 nChanged 469 SP:Iteration 22Q (11576.340000 sec): 3 clusters Score: Raw -2088035.714693 + Penalty 948.191672 = -2087087.523021 nChanged 400 SP:Iteration 23Q (11576.640000 sec): 3 clusters Score: Raw -2088224.071029 + Penalty 948.191672 = -2087275.879357 nChanged 348 SP:Iteration 24Q (11576.900000 sec): 3 clusters Score: Raw -2088393.131925 + Penalty 948.191672 = -2087444.940253 nChanged 301 SP:Iteration 25Q (11577.250000 sec): 3 clusters Score: Raw -2088537.800419 + Penalty 948.191672 = -2087589.608747 nChanged 278 SP:Iteration 26Q (11577.490000 sec): 3 clusters Score: Raw -2088658.267883 + Penalty 948.191672 = -2087710.076212 nChanged 237 SP:Iteration 27Q (11577.780000 sec): 3 clusters Score: Raw -2088761.665588 + Penalty 948.191672 = -2087813.473916 nChanged 234 SP:Iteration 28Q (11578.030000 sec): 3 clusters Score: Raw -2088871.983033 + Penalty 948.191672 = -2087923.791361 nChanged 206 SP:Iteration 29Q (11578.370000 sec): 3 clusters Score: Raw -2088965.785349 + Penalty 948.191672 = -2088017.593677 nChanged 182 SP:Iteration 30Q (11578.680000 sec): 3 clusters Score: Raw -2089044.253813 + Penalty 948.191672 = -2088096.062141 nChanged 171 SP:Iteration 31Q (11578.980000 sec): 3 clusters Score: Raw -2089125.844117 + Penalty 948.191672 = -2088177.652445 nChanged 150 SP:Iteration 32Q (11579.340000 sec): 3 clusters Score: Raw -2089193.916583 + Penalty 948.191672 = -2088245.724911 nChanged 125 SP:Iteration 33Q (11579.610000 sec): 3 clusters Score: Raw -2089242.407541 + Penalty 948.191672 = -2088294.215870 nChanged 95 SP:Iteration 34Q (11579.960000 sec): 3 clusters Score: Raw -2089278.564827 + Penalty 948.191672 = -2088330.373155 nChanged 89 SP:Iteration 35Q (11580.300000 sec): 3 clusters Score: Raw -2089326.662401 + Penalty 948.191672 = -2088378.470729 nChanged 69 SP:Iteration 36Q (11580.650000 sec): 3 clusters Score: Raw -2089366.155696 + Penalty 948.191672 = -2088417.964024 nChanged 62 SP:Iteration 37Q (11580.950000 sec): 3 clusters Score: Raw -2089401.923621 + Penalty 948.191672 = -2088453.731949 nChanged 50 SP:Iteration 38Q (11581.280000 sec): 3 clusters Score: Raw -2089432.167949 + Penalty 948.191672 = -2088483.976277 nChanged 49 SP:Iteration 39Q (11581.550000 sec): 3 clusters Score: Raw -2089459.149020 + Penalty 948.191672 = -2088510.957349 nChanged 38 SP:Iteration 40F (11581.910000 sec): 3 clusters Score: Raw -2089485.414156 + Penalty 948.191672 = -2088537.222484 nChanged 33 SP:Iteration 41Q (11582.120000 sec): 3 clusters Score: Raw -2089508.278749 + Penalty 948.191672 = -2088560.087077 nChanged 31 SP:Iteration 42Q (11582.450000 sec): 3 clusters Score: Raw -2089528.694493 + Penalty 948.191672 = -2088580.502821 nChanged 24 SP:Iteration 43Q (11582.790000 sec): 3 clusters Score: Raw -2089544.787013 + Penalty 948.191672 = -2088596.595341 nChanged 20 SP:Iteration 44Q (11583.110000 sec): 3 clusters Score: Raw -2089553.009282 + Penalty 948.191672 = -2088604.817610 nChanged 13 SP:Iteration 45Q (11583.370000 sec): 3 clusters Score: Raw -2089558.723546 + Penalty 948.191672 = -2088610.531874 nChanged 13 SP:Iteration 46Q (11583.730000 sec): 3 clusters Score: Raw -2089564.834855 + Penalty 948.191672 = -2088616.643183 nChanged 6 SP:Iteration 47Q (11583.930000 sec): 3 clusters Score: Raw -2089566.663434 + Penalty 948.191672 = -2088618.471762 nChanged 2 SP:Iteration 48Q (11584.210000 sec): 3 clusters Score: Raw -2089566.919625 + Penalty 948.191672 = -2088618.727953 nChanged 3 SP:Iteration 49Q (11584.510000 sec): 3 clusters Score: Raw -2089567.774256 + Penalty 948.191672 = -2088619.582584 nChanged 5 SP:Iteration 50Q (11584.780000 sec): 3 clusters Score: Raw -2089569.687342 + Penalty 948.191672 = -2088621.495670 nChanged 4 SP:Iteration 51Q (11585.140000 sec): 3 clusters Score: Raw -2089570.541834 + Penalty 948.191672 = -2088622.350162 nChanged 1 SP:Iteration 52Q (11585.440000 sec): 3 clusters Score: Raw -2089570.859226 + Penalty 948.191672 = -2088622.667554 nChanged 1 SP:Iteration 53Q (11585.800000 sec): 3 clusters Score: Raw -2089571.032661 + Penalty 948.191672 = -2088622.840989 nChanged 0 SP:Iteration 54F (11586.140000 sec): 3 clusters Score: Raw -2089571.032661 + Penalty 948.191672 = -2088622.840989 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11586.240000 sec): 2 clusters Score: Raw -81645.498470 + Penalty 326.727820 = -81318.770651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11586.440000 sec): 3 clusters Score: Raw -80958.168044 + Penalty 653.455639 = -80304.712405 nChanged 522 SP:Iteration 1F (11586.670000 sec): 3 clusters Score: Raw -81226.366646 + Penalty 653.455639 = -80572.911007 nChanged 106 SP:Iteration 2F (11586.860000 sec): 3 clusters Score: Raw -81362.353618 + Penalty 653.455639 = -80708.897979 nChanged 129 SP:Iteration 3F (11587.030000 sec): 3 clusters Score: Raw -81526.231891 + Penalty 653.455639 = -80872.776252 nChanged 123 SP:Iteration 4F (11587.140000 sec): 3 clusters Score: Raw -81646.050082 + Penalty 653.455639 = -80992.594443 nChanged 96 SP:Iteration 5F (11587.340000 sec): 3 clusters Score: Raw -81716.981149 + Penalty 653.455639 = -81063.525510 nChanged 57 SP:Iteration 6Q (11587.470000 sec): 3 clusters Score: Raw -81754.915143 + Penalty 653.455639 = -81101.459504 nChanged 38 SP:Iteration 7Q (11587.610000 sec): 3 clusters Score: Raw -81781.688559 + Penalty 653.455639 = -81128.232919 nChanged 23 SP:Iteration 8Q (11587.740000 sec): 3 clusters Score: Raw -81798.016529 + Penalty 653.455639 = -81144.560890 nChanged 18 SP:Iteration 9Q (11587.940000 sec): 3 clusters Score: Raw -81805.551442 + Penalty 653.455639 = -81152.095803 nChanged 9 SP:Iteration 10Q (11588.080000 sec): 3 clusters Score: Raw -81807.972432 + Penalty 653.455639 = -81154.516793 nChanged 5 SP:Iteration 11Q (11588.220000 sec): 3 clusters Score: Raw -81809.572326 + Penalty 653.455639 = -81156.116686 nChanged 2 SP:Iteration 12Q (11588.440000 sec): 3 clusters Score: Raw -81810.532896 + Penalty 653.455639 = -81157.077257 nChanged 4 SP:Iteration 13Q (11588.610000 sec): 3 clusters Score: Raw -81811.437208 + Penalty 653.455639 = -81157.981569 nChanged 5 SP:Iteration 14Q (11588.800000 sec): 3 clusters Score: Raw -81812.284564 + Penalty 653.455639 = -81158.828925 nChanged 2 SP:Iteration 15Q (11588.990000 sec): 3 clusters Score: Raw -81813.057671 + Penalty 653.455639 = -81159.602032 nChanged 3 SP:Iteration 16Q (11589.180000 sec): 3 clusters Score: Raw -81813.760077 + Penalty 653.455639 = -81160.304438 nChanged 1 SP:Iteration 17Q (11589.420000 sec): 3 clusters Score: Raw -81813.898475 + Penalty 653.455639 = -81160.442836 nChanged 2 SP:Iteration 18Q (11589.610000 sec): 3 clusters Score: Raw -81814.504432 + Penalty 653.455639 = -81161.048793 nChanged 1 SP:Iteration 19Q (11589.770000 sec): 3 clusters Score: Raw -81814.642149 + Penalty 653.455639 = -81161.186510 nChanged 2 SP:Iteration 20F (11589.950000 sec): 3 clusters Score: Raw -81814.866729 + Penalty 653.455639 = -81161.411090 nChanged 1 SP:Iteration 21Q (11590.140000 sec): 3 clusters Score: Raw -81815.078165 + Penalty 653.455639 = -81161.622526 nChanged 1 SP:Iteration 22Q (11590.280000 sec): 3 clusters Score: Raw -81815.229819 + Penalty 653.455639 = -81161.774180 nChanged 0 SP:Iteration 23F (11590.500000 sec): 3 clusters Score: Raw -81815.229819 + Penalty 653.455639 = -81161.774180 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11590.600000 sec): 2 clusters Score: Raw -3360.535872 + Penalty 193.306534 = -3167.229338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11590.810000 sec): 3 clusters Score: Raw -3387.338185 + Penalty 386.613067 = -3000.725118 nChanged 14 SP:Iteration 1F (11591.020000 sec): 3 clusters Score: Raw -3421.498378 + Penalty 386.613067 = -3034.885310 nChanged 1 SP:Iteration 2Q (11591.230000 sec): 3 clusters Score: Raw -3423.801278 + Penalty 386.613067 = -3037.188211 nChanged 2 SP:Iteration 3Q (11591.390000 sec): 3 clusters Score: Raw -3425.923153 + Penalty 386.613067 = -3039.310086 nChanged 1 SP:Iteration 4Q (11591.580000 sec): 3 clusters Score: Raw -3433.443115 + Penalty 386.613067 = -3046.830048 nChanged 0 SP:Iteration 5F (11591.750000 sec): 3 clusters Score: Raw -3433.443115 + Penalty 386.613067 = -3046.830048 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11591.810000 sec): 2 clusters Score: Raw -8957.560079 + Penalty 230.920409 = -8726.639671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11592.050000 sec): 3 clusters Score: Raw -8939.604848 + Penalty 461.840817 = -8477.764031 nChanged 36 SP:Iteration 1F (11592.240000 sec): 3 clusters Score: Raw -9031.147319 + Penalty 461.840817 = -8569.306501 nChanged 14 SP:Iteration 2F (11592.480000 sec): 3 clusters Score: Raw -9075.728116 + Penalty 461.840817 = -8613.887299 nChanged 9 SP:Iteration 3F (11592.730000 sec): 3 clusters Score: Raw -9099.145413 + Penalty 461.840817 = -8637.304596 nChanged 4 SP:Iteration 4Q (11592.930000 sec): 3 clusters Score: Raw -9104.072253 + Penalty 461.840817 = -8642.231436 nChanged 1 SP:Iteration 5Q (11593.110000 sec): 3 clusters Score: Raw -9107.273441 + Penalty 461.840817 = -8645.432624 nChanged 1 SP:Iteration 6Q (11593.300000 sec): 3 clusters Score: Raw -9109.467978 + Penalty 461.840817 = -8647.627161 nChanged 3 SP:Iteration 7Q (11593.530000 sec): 3 clusters Score: Raw -9112.085324 + Penalty 461.840817 = -8650.244507 nChanged 0 SP:Iteration 8F (11593.720000 sec): 3 clusters Score: Raw -9112.085324 + Penalty 461.840817 = -8650.244507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11593.810000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11594.020000 sec): 3 clusters Score: Raw -24606.638481 + Penalty 552.015836 = -24054.622645 nChanged 150 SP:Iteration 1F (11594.210000 sec): 3 clusters Score: Raw -24744.357743 + Penalty 552.015836 = -24192.341907 nChanged 45 SP:Iteration 2F (11594.400000 sec): 3 clusters Score: Raw -24792.412143 + Penalty 552.015836 = -24240.396306 nChanged 31 SP:Iteration 3F (11594.660000 sec): 3 clusters Score: Raw -24828.622818 + Penalty 552.015836 = -24276.606982 nChanged 16 SP:Iteration 4Q (11594.890000 sec): 3 clusters Score: Raw -24846.482249 + Penalty 552.015836 = -24294.466413 nChanged 9 SP:Iteration 5Q (11595.040000 sec): 3 clusters Score: Raw -24855.959072 + Penalty 552.015836 = -24303.943236 nChanged 6 SP:Iteration 6Q (11595.240000 sec): 3 clusters Score: Raw -24863.153053 + Penalty 552.015836 = -24311.137217 nChanged 4 SP:Iteration 7Q (11595.470000 sec): 3 clusters Score: Raw -24865.509336 + Penalty 552.015836 = -24313.493500 nChanged 0 SP:Iteration 8F (11595.680000 sec): 3 clusters Score: Raw -24865.509336 + Penalty 552.015836 = -24313.493500 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (281660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11596.680000 sec): 2 clusters Score: Raw -17825806.001047 + Penalty 570.954746 = -17825235.046302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11597.690000 sec): 3 clusters Score: Raw -17634916.055886 + Penalty 1141.909491 = -17633774.146395 nChanged 138466 SP:Iteration 1F (11598.650000 sec): 3 clusters Score: Raw -17721202.132466 + Penalty 1141.909491 = -17720060.222975 nChanged 10891 SP:Iteration 2Q (11599.630000 sec): 3 clusters Score: Raw -17724472.272094 + Penalty 1141.909491 = -17723330.362603 nChanged 12507 SP:Iteration 3Q (11600.810000 sec): 3 clusters Score: Raw -17729201.235379 + Penalty 1141.909491 = -17728059.325888 nChanged 14343 SP:Iteration 4F (11602.000000 sec): 3 clusters Score: Raw -17736479.577585 + Penalty 1141.909491 = -17735337.668094 nChanged 16581 SP:Iteration 5F (11603.320000 sec): 3 clusters Score: Raw -17748134.786864 + Penalty 1141.909491 = -17746992.877373 nChanged 18117 SP:Iteration 6F (11604.210000 sec): 3 clusters Score: Raw -17764610.742223 + Penalty 1141.909491 = -17763468.832731 nChanged 17074 SP:Iteration 7F (11605.170000 sec): 3 clusters Score: Raw -17781787.090298 + Penalty 1141.909491 = -17780645.180806 nChanged 13570 SP:Iteration 8Q (11606.300000 sec): 3 clusters Score: Raw -17792968.140806 + Penalty 1141.909491 = -17791826.231315 nChanged 8941 SP:Iteration 9Q (11607.170000 sec): 3 clusters Score: Raw -17798012.688798 + Penalty 1141.909491 = -17796870.779307 nChanged 5867 SP:Iteration 10Q (11608.310000 sec): 3 clusters Score: Raw -17800895.999688 + Penalty 1141.909491 = -17799754.090197 nChanged 5338 SP:Iteration 11Q (11609.330000 sec): 3 clusters Score: Raw -17803390.173780 + Penalty 1141.909491 = -17802248.264288 nChanged 5146 SP:Iteration 12Q (11610.370000 sec): 3 clusters Score: Raw -17805878.335007 + Penalty 1141.909491 = -17804736.425515 nChanged 4963 SP:Iteration 13Q (11611.540000 sec): 3 clusters Score: Raw -17808438.974656 + Penalty 1141.909491 = -17807297.065165 nChanged 4662 SP:Iteration 14Q (11612.490000 sec): 3 clusters Score: Raw -17810986.207538 + Penalty 1141.909491 = -17809844.298046 nChanged 4308 SP:Iteration 15Q (11613.610000 sec): 3 clusters Score: Raw -17813356.029298 + Penalty 1141.909491 = -17812214.119807 nChanged 3800 SP:Iteration 16Q (11614.550000 sec): 3 clusters Score: Raw -17815455.777147 + Penalty 1141.909491 = -17814313.867656 nChanged 3395 SP:Iteration 17Q (11615.570000 sec): 3 clusters Score: Raw -17817330.161223 + Penalty 1141.909491 = -17816188.251732 nChanged 2958 SP:Iteration 18Q (11616.470000 sec): 3 clusters Score: Raw -17818948.161837 + Penalty 1141.909491 = -17817806.252345 nChanged 2507 SP:Iteration 19Q (11617.590000 sec): 3 clusters Score: Raw -17820306.463400 + Penalty 1141.909491 = -17819164.553908 nChanged 2208 SP:Iteration 20F (11618.650000 sec): 3 clusters Score: Raw -17821501.262354 + Penalty 1141.909491 = -17820359.352863 nChanged 1895 SP:Iteration 21Q (11619.630000 sec): 3 clusters Score: Raw -17822527.989542 + Penalty 1141.909491 = -17821386.080051 nChanged 1571 SP:Iteration 22Q (11620.650000 sec): 3 clusters Score: Raw -17823401.496081 + Penalty 1141.909491 = -17822259.586589 nChanged 1240 SP:Iteration 23Q (11621.720000 sec): 3 clusters Score: Raw -17824070.862462 + Penalty 1141.909491 = -17822928.952971 nChanged 939 SP:Iteration 24Q (11622.800000 sec): 3 clusters Score: Raw -17824544.860223 + Penalty 1141.909491 = -17823402.950732 nChanged 750 SP:Iteration 25Q (11623.840000 sec): 3 clusters Score: Raw -17824923.116512 + Penalty 1141.909491 = -17823781.207020 nChanged 562 SP:Iteration 26Q (11624.680000 sec): 3 clusters Score: Raw -17825194.390719 + Penalty 1141.909491 = -17824052.481227 nChanged 410 SP:Iteration 27Q (11625.560000 sec): 3 clusters Score: Raw -17825380.730454 + Penalty 1141.909491 = -17824238.820963 nChanged 320 SP:Iteration 28Q (11626.550000 sec): 3 clusters Score: Raw -17825520.441441 + Penalty 1141.909491 = -17824378.531950 nChanged 223 SP:Iteration 29Q (11627.430000 sec): 3 clusters Score: Raw -17825607.965365 + Penalty 1141.909491 = -17824466.055874 nChanged 183 SP:Iteration 30Q (11628.450000 sec): 3 clusters Score: Raw -17825673.487491 + Penalty 1141.909491 = -17824531.577999 nChanged 127 SP:Iteration 31Q (11629.250000 sec): 3 clusters Score: Raw -17825716.917540 + Penalty 1141.909491 = -17824575.008049 nChanged 113 SP:Iteration 32Q (11630.190000 sec): 3 clusters Score: Raw -17825752.501729 + Penalty 1141.909491 = -17824610.592238 nChanged 93 SP:Iteration 33Q (11631.040000 sec): 3 clusters Score: Raw -17825788.096100 + Penalty 1141.909491 = -17824646.186609 nChanged 89 SP:Iteration 34Q (11631.950000 sec): 3 clusters Score: Raw -17825821.508831 + Penalty 1141.909491 = -17824679.599339 nChanged 63 SP:Iteration 35Q (11632.950000 sec): 3 clusters Score: Raw -17825840.929945 + Penalty 1141.909491 = -17824699.020454 nChanged 53 SP:Iteration 36Q (11633.890000 sec): 3 clusters Score: Raw -17825857.776817 + Penalty 1141.909491 = -17824715.867325 nChanged 47 SP:Iteration 37Q (11634.890000 sec): 3 clusters Score: Raw -17825874.843468 + Penalty 1141.909491 = -17824732.933977 nChanged 46 SP:Iteration 38Q (11635.800000 sec): 3 clusters Score: Raw -17825891.063944 + Penalty 1141.909491 = -17824749.154452 nChanged 46 SP:Iteration 39Q (11636.800000 sec): 3 clusters Score: Raw -17825905.299628 + Penalty 1141.909491 = -17824763.390137 nChanged 36 SP:Iteration 40F (11637.850000 sec): 3 clusters Score: Raw -17825917.044854 + Penalty 1141.909491 = -17824775.135362 nChanged 32 SP:Iteration 41Q (11638.750000 sec): 3 clusters Score: Raw -17825925.948461 + Penalty 1141.909491 = -17824784.038970 nChanged 27 SP:Iteration 42Q (11639.640000 sec): 3 clusters Score: Raw -17825932.082111 + Penalty 1141.909491 = -17824790.172620 nChanged 25 SP:Iteration 43Q (11640.520000 sec): 3 clusters Score: Raw -17825939.332360 + Penalty 1141.909491 = -17824797.422869 nChanged 23 SP:Iteration 44Q (11641.580000 sec): 3 clusters Score: Raw -17825946.308243 + Penalty 1141.909491 = -17824804.398751 nChanged 21 SP:Iteration 45Q (11642.490000 sec): 3 clusters Score: Raw -17825951.406261 + Penalty 1141.909491 = -17824809.496770 nChanged 13 SP:Iteration 46Q (11643.510000 sec): 3 clusters Score: Raw -17825953.945395 + Penalty 1141.909491 = -17824812.035904 nChanged 10 SP:Iteration 47Q (11644.600000 sec): 3 clusters Score: Raw -17825955.542173 + Penalty 1141.909491 = -17824813.632681 nChanged 6 SP:Iteration 48Q (11645.350000 sec): 3 clusters Score: Raw -17825956.349166 + Penalty 1141.909491 = -17824814.439675 nChanged 5 SP:Iteration 49Q (11646.110000 sec): 3 clusters Score: Raw -17825957.262994 + Penalty 1141.909491 = -17824815.353503 nChanged 5 SP:Iteration 50Q (11646.870000 sec): 3 clusters Score: Raw -17825958.329807 + Penalty 1141.909491 = -17824816.420316 nChanged 3 SP:Iteration 51Q (11647.770000 sec): 3 clusters Score: Raw -17825958.856706 + Penalty 1141.909491 = -17824816.947215 nChanged 5 SP:Iteration 52Q (11648.540000 sec): 3 clusters Score: Raw -17825959.634756 + Penalty 1141.909491 = -17824817.725264 nChanged 5 SP:Iteration 53Q (11649.670000 sec): 3 clusters Score: Raw -17825960.206989 + Penalty 1141.909491 = -17824818.297498 nChanged 4 SP:Iteration 54Q (11650.640000 sec): 3 clusters Score: Raw -17825960.782513 + Penalty 1141.909491 = -17824818.873022 nChanged 2 SP:Iteration 55Q (11651.610000 sec): 3 clusters Score: Raw -17825961.089605 + Penalty 1141.909491 = -17824819.180114 nChanged 1 SP:Iteration 56Q (11652.550000 sec): 3 clusters Score: Raw -17825961.249933 + Penalty 1141.909491 = -17824819.340441 nChanged 4 SP:Iteration 57Q (11653.440000 sec): 3 clusters Score: Raw -17825961.850484 + Penalty 1141.909491 = -17824819.940993 nChanged 2 SP:Iteration 58Q (11654.430000 sec): 3 clusters Score: Raw -17825962.503493 + Penalty 1141.909491 = -17824820.594002 nChanged 2 SP:Iteration 59Q (11655.350000 sec): 3 clusters Score: Raw -17825963.050236 + Penalty 1141.909491 = -17824821.140745 nChanged 2 SP:Iteration 60F (11656.370000 sec): 3 clusters Score: Raw -17825963.339374 + Penalty 1141.909491 = -17824821.429882 nChanged 1 SP:Iteration 61Q (11657.230000 sec): 3 clusters Score: Raw -17825963.426551 + Penalty 1141.909491 = -17824821.517060 nChanged 0 SP:Iteration 62F (11658.300000 sec): 3 clusters Score: Raw -17825963.426551 + Penalty 1141.909491 = -17824821.517060 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11658.520000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11658.700000 sec): 3 clusters Score: Raw -7201.035244 + Penalty 427.743713 = -6773.291531 nChanged 14 SP:Iteration 1F (11658.930000 sec): 3 clusters Score: Raw -7230.000815 + Penalty 427.743713 = -6802.257101 nChanged 6 SP:Iteration 2F (11659.130000 sec): 3 clusters Score: Raw -7242.829178 + Penalty 427.743713 = -6815.085464 nChanged 2 SP:Iteration 3Q (11659.260000 sec): 3 clusters Score: Raw -7245.750682 + Penalty 427.743713 = -6818.006968 nChanged 0 SP:Iteration 4F (11659.440000 sec): 3 clusters Score: Raw -7245.750682 + Penalty 427.743713 = -6818.006968 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11659.520000 sec): 2 clusters Score: Raw -4059.385197 + Penalty 199.947437 = -3859.437760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11659.680000 sec): 3 clusters Score: Raw -4110.631433 + Penalty 399.894873 = -3710.736560 nChanged 19 SP:Iteration 1F (11659.840000 sec): 3 clusters Score: Raw -4179.278863 + Penalty 399.894873 = -3779.383990 nChanged 3 SP:Iteration 2Q (11659.980000 sec): 3 clusters Score: Raw -4198.837503 + Penalty 399.894873 = -3798.942630 nChanged 1 SP:Iteration 3Q (11660.140000 sec): 3 clusters Score: Raw -4200.196613 + Penalty 399.894873 = -3800.301740 nChanged 1 SP:Iteration 4Q (11660.370000 sec): 3 clusters Score: Raw -4207.089125 + Penalty 399.894873 = -3807.194252 nChanged 0 SP:Iteration 5F (11660.540000 sec): 3 clusters Score: Raw -4207.089125 + Penalty 399.894873 = -3807.194252 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11660.620000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11660.820000 sec): 3 clusters Score: Raw -4159.078344 + Penalty 382.627028 = -3776.451315 nChanged 11 SP:Iteration 1F (11661.020000 sec): 3 clusters Score: Raw -4192.321675 + Penalty 382.627028 = -3809.694647 nChanged 2 SP:Iteration 2Q (11661.240000 sec): 3 clusters Score: Raw -4195.959900 + Penalty 382.627028 = -3813.332872 nChanged 0 SP:Iteration 3F (11661.380000 sec): 3 clusters Score: Raw -4195.959900 + Penalty 382.627028 = -3813.332872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11661.470000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11661.620000 sec): 3 clusters Score: Raw -13603.036328 + Penalty 497.208694 = -13105.827633 nChanged 66 SP:Iteration 1F (11661.800000 sec): 3 clusters Score: Raw -13668.423890 + Penalty 497.208694 = -13171.215196 nChanged 16 SP:Iteration 2F (11661.960000 sec): 3 clusters Score: Raw -13686.117810 + Penalty 497.208694 = -13188.909116 nChanged 8 SP:Iteration 3Q (11662.100000 sec): 3 clusters Score: Raw -13694.285524 + Penalty 497.208694 = -13197.076829 nChanged 3 SP:Iteration 4Q (11662.270000 sec): 3 clusters Score: Raw -13705.276648 + Penalty 497.208694 = -13208.067954 nChanged 8 SP:Iteration 5Q (11662.490000 sec): 3 clusters Score: Raw -13713.179318 + Penalty 497.208694 = -13215.970624 nChanged 4 SP:Iteration 6Q (11662.710000 sec): 3 clusters Score: Raw -13719.266928 + Penalty 497.208694 = -13222.058233 nChanged 2 SP:Iteration 7Q (11662.860000 sec): 3 clusters Score: Raw -13722.447162 + Penalty 497.208694 = -13225.238468 nChanged 3 SP:Iteration 8Q (11663.050000 sec): 3 clusters Score: Raw -13725.956068 + Penalty 497.208694 = -13228.747374 nChanged 4 SP:Iteration 9Q (11663.240000 sec): 3 clusters Score: Raw -13732.786737 + Penalty 497.208694 = -13235.578043 nChanged 3 SP:Iteration 10Q (11663.420000 sec): 3 clusters Score: Raw -13738.099451 + Penalty 497.208694 = -13240.890756 nChanged 3 SP:Iteration 11Q (11663.560000 sec): 3 clusters Score: Raw -13746.915086 + Penalty 497.208694 = -13249.706391 nChanged 2 SP:Iteration 12Q (11663.780000 sec): 3 clusters Score: Raw -13749.463096 + Penalty 497.208694 = -13252.254402 nChanged 2 SP:Iteration 13Q (11663.960000 sec): 3 clusters Score: Raw -13754.569737 + Penalty 497.208694 = -13257.361043 nChanged 1 SP:Iteration 14Q (11664.110000 sec): 3 clusters Score: Raw -13755.195513 + Penalty 497.208694 = -13257.986819 nChanged 0 SP:Iteration 15F (11664.330000 sec): 3 clusters Score: Raw -13755.195513 + Penalty 497.208694 = -13257.986819 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (33115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11664.580000 sec): 2 clusters Score: Raw -2177661.294851 + Penalty 473.552244 = -2177187.742607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11664.900000 sec): 3 clusters Score: Raw -2156182.319951 + Penalty 947.104488 = -2155235.215463 nChanged 15872 SP:Iteration 1F (11665.270000 sec): 3 clusters Score: Raw -2166236.205438 + Penalty 947.104488 = -2165289.100950 nChanged 2490 SP:Iteration 2F (11665.540000 sec): 3 clusters Score: Raw -2167898.734122 + Penalty 947.104488 = -2166951.629633 nChanged 2820 SP:Iteration 3F (11665.820000 sec): 3 clusters Score: Raw -2169891.066965 + Penalty 947.104488 = -2168943.962476 nChanged 2538 SP:Iteration 4F (11666.080000 sec): 3 clusters Score: Raw -2171476.272410 + Penalty 947.104488 = -2170529.167921 nChanged 1900 SP:Iteration 5F (11666.360000 sec): 3 clusters Score: Raw -2172435.753242 + Penalty 947.104488 = -2171488.648754 nChanged 1366 SP:Iteration 6Q (11666.710000 sec): 3 clusters Score: Raw -2172986.528734 + Penalty 947.104488 = -2172039.424245 nChanged 1091 SP:Iteration 7Q (11666.990000 sec): 3 clusters Score: Raw -2173378.358748 + Penalty 947.104488 = -2172431.254259 nChanged 860 SP:Iteration 8Q (11667.270000 sec): 3 clusters Score: Raw -2173703.025565 + Penalty 947.104488 = -2172755.921077 nChanged 814 SP:Iteration 9Q (11667.520000 sec): 3 clusters Score: Raw -2174032.121535 + Penalty 947.104488 = -2173085.017046 nChanged 855 SP:Iteration 10Q (11667.860000 sec): 3 clusters Score: Raw -2174409.727143 + Penalty 947.104488 = -2173462.622654 nChanged 860 SP:Iteration 11Q (11668.160000 sec): 3 clusters Score: Raw -2174857.924507 + Penalty 947.104488 = -2173910.820019 nChanged 892 SP:Iteration 12Q (11668.440000 sec): 3 clusters Score: Raw -2175348.404503 + Penalty 947.104488 = -2174401.300014 nChanged 814 SP:Iteration 13Q (11668.830000 sec): 3 clusters Score: Raw -2175830.494734 + Penalty 947.104488 = -2174883.390246 nChanged 728 SP:Iteration 14Q (11669.080000 sec): 3 clusters Score: Raw -2176273.156615 + Penalty 947.104488 = -2175326.052127 nChanged 614 SP:Iteration 15Q (11669.420000 sec): 3 clusters Score: Raw -2176650.447011 + Penalty 947.104488 = -2175703.342523 nChanged 507 SP:Iteration 16Q (11669.710000 sec): 3 clusters Score: Raw -2176967.441038 + Penalty 947.104488 = -2176020.336550 nChanged 429 SP:Iteration 17Q (11669.960000 sec): 3 clusters Score: Raw -2177249.051745 + Penalty 947.104488 = -2176301.947257 nChanged 276 SP:Iteration 18Q (11670.290000 sec): 3 clusters Score: Raw -2177418.049829 + Penalty 947.104488 = -2176470.945341 nChanged 217 SP:Iteration 19Q (11670.590000 sec): 3 clusters Score: Raw -2177554.864293 + Penalty 947.104488 = -2176607.759804 nChanged 117 SP:Iteration 20F (11670.910000 sec): 3 clusters Score: Raw -2177618.435940 + Penalty 947.104488 = -2176671.331452 nChanged 90 SP:Iteration 21Q (11671.180000 sec): 3 clusters Score: Raw -2177662.834696 + Penalty 947.104488 = -2176715.730207 nChanged 51 SP:Iteration 22Q (11671.460000 sec): 3 clusters Score: Raw -2177686.058889 + Penalty 947.104488 = -2176738.954400 nChanged 36 SP:Iteration 23Q (11671.730000 sec): 3 clusters Score: Raw -2177703.431680 + Penalty 947.104488 = -2176756.327192 nChanged 31 SP:Iteration 24Q (11672.060000 sec): 3 clusters Score: Raw -2177717.501957 + Penalty 947.104488 = -2176770.397468 nChanged 23 SP:Iteration 25Q (11672.330000 sec): 3 clusters Score: Raw -2177728.863360 + Penalty 947.104488 = -2176781.758871 nChanged 22 SP:Iteration 26Q (11672.560000 sec): 3 clusters Score: Raw -2177742.026547 + Penalty 947.104488 = -2176794.922058 nChanged 13 SP:Iteration 27Q (11672.840000 sec): 3 clusters Score: Raw -2177748.592559 + Penalty 947.104488 = -2176801.488070 nChanged 8 SP:Iteration 28Q (11673.120000 sec): 3 clusters Score: Raw -2177751.823232 + Penalty 947.104488 = -2176804.718743 nChanged 5 SP:Iteration 29Q (11673.380000 sec): 3 clusters Score: Raw -2177753.479532 + Penalty 947.104488 = -2176806.375044 nChanged 6 SP:Iteration 30Q (11673.680000 sec): 3 clusters Score: Raw -2177755.283522 + Penalty 947.104488 = -2176808.179033 nChanged 4 SP:Iteration 31Q (11674.000000 sec): 3 clusters Score: Raw -2177756.638684 + Penalty 947.104488 = -2176809.534196 nChanged 3 SP:Iteration 32Q (11674.370000 sec): 3 clusters Score: Raw -2177756.969099 + Penalty 947.104488 = -2176809.864611 nChanged 2 SP:Iteration 33Q (11674.660000 sec): 3 clusters Score: Raw -2177757.178285 + Penalty 947.104488 = -2176810.073796 nChanged 0 SP:Iteration 34F (11674.930000 sec): 3 clusters Score: Raw -2177757.178285 + Penalty 947.104488 = -2176810.073796 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11675.070000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11675.280000 sec): 3 clusters Score: Raw -6769.989677 + Penalty 437.908776 = -6332.080901 nChanged 28 SP:Iteration 1F (11675.470000 sec): 3 clusters Score: Raw -6839.235290 + Penalty 437.908776 = -6401.326514 nChanged 7 SP:Iteration 2F (11675.620000 sec): 3 clusters Score: Raw -6859.067722 + Penalty 437.908776 = -6421.158946 nChanged 6 SP:Iteration 3Q (11675.770000 sec): 3 clusters Score: Raw -6876.314451 + Penalty 437.908776 = -6438.405674 nChanged 2 SP:Iteration 4Q (11675.980000 sec): 3 clusters Score: Raw -6885.437541 + Penalty 437.908776 = -6447.528764 nChanged 3 SP:Iteration 5Q (11676.210000 sec): 3 clusters Score: Raw -6893.887735 + Penalty 437.908776 = -6455.978959 nChanged 2 SP:Iteration 6Q (11676.430000 sec): 3 clusters Score: Raw -6904.510164 + Penalty 437.908776 = -6466.601388 nChanged 1 SP:Iteration 7Q (11676.630000 sec): 3 clusters Score: Raw -6910.931597 + Penalty 437.908776 = -6473.022821 nChanged 0 SP:Iteration 8F (11676.840000 sec): 3 clusters Score: Raw -6910.931597 + Penalty 437.908776 = -6473.022821 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11676.990000 sec): 2 clusters Score: Raw -347446.843289 + Penalty 393.883545 = -347052.959744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11677.170000 sec): 3 clusters Score: Raw -343936.103939 + Penalty 787.767090 = -343148.336849 nChanged 2617 SP:Iteration 1F (11677.370000 sec): 3 clusters Score: Raw -345424.853614 + Penalty 787.767090 = -344637.086524 nChanged 389 SP:Iteration 2F (11677.510000 sec): 3 clusters Score: Raw -345656.585556 + Penalty 787.767090 = -344868.818466 nChanged 417 SP:Iteration 3F (11677.650000 sec): 3 clusters Score: Raw -345985.925676 + Penalty 787.767090 = -345198.158586 nChanged 414 SP:Iteration 4F (11677.810000 sec): 3 clusters Score: Raw -346312.721595 + Penalty 787.767090 = -345524.954505 nChanged 408 SP:Iteration 5F (11677.990000 sec): 3 clusters Score: Raw -346624.297850 + Penalty 787.767090 = -345836.530761 nChanged 366 SP:Iteration 6F (11678.180000 sec): 3 clusters Score: Raw -346884.500470 + Penalty 787.767090 = -346096.733380 nChanged 315 SP:Iteration 7F (11678.310000 sec): 3 clusters Score: Raw -347073.438586 + Penalty 787.767090 = -346285.671496 nChanged 265 SP:Iteration 8Q (11678.490000 sec): 3 clusters Score: Raw -347199.776890 + Penalty 787.767090 = -346412.009800 nChanged 183 SP:Iteration 9Q (11678.730000 sec): 3 clusters Score: Raw -347262.483540 + Penalty 787.767090 = -346474.716450 nChanged 135 SP:Iteration 10Q (11678.920000 sec): 3 clusters Score: Raw -347298.303522 + Penalty 787.767090 = -346510.536433 nChanged 98 SP:Iteration 11Q (11679.140000 sec): 3 clusters Score: Raw -347322.475855 + Penalty 787.767090 = -346534.708765 nChanged 87 SP:Iteration 12Q (11679.350000 sec): 3 clusters Score: Raw -347340.755039 + Penalty 787.767090 = -346552.987950 nChanged 74 SP:Iteration 13Q (11679.500000 sec): 3 clusters Score: Raw -347355.301764 + Penalty 787.767090 = -346567.534675 nChanged 73 SP:Iteration 14Q (11679.690000 sec): 3 clusters Score: Raw -347371.598255 + Penalty 787.767090 = -346583.831165 nChanged 70 SP:Iteration 15Q (11679.890000 sec): 3 clusters Score: Raw -347389.939460 + Penalty 787.767090 = -346602.172370 nChanged 77 SP:Iteration 16Q (11680.090000 sec): 3 clusters Score: Raw -347412.896143 + Penalty 787.767090 = -346625.129053 nChanged 88 SP:Iteration 17Q (11680.280000 sec): 3 clusters Score: Raw -347435.991357 + Penalty 787.767090 = -346648.224267 nChanged 71 SP:Iteration 18Q (11680.470000 sec): 3 clusters Score: Raw -347453.046522 + Penalty 787.767090 = -346665.279433 nChanged 67 SP:Iteration 19Q (11680.630000 sec): 3 clusters Score: Raw -347469.799901 + Penalty 787.767090 = -346682.032811 nChanged 63 SP:Iteration 20F (11680.770000 sec): 3 clusters Score: Raw -347483.822069 + Penalty 787.767090 = -346696.054979 nChanged 49 SP:Iteration 21Q (11680.950000 sec): 3 clusters Score: Raw -347494.012712 + Penalty 787.767090 = -346706.245622 nChanged 53 SP:Iteration 22Q (11681.130000 sec): 3 clusters Score: Raw -347505.121677 + Penalty 787.767090 = -346717.354587 nChanged 42 SP:Iteration 23Q (11681.310000 sec): 3 clusters Score: Raw -347515.229760 + Penalty 787.767090 = -346727.462670 nChanged 48 SP:Iteration 24Q (11681.470000 sec): 3 clusters Score: Raw -347528.082940 + Penalty 787.767090 = -346740.315851 nChanged 45 SP:Iteration 25Q (11681.670000 sec): 3 clusters Score: Raw -347539.172110 + Penalty 787.767090 = -346751.405021 nChanged 43 SP:Iteration 26Q (11681.890000 sec): 3 clusters Score: Raw -347547.753973 + Penalty 787.767090 = -346759.986883 nChanged 42 SP:Iteration 27Q (11682.050000 sec): 3 clusters Score: Raw -347556.957630 + Penalty 787.767090 = -346769.190540 nChanged 43 SP:Iteration 28Q (11682.250000 sec): 3 clusters Score: Raw -347567.101082 + Penalty 787.767090 = -346779.333993 nChanged 31 SP:Iteration 29Q (11682.440000 sec): 3 clusters Score: Raw -347573.471996 + Penalty 787.767090 = -346785.704906 nChanged 35 SP:Iteration 30Q (11682.640000 sec): 3 clusters Score: Raw -347581.385853 + Penalty 787.767090 = -346793.618763 nChanged 27 SP:Iteration 31Q (11682.890000 sec): 3 clusters Score: Raw -347587.073394 + Penalty 787.767090 = -346799.306304 nChanged 30 SP:Iteration 32Q (11683.080000 sec): 3 clusters Score: Raw -347592.921182 + Penalty 787.767090 = -346805.154092 nChanged 29 SP:Iteration 33Q (11683.310000 sec): 3 clusters Score: Raw -347596.836375 + Penalty 787.767090 = -346809.069286 nChanged 18 SP:Iteration 34Q (11683.570000 sec): 3 clusters Score: Raw -347600.098322 + Penalty 787.767090 = -346812.331232 nChanged 16 SP:Iteration 35Q (11683.770000 sec): 3 clusters Score: Raw -347603.101625 + Penalty 787.767090 = -346815.334535 nChanged 17 SP:Iteration 36Q (11683.930000 sec): 3 clusters Score: Raw -347605.442583 + Penalty 787.767090 = -346817.675493 nChanged 15 SP:Iteration 37Q (11684.110000 sec): 3 clusters Score: Raw -347607.470370 + Penalty 787.767090 = -346819.703280 nChanged 12 SP:Iteration 38Q (11684.370000 sec): 3 clusters Score: Raw -347608.685190 + Penalty 787.767090 = -346820.918101 nChanged 7 SP:Iteration 39Q (11684.590000 sec): 3 clusters Score: Raw -347609.178874 + Penalty 787.767090 = -346821.411784 nChanged 4 SP:Iteration 40F (11684.790000 sec): 3 clusters Score: Raw -347609.526195 + Penalty 787.767090 = -346821.759105 nChanged 6 SP:Iteration 41Q (11684.970000 sec): 3 clusters Score: Raw -347610.169293 + Penalty 787.767090 = -346822.402204 nChanged 3 SP:Iteration 42Q (11685.180000 sec): 3 clusters Score: Raw -347610.702117 + Penalty 787.767090 = -346822.935027 nChanged 3 SP:Iteration 43Q (11685.390000 sec): 3 clusters Score: Raw -347611.210539 + Penalty 787.767090 = -346823.443449 nChanged 6 SP:Iteration 44Q (11685.560000 sec): 3 clusters Score: Raw -347611.970011 + Penalty 787.767090 = -346824.202922 nChanged 7 SP:Iteration 45Q (11685.800000 sec): 3 clusters Score: Raw -347612.994231 + Penalty 787.767090 = -346825.227141 nChanged 6 SP:Iteration 46Q (11685.930000 sec): 3 clusters Score: Raw -347613.561437 + Penalty 787.767090 = -346825.794347 nChanged 5 SP:Iteration 47Q (11686.160000 sec): 3 clusters Score: Raw -347613.985511 + Penalty 787.767090 = -346826.218422 nChanged 8 SP:Iteration 48Q (11686.370000 sec): 3 clusters Score: Raw -347615.219542 + Penalty 787.767090 = -346827.452453 nChanged 9 SP:Iteration 49Q (11686.550000 sec): 3 clusters Score: Raw -347616.450356 + Penalty 787.767090 = -346828.683266 nChanged 7 SP:Iteration 50Q (11686.700000 sec): 3 clusters Score: Raw -347617.360254 + Penalty 787.767090 = -346829.593164 nChanged 2 SP:Iteration 51Q (11686.880000 sec): 3 clusters Score: Raw -347617.651358 + Penalty 787.767090 = -346829.884269 nChanged 3 SP:Iteration 52Q (11687.080000 sec): 3 clusters Score: Raw -347618.085223 + Penalty 787.767090 = -346830.318133 nChanged 1 SP:Iteration 53Q (11687.260000 sec): 3 clusters Score: Raw -347618.256262 + Penalty 787.767090 = -346830.489173 nChanged 0 SP:Iteration 54F (11687.470000 sec): 3 clusters Score: Raw -347618.256262 + Penalty 787.767090 = -346830.489173 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11687.560000 sec): 2 clusters Score: Raw -6433.611449 + Penalty 214.691699 = -6218.919750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11687.720000 sec): 3 clusters Score: Raw -6423.795122 + Penalty 429.383397 = -5994.411725 nChanged 18 SP:Iteration 1F (11687.930000 sec): 3 clusters Score: Raw -6469.804016 + Penalty 429.383397 = -6040.420619 nChanged 12 SP:Iteration 2F (11688.080000 sec): 3 clusters Score: Raw -6572.907937 + Penalty 429.383397 = -6143.524539 nChanged 13 SP:Iteration 3F (11688.240000 sec): 3 clusters Score: Raw -6621.017274 + Penalty 429.383397 = -6191.633877 nChanged 18 SP:Iteration 4F (11688.440000 sec): 3 clusters Score: Raw -6717.768081 + Penalty 429.383397 = -6288.384684 nChanged 6 SP:Iteration 5F (11688.610000 sec): 3 clusters Score: Raw -6744.218653 + Penalty 429.383397 = -6314.835255 nChanged 3 SP:Iteration 6Q (11688.800000 sec): 3 clusters Score: Raw -6754.785013 + Penalty 429.383397 = -6325.401615 nChanged 3 SP:Iteration 7Q (11688.940000 sec): 3 clusters Score: Raw -6774.609476 + Penalty 429.383397 = -6345.226078 nChanged 1 SP:Iteration 8Q (11689.130000 sec): 3 clusters Score: Raw -6778.624589 + Penalty 429.383397 = -6349.241192 nChanged 0 SP:Iteration 9F (11689.320000 sec): 3 clusters Score: Raw -6778.624589 + Penalty 429.383397 = -6349.241192 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11689.410000 sec): 2 clusters Score: Raw -34842.684700 + Penalty 291.211714 = -34551.472986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11689.620000 sec): 3 clusters Score: Raw -34605.196704 + Penalty 582.423428 = -34022.773276 nChanged 220 SP:Iteration 1F (11689.770000 sec): 3 clusters Score: Raw -34816.652036 + Penalty 582.423428 = -34234.228608 nChanged 66 SP:Iteration 2F (11689.960000 sec): 3 clusters Score: Raw -34884.345509 + Penalty 582.423428 = -34301.922082 nChanged 37 SP:Iteration 3F (11690.100000 sec): 3 clusters Score: Raw -34920.566937 + Penalty 582.423428 = -34338.143509 nChanged 19 SP:Iteration 4Q (11690.250000 sec): 3 clusters Score: Raw -34936.572696 + Penalty 582.423428 = -34354.149268 nChanged 10 SP:Iteration 5Q (11690.440000 sec): 3 clusters Score: Raw -34947.386332 + Penalty 582.423428 = -34364.962904 nChanged 10 SP:Iteration 6Q (11690.580000 sec): 3 clusters Score: Raw -34955.529628 + Penalty 582.423428 = -34373.106200 nChanged 9 SP:Iteration 7Q (11690.750000 sec): 3 clusters Score: Raw -34961.607903 + Penalty 582.423428 = -34379.184476 nChanged 8 SP:Iteration 8Q (11690.950000 sec): 3 clusters Score: Raw -34970.231885 + Penalty 582.423428 = -34387.808458 nChanged 10 SP:Iteration 9Q (11691.110000 sec): 3 clusters Score: Raw -34978.367989 + Penalty 582.423428 = -34395.944561 nChanged 7 SP:Iteration 10Q (11691.300000 sec): 3 clusters Score: Raw -34981.413987 + Penalty 582.423428 = -34398.990559 nChanged 3 SP:Iteration 11Q (11691.410000 sec): 3 clusters Score: Raw -34984.461277 + Penalty 582.423428 = -34402.037850 nChanged 4 SP:Iteration 12Q (11691.660000 sec): 3 clusters Score: Raw -34986.790187 + Penalty 582.423428 = -34404.366760 nChanged 3 SP:Iteration 13Q (11691.810000 sec): 3 clusters Score: Raw -34989.371275 + Penalty 582.423428 = -34406.947847 nChanged 3 SP:Iteration 14Q (11692.040000 sec): 3 clusters Score: Raw -34991.143724 + Penalty 582.423428 = -34408.720296 nChanged 2 SP:Iteration 15Q (11692.200000 sec): 3 clusters Score: Raw -34991.520558 + Penalty 582.423428 = -34409.097130 nChanged 2 SP:Iteration 16Q (11692.360000 sec): 3 clusters Score: Raw -34993.076257 + Penalty 582.423428 = -34410.652830 nChanged 1 SP:Iteration 17Q (11692.590000 sec): 3 clusters Score: Raw -34993.372757 + Penalty 582.423428 = -34410.949329 nChanged 0 SP:Iteration 18F (11692.770000 sec): 3 clusters Score: Raw -34993.372757 + Penalty 582.423428 = -34410.949329 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11692.860000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11693.050000 sec): 3 clusters Score: Raw -17238.653495 + Penalty 518.129625 = -16720.523870 nChanged 100 SP:Iteration 1F (11693.200000 sec): 3 clusters Score: Raw -17386.557416 + Penalty 518.129625 = -16868.427791 nChanged 23 SP:Iteration 2F (11693.410000 sec): 3 clusters Score: Raw -17413.402296 + Penalty 518.129625 = -16895.272672 nChanged 10 SP:Iteration 3Q (11693.590000 sec): 3 clusters Score: Raw -17422.070827 + Penalty 518.129625 = -16903.941202 nChanged 5 SP:Iteration 4Q (11693.760000 sec): 3 clusters Score: Raw -17425.871464 + Penalty 518.129625 = -16907.741839 nChanged 2 SP:Iteration 5Q (11693.950000 sec): 3 clusters Score: Raw -17427.771773 + Penalty 518.129625 = -16909.642148 nChanged 1 SP:Iteration 6Q (11694.170000 sec): 3 clusters Score: Raw -17428.387137 + Penalty 518.129625 = -16910.257512 nChanged 0 SP:Iteration 7F (11694.380000 sec): 3 clusters Score: Raw -17428.387137 + Penalty 518.129625 = -16910.257512 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (3818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11694.490000 sec): 2 clusters Score: Raw -242610.966510 + Penalty 375.260431 = -242235.706079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11694.710000 sec): 3 clusters Score: Raw -240376.730174 + Penalty 750.520862 = -239626.209311 nChanged 1680 SP:Iteration 1F (11694.930000 sec): 3 clusters Score: Raw -241333.623969 + Penalty 750.520862 = -240583.103107 nChanged 251 SP:Iteration 2F (11695.120000 sec): 3 clusters Score: Raw -241503.287883 + Penalty 750.520862 = -240752.767021 nChanged 239 SP:Iteration 3F (11695.350000 sec): 3 clusters Score: Raw -241718.792554 + Penalty 750.520862 = -240968.271692 nChanged 221 SP:Iteration 4F (11695.550000 sec): 3 clusters Score: Raw -241977.874061 + Penalty 750.520862 = -241227.353199 nChanged 187 SP:Iteration 5Q (11695.730000 sec): 3 clusters Score: Raw -242185.102571 + Penalty 750.520862 = -241434.581708 nChanged 169 SP:Iteration 6Q (11695.910000 sec): 3 clusters Score: Raw -242312.888150 + Penalty 750.520862 = -241562.367288 nChanged 125 SP:Iteration 7Q (11696.160000 sec): 3 clusters Score: Raw -242384.504976 + Penalty 750.520862 = -241633.984114 nChanged 89 SP:Iteration 8Q (11696.410000 sec): 3 clusters Score: Raw -242430.029403 + Penalty 750.520862 = -241679.508541 nChanged 70 SP:Iteration 9Q (11696.590000 sec): 3 clusters Score: Raw -242462.153399 + Penalty 750.520862 = -241711.632537 nChanged 59 SP:Iteration 10Q (11696.800000 sec): 3 clusters Score: Raw -242486.991906 + Penalty 750.520862 = -241736.471044 nChanged 46 SP:Iteration 11Q (11697.000000 sec): 3 clusters Score: Raw -242502.730380 + Penalty 750.520862 = -241752.209517 nChanged 33 SP:Iteration 12Q (11697.250000 sec): 3 clusters Score: Raw -242517.036607 + Penalty 750.520862 = -241766.515745 nChanged 41 SP:Iteration 13Q (11697.490000 sec): 3 clusters Score: Raw -242534.878386 + Penalty 750.520862 = -241784.357524 nChanged 45 SP:Iteration 14Q (11697.710000 sec): 3 clusters Score: Raw -242555.601992 + Penalty 750.520862 = -241805.081129 nChanged 33 SP:Iteration 15Q (11697.950000 sec): 3 clusters Score: Raw -242570.043953 + Penalty 750.520862 = -241819.523090 nChanged 27 SP:Iteration 16Q (11698.180000 sec): 3 clusters Score: Raw -242579.172534 + Penalty 750.520862 = -241828.651671 nChanged 13 SP:Iteration 17Q (11698.390000 sec): 3 clusters Score: Raw -242583.866502 + Penalty 750.520862 = -241833.345639 nChanged 15 SP:Iteration 18Q (11698.650000 sec): 3 clusters Score: Raw -242588.280602 + Penalty 750.520862 = -241837.759739 nChanged 8 SP:Iteration 19Q (11698.890000 sec): 3 clusters Score: Raw -242590.548846 + Penalty 750.520862 = -241840.027983 nChanged 9 SP:Iteration 20F (11699.050000 sec): 3 clusters Score: Raw -242592.704293 + Penalty 750.520862 = -241842.183431 nChanged 10 SP:Iteration 21Q (11699.240000 sec): 3 clusters Score: Raw -242594.845078 + Penalty 750.520862 = -241844.324215 nChanged 5 SP:Iteration 22Q (11699.450000 sec): 3 clusters Score: Raw -242595.641086 + Penalty 750.520862 = -241845.120223 nChanged 5 SP:Iteration 23Q (11699.670000 sec): 3 clusters Score: Raw -242596.486088 + Penalty 750.520862 = -241845.965226 nChanged 6 SP:Iteration 24Q (11699.820000 sec): 3 clusters Score: Raw -242597.468339 + Penalty 750.520862 = -241846.947477 nChanged 9 SP:Iteration 25Q (11700.040000 sec): 3 clusters Score: Raw -242599.224139 + Penalty 750.520862 = -241848.703277 nChanged 8 SP:Iteration 26Q (11700.220000 sec): 3 clusters Score: Raw -242600.565682 + Penalty 750.520862 = -241850.044820 nChanged 7 SP:Iteration 27Q (11700.400000 sec): 3 clusters Score: Raw -242602.116974 + Penalty 750.520862 = -241851.596112 nChanged 4 SP:Iteration 28Q (11700.560000 sec): 3 clusters Score: Raw -242603.295339 + Penalty 750.520862 = -241852.774476 nChanged 5 SP:Iteration 29Q (11700.760000 sec): 3 clusters Score: Raw -242604.490212 + Penalty 750.520862 = -241853.969350 nChanged 6 SP:Iteration 30Q (11700.920000 sec): 3 clusters Score: Raw -242605.731071 + Penalty 750.520862 = -241855.210209 nChanged 10 SP:Iteration 31Q (11701.120000 sec): 3 clusters Score: Raw -242607.426941 + Penalty 750.520862 = -241856.906078 nChanged 4 SP:Iteration 32Q (11701.320000 sec): 3 clusters Score: Raw -242608.428435 + Penalty 750.520862 = -241857.907573 nChanged 6 SP:Iteration 33Q (11701.490000 sec): 3 clusters Score: Raw -242610.783124 + Penalty 750.520862 = -241860.262262 nChanged 6 SP:Iteration 34Q (11701.640000 sec): 3 clusters Score: Raw -242612.870873 + Penalty 750.520862 = -241862.350010 nChanged 8 SP:Iteration 35Q (11701.800000 sec): 3 clusters Score: Raw -242615.988822 + Penalty 750.520862 = -241865.467960 nChanged 13 SP:Iteration 36Q (11701.940000 sec): 3 clusters Score: Raw -242622.620781 + Penalty 750.520862 = -241872.099919 nChanged 15 SP:Iteration 37Q (11702.150000 sec): 3 clusters Score: Raw -242628.790138 + Penalty 750.520862 = -241878.269276 nChanged 8 SP:Iteration 38Q (11702.390000 sec): 3 clusters Score: Raw -242630.473110 + Penalty 750.520862 = -241879.952248 nChanged 8 SP:Iteration 39Q (11702.590000 sec): 3 clusters Score: Raw -242632.416075 + Penalty 750.520862 = -241881.895212 nChanged 5 SP:Iteration 40F (11702.780000 sec): 3 clusters Score: Raw -242633.920420 + Penalty 750.520862 = -241883.399558 nChanged 7 SP:Iteration 41Q (11702.900000 sec): 3 clusters Score: Raw -242635.983511 + Penalty 750.520862 = -241885.462648 nChanged 7 SP:Iteration 42Q (11703.110000 sec): 3 clusters Score: Raw -242638.159562 + Penalty 750.520862 = -241887.638699 nChanged 7 SP:Iteration 43Q (11703.300000 sec): 3 clusters Score: Raw -242640.060886 + Penalty 750.520862 = -241889.540024 nChanged 8 SP:Iteration 44Q (11703.480000 sec): 3 clusters Score: Raw -242641.936375 + Penalty 750.520862 = -241891.415512 nChanged 7 SP:Iteration 45Q (11703.710000 sec): 3 clusters Score: Raw -242643.766887 + Penalty 750.520862 = -241893.246025 nChanged 4 SP:Iteration 46Q (11703.890000 sec): 3 clusters Score: Raw -242645.728003 + Penalty 750.520862 = -241895.207140 nChanged 4 SP:Iteration 47Q (11704.070000 sec): 3 clusters Score: Raw -242646.727911 + Penalty 750.520862 = -241896.207048 nChanged 4 SP:Iteration 48Q (11704.250000 sec): 3 clusters Score: Raw -242647.976468 + Penalty 750.520862 = -241897.455606 nChanged 4 SP:Iteration 49Q (11704.410000 sec): 3 clusters Score: Raw -242648.965840 + Penalty 750.520862 = -241898.444977 nChanged 2 SP:Iteration 50Q (11704.590000 sec): 3 clusters Score: Raw -242649.281778 + Penalty 750.520862 = -241898.760916 nChanged 0 SP:Iteration 51F (11704.790000 sec): 3 clusters Score: Raw -242649.281778 + Penalty 750.520862 = -241898.760916 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11704.860000 sec): 2 clusters Score: Raw -37502.440752 + Penalty 296.284412 = -37206.156340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11705.090000 sec): 3 clusters Score: Raw -37185.178161 + Penalty 592.568825 = -36592.609336 nChanged 253 SP:Iteration 1F (11705.290000 sec): 3 clusters Score: Raw -37345.173479 + Penalty 592.568825 = -36752.604654 nChanged 54 SP:Iteration 2F (11705.450000 sec): 3 clusters Score: Raw -37390.192755 + Penalty 592.568825 = -36797.623930 nChanged 34 SP:Iteration 3F (11705.630000 sec): 3 clusters Score: Raw -37418.606301 + Penalty 592.568825 = -36826.037476 nChanged 25 SP:Iteration 4Q (11705.800000 sec): 3 clusters Score: Raw -37450.557583 + Penalty 592.568825 = -36857.988758 nChanged 28 SP:Iteration 5Q (11705.960000 sec): 3 clusters Score: Raw -37472.924369 + Penalty 592.568825 = -36880.355544 nChanged 17 SP:Iteration 6Q (11706.130000 sec): 3 clusters Score: Raw -37481.976466 + Penalty 592.568825 = -36889.407641 nChanged 8 SP:Iteration 7Q (11706.280000 sec): 3 clusters Score: Raw -37485.830747 + Penalty 592.568825 = -36893.261922 nChanged 9 SP:Iteration 8Q (11706.460000 sec): 3 clusters Score: Raw -37490.836320 + Penalty 592.568825 = -36898.267495 nChanged 7 SP:Iteration 9Q (11706.620000 sec): 3 clusters Score: Raw -37494.716171 + Penalty 592.568825 = -36902.147346 nChanged 6 SP:Iteration 10Q (11706.800000 sec): 3 clusters Score: Raw -37498.740206 + Penalty 592.568825 = -36906.171381 nChanged 4 SP:Iteration 11Q (11706.990000 sec): 3 clusters Score: Raw -37500.670659 + Penalty 592.568825 = -36908.101834 nChanged 6 SP:Iteration 12Q (11707.150000 sec): 3 clusters Score: Raw -37503.012079 + Penalty 592.568825 = -36910.443254 nChanged 6 SP:Iteration 13Q (11707.340000 sec): 3 clusters Score: Raw -37506.438983 + Penalty 592.568825 = -36913.870158 nChanged 4 SP:Iteration 14Q (11707.520000 sec): 3 clusters Score: Raw -37510.777880 + Penalty 592.568825 = -36918.209055 nChanged 5 SP:Iteration 15Q (11707.670000 sec): 3 clusters Score: Raw -37515.988466 + Penalty 592.568825 = -36923.419641 nChanged 3 SP:Iteration 16Q (11707.870000 sec): 3 clusters Score: Raw -37519.115557 + Penalty 592.568825 = -36926.546732 nChanged 3 SP:Iteration 17Q (11708.070000 sec): 3 clusters Score: Raw -37520.807624 + Penalty 592.568825 = -36928.238799 nChanged 5 SP:Iteration 18Q (11708.290000 sec): 3 clusters Score: Raw -37524.737163 + Penalty 592.568825 = -36932.168338 nChanged 6 SP:Iteration 19Q (11708.510000 sec): 3 clusters Score: Raw -37531.158033 + Penalty 592.568825 = -36938.589208 nChanged 4 SP:Iteration 20F (11708.660000 sec): 3 clusters Score: Raw -37532.900793 + Penalty 592.568825 = -36940.331968 nChanged 2 SP:Iteration 21Q (11708.880000 sec): 3 clusters Score: Raw -37535.171198 + Penalty 592.568825 = -36942.602373 nChanged 5 SP:Iteration 22Q (11709.020000 sec): 3 clusters Score: Raw -37538.212707 + Penalty 592.568825 = -36945.643882 nChanged 3 SP:Iteration 23Q (11709.210000 sec): 3 clusters Score: Raw -37540.190365 + Penalty 592.568825 = -36947.621540 nChanged 4 SP:Iteration 24Q (11709.370000 sec): 3 clusters Score: Raw -37543.601030 + Penalty 592.568825 = -36951.032205 nChanged 4 SP:Iteration 25Q (11709.560000 sec): 3 clusters Score: Raw -37547.071701 + Penalty 592.568825 = -36954.502876 nChanged 2 SP:Iteration 26Q (11709.750000 sec): 3 clusters Score: Raw -37548.184098 + Penalty 592.568825 = -36955.615273 nChanged 1 SP:Iteration 27Q (11709.950000 sec): 3 clusters Score: Raw -37548.763070 + Penalty 592.568825 = -36956.194245 nChanged 1 SP:Iteration 28Q (11710.160000 sec): 3 clusters Score: Raw -37548.912774 + Penalty 592.568825 = -36956.343949 nChanged 2 SP:Iteration 29Q (11710.370000 sec): 3 clusters Score: Raw -37549.878483 + Penalty 592.568825 = -36957.309658 nChanged 1 SP:Iteration 30Q (11710.510000 sec): 3 clusters Score: Raw -37550.530191 + Penalty 592.568825 = -36957.961366 nChanged 1 SP:Iteration 31Q (11710.660000 sec): 3 clusters Score: Raw -37550.886371 + Penalty 592.568825 = -36958.317546 nChanged 3 SP:Iteration 32Q (11710.810000 sec): 3 clusters Score: Raw -37552.991186 + Penalty 592.568825 = -36960.422361 nChanged 2 SP:Iteration 33Q (11710.970000 sec): 3 clusters Score: Raw -37554.237612 + Penalty 592.568825 = -36961.668787 nChanged 2 SP:Iteration 34Q (11711.190000 sec): 3 clusters Score: Raw -37555.487558 + Penalty 592.568825 = -36962.918733 nChanged 1 SP:Iteration 35Q (11711.350000 sec): 3 clusters Score: Raw -37556.910598 + Penalty 592.568825 = -36964.341773 nChanged 2 SP:Iteration 36Q (11711.530000 sec): 3 clusters Score: Raw -37558.726808 + Penalty 592.568825 = -36966.157983 nChanged 3 SP:Iteration 37Q (11711.760000 sec): 3 clusters Score: Raw -37561.564950 + Penalty 592.568825 = -36968.996125 nChanged 2 SP:Iteration 38Q (11711.970000 sec): 3 clusters Score: Raw -37562.675865 + Penalty 592.568825 = -36970.107040 nChanged 1 SP:Iteration 39Q (11712.130000 sec): 3 clusters Score: Raw -37563.067089 + Penalty 592.568825 = -36970.498264 nChanged 0 SP:Iteration 40F (11712.290000 sec): 3 clusters Score: Raw -37563.067089 + Penalty 592.568825 = -36970.498264 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11712.400000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11712.550000 sec): 3 clusters Score: Raw -13380.922752 + Penalty 492.459791 = -12888.462961 nChanged 68 SP:Iteration 1F (11712.750000 sec): 3 clusters Score: Raw -13452.244297 + Penalty 492.459791 = -12959.784507 nChanged 17 SP:Iteration 2F (11712.990000 sec): 3 clusters Score: Raw -13474.808390 + Penalty 492.459791 = -12982.348599 nChanged 9 SP:Iteration 3Q (11713.130000 sec): 3 clusters Score: Raw -13488.031885 + Penalty 492.459791 = -12995.572094 nChanged 8 SP:Iteration 4Q (11713.310000 sec): 3 clusters Score: Raw -13504.464051 + Penalty 492.459791 = -13012.004260 nChanged 6 SP:Iteration 5Q (11713.480000 sec): 3 clusters Score: Raw -13514.877924 + Penalty 492.459791 = -13022.418133 nChanged 6 SP:Iteration 6Q (11713.650000 sec): 3 clusters Score: Raw -13524.564177 + Penalty 492.459791 = -13032.104387 nChanged 3 SP:Iteration 7Q (11713.880000 sec): 3 clusters Score: Raw -13532.551855 + Penalty 492.459791 = -13040.092065 nChanged 1 SP:Iteration 8Q (11714.050000 sec): 3 clusters Score: Raw -13533.248387 + Penalty 492.459791 = -13040.788596 nChanged 1 SP:Iteration 9Q (11714.240000 sec): 3 clusters Score: Raw -13533.945688 + Penalty 492.459791 = -13041.485897 nChanged 0 SP:Iteration 10F (11714.450000 sec): 3 clusters Score: Raw -13533.945688 + Penalty 492.459791 = -13041.485897 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11714.510000 sec): 2 clusters Score: Raw -8123.318760 + Penalty 238.258109 = -7885.060651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11714.740000 sec): 3 clusters Score: Raw -8120.220350 + Penalty 476.516219 = -7643.704131 nChanged 64 SP:Iteration 1F (11714.940000 sec): 3 clusters Score: Raw -8227.170022 + Penalty 476.516219 = -7750.653803 nChanged 23 SP:Iteration 2F (11715.130000 sec): 3 clusters Score: Raw -8286.895812 + Penalty 476.516219 = -7810.379593 nChanged 5 SP:Iteration 3Q (11715.320000 sec): 3 clusters Score: Raw -8310.199018 + Penalty 476.516219 = -7833.682799 nChanged 6 SP:Iteration 4Q (11715.540000 sec): 3 clusters Score: Raw -8318.978625 + Penalty 476.516219 = -7842.462406 nChanged 4 SP:Iteration 5Q (11715.720000 sec): 3 clusters Score: Raw -8327.421897 + Penalty 476.516219 = -7850.905678 nChanged 6 SP:Iteration 6Q (11715.890000 sec): 3 clusters Score: Raw -8337.227017 + Penalty 476.516219 = -7860.710798 nChanged 4 SP:Iteration 7Q (11716.090000 sec): 3 clusters Score: Raw -8341.497251 + Penalty 476.516219 = -7864.981032 nChanged 0 SP:Iteration 8F (11716.250000 sec): 3 clusters Score: Raw -8341.497251 + Penalty 476.516219 = -7864.981032 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11716.360000 sec): 2 clusters Score: Raw -3178.636055 + Penalty 188.512630 = -2990.123425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11716.550000 sec): 3 clusters Score: Raw -3277.175719 + Penalty 377.025260 = -2900.150459 nChanged 9 SP:Iteration 1F (11716.710000 sec): 3 clusters Score: Raw -3310.938341 + Penalty 377.025260 = -2933.913080 nChanged 2 SP:Iteration 2Q (11716.920000 sec): 3 clusters Score: Raw -3319.768146 + Penalty 377.025260 = -2942.742886 nChanged 2 SP:Iteration 3Q (11717.090000 sec): 3 clusters Score: Raw -3331.135700 + Penalty 377.025260 = -2954.110440 nChanged 1 SP:Iteration 4Q (11717.300000 sec): 3 clusters Score: Raw -3333.537114 + Penalty 377.025260 = -2956.511854 nChanged 0 SP:Iteration 5F (11717.480000 sec): 3 clusters Score: Raw -3333.537114 + Penalty 377.025260 = -2956.511854 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11717.570000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11717.710000 sec): 3 clusters Score: Raw -11671.766000 + Penalty 479.842960 = -11191.923040 nChanged 44 SP:Iteration 1F (11717.910000 sec): 3 clusters Score: Raw -11730.992643 + Penalty 479.842960 = -11251.149683 nChanged 13 SP:Iteration 2F (11718.060000 sec): 3 clusters Score: Raw -11754.249358 + Penalty 479.842960 = -11274.406398 nChanged 6 SP:Iteration 3Q (11718.240000 sec): 3 clusters Score: Raw -11772.732486 + Penalty 479.842960 = -11292.889526 nChanged 9 SP:Iteration 4Q (11718.440000 sec): 3 clusters Score: Raw -11794.060366 + Penalty 479.842960 = -11314.217406 nChanged 3 SP:Iteration 5Q (11718.590000 sec): 3 clusters Score: Raw -11800.977479 + Penalty 479.842960 = -11321.134519 nChanged 3 SP:Iteration 6Q (11718.750000 sec): 3 clusters Score: Raw -11808.600185 + Penalty 479.842960 = -11328.757225 nChanged 1 SP:Iteration 7Q (11718.890000 sec): 3 clusters Score: Raw -11812.905552 + Penalty 479.842960 = -11333.062593 nChanged 2 SP:Iteration 8Q (11719.100000 sec): 3 clusters Score: Raw -11815.824682 + Penalty 479.842960 = -11335.981723 nChanged 2 SP:Iteration 9Q (11719.240000 sec): 3 clusters Score: Raw -11822.641942 + Penalty 479.842960 = -11342.798982 nChanged 1 SP:Iteration 10Q (11719.410000 sec): 3 clusters Score: Raw -11823.255948 + Penalty 479.842960 = -11343.412988 nChanged 0 SP:Iteration 11F (11719.590000 sec): 3 clusters Score: Raw -11823.255948 + Penalty 479.842960 = -11343.412988 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11719.690000 sec): 2 clusters Score: Raw -37585.633705 + Penalty 294.562027 = -37291.071678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11719.860000 sec): 3 clusters Score: Raw -37306.658501 + Penalty 589.124053 = -36717.534448 nChanged 232 SP:Iteration 1F (11720.090000 sec): 3 clusters Score: Raw -37506.127661 + Penalty 589.124053 = -36917.003608 nChanged 60 SP:Iteration 2F (11720.270000 sec): 3 clusters Score: Raw -37578.840356 + Penalty 589.124053 = -36989.716302 nChanged 44 SP:Iteration 3F (11720.440000 sec): 3 clusters Score: Raw -37644.726173 + Penalty 589.124053 = -37055.602120 nChanged 28 SP:Iteration 4Q (11720.590000 sec): 3 clusters Score: Raw -37669.716866 + Penalty 589.124053 = -37080.592813 nChanged 21 SP:Iteration 5Q (11720.770000 sec): 3 clusters Score: Raw -37687.560161 + Penalty 589.124053 = -37098.436108 nChanged 20 SP:Iteration 6Q (11720.960000 sec): 3 clusters Score: Raw -37703.980407 + Penalty 589.124053 = -37114.856353 nChanged 15 SP:Iteration 7Q (11721.110000 sec): 3 clusters Score: Raw -37715.593139 + Penalty 589.124053 = -37126.469086 nChanged 10 SP:Iteration 8Q (11721.330000 sec): 3 clusters Score: Raw -37721.543793 + Penalty 589.124053 = -37132.419740 nChanged 9 SP:Iteration 9Q (11721.510000 sec): 3 clusters Score: Raw -37726.524024 + Penalty 589.124053 = -37137.399971 nChanged 5 SP:Iteration 10Q (11721.680000 sec): 3 clusters Score: Raw -37729.430484 + Penalty 589.124053 = -37140.306431 nChanged 3 SP:Iteration 11Q (11721.870000 sec): 3 clusters Score: Raw -37731.229056 + Penalty 589.124053 = -37142.105003 nChanged 2 SP:Iteration 12Q (11722.040000 sec): 3 clusters Score: Raw -37733.245641 + Penalty 589.124053 = -37144.121587 nChanged 5 SP:Iteration 13Q (11722.240000 sec): 3 clusters Score: Raw -37736.752335 + Penalty 589.124053 = -37147.628282 nChanged 4 SP:Iteration 14Q (11722.400000 sec): 3 clusters Score: Raw -37738.252662 + Penalty 589.124053 = -37149.128608 nChanged 3 SP:Iteration 15Q (11722.620000 sec): 3 clusters Score: Raw -37740.015663 + Penalty 589.124053 = -37150.891609 nChanged 4 SP:Iteration 16Q (11722.800000 sec): 3 clusters Score: Raw -37743.389953 + Penalty 589.124053 = -37154.265900 nChanged 1 SP:Iteration 17Q (11722.970000 sec): 3 clusters Score: Raw -37743.914075 + Penalty 589.124053 = -37154.790021 nChanged 2 SP:Iteration 18Q (11723.130000 sec): 3 clusters Score: Raw -37745.330643 + Penalty 589.124053 = -37156.206590 nChanged 2 SP:Iteration 19Q (11723.350000 sec): 3 clusters Score: Raw -37748.318770 + Penalty 589.124053 = -37159.194716 nChanged 4 SP:Iteration 20F (11723.520000 sec): 3 clusters Score: Raw -37752.471610 + Penalty 589.124053 = -37163.347557 nChanged 2 SP:Iteration 21Q (11723.680000 sec): 3 clusters Score: Raw -37753.463566 + Penalty 589.124053 = -37164.339513 nChanged 1 SP:Iteration 22Q (11723.900000 sec): 3 clusters Score: Raw -37753.875644 + Penalty 589.124053 = -37164.751591 nChanged 0 SP:Iteration 23F (11724.070000 sec): 3 clusters Score: Raw -37753.875644 + Penalty 589.124053 = -37164.751591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11724.190000 sec): 2 clusters Score: Raw -8677.101926 + Penalty 224.518564 = -8452.583362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11724.350000 sec): 3 clusters Score: Raw -8648.126303 + Penalty 449.037128 = -8199.089175 nChanged 26 SP:Iteration 1F (11724.540000 sec): 3 clusters Score: Raw -8691.249218 + Penalty 449.037128 = -8242.212090 nChanged 8 SP:Iteration 2F (11724.720000 sec): 3 clusters Score: Raw -8697.619418 + Penalty 449.037128 = -8248.582290 nChanged 1 SP:Iteration 3Q (11724.920000 sec): 3 clusters Score: Raw -8698.251790 + Penalty 449.037128 = -8249.214662 nChanged 1 SP:Iteration 4Q (11725.090000 sec): 3 clusters Score: Raw -8699.509081 + Penalty 449.037128 = -8250.471953 nChanged 1 SP:Iteration 5Q (11725.270000 sec): 3 clusters Score: Raw -8701.801190 + Penalty 449.037128 = -8252.764062 nChanged 0 SP:Iteration 6F (11725.480000 sec): 3 clusters Score: Raw -8701.801190 + Penalty 449.037128 = -8252.764062 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11725.580000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11725.750000 sec): 3 clusters Score: Raw -33869.719086 + Penalty 577.612418 = -33292.106668 nChanged 203 SP:Iteration 1F (11725.960000 sec): 3 clusters Score: Raw -34003.905134 + Penalty 577.612418 = -33426.292716 nChanged 49 SP:Iteration 2F (11726.080000 sec): 3 clusters Score: Raw -34046.283947 + Penalty 577.612418 = -33468.671529 nChanged 30 SP:Iteration 3F (11726.240000 sec): 3 clusters Score: Raw -34067.741658 + Penalty 577.612418 = -33490.129240 nChanged 20 SP:Iteration 4Q (11726.420000 sec): 3 clusters Score: Raw -34080.174922 + Penalty 577.612418 = -33502.562504 nChanged 21 SP:Iteration 5Q (11726.630000 sec): 3 clusters Score: Raw -34097.702518 + Penalty 577.612418 = -33520.090100 nChanged 18 SP:Iteration 6Q (11726.850000 sec): 3 clusters Score: Raw -34113.810918 + Penalty 577.612418 = -33536.198500 nChanged 16 SP:Iteration 7Q (11727.010000 sec): 3 clusters Score: Raw -34125.193714 + Penalty 577.612418 = -33547.581296 nChanged 11 SP:Iteration 8Q (11727.200000 sec): 3 clusters Score: Raw -34133.923749 + Penalty 577.612418 = -33556.311331 nChanged 9 SP:Iteration 9Q (11727.360000 sec): 3 clusters Score: Raw -34139.509260 + Penalty 577.612418 = -33561.896841 nChanged 7 SP:Iteration 10Q (11727.540000 sec): 3 clusters Score: Raw -34144.179704 + Penalty 577.612418 = -33566.567286 nChanged 5 SP:Iteration 11Q (11727.780000 sec): 3 clusters Score: Raw -34146.953346 + Penalty 577.612418 = -33569.340928 nChanged 5 SP:Iteration 12Q (11727.940000 sec): 3 clusters Score: Raw -34149.170554 + Penalty 577.612418 = -33571.558136 nChanged 5 SP:Iteration 13Q (11728.170000 sec): 3 clusters Score: Raw -34152.827846 + Penalty 577.612418 = -33575.215428 nChanged 4 SP:Iteration 14Q (11728.310000 sec): 3 clusters Score: Raw -34155.767657 + Penalty 577.612418 = -33578.155239 nChanged 3 SP:Iteration 15Q (11728.510000 sec): 3 clusters Score: Raw -34158.699555 + Penalty 577.612418 = -33581.087137 nChanged 6 SP:Iteration 16Q (11728.740000 sec): 3 clusters Score: Raw -34168.920988 + Penalty 577.612418 = -33591.308570 nChanged 7 SP:Iteration 17Q (11728.900000 sec): 3 clusters Score: Raw -34177.146471 + Penalty 577.612418 = -33599.534053 nChanged 7 SP:Iteration 18Q (11729.060000 sec): 3 clusters Score: Raw -34188.142246 + Penalty 577.612418 = -33610.529828 nChanged 5 SP:Iteration 19Q (11729.230000 sec): 3 clusters Score: Raw -34194.406210 + Penalty 577.612418 = -33616.793792 nChanged 5 SP:Iteration 20F (11729.400000 sec): 3 clusters Score: Raw -34197.852384 + Penalty 577.612418 = -33620.239966 nChanged 3 SP:Iteration 21Q (11729.560000 sec): 3 clusters Score: Raw -34199.287513 + Penalty 577.612418 = -33621.675095 nChanged 2 SP:Iteration 22Q (11729.730000 sec): 3 clusters Score: Raw -34200.105939 + Penalty 577.612418 = -33622.493521 nChanged 0 SP:Iteration 23F (11729.930000 sec): 3 clusters Score: Raw -34200.105939 + Penalty 577.612418 = -33622.493521 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11729.980000 sec): 2 clusters Score: Raw -56836.170748 + Penalty 316.695822 = -56519.474926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11730.210000 sec): 3 clusters Score: Raw -56326.947890 + Penalty 633.391643 = -55693.556246 nChanged 402 SP:Iteration 1F (11730.390000 sec): 3 clusters Score: Raw -56563.043866 + Penalty 633.391643 = -55929.652222 nChanged 75 SP:Iteration 2F (11730.520000 sec): 3 clusters Score: Raw -56615.378299 + Penalty 633.391643 = -55981.986655 nChanged 57 SP:Iteration 3F (11730.720000 sec): 3 clusters Score: Raw -56649.246342 + Penalty 633.391643 = -56015.854699 nChanged 40 SP:Iteration 4Q (11730.920000 sec): 3 clusters Score: Raw -56679.678079 + Penalty 633.391643 = -56046.286436 nChanged 36 SP:Iteration 5Q (11731.060000 sec): 3 clusters Score: Raw -56700.074998 + Penalty 633.391643 = -56066.683354 nChanged 28 SP:Iteration 6Q (11731.210000 sec): 3 clusters Score: Raw -56717.815579 + Penalty 633.391643 = -56084.423936 nChanged 28 SP:Iteration 7Q (11731.350000 sec): 3 clusters Score: Raw -56731.511095 + Penalty 633.391643 = -56098.119451 nChanged 17 SP:Iteration 8Q (11731.510000 sec): 3 clusters Score: Raw -56737.980394 + Penalty 633.391643 = -56104.588751 nChanged 11 SP:Iteration 9Q (11731.680000 sec): 3 clusters Score: Raw -56745.655057 + Penalty 633.391643 = -56112.263414 nChanged 12 SP:Iteration 10Q (11731.870000 sec): 3 clusters Score: Raw -56752.523898 + Penalty 633.391643 = -56119.132255 nChanged 9 SP:Iteration 11Q (11732.070000 sec): 3 clusters Score: Raw -56757.707384 + Penalty 633.391643 = -56124.315741 nChanged 11 SP:Iteration 12Q (11732.250000 sec): 3 clusters Score: Raw -56762.796490 + Penalty 633.391643 = -56129.404847 nChanged 11 SP:Iteration 13Q (11732.440000 sec): 3 clusters Score: Raw -56765.984913 + Penalty 633.391643 = -56132.593270 nChanged 6 SP:Iteration 14Q (11732.620000 sec): 3 clusters Score: Raw -56768.760062 + Penalty 633.391643 = -56135.368418 nChanged 7 SP:Iteration 15Q (11732.780000 sec): 3 clusters Score: Raw -56772.138241 + Penalty 633.391643 = -56138.746598 nChanged 16 SP:Iteration 16Q (11732.930000 sec): 3 clusters Score: Raw -56777.639110 + Penalty 633.391643 = -56144.247466 nChanged 5 SP:Iteration 17Q (11733.150000 sec): 3 clusters Score: Raw -56779.752833 + Penalty 633.391643 = -56146.361190 nChanged 7 SP:Iteration 18Q (11733.340000 sec): 3 clusters Score: Raw -56783.629440 + Penalty 633.391643 = -56150.237797 nChanged 9 SP:Iteration 19Q (11733.510000 sec): 3 clusters Score: Raw -56788.121728 + Penalty 633.391643 = -56154.730085 nChanged 10 SP:Iteration 20F (11733.760000 sec): 3 clusters Score: Raw -56794.136194 + Penalty 633.391643 = -56160.744551 nChanged 6 SP:Iteration 21Q (11733.930000 sec): 3 clusters Score: Raw -56798.011975 + Penalty 633.391643 = -56164.620331 nChanged 8 SP:Iteration 22Q (11734.100000 sec): 3 clusters Score: Raw -56800.868240 + Penalty 633.391643 = -56167.476597 nChanged 5 SP:Iteration 23Q (11734.300000 sec): 3 clusters Score: Raw -56802.242451 + Penalty 633.391643 = -56168.850808 nChanged 4 SP:Iteration 24Q (11734.480000 sec): 3 clusters Score: Raw -56802.686099 + Penalty 633.391643 = -56169.294455 nChanged 1 SP:Iteration 25Q (11734.680000 sec): 3 clusters Score: Raw -56803.316794 + Penalty 633.391643 = -56169.925151 nChanged 1 SP:Iteration 26Q (11734.860000 sec): 3 clusters Score: Raw -56803.611170 + Penalty 633.391643 = -56170.219526 nChanged 2 SP:Iteration 27Q (11735.040000 sec): 3 clusters Score: Raw -56804.422149 + Penalty 633.391643 = -56171.030506 nChanged 2 SP:Iteration 28Q (11735.210000 sec): 3 clusters Score: Raw -56804.801055 + Penalty 633.391643 = -56171.409412 nChanged 1 SP:Iteration 29Q (11735.370000 sec): 3 clusters Score: Raw -56804.848271 + Penalty 633.391643 = -56171.456628 nChanged 0 SP:Iteration 30F (11735.500000 sec): 3 clusters Score: Raw -56804.848271 + Penalty 633.391643 = -56171.456628 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11735.620000 sec): 2 clusters Score: Raw -211675.678822 + Penalty 369.092727 = -211306.586095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11735.840000 sec): 3 clusters Score: Raw -209722.634869 + Penalty 738.185454 = -208984.449415 nChanged 1462 SP:Iteration 1F (11736.040000 sec): 3 clusters Score: Raw -210587.806749 + Penalty 738.185454 = -209849.621295 nChanged 227 SP:Iteration 2F (11736.230000 sec): 3 clusters Score: Raw -210712.309462 + Penalty 738.185454 = -209974.124008 nChanged 233 SP:Iteration 3F (11736.460000 sec): 3 clusters Score: Raw -210857.737914 + Penalty 738.185454 = -210119.552460 nChanged 229 SP:Iteration 4F (11736.640000 sec): 3 clusters Score: Raw -211020.833473 + Penalty 738.185454 = -210282.648019 nChanged 239 SP:Iteration 5F (11736.840000 sec): 3 clusters Score: Raw -211217.441305 + Penalty 738.185454 = -210479.255851 nChanged 202 SP:Iteration 6F (11737.060000 sec): 3 clusters Score: Raw -211402.768273 + Penalty 738.185454 = -210664.582820 nChanged 151 SP:Iteration 7Q (11737.250000 sec): 3 clusters Score: Raw -211549.466361 + Penalty 738.185454 = -210811.280907 nChanged 84 SP:Iteration 8Q (11737.460000 sec): 3 clusters Score: Raw -211621.125885 + Penalty 738.185454 = -210882.940432 nChanged 52 SP:Iteration 9Q (11737.600000 sec): 3 clusters Score: Raw -211672.753751 + Penalty 738.185454 = -210934.568297 nChanged 34 SP:Iteration 10Q (11737.800000 sec): 3 clusters Score: Raw -211714.556010 + Penalty 738.185454 = -210976.370557 nChanged 16 SP:Iteration 11Q (11737.990000 sec): 3 clusters Score: Raw -211731.872595 + Penalty 738.185454 = -210993.687141 nChanged 4 SP:Iteration 12Q (11738.190000 sec): 3 clusters Score: Raw -211734.821056 + Penalty 738.185454 = -210996.635602 nChanged 3 SP:Iteration 13Q (11738.380000 sec): 3 clusters Score: Raw -211736.868161 + Penalty 738.185454 = -210998.682707 nChanged 0 SP:Iteration 14F (11738.540000 sec): 3 clusters Score: Raw -211736.868161 + Penalty 738.185454 = -210998.682707 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11738.660000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11738.800000 sec): 3 clusters Score: Raw -8521.009911 + Penalty 452.253010 = -8068.756901 nChanged 34 SP:Iteration 1F (11739.000000 sec): 3 clusters Score: Raw -8572.635325 + Penalty 452.253010 = -8120.382314 nChanged 7 SP:Iteration 2Q (11739.150000 sec): 3 clusters Score: Raw -8580.008913 + Penalty 452.253010 = -8127.755902 nChanged 4 SP:Iteration 3Q (11739.330000 sec): 3 clusters Score: Raw -8585.354679 + Penalty 452.253010 = -8133.101669 nChanged 2 SP:Iteration 4Q (11739.500000 sec): 3 clusters Score: Raw -8596.194545 + Penalty 452.253010 = -8143.941535 nChanged 3 SP:Iteration 5Q (11739.660000 sec): 3 clusters Score: Raw -8627.934081 + Penalty 452.253010 = -8175.681071 nChanged 5 SP:Iteration 6Q (11739.860000 sec): 3 clusters Score: Raw -8688.637636 + Penalty 452.253010 = -8236.384625 nChanged 5 SP:Iteration 7Q (11740.080000 sec): 3 clusters Score: Raw -8697.643819 + Penalty 452.253010 = -8245.390808 nChanged 4 SP:Iteration 8Q (11740.250000 sec): 3 clusters Score: Raw -8705.052620 + Penalty 452.253010 = -8252.799610 nChanged 3 SP:Iteration 9Q (11740.450000 sec): 3 clusters Score: Raw -8712.373018 + Penalty 452.253010 = -8260.120008 nChanged 3 SP:Iteration 10Q (11740.650000 sec): 3 clusters Score: Raw -8718.297793 + Penalty 452.253010 = -8266.044783 nChanged 2 SP:Iteration 11Q (11740.880000 sec): 3 clusters Score: Raw -8721.392618 + Penalty 452.253010 = -8269.139607 nChanged 0 SP:Iteration 12F (11741.000000 sec): 3 clusters Score: Raw -8721.392618 + Penalty 452.253010 = -8269.139607 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11741.070000 sec): 2 clusters Score: Raw -6620.679658 + Penalty 220.410512 = -6400.269145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11741.250000 sec): 3 clusters Score: Raw -6625.948841 + Penalty 440.821025 = -6185.127816 nChanged 35 SP:Iteration 1F (11741.380000 sec): 3 clusters Score: Raw -6677.730220 + Penalty 440.821025 = -6236.909195 nChanged 5 SP:Iteration 2Q (11741.590000 sec): 3 clusters Score: Raw -6689.481397 + Penalty 440.821025 = -6248.660372 nChanged 1 SP:Iteration 3Q (11741.800000 sec): 3 clusters Score: Raw -6690.802847 + Penalty 440.821025 = -6249.981822 nChanged 1 SP:Iteration 4Q (11742.010000 sec): 3 clusters Score: Raw -6691.741710 + Penalty 440.821025 = -6250.920685 nChanged 0 SP:Iteration 5F (11742.190000 sec): 3 clusters Score: Raw -6691.741710 + Penalty 440.821025 = -6250.920685 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (4857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11742.340000 sec): 2 clusters Score: Raw -299667.032177 + Penalty 386.212019 = -299280.820158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11742.580000 sec): 3 clusters Score: Raw -296779.183889 + Penalty 772.424038 = -296006.759851 nChanged 2184 SP:Iteration 1F (11742.850000 sec): 3 clusters Score: Raw -298076.856003 + Penalty 772.424038 = -297304.431965 nChanged 393 SP:Iteration 2F (11743.040000 sec): 3 clusters Score: Raw -298378.936482 + Penalty 772.424038 = -297606.512444 nChanged 399 SP:Iteration 3F (11743.230000 sec): 3 clusters Score: Raw -298757.361096 + Penalty 772.424038 = -297984.937058 nChanged 409 SP:Iteration 4F (11743.450000 sec): 3 clusters Score: Raw -299175.161290 + Penalty 772.424038 = -298402.737252 nChanged 318 SP:Iteration 5F (11743.690000 sec): 3 clusters Score: Raw -299438.914145 + Penalty 772.424038 = -298666.490107 nChanged 208 SP:Iteration 6Q (11743.910000 sec): 3 clusters Score: Raw -299564.404877 + Penalty 772.424038 = -298791.980839 nChanged 134 SP:Iteration 7Q (11744.120000 sec): 3 clusters Score: Raw -299635.577353 + Penalty 772.424038 = -298863.153315 nChanged 102 SP:Iteration 8Q (11744.320000 sec): 3 clusters Score: Raw -299690.872885 + Penalty 772.424038 = -298918.448846 nChanged 80 SP:Iteration 9Q (11744.520000 sec): 3 clusters Score: Raw -299740.192312 + Penalty 772.424038 = -298967.768274 nChanged 77 SP:Iteration 10Q (11744.740000 sec): 3 clusters Score: Raw -299794.681813 + Penalty 772.424038 = -299022.257775 nChanged 65 SP:Iteration 11Q (11744.910000 sec): 3 clusters Score: Raw -299839.463712 + Penalty 772.424038 = -299067.039674 nChanged 71 SP:Iteration 12Q (11745.090000 sec): 3 clusters Score: Raw -299886.361784 + Penalty 772.424038 = -299113.937746 nChanged 70 SP:Iteration 13Q (11745.270000 sec): 3 clusters Score: Raw -299920.183022 + Penalty 772.424038 = -299147.758984 nChanged 50 SP:Iteration 14Q (11745.470000 sec): 3 clusters Score: Raw -299936.198454 + Penalty 772.424038 = -299163.774416 nChanged 23 SP:Iteration 15Q (11745.700000 sec): 3 clusters Score: Raw -299943.788746 + Penalty 772.424038 = -299171.364708 nChanged 26 SP:Iteration 16Q (11745.860000 sec): 3 clusters Score: Raw -299950.062100 + Penalty 772.424038 = -299177.638062 nChanged 17 SP:Iteration 17Q (11746.080000 sec): 3 clusters Score: Raw -299953.586431 + Penalty 772.424038 = -299181.162393 nChanged 12 SP:Iteration 18Q (11746.240000 sec): 3 clusters Score: Raw -299955.270192 + Penalty 772.424038 = -299182.846154 nChanged 4 SP:Iteration 19Q (11746.420000 sec): 3 clusters Score: Raw -299955.613761 + Penalty 772.424038 = -299183.189723 nChanged 8 SP:Iteration 20F (11746.680000 sec): 3 clusters Score: Raw -299956.336157 + Penalty 772.424038 = -299183.912119 nChanged 2 SP:Iteration 21Q (11746.860000 sec): 3 clusters Score: Raw -299956.448191 + Penalty 772.424038 = -299184.024153 nChanged 0 SP:Iteration 22F (11747.060000 sec): 3 clusters Score: Raw -299956.448191 + Penalty 772.424038 = -299184.024153 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11747.150000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11747.320000 sec): 3 clusters Score: Raw -10813.196671 + Penalty 482.146880 = -10331.049791 nChanged 55 SP:Iteration 1F (11747.530000 sec): 3 clusters Score: Raw -10875.565820 + Penalty 482.146880 = -10393.418940 nChanged 18 SP:Iteration 2F (11747.750000 sec): 3 clusters Score: Raw -10903.039432 + Penalty 482.146880 = -10420.892551 nChanged 6 SP:Iteration 3Q (11747.900000 sec): 3 clusters Score: Raw -10923.925605 + Penalty 482.146880 = -10441.778724 nChanged 4 SP:Iteration 4Q (11748.050000 sec): 3 clusters Score: Raw -10932.450840 + Penalty 482.146880 = -10450.303960 nChanged 1 SP:Iteration 5Q (11748.240000 sec): 3 clusters Score: Raw -10937.862890 + Penalty 482.146880 = -10455.716010 nChanged 3 SP:Iteration 6Q (11748.450000 sec): 3 clusters Score: Raw -10942.240512 + Penalty 482.146880 = -10460.093631 nChanged 2 SP:Iteration 7Q (11748.600000 sec): 3 clusters Score: Raw -10943.920210 + Penalty 482.146880 = -10461.773329 nChanged 0 SP:Iteration 8F (11748.820000 sec): 3 clusters Score: Raw -10943.920210 + Penalty 482.146880 = -10461.773329 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11748.880000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11749.050000 sec): 3 clusters Score: Raw -5209.751576 + Penalty 408.465910 = -4801.285667 nChanged 14 SP:Iteration 1F (11749.220000 sec): 3 clusters Score: Raw -5241.349093 + Penalty 408.465910 = -4832.883184 nChanged 3 SP:Iteration 2Q (11749.410000 sec): 3 clusters Score: Raw -5255.243674 + Penalty 408.465910 = -4846.777764 nChanged 1 SP:Iteration 3Q (11749.620000 sec): 3 clusters Score: Raw -5257.853336 + Penalty 408.465910 = -4849.387426 nChanged 0 SP:Iteration 4F (11749.830000 sec): 3 clusters Score: Raw -5257.853336 + Penalty 408.465910 = -4849.387426 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11749.960000 sec): 2 clusters Score: Raw -6508.952240 + Penalty 221.472817 = -6287.479423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11750.150000 sec): 3 clusters Score: Raw -6521.820138 + Penalty 442.945635 = -6078.874503 nChanged 29 SP:Iteration 1F (11750.340000 sec): 3 clusters Score: Raw -6567.962496 + Penalty 442.945635 = -6125.016861 nChanged 8 SP:Iteration 2F (11750.490000 sec): 3 clusters Score: Raw -6589.856737 + Penalty 442.945635 = -6146.911102 nChanged 4 SP:Iteration 3Q (11750.720000 sec): 3 clusters Score: Raw -6599.225723 + Penalty 442.945635 = -6156.280088 nChanged 4 SP:Iteration 4Q (11750.870000 sec): 3 clusters Score: Raw -6605.705209 + Penalty 442.945635 = -6162.759574 nChanged 3 SP:Iteration 5Q (11751.050000 sec): 3 clusters Score: Raw -6617.125310 + Penalty 442.945635 = -6174.179675 nChanged 1 SP:Iteration 6Q (11751.280000 sec): 3 clusters Score: Raw -6619.364056 + Penalty 442.945635 = -6176.418421 nChanged 2 SP:Iteration 7Q (11751.440000 sec): 3 clusters Score: Raw -6624.994802 + Penalty 442.945635 = -6182.049167 nChanged 1 SP:Iteration 8Q (11751.620000 sec): 3 clusters Score: Raw -6635.107669 + Penalty 442.945635 = -6192.162034 nChanged 0 SP:Iteration 9F (11751.820000 sec): 3 clusters Score: Raw -6635.107669 + Penalty 442.945635 = -6192.162034 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11751.890000 sec): 2 clusters Score: Raw -2973.022193 + Penalty 197.643147 = -2775.379046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11752.050000 sec): 3 clusters Score: Raw -2994.397199 + Penalty 395.286293 = -2599.110905 nChanged 23 SP:Iteration 1F (11752.270000 sec): 3 clusters Score: Raw -3065.188331 + Penalty 395.286293 = -2669.902037 nChanged 5 SP:Iteration 2F (11752.440000 sec): 3 clusters Score: Raw -3112.771247 + Penalty 395.286293 = -2717.484954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11752.520000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11752.710000 sec): 3 clusters Score: Raw -14535.531365 + Penalty 503.178047 = -14032.353318 nChanged 81 SP:Iteration 1F (11752.870000 sec): 3 clusters Score: Raw -14603.871163 + Penalty 503.178047 = -14100.693116 nChanged 19 SP:Iteration 2F (11753.040000 sec): 3 clusters Score: Raw -14621.582002 + Penalty 503.178047 = -14118.403955 nChanged 11 SP:Iteration 3Q (11753.250000 sec): 3 clusters Score: Raw -14634.767361 + Penalty 503.178047 = -14131.589314 nChanged 5 SP:Iteration 4Q (11753.470000 sec): 3 clusters Score: Raw -14651.948580 + Penalty 503.178047 = -14148.770533 nChanged 4 SP:Iteration 5Q (11753.710000 sec): 3 clusters Score: Raw -14655.559453 + Penalty 503.178047 = -14152.381406 nChanged 1 SP:Iteration 6Q (11753.920000 sec): 3 clusters Score: Raw -14656.269337 + Penalty 503.178047 = -14153.091290 nChanged 0 SP:Iteration 7F (11754.090000 sec): 3 clusters Score: Raw -14656.269337 + Penalty 503.178047 = -14153.091290 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11754.200000 sec): 2 clusters Score: Raw -37452.407589 + Penalty 291.287232 = -37161.120356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11754.430000 sec): 3 clusters Score: Raw -37180.691156 + Penalty 582.574465 = -36598.116691 nChanged 225 SP:Iteration 1F (11754.650000 sec): 3 clusters Score: Raw -37355.971288 + Penalty 582.574465 = -36773.396823 nChanged 57 SP:Iteration 2F (11754.810000 sec): 3 clusters Score: Raw -37402.923803 + Penalty 582.574465 = -36820.349338 nChanged 35 SP:Iteration 3F (11754.960000 sec): 3 clusters Score: Raw -37433.289426 + Penalty 582.574465 = -36850.714961 nChanged 30 SP:Iteration 4Q (11755.140000 sec): 3 clusters Score: Raw -37461.392451 + Penalty 582.574465 = -36878.817986 nChanged 17 SP:Iteration 5Q (11755.340000 sec): 3 clusters Score: Raw -37474.748476 + Penalty 582.574465 = -36892.174011 nChanged 13 SP:Iteration 6Q (11755.500000 sec): 3 clusters Score: Raw -37485.984462 + Penalty 582.574465 = -36903.409997 nChanged 7 SP:Iteration 7Q (11755.660000 sec): 3 clusters Score: Raw -37488.987500 + Penalty 582.574465 = -36906.413035 nChanged 3 SP:Iteration 8Q (11755.820000 sec): 3 clusters Score: Raw -37489.696804 + Penalty 582.574465 = -36907.122339 nChanged 1 SP:Iteration 9Q (11756.030000 sec): 3 clusters Score: Raw -37489.977460 + Penalty 582.574465 = -36907.402995 nChanged 1 SP:Iteration 10Q (11756.160000 sec): 3 clusters Score: Raw -37490.087684 + Penalty 582.574465 = -36907.513219 nChanged 0 SP:Iteration 11F (11756.330000 sec): 3 clusters Score: Raw -37490.087684 + Penalty 582.574465 = -36907.513219 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11756.470000 sec): 2 clusters Score: Raw -394722.511586 + Penalty 401.038511 = -394321.473075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11756.700000 sec): 3 clusters Score: Raw -390586.451888 + Penalty 802.077021 = -389784.374867 nChanged 3080 SP:Iteration 1F (11756.920000 sec): 3 clusters Score: Raw -392435.710741 + Penalty 802.077021 = -391633.633720 nChanged 402 SP:Iteration 2F (11757.090000 sec): 3 clusters Score: Raw -392637.024302 + Penalty 802.077021 = -391834.947281 nChanged 403 SP:Iteration 3F (11757.280000 sec): 3 clusters Score: Raw -392851.884295 + Penalty 802.077021 = -392049.807274 nChanged 379 SP:Iteration 4F (11757.470000 sec): 3 clusters Score: Raw -393077.214427 + Penalty 802.077021 = -392275.137406 nChanged 385 SP:Iteration 5F (11757.630000 sec): 3 clusters Score: Raw -393303.239448 + Penalty 802.077021 = -392501.162426 nChanged 327 SP:Iteration 6Q (11757.780000 sec): 3 clusters Score: Raw -393536.432839 + Penalty 802.077021 = -392734.355818 nChanged 314 SP:Iteration 7Q (11757.990000 sec): 3 clusters Score: Raw -393783.384055 + Penalty 802.077021 = -392981.307034 nChanged 241 SP:Iteration 8Q (11758.230000 sec): 3 clusters Score: Raw -393962.244681 + Penalty 802.077021 = -393160.167659 nChanged 199 SP:Iteration 9Q (11758.380000 sec): 3 clusters Score: Raw -394100.891216 + Penalty 802.077021 = -393298.814194 nChanged 151 SP:Iteration 10Q (11758.660000 sec): 3 clusters Score: Raw -394198.481375 + Penalty 802.077021 = -393396.404354 nChanged 153 SP:Iteration 11Q (11758.840000 sec): 3 clusters Score: Raw -394291.477804 + Penalty 802.077021 = -393489.400783 nChanged 135 SP:Iteration 12Q (11759.020000 sec): 3 clusters Score: Raw -394370.609699 + Penalty 802.077021 = -393568.532678 nChanged 111 SP:Iteration 13Q (11759.300000 sec): 3 clusters Score: Raw -394436.410865 + Penalty 802.077021 = -393634.333843 nChanged 95 SP:Iteration 14Q (11759.440000 sec): 3 clusters Score: Raw -394493.508167 + Penalty 802.077021 = -393691.431146 nChanged 78 SP:Iteration 15Q (11759.620000 sec): 3 clusters Score: Raw -394538.234356 + Penalty 802.077021 = -393736.157334 nChanged 64 SP:Iteration 16Q (11759.780000 sec): 3 clusters Score: Raw -394576.083428 + Penalty 802.077021 = -393774.006407 nChanged 50 SP:Iteration 17Q (11759.950000 sec): 3 clusters Score: Raw -394606.056398 + Penalty 802.077021 = -393803.979376 nChanged 49 SP:Iteration 18Q (11760.140000 sec): 3 clusters Score: Raw -394633.723415 + Penalty 802.077021 = -393831.646394 nChanged 42 SP:Iteration 19Q (11760.290000 sec): 3 clusters Score: Raw -394656.444441 + Penalty 802.077021 = -393854.367420 nChanged 39 SP:Iteration 20F (11760.470000 sec): 3 clusters Score: Raw -394682.864550 + Penalty 802.077021 = -393880.787529 nChanged 31 SP:Iteration 21Q (11760.660000 sec): 3 clusters Score: Raw -394700.388050 + Penalty 802.077021 = -393898.311029 nChanged 18 SP:Iteration 22Q (11760.860000 sec): 3 clusters Score: Raw -394713.648580 + Penalty 802.077021 = -393911.571558 nChanged 14 SP:Iteration 23Q (11761.050000 sec): 3 clusters Score: Raw -394724.119823 + Penalty 802.077021 = -393922.042801 nChanged 13 SP:Iteration 24Q (11761.250000 sec): 3 clusters Score: Raw -394732.874483 + Penalty 802.077021 = -393930.797462 nChanged 17 SP:Iteration 25Q (11761.460000 sec): 3 clusters Score: Raw -394742.703150 + Penalty 802.077021 = -393940.626128 nChanged 11 SP:Iteration 26Q (11761.630000 sec): 3 clusters Score: Raw -394751.320771 + Penalty 802.077021 = -393949.243750 nChanged 8 SP:Iteration 27Q (11761.860000 sec): 3 clusters Score: Raw -394758.727463 + Penalty 802.077021 = -393956.650441 nChanged 6 SP:Iteration 28Q (11762.020000 sec): 3 clusters Score: Raw -394761.928610 + Penalty 802.077021 = -393959.851589 nChanged 8 SP:Iteration 29Q (11762.200000 sec): 3 clusters Score: Raw -394766.152380 + Penalty 802.077021 = -393964.075359 nChanged 4 SP:Iteration 30Q (11762.380000 sec): 3 clusters Score: Raw -394768.984199 + Penalty 802.077021 = -393966.907178 nChanged 6 SP:Iteration 31Q (11762.600000 sec): 3 clusters Score: Raw -394771.745059 + Penalty 802.077021 = -393969.668037 nChanged 4 SP:Iteration 32Q (11762.840000 sec): 3 clusters Score: Raw -394774.041984 + Penalty 802.077021 = -393971.964962 nChanged 3 SP:Iteration 33Q (11763.030000 sec): 3 clusters Score: Raw -394775.494490 + Penalty 802.077021 = -393973.417469 nChanged 3 SP:Iteration 34Q (11763.190000 sec): 3 clusters Score: Raw -394777.459688 + Penalty 802.077021 = -393975.382667 nChanged 2 SP:Iteration 35Q (11763.430000 sec): 3 clusters Score: Raw -394779.946247 + Penalty 802.077021 = -393977.869225 nChanged 4 SP:Iteration 36Q (11763.560000 sec): 3 clusters Score: Raw -394784.104618 + Penalty 802.077021 = -393982.027597 nChanged 3 SP:Iteration 37Q (11763.790000 sec): 3 clusters Score: Raw -394784.942988 + Penalty 802.077021 = -393982.865967 nChanged 0 SP:Iteration 38F (11763.970000 sec): 3 clusters Score: Raw -394784.942988 + Penalty 802.077021 = -393982.865967 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11764.050000 sec): 2 clusters Score: Raw -5762.119106 + Penalty 208.616020 = -5553.503085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11764.270000 sec): 3 clusters Score: Raw -5770.111070 + Penalty 417.232041 = -5352.879029 nChanged 21 SP:Iteration 1F (11764.440000 sec): 3 clusters Score: Raw -5854.527913 + Penalty 417.232041 = -5437.295872 nChanged 14 SP:Iteration 2F (11764.610000 sec): 3 clusters Score: Raw -5943.763689 + Penalty 417.232041 = -5526.531649 nChanged 6 SP:Iteration 3F (11764.780000 sec): 3 clusters Score: Raw -5987.811854 + Penalty 417.232041 = -5570.579813 nChanged 5 SP:Iteration 4F (11764.990000 sec): 3 clusters Score: Raw -6012.890042 + Penalty 417.232041 = -5595.658002 nChanged 3 SP:Iteration 5Q (11765.180000 sec): 3 clusters Score: Raw -6022.982649 + Penalty 417.232041 = -5605.750609 nChanged 2 SP:Iteration 6Q (11765.390000 sec): 3 clusters Score: Raw -6030.527171 + Penalty 417.232041 = -5613.295130 nChanged 0 SP:Iteration 7F (11765.540000 sec): 3 clusters Score: Raw -6030.527171 + Penalty 417.232041 = -5613.295130 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (1958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11765.630000 sec): 2 clusters Score: Raw -112493.773599 + Penalty 344.875386 = -112148.898213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11765.830000 sec): 3 clusters Score: Raw -111433.422568 + Penalty 689.750773 = -110743.671796 nChanged 826 SP:Iteration 1F (11765.970000 sec): 3 clusters Score: Raw -111931.245379 + Penalty 689.750773 = -111241.494606 nChanged 151 SP:Iteration 2F (11766.200000 sec): 3 clusters Score: Raw -112050.494397 + Penalty 689.750773 = -111360.743624 nChanged 133 SP:Iteration 3F (11766.370000 sec): 3 clusters Score: Raw -112147.293596 + Penalty 689.750773 = -111457.542823 nChanged 100 SP:Iteration 4F (11766.560000 sec): 3 clusters Score: Raw -112204.056447 + Penalty 689.750773 = -111514.305674 nChanged 76 SP:Iteration 5Q (11766.710000 sec): 3 clusters Score: Raw -112252.519757 + Penalty 689.750773 = -111562.768984 nChanged 71 SP:Iteration 6Q (11766.850000 sec): 3 clusters Score: Raw -112295.742666 + Penalty 689.750773 = -111605.991893 nChanged 59 SP:Iteration 7Q (11767.090000 sec): 3 clusters Score: Raw -112340.002564 + Penalty 689.750773 = -111650.251791 nChanged 66 SP:Iteration 8Q (11767.280000 sec): 3 clusters Score: Raw -112383.167381 + Penalty 689.750773 = -111693.416608 nChanged 63 SP:Iteration 9Q (11767.450000 sec): 3 clusters Score: Raw -112417.554461 + Penalty 689.750773 = -111727.803688 nChanged 45 SP:Iteration 10Q (11767.630000 sec): 3 clusters Score: Raw -112447.083879 + Penalty 689.750773 = -111757.333107 nChanged 48 SP:Iteration 11Q (11767.800000 sec): 3 clusters Score: Raw -112474.992083 + Penalty 689.750773 = -111785.241310 nChanged 46 SP:Iteration 12Q (11767.990000 sec): 3 clusters Score: Raw -112502.152652 + Penalty 689.750773 = -111812.401879 nChanged 37 SP:Iteration 13Q (11768.190000 sec): 3 clusters Score: Raw -112523.025245 + Penalty 689.750773 = -111833.274472 nChanged 37 SP:Iteration 14Q (11768.420000 sec): 3 clusters Score: Raw -112542.001639 + Penalty 689.750773 = -111852.250866 nChanged 30 SP:Iteration 15Q (11768.630000 sec): 3 clusters Score: Raw -112555.316688 + Penalty 689.750773 = -111865.565915 nChanged 24 SP:Iteration 16Q (11768.830000 sec): 3 clusters Score: Raw -112563.776391 + Penalty 689.750773 = -111874.025618 nChanged 19 SP:Iteration 17Q (11768.960000 sec): 3 clusters Score: Raw -112569.280244 + Penalty 689.750773 = -111879.529471 nChanged 15 SP:Iteration 18Q (11769.150000 sec): 3 clusters Score: Raw -112576.117651 + Penalty 689.750773 = -111886.366878 nChanged 16 SP:Iteration 19Q (11769.340000 sec): 3 clusters Score: Raw -112583.909801 + Penalty 689.750773 = -111894.159029 nChanged 18 SP:Iteration 20F (11769.550000 sec): 3 clusters Score: Raw -112592.954751 + Penalty 689.750773 = -111903.203978 nChanged 16 SP:Iteration 21Q (11769.760000 sec): 3 clusters Score: Raw -112600.190191 + Penalty 689.750773 = -111910.439418 nChanged 12 SP:Iteration 22Q (11769.940000 sec): 3 clusters Score: Raw -112605.601726 + Penalty 689.750773 = -111915.850953 nChanged 10 SP:Iteration 23Q (11770.110000 sec): 3 clusters Score: Raw -112609.252779 + Penalty 689.750773 = -111919.502006 nChanged 7 SP:Iteration 24Q (11770.280000 sec): 3 clusters Score: Raw -112611.126085 + Penalty 689.750773 = -111921.375312 nChanged 6 SP:Iteration 25Q (11770.450000 sec): 3 clusters Score: Raw -112612.529904 + Penalty 689.750773 = -111922.779131 nChanged 4 SP:Iteration 26Q (11770.620000 sec): 3 clusters Score: Raw -112614.124879 + Penalty 689.750773 = -111924.374106 nChanged 5 SP:Iteration 27Q (11770.790000 sec): 3 clusters Score: Raw -112615.948924 + Penalty 689.750773 = -111926.198151 nChanged 3 SP:Iteration 28Q (11771.010000 sec): 3 clusters Score: Raw -112616.461238 + Penalty 689.750773 = -111926.710465 nChanged 3 SP:Iteration 29Q (11771.200000 sec): 3 clusters Score: Raw -112616.817130 + Penalty 689.750773 = -111927.066357 nChanged 3 SP:Iteration 30Q (11771.390000 sec): 3 clusters Score: Raw -112617.382937 + Penalty 689.750773 = -111927.632164 nChanged 4 SP:Iteration 31Q (11771.610000 sec): 3 clusters Score: Raw -112618.415706 + Penalty 689.750773 = -111928.664933 nChanged 1 SP:Iteration 32Q (11771.790000 sec): 3 clusters Score: Raw -112618.538203 + Penalty 689.750773 = -111928.787430 nChanged 0 SP:Iteration 33F (11771.950000 sec): 3 clusters Score: Raw -112618.538203 + Penalty 689.750773 = -111928.787430 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11772.070000 sec): 2 clusters Score: Raw -7319.970624 + Penalty 228.884925 = -7091.085698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11772.250000 sec): 3 clusters Score: Raw -7328.700887 + Penalty 457.769851 = -6870.931036 nChanged 47 SP:Iteration 1F (11772.440000 sec): 3 clusters Score: Raw -7442.467419 + Penalty 457.769851 = -6984.697568 nChanged 15 SP:Iteration 2F (11772.590000 sec): 3 clusters Score: Raw -7491.151785 + Penalty 457.769851 = -7033.381935 nChanged 4 SP:Iteration 3Q (11772.740000 sec): 3 clusters Score: Raw -7498.856783 + Penalty 457.769851 = -7041.086932 nChanged 3 SP:Iteration 4Q (11772.880000 sec): 3 clusters Score: Raw -7513.630604 + Penalty 457.769851 = -7055.860753 nChanged 1 SP:Iteration 5Q (11773.070000 sec): 3 clusters Score: Raw -7518.623035 + Penalty 457.769851 = -7060.853184 nChanged 0 SP:Iteration 6F (11773.220000 sec): 3 clusters Score: Raw -7518.623035 + Penalty 457.769851 = -7060.853184 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11773.320000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11773.510000 sec): 3 clusters Score: Raw -13956.943224 + Penalty 493.670452 = -13463.272773 nChanged 63 SP:Iteration 1F (11773.680000 sec): 3 clusters Score: Raw -14029.158806 + Penalty 493.670452 = -13535.488354 nChanged 13 SP:Iteration 2F (11773.820000 sec): 3 clusters Score: Raw -14051.506227 + Penalty 493.670452 = -13557.835776 nChanged 9 SP:Iteration 3Q (11773.990000 sec): 3 clusters Score: Raw -14061.176346 + Penalty 493.670452 = -13567.505894 nChanged 2 SP:Iteration 4Q (11774.140000 sec): 3 clusters Score: Raw -14064.316572 + Penalty 493.670452 = -13570.646121 nChanged 3 SP:Iteration 5Q (11774.350000 sec): 3 clusters Score: Raw -14067.090947 + Penalty 493.670452 = -13573.420495 nChanged 2 SP:Iteration 6Q (11774.550000 sec): 3 clusters Score: Raw -14069.341390 + Penalty 493.670452 = -13575.670938 nChanged 1 SP:Iteration 7Q (11774.710000 sec): 3 clusters Score: Raw -14069.953436 + Penalty 493.670452 = -13576.282984 nChanged 0 SP:Iteration 8F (11774.900000 sec): 3 clusters Score: Raw -14069.953436 + Penalty 493.670452 = -13576.282984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11775.030000 sec): 2 clusters Score: Raw -7781.462750 + Penalty 222.167487 = -7559.295262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11775.210000 sec): 3 clusters Score: Raw -7781.779279 + Penalty 444.334975 = -7337.444304 nChanged 29 SP:Iteration 1F (11775.370000 sec): 3 clusters Score: Raw -7836.866324 + Penalty 444.334975 = -7392.531349 nChanged 5 SP:Iteration 2Q (11775.590000 sec): 3 clusters Score: Raw -7846.450907 + Penalty 444.334975 = -7402.115932 nChanged 0 SP:Iteration 3F (11775.750000 sec): 3 clusters Score: Raw -7846.450907 + Penalty 444.334975 = -7402.115932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11775.860000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11776.010000 sec): 3 clusters Score: Raw -5318.350285 + Penalty 414.402797 = -4903.947488 nChanged 18 SP:Iteration 1F (11776.170000 sec): 3 clusters Score: Raw -5364.793216 + Penalty 414.402797 = -4950.390419 nChanged 1 SP:Iteration 2Q (11776.350000 sec): 3 clusters Score: Raw -5369.821659 + Penalty 414.402797 = -4955.418862 nChanged 0 SP:Iteration 3F (11776.600000 sec): 3 clusters Score: Raw -5369.821659 + Penalty 414.402797 = -4955.418862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11776.640000 sec): 2 clusters Score: Raw -6269.388163 + Penalty 220.767377 = -6048.620786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11776.790000 sec): 3 clusters Score: Raw -6299.811757 + Penalty 441.534754 = -5858.277003 nChanged 28 SP:Iteration 1F (11776.980000 sec): 3 clusters Score: Raw -6405.944292 + Penalty 441.534754 = -5964.409538 nChanged 10 SP:Iteration 2F (11777.130000 sec): 3 clusters Score: Raw -6463.548638 + Penalty 441.534754 = -6022.013884 nChanged 4 SP:Iteration 3Q (11777.250000 sec): 3 clusters Score: Raw -6478.646528 + Penalty 441.534754 = -6037.111774 nChanged 1 SP:Iteration 4Q (11777.430000 sec): 3 clusters Score: Raw -6480.998457 + Penalty 441.534754 = -6039.463703 nChanged 1 SP:Iteration 5Q (11777.640000 sec): 3 clusters Score: Raw -6483.509944 + Penalty 441.534754 = -6041.975190 nChanged 1 SP:Iteration 6Q (11777.820000 sec): 3 clusters Score: Raw -6485.254084 + Penalty 441.534754 = -6043.719330 nChanged 0 SP:Iteration 7F (11778.020000 sec): 3 clusters Score: Raw -6485.254084 + Penalty 441.534754 = -6043.719330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11778.090000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11778.270000 sec): 3 clusters Score: Raw -10600.430993 + Penalty 477.479191 = -10122.951803 nChanged 62 SP:Iteration 1F (11778.450000 sec): 3 clusters Score: Raw -10666.791962 + Penalty 477.479191 = -10189.312771 nChanged 15 SP:Iteration 2F (11778.640000 sec): 3 clusters Score: Raw -10702.180158 + Penalty 477.479191 = -10224.700968 nChanged 10 SP:Iteration 3F (11778.830000 sec): 3 clusters Score: Raw -10731.333917 + Penalty 477.479191 = -10253.854727 nChanged 8 SP:Iteration 4Q (11779.020000 sec): 3 clusters Score: Raw -10742.780070 + Penalty 477.479191 = -10265.300879 nChanged 6 SP:Iteration 5Q (11779.270000 sec): 3 clusters Score: Raw -10757.955725 + Penalty 477.479191 = -10280.476534 nChanged 5 SP:Iteration 6Q (11779.480000 sec): 3 clusters Score: Raw -10769.000745 + Penalty 477.479191 = -10291.521554 nChanged 3 SP:Iteration 7Q (11779.610000 sec): 3 clusters Score: Raw -10777.841294 + Penalty 477.479191 = -10300.362104 nChanged 3 SP:Iteration 8Q (11779.790000 sec): 3 clusters Score: Raw -10780.436066 + Penalty 477.479191 = -10302.956875 nChanged 3 SP:Iteration 9Q (11780.000000 sec): 3 clusters Score: Raw -10782.846755 + Penalty 477.479191 = -10305.367564 nChanged 1 SP:Iteration 10Q (11780.210000 sec): 3 clusters Score: Raw -10784.290510 + Penalty 477.479191 = -10306.811319 nChanged 1 SP:Iteration 11Q (11780.430000 sec): 3 clusters Score: Raw -10785.900510 + Penalty 477.479191 = -10308.421319 nChanged 2 SP:Iteration 12Q (11780.610000 sec): 3 clusters Score: Raw -10788.771457 + Penalty 477.479191 = -10311.292266 nChanged 1 SP:Iteration 13Q (11780.830000 sec): 3 clusters Score: Raw -10789.729159 + Penalty 477.479191 = -10312.249968 nChanged 1 SP:Iteration 14Q (11781.030000 sec): 3 clusters Score: Raw -10791.094252 + Penalty 477.479191 = -10313.615062 nChanged 3 SP:Iteration 15Q (11781.170000 sec): 3 clusters Score: Raw -10800.114374 + Penalty 477.479191 = -10322.635183 nChanged 4 SP:Iteration 16Q (11781.290000 sec): 3 clusters Score: Raw -10806.189401 + Penalty 477.479191 = -10328.710211 nChanged 1 SP:Iteration 17Q (11781.450000 sec): 3 clusters Score: Raw -10807.084627 + Penalty 477.479191 = -10329.605437 nChanged 0 SP:Iteration 18F (11781.670000 sec): 3 clusters Score: Raw -10807.084627 + Penalty 477.479191 = -10329.605437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11781.750000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11781.930000 sec): 3 clusters Score: Raw -20094.652399 + Penalty 521.439080 = -19573.213318 nChanged 100 SP:Iteration 1F (11782.100000 sec): 3 clusters Score: Raw -20207.322277 + Penalty 521.439080 = -19685.883196 nChanged 26 SP:Iteration 2F (11782.330000 sec): 3 clusters Score: Raw -20238.102214 + Penalty 521.439080 = -19716.663134 nChanged 15 SP:Iteration 3Q (11782.550000 sec): 3 clusters Score: Raw -20260.096439 + Penalty 521.439080 = -19738.657359 nChanged 13 SP:Iteration 4Q (11782.760000 sec): 3 clusters Score: Raw -20271.563092 + Penalty 521.439080 = -19750.124012 nChanged 7 SP:Iteration 5Q (11782.970000 sec): 3 clusters Score: Raw -20277.851667 + Penalty 521.439080 = -19756.412587 nChanged 4 SP:Iteration 6Q (11783.190000 sec): 3 clusters Score: Raw -20282.623619 + Penalty 521.439080 = -19761.184538 nChanged 4 SP:Iteration 7Q (11783.350000 sec): 3 clusters Score: Raw -20287.109395 + Penalty 521.439080 = -19765.670315 nChanged 2 SP:Iteration 8Q (11783.550000 sec): 3 clusters Score: Raw -20289.913908 + Penalty 521.439080 = -19768.474828 nChanged 3 SP:Iteration 9Q (11783.750000 sec): 3 clusters Score: Raw -20293.263032 + Penalty 521.439080 = -19771.823952 nChanged 1 SP:Iteration 10Q (11783.960000 sec): 3 clusters Score: Raw -20294.444990 + Penalty 521.439080 = -19773.005910 nChanged 1 SP:Iteration 11Q (11784.140000 sec): 3 clusters Score: Raw -20296.832220 + Penalty 521.439080 = -19775.393140 nChanged 0 SP:Iteration 12F (11784.330000 sec): 3 clusters Score: Raw -20296.832220 + Penalty 521.439080 = -19775.393140 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11784.430000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11784.630000 sec): 3 clusters Score: Raw -18533.312096 + Penalty 518.740365 = -18014.571731 nChanged 87 SP:Iteration 1F (11784.840000 sec): 3 clusters Score: Raw -18600.765332 + Penalty 518.740365 = -18082.024967 nChanged 21 SP:Iteration 2F (11785.030000 sec): 3 clusters Score: Raw -18623.154962 + Penalty 518.740365 = -18104.414596 nChanged 13 SP:Iteration 3Q (11785.230000 sec): 3 clusters Score: Raw -18636.093505 + Penalty 518.740365 = -18117.353140 nChanged 6 SP:Iteration 4Q (11785.470000 sec): 3 clusters Score: Raw -18641.158529 + Penalty 518.740365 = -18122.418163 nChanged 2 SP:Iteration 5Q (11785.590000 sec): 3 clusters Score: Raw -18642.170659 + Penalty 518.740365 = -18123.430294 nChanged 0 SP:Iteration 6F (11785.760000 sec): 3 clusters Score: Raw -18642.170659 + Penalty 518.740365 = -18123.430294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11785.840000 sec): 2 clusters Score: Raw -6591.658489 + Penalty 219.322811 = -6372.335678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11786.030000 sec): 3 clusters Score: Raw -6594.595005 + Penalty 438.645622 = -6155.949383 nChanged 29 SP:Iteration 1F (11786.200000 sec): 3 clusters Score: Raw -6675.437102 + Penalty 438.645622 = -6236.791479 nChanged 9 SP:Iteration 2F (11786.380000 sec): 3 clusters Score: Raw -6688.028055 + Penalty 438.645622 = -6249.382433 nChanged 4 SP:Iteration 3Q (11786.570000 sec): 3 clusters Score: Raw -6693.015035 + Penalty 438.645622 = -6254.369413 nChanged 2 SP:Iteration 4Q (11786.700000 sec): 3 clusters Score: Raw -6705.696937 + Penalty 438.645622 = -6267.051314 nChanged 5 SP:Iteration 5Q (11786.900000 sec): 3 clusters Score: Raw -6723.604039 + Penalty 438.645622 = -6284.958417 nChanged 6 SP:Iteration 6Q (11787.070000 sec): 3 clusters Score: Raw -6735.666392 + Penalty 438.645622 = -6297.020770 nChanged 0 SP:Iteration 7F (11787.240000 sec): 3 clusters Score: Raw -6735.666392 + Penalty 438.645622 = -6297.020770 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11787.320000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11787.490000 sec): 3 clusters Score: Raw -8474.046654 + Penalty 448.380085 = -8025.666569 nChanged 36 SP:Iteration 1F (11787.690000 sec): 3 clusters Score: Raw -8529.390244 + Penalty 448.380085 = -8081.010159 nChanged 6 SP:Iteration 2Q (11787.890000 sec): 3 clusters Score: Raw -8538.516102 + Penalty 448.380085 = -8090.136016 nChanged 2 SP:Iteration 3Q (11788.080000 sec): 3 clusters Score: Raw -8543.238996 + Penalty 448.380085 = -8094.858911 nChanged 1 SP:Iteration 4Q (11788.270000 sec): 3 clusters Score: Raw -8544.304058 + Penalty 448.380085 = -8095.923972 nChanged 0 SP:Iteration 5F (11788.440000 sec): 3 clusters Score: Raw -8544.304058 + Penalty 448.380085 = -8095.923972 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11788.510000 sec): 2 clusters Score: Raw -7237.500120 + Penalty 215.894412 = -7021.605708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11788.750000 sec): 3 clusters Score: Raw -7232.091237 + Penalty 431.788824 = -6800.302413 nChanged 23 SP:Iteration 1F (11788.980000 sec): 3 clusters Score: Raw -7268.286376 + Penalty 431.788824 = -6836.497552 nChanged 4 SP:Iteration 2Q (11789.130000 sec): 3 clusters Score: Raw -7277.509545 + Penalty 431.788824 = -6845.720722 nChanged 3 SP:Iteration 3Q (11789.330000 sec): 3 clusters Score: Raw -7282.709158 + Penalty 431.788824 = -6850.920334 nChanged 0 SP:Iteration 4F (11789.480000 sec): 3 clusters Score: Raw -7282.709158 + Penalty 431.788824 = -6850.920334 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11789.580000 sec): 2 clusters Score: Raw -16069.043454 + Penalty 256.867834 = -15812.175620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11789.730000 sec): 3 clusters Score: Raw -15968.382978 + Penalty 513.735668 = -15454.647311 nChanged 80 SP:Iteration 1F (11789.960000 sec): 3 clusters Score: Raw -16042.162722 + Penalty 513.735668 = -15528.427054 nChanged 22 SP:Iteration 2F (11790.140000 sec): 3 clusters Score: Raw -16070.078228 + Penalty 513.735668 = -15556.342561 nChanged 16 SP:Iteration 3F (11790.320000 sec): 3 clusters Score: Raw -16085.412814 + Penalty 513.735668 = -15571.677146 nChanged 10 SP:Iteration 4Q (11790.480000 sec): 3 clusters Score: Raw -16099.077333 + Penalty 513.735668 = -15585.341666 nChanged 9 SP:Iteration 5Q (11790.620000 sec): 3 clusters Score: Raw -16107.705164 + Penalty 513.735668 = -15593.969496 nChanged 7 SP:Iteration 6Q (11790.830000 sec): 3 clusters Score: Raw -16114.314550 + Penalty 513.735668 = -15600.578883 nChanged 3 SP:Iteration 7Q (11791.040000 sec): 3 clusters Score: Raw -16117.255193 + Penalty 513.735668 = -15603.519525 nChanged 4 SP:Iteration 8Q (11791.200000 sec): 3 clusters Score: Raw -16123.037856 + Penalty 513.735668 = -15609.302189 nChanged 4 SP:Iteration 9Q (11791.420000 sec): 3 clusters Score: Raw -16128.818723 + Penalty 513.735668 = -15615.083055 nChanged 3 SP:Iteration 10Q (11791.610000 sec): 3 clusters Score: Raw -16132.113905 + Penalty 513.735668 = -15618.378238 nChanged 3 SP:Iteration 11Q (11791.770000 sec): 3 clusters Score: Raw -16134.725334 + Penalty 513.735668 = -15620.989666 nChanged 1 SP:Iteration 12Q (11791.990000 sec): 3 clusters Score: Raw -16135.541618 + Penalty 513.735668 = -15621.805951 nChanged 1 SP:Iteration 13Q (11792.160000 sec): 3 clusters Score: Raw -16136.576554 + Penalty 513.735668 = -15622.840887 nChanged 1 SP:Iteration 14Q (11792.360000 sec): 3 clusters Score: Raw -16138.453049 + Penalty 513.735668 = -15624.717382 nChanged 0 SP:Iteration 15F (11792.520000 sec): 3 clusters Score: Raw -16138.453049 + Penalty 513.735668 = -15624.717382 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11792.640000 sec): 2 clusters Score: Raw -12963.988089 + Penalty 266.795218 = -12697.192870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11792.800000 sec): 3 clusters Score: Raw -12913.405563 + Penalty 533.590437 = -12379.815127 nChanged 146 SP:Iteration 1F (11792.980000 sec): 3 clusters Score: Raw -13396.922883 + Penalty 533.590437 = -12863.332446 nChanged 29 SP:Iteration 2F (11793.200000 sec): 3 clusters Score: Raw -13538.824141 + Penalty 533.590437 = -13005.233704 nChanged 15 SP:Iteration 3Q (11793.370000 sec): 3 clusters Score: Raw -13664.968762 + Penalty 533.590437 = -13131.378325 nChanged 9 SP:Iteration 4Q (11793.560000 sec): 3 clusters Score: Raw -13734.759845 + Penalty 533.590437 = -13201.169408 nChanged 1 SP:Iteration 5Q (11793.730000 sec): 3 clusters Score: Raw -13736.128723 + Penalty 533.590437 = -13202.538286 nChanged 1 SP:Iteration 6Q (11793.900000 sec): 3 clusters Score: Raw -13736.807230 + Penalty 533.590437 = -13203.216793 nChanged 0 SP:Iteration 7F (11794.140000 sec): 3 clusters Score: Raw -13736.807230 + Penalty 533.590437 = -13203.216793 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11794.190000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11794.470000 sec): 3 clusters Score: Raw -10181.599152 + Penalty 464.087845 = -9717.511307 nChanged 32 SP:Iteration 1F (11794.680000 sec): 3 clusters Score: Raw -10229.613658 + Penalty 464.087845 = -9765.525813 nChanged 4 SP:Iteration 2Q (11794.900000 sec): 3 clusters Score: Raw -10233.290533 + Penalty 464.087845 = -9769.202688 nChanged 2 SP:Iteration 3Q (11795.120000 sec): 3 clusters Score: Raw -10237.203073 + Penalty 464.087845 = -9773.115228 nChanged 1 SP:Iteration 4Q (11795.270000 sec): 3 clusters Score: Raw -10238.151370 + Penalty 464.087845 = -9774.063525 nChanged 0 SP:Iteration 5F (11795.470000 sec): 3 clusters Score: Raw -10238.151370 + Penalty 464.087845 = -9774.063525 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11795.560000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11795.760000 sec): 3 clusters Score: Raw -17340.853721 + Penalty 519.044205 = -16821.809515 nChanged 89 SP:Iteration 1F (11795.930000 sec): 3 clusters Score: Raw -17417.724124 + Penalty 519.044205 = -16898.679919 nChanged 22 SP:Iteration 2F (11796.070000 sec): 3 clusters Score: Raw -17433.998820 + Penalty 519.044205 = -16914.954615 nChanged 11 SP:Iteration 3Q (11796.240000 sec): 3 clusters Score: Raw -17446.312267 + Penalty 519.044205 = -16927.268062 nChanged 13 SP:Iteration 4Q (11796.430000 sec): 3 clusters Score: Raw -17457.022190 + Penalty 519.044205 = -16937.977985 nChanged 7 SP:Iteration 5Q (11796.590000 sec): 3 clusters Score: Raw -17461.926971 + Penalty 519.044205 = -16942.882766 nChanged 5 SP:Iteration 6Q (11796.830000 sec): 3 clusters Score: Raw -17467.963640 + Penalty 519.044205 = -16948.919435 nChanged 8 SP:Iteration 7Q (11797.010000 sec): 3 clusters Score: Raw -17477.622171 + Penalty 519.044205 = -16958.577965 nChanged 6 SP:Iteration 8Q (11797.240000 sec): 3 clusters Score: Raw -17481.998045 + Penalty 519.044205 = -16962.953840 nChanged 3 SP:Iteration 9Q (11797.430000 sec): 3 clusters Score: Raw -17487.676342 + Penalty 519.044205 = -16968.632137 nChanged 2 SP:Iteration 10Q (11797.600000 sec): 3 clusters Score: Raw -17490.961872 + Penalty 519.044205 = -16971.917666 nChanged 5 SP:Iteration 11Q (11797.790000 sec): 3 clusters Score: Raw -17494.917742 + Penalty 519.044205 = -16975.873537 nChanged 1 SP:Iteration 12Q (11797.980000 sec): 3 clusters Score: Raw -17496.434294 + Penalty 519.044205 = -16977.390088 nChanged 0 SP:Iteration 13F (11798.080000 sec): 3 clusters Score: Raw -17496.434294 + Penalty 519.044205 = -16977.390088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11798.160000 sec): 2 clusters Score: Raw -22917.093495 + Penalty 265.350653 = -22651.742843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11798.340000 sec): 3 clusters Score: Raw -22788.085950 + Penalty 530.701305 = -22257.384645 nChanged 102 SP:Iteration 1F (11798.460000 sec): 3 clusters Score: Raw -22854.620991 + Penalty 530.701305 = -22323.919685 nChanged 24 SP:Iteration 2F (11798.620000 sec): 3 clusters Score: Raw -22879.720487 + Penalty 530.701305 = -22349.019181 nChanged 14 SP:Iteration 3Q (11798.770000 sec): 3 clusters Score: Raw -22894.321091 + Penalty 530.701305 = -22363.619786 nChanged 11 SP:Iteration 4Q (11798.950000 sec): 3 clusters Score: Raw -22901.870944 + Penalty 530.701305 = -22371.169638 nChanged 6 SP:Iteration 5Q (11799.150000 sec): 3 clusters Score: Raw -22907.818418 + Penalty 530.701305 = -22377.117113 nChanged 5 SP:Iteration 6Q (11799.360000 sec): 3 clusters Score: Raw -22915.673776 + Penalty 530.701305 = -22384.972470 nChanged 6 SP:Iteration 7Q (11799.520000 sec): 3 clusters Score: Raw -22920.907173 + Penalty 530.701305 = -22390.205867 nChanged 5 SP:Iteration 8Q (11799.700000 sec): 3 clusters Score: Raw -22927.099857 + Penalty 530.701305 = -22396.398552 nChanged 8 SP:Iteration 9Q (11799.850000 sec): 3 clusters Score: Raw -22942.936875 + Penalty 530.701305 = -22412.235570 nChanged 5 SP:Iteration 10Q (11800.030000 sec): 3 clusters Score: Raw -22949.786491 + Penalty 530.701305 = -22419.085186 nChanged 6 SP:Iteration 11Q (11800.190000 sec): 3 clusters Score: Raw -22958.188830 + Penalty 530.701305 = -22427.487525 nChanged 4 SP:Iteration 12Q (11800.400000 sec): 3 clusters Score: Raw -22961.791133 + Penalty 530.701305 = -22431.089827 nChanged 2 SP:Iteration 13Q (11800.600000 sec): 3 clusters Score: Raw -22964.736284 + Penalty 530.701305 = -22434.034979 nChanged 2 SP:Iteration 14Q (11800.770000 sec): 3 clusters Score: Raw -22966.501435 + Penalty 530.701305 = -22435.800129 nChanged 2 SP:Iteration 15Q (11800.960000 sec): 3 clusters Score: Raw -22972.091941 + Penalty 530.701305 = -22441.390636 nChanged 2 SP:Iteration 16Q (11801.110000 sec): 3 clusters Score: Raw -22974.051407 + Penalty 530.701305 = -22443.350102 nChanged 4 SP:Iteration 17Q (11801.200000 sec): 3 clusters Score: Raw -22978.028578 + Penalty 530.701305 = -22447.327272 nChanged 1 SP:Iteration 18Q (11801.350000 sec): 3 clusters Score: Raw -22978.249539 + Penalty 530.701305 = -22447.548233 nChanged 0 SP:Iteration 19F (11801.490000 sec): 3 clusters Score: Raw -22978.249539 + Penalty 530.701305 = -22447.548233 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11801.540000 sec): 2 clusters Score: Raw -21392.188250 + Penalty 271.342860 = -21120.845390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11801.680000 sec): 3 clusters Score: Raw -21247.794733 + Penalty 542.685720 = -20705.109012 nChanged 142 SP:Iteration 1F (11801.780000 sec): 3 clusters Score: Raw -21399.423180 + Penalty 542.685720 = -20856.737460 nChanged 30 SP:Iteration 2F (11801.930000 sec): 3 clusters Score: Raw -21433.580067 + Penalty 542.685720 = -20890.894347 nChanged 20 SP:Iteration 3F (11802.070000 sec): 3 clusters Score: Raw -21445.115556 + Penalty 542.685720 = -20902.429835 nChanged 13 SP:Iteration 4Q (11802.170000 sec): 3 clusters Score: Raw -21457.580505 + Penalty 542.685720 = -20914.894785 nChanged 6 SP:Iteration 5Q (11802.310000 sec): 3 clusters Score: Raw -21464.927661 + Penalty 542.685720 = -20922.241940 nChanged 4 SP:Iteration 6Q (11802.450000 sec): 3 clusters Score: Raw -21466.635726 + Penalty 542.685720 = -20923.950006 nChanged 2 SP:Iteration 7Q (11802.640000 sec): 3 clusters Score: Raw -21471.540113 + Penalty 542.685720 = -20928.854392 nChanged 4 SP:Iteration 8Q (11802.830000 sec): 3 clusters Score: Raw -21479.930373 + Penalty 542.685720 = -20937.244652 nChanged 6 SP:Iteration 9Q (11803.090000 sec): 3 clusters Score: Raw -21493.568320 + Penalty 542.685720 = -20950.882600 nChanged 10 SP:Iteration 10Q (11803.330000 sec): 3 clusters Score: Raw -21520.582600 + Penalty 542.685720 = -20977.896880 nChanged 13 SP:Iteration 11Q (11803.520000 sec): 3 clusters Score: Raw -21535.666622 + Penalty 542.685720 = -20992.980901 nChanged 10 SP:Iteration 12Q (11803.740000 sec): 3 clusters Score: Raw -21546.663284 + Penalty 542.685720 = -21003.977563 nChanged 10 SP:Iteration 13Q (11803.970000 sec): 3 clusters Score: Raw -21569.203548 + Penalty 542.685720 = -21026.517828 nChanged 8 SP:Iteration 14Q (11804.150000 sec): 3 clusters Score: Raw -21584.839824 + Penalty 542.685720 = -21042.154103 nChanged 13 SP:Iteration 15Q (11804.350000 sec): 3 clusters Score: Raw -21606.456831 + Penalty 542.685720 = -21063.771111 nChanged 19 SP:Iteration 16Q (11804.560000 sec): 3 clusters Score: Raw -21651.746533 + Penalty 542.685720 = -21109.060813 nChanged 21 SP:Iteration 17F (11804.750000 sec): 3 clusters Score: Raw -21705.884240 + Penalty 542.685720 = -21163.198519 nChanged 21 SP:Iteration 18F (11804.950000 sec): 3 clusters Score: Raw -21764.319293 + Penalty 542.685720 = -21221.633573 nChanged 11 SP:Iteration 19Q (11805.060000 sec): 3 clusters Score: Raw -21787.656906 + Penalty 542.685720 = -21244.971186 nChanged 6 SP:Iteration 20F (11805.280000 sec): 3 clusters Score: Raw -21801.635320 + Penalty 542.685720 = -21258.949600 nChanged 4 SP:Iteration 21Q (11805.460000 sec): 3 clusters Score: Raw -21812.408849 + Penalty 542.685720 = -21269.723129 nChanged 3 SP:Iteration 22Q (11805.640000 sec): 3 clusters Score: Raw -21817.521356 + Penalty 542.685720 = -21274.835636 nChanged 1 SP:Iteration 23Q (11805.850000 sec): 3 clusters Score: Raw -21819.351548 + Penalty 542.685720 = -21276.665828 nChanged 2 SP:Iteration 24Q (11806.070000 sec): 3 clusters Score: Raw -21821.765952 + Penalty 542.685720 = -21279.080231 nChanged 2 SP:Iteration 25Q (11806.220000 sec): 3 clusters Score: Raw -21823.767456 + Penalty 542.685720 = -21281.081735 nChanged 1 SP:Iteration 26Q (11806.430000 sec): 3 clusters Score: Raw -21824.523209 + Penalty 542.685720 = -21281.837489 nChanged 0 SP:Iteration 27F (11806.610000 sec): 3 clusters Score: Raw -21824.523209 + Penalty 542.685720 = -21281.837489 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11806.700000 sec): 2 clusters Score: Raw -9583.171171 + Penalty 230.059184 = -9353.111987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11806.910000 sec): 3 clusters Score: Raw -9559.012953 + Penalty 460.118368 = -9098.894585 nChanged 36 SP:Iteration 1F (11807.160000 sec): 3 clusters Score: Raw -9606.575138 + Penalty 460.118368 = -9146.456770 nChanged 11 SP:Iteration 2F (11807.330000 sec): 3 clusters Score: Raw -9625.726531 + Penalty 460.118368 = -9165.608163 nChanged 4 SP:Iteration 3Q (11807.550000 sec): 3 clusters Score: Raw -9632.392865 + Penalty 460.118368 = -9172.274496 nChanged 2 SP:Iteration 4Q (11807.780000 sec): 3 clusters Score: Raw -9634.407116 + Penalty 460.118368 = -9174.288748 nChanged 1 SP:Iteration 5Q (11807.990000 sec): 3 clusters Score: Raw -9636.012063 + Penalty 460.118368 = -9175.893695 nChanged 0 SP:Iteration 6F (11808.190000 sec): 3 clusters Score: Raw -9636.012063 + Penalty 460.118368 = -9175.893695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11808.320000 sec): 2 clusters Score: Raw -19189.594930 + Penalty 263.023830 = -18926.571100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11808.520000 sec): 3 clusters Score: Raw -19077.362365 + Penalty 526.047660 = -18551.314705 nChanged 92 SP:Iteration 1F (11808.770000 sec): 3 clusters Score: Raw -19140.128635 + Penalty 526.047660 = -18614.080975 nChanged 23 SP:Iteration 2F (11808.930000 sec): 3 clusters Score: Raw -19165.505555 + Penalty 526.047660 = -18639.457895 nChanged 19 SP:Iteration 3F (11809.150000 sec): 3 clusters Score: Raw -19185.526301 + Penalty 526.047660 = -18659.478641 nChanged 11 SP:Iteration 4Q (11809.360000 sec): 3 clusters Score: Raw -19193.484910 + Penalty 526.047660 = -18667.437250 nChanged 7 SP:Iteration 5Q (11809.560000 sec): 3 clusters Score: Raw -19199.661352 + Penalty 526.047660 = -18673.613692 nChanged 7 SP:Iteration 6Q (11809.760000 sec): 3 clusters Score: Raw -19205.492423 + Penalty 526.047660 = -18679.444763 nChanged 6 SP:Iteration 7Q (11810.010000 sec): 3 clusters Score: Raw -19209.276152 + Penalty 526.047660 = -18683.228492 nChanged 5 SP:Iteration 8Q (11810.210000 sec): 3 clusters Score: Raw -19213.149473 + Penalty 526.047660 = -18687.101813 nChanged 1 SP:Iteration 9Q (11810.410000 sec): 3 clusters Score: Raw -19216.628249 + Penalty 526.047660 = -18690.580589 nChanged 4 SP:Iteration 10Q (11810.610000 sec): 3 clusters Score: Raw -19222.158444 + Penalty 526.047660 = -18696.110784 nChanged 6 SP:Iteration 11Q (11810.800000 sec): 3 clusters Score: Raw -19232.514541 + Penalty 526.047660 = -18706.466881 nChanged 4 SP:Iteration 12Q (11810.990000 sec): 3 clusters Score: Raw -19237.763723 + Penalty 526.047660 = -18711.716063 nChanged 2 SP:Iteration 13Q (11811.190000 sec): 3 clusters Score: Raw -19239.275286 + Penalty 526.047660 = -18713.227626 nChanged 1 SP:Iteration 14Q (11811.390000 sec): 3 clusters Score: Raw -19241.327411 + Penalty 526.047660 = -18715.279751 nChanged 2 SP:Iteration 15Q (11811.570000 sec): 3 clusters Score: Raw -19244.390674 + Penalty 526.047660 = -18718.343014 nChanged 3 SP:Iteration 16Q (11811.760000 sec): 3 clusters Score: Raw -19247.871441 + Penalty 526.047660 = -18721.823781 nChanged 2 SP:Iteration 17Q (11811.940000 sec): 3 clusters Score: Raw -19250.492504 + Penalty 526.047660 = -18724.444844 nChanged 1 SP:Iteration 18Q (11812.120000 sec): 3 clusters Score: Raw -19258.853940 + Penalty 526.047660 = -18732.806280 nChanged 4 SP:Iteration 19Q (11812.310000 sec): 3 clusters Score: Raw -19265.210445 + Penalty 526.047660 = -18739.162785 nChanged 7 SP:Iteration 20F (11812.490000 sec): 3 clusters Score: Raw -19273.649943 + Penalty 526.047660 = -18747.602283 nChanged 8 SP:Iteration 21Q (11812.690000 sec): 3 clusters Score: Raw -19289.352441 + Penalty 526.047660 = -18763.304781 nChanged 11 SP:Iteration 22Q (11812.870000 sec): 3 clusters Score: Raw -19310.723772 + Penalty 526.047660 = -18784.676112 nChanged 7 SP:Iteration 23Q (11813.050000 sec): 3 clusters Score: Raw -19330.514245 + Penalty 526.047660 = -18804.466585 nChanged 5 SP:Iteration 24Q (11813.250000 sec): 3 clusters Score: Raw -19334.896343 + Penalty 526.047660 = -18808.848683 nChanged 4 SP:Iteration 25Q (11813.440000 sec): 3 clusters Score: Raw -19339.864520 + Penalty 526.047660 = -18813.816860 nChanged 3 SP:Iteration 26Q (11813.630000 sec): 3 clusters Score: Raw -19342.499866 + Penalty 526.047660 = -18816.452206 nChanged 1 SP:Iteration 27Q (11813.820000 sec): 3 clusters Score: Raw -19342.799058 + Penalty 526.047660 = -18816.751398 nChanged 0 SP:Iteration 28F (11814.010000 sec): 3 clusters Score: Raw -19343.319452 + Penalty 526.047660 = -18817.271792 nChanged 1 SP:Iteration 29Q (11814.210000 sec): 3 clusters Score: Raw -19346.665774 + Penalty 526.047660 = -18820.618115 nChanged 1 SP:Iteration 30Q (11814.350000 sec): 3 clusters Score: Raw -19349.596721 + Penalty 526.047660 = -18823.549062 nChanged 1 SP:Iteration 31Q (11814.500000 sec): 3 clusters Score: Raw -19349.802021 + Penalty 526.047660 = -18823.754361 nChanged 0 SP:Iteration 32F (11814.700000 sec): 3 clusters Score: Raw -19349.802021 + Penalty 526.047660 = -18823.754361 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11814.820000 sec): 2 clusters Score: Raw -8188.757794 + Penalty 222.167487 = -7966.590306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11814.980000 sec): 3 clusters Score: Raw -8185.012816 + Penalty 444.334975 = -7740.677841 nChanged 29 SP:Iteration 1F (11815.170000 sec): 3 clusters Score: Raw -8236.472350 + Penalty 444.334975 = -7792.137375 nChanged 8 SP:Iteration 2F (11815.430000 sec): 3 clusters Score: Raw -8254.349498 + Penalty 444.334975 = -7810.014523 nChanged 4 SP:Iteration 3Q (11815.610000 sec): 3 clusters Score: Raw -8260.601537 + Penalty 444.334975 = -7816.266562 nChanged 3 SP:Iteration 4Q (11815.780000 sec): 3 clusters Score: Raw -8265.291800 + Penalty 444.334975 = -7820.956825 nChanged 1 SP:Iteration 5Q (11816.010000 sec): 3 clusters Score: Raw -8267.414804 + Penalty 444.334975 = -7823.079829 nChanged 1 SP:Iteration 6Q (11816.210000 sec): 3 clusters Score: Raw -8268.170146 + Penalty 444.334975 = -7823.835171 nChanged 1 SP:Iteration 7Q (11816.420000 sec): 3 clusters Score: Raw -8269.263188 + Penalty 444.334975 = -7824.928213 nChanged 0 SP:Iteration 8F (11816.610000 sec): 3 clusters Score: Raw -8269.263188 + Penalty 444.334975 = -7824.928213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11816.720000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11816.890000 sec): 3 clusters Score: Raw -7982.864840 + Penalty 444.334975 = -7538.529865 nChanged 31 SP:Iteration 1F (11817.100000 sec): 3 clusters Score: Raw -8035.652203 + Penalty 444.334975 = -7591.317228 nChanged 10 SP:Iteration 2F (11817.250000 sec): 3 clusters Score: Raw -8058.991491 + Penalty 444.334975 = -7614.656516 nChanged 6 SP:Iteration 3Q (11817.420000 sec): 3 clusters Score: Raw -8069.603130 + Penalty 444.334975 = -7625.268155 nChanged 3 SP:Iteration 4Q (11817.610000 sec): 3 clusters Score: Raw -8073.287624 + Penalty 444.334975 = -7628.952649 nChanged 2 SP:Iteration 5Q (11817.850000 sec): 3 clusters Score: Raw -8077.490006 + Penalty 444.334975 = -7633.155031 nChanged 2 SP:Iteration 6Q (11818.090000 sec): 3 clusters Score: Raw -8084.093017 + Penalty 444.334975 = -7639.758042 nChanged 0 SP:Iteration 7F (11818.270000 sec): 3 clusters Score: Raw -8084.093017 + Penalty 444.334975 = -7639.758042 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11818.400000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11818.590000 sec): 3 clusters Score: Raw -22816.116962 + Penalty 543.847933 = -22272.269029 nChanged 126 SP:Iteration 1F (11818.800000 sec): 3 clusters Score: Raw -22920.527807 + Penalty 543.847933 = -22376.679875 nChanged 30 SP:Iteration 2F (11819.010000 sec): 3 clusters Score: Raw -22944.812870 + Penalty 543.847933 = -22400.964937 nChanged 13 SP:Iteration 3Q (11819.160000 sec): 3 clusters Score: Raw -22956.112415 + Penalty 543.847933 = -22412.264482 nChanged 7 SP:Iteration 4Q (11819.320000 sec): 3 clusters Score: Raw -22962.152300 + Penalty 543.847933 = -22418.304367 nChanged 4 SP:Iteration 5Q (11819.540000 sec): 3 clusters Score: Raw -22964.033154 + Penalty 543.847933 = -22420.185221 nChanged 5 SP:Iteration 6Q (11819.760000 sec): 3 clusters Score: Raw -22966.400146 + Penalty 543.847933 = -22422.552213 nChanged 2 SP:Iteration 7Q (11819.920000 sec): 3 clusters Score: Raw -22968.077643 + Penalty 543.847933 = -22424.229710 nChanged 5 SP:Iteration 8Q (11820.170000 sec): 3 clusters Score: Raw -22973.898214 + Penalty 543.847933 = -22430.050282 nChanged 10 SP:Iteration 9Q (11820.340000 sec): 3 clusters Score: Raw -22987.290747 + Penalty 543.847933 = -22443.442814 nChanged 7 SP:Iteration 10Q (11820.570000 sec): 3 clusters Score: Raw -22994.366166 + Penalty 543.847933 = -22450.518233 nChanged 10 SP:Iteration 11Q (11820.750000 sec): 3 clusters Score: Raw -23005.323664 + Penalty 543.847933 = -22461.475731 nChanged 9 SP:Iteration 12Q (11820.960000 sec): 3 clusters Score: Raw -23015.787755 + Penalty 543.847933 = -22471.939823 nChanged 7 SP:Iteration 13Q (11821.120000 sec): 3 clusters Score: Raw -23025.770412 + Penalty 543.847933 = -22481.922480 nChanged 7 SP:Iteration 14Q (11821.280000 sec): 3 clusters Score: Raw -23035.535060 + Penalty 543.847933 = -22491.687128 nChanged 7 SP:Iteration 15Q (11821.470000 sec): 3 clusters Score: Raw -23054.160429 + Penalty 543.847933 = -22510.312496 nChanged 10 SP:Iteration 16Q (11821.650000 sec): 3 clusters Score: Raw -23067.837922 + Penalty 543.847933 = -22523.989989 nChanged 5 SP:Iteration 17Q (11821.870000 sec): 3 clusters Score: Raw -23077.207784 + Penalty 543.847933 = -22533.359851 nChanged 5 SP:Iteration 18Q (11822.060000 sec): 3 clusters Score: Raw -23085.363566 + Penalty 543.847933 = -22541.515634 nChanged 4 SP:Iteration 19Q (11822.200000 sec): 3 clusters Score: Raw -23088.341159 + Penalty 543.847933 = -22544.493226 nChanged 2 SP:Iteration 20F (11822.370000 sec): 3 clusters Score: Raw -23088.992640 + Penalty 543.847933 = -22545.144707 nChanged 1 SP:Iteration 21Q (11822.560000 sec): 3 clusters Score: Raw -23089.493761 + Penalty 543.847933 = -22545.645828 nChanged 0 SP:Iteration 22F (11822.800000 sec): 3 clusters Score: Raw -23089.493761 + Penalty 543.847933 = -22545.645828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11822.880000 sec): 2 clusters Score: Raw -7659.709542 + Penalty 231.203899 = -7428.505643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11823.060000 sec): 3 clusters Score: Raw -7641.849743 + Penalty 462.407797 = -7179.441946 nChanged 47 SP:Iteration 1F (11823.250000 sec): 3 clusters Score: Raw -7756.126781 + Penalty 462.407797 = -7293.718984 nChanged 15 SP:Iteration 2F (11823.360000 sec): 3 clusters Score: Raw -7821.656249 + Penalty 462.407797 = -7359.248452 nChanged 9 SP:Iteration 3F (11823.540000 sec): 3 clusters Score: Raw -7855.438158 + Penalty 462.407797 = -7393.030360 nChanged 5 SP:Iteration 4Q (11823.680000 sec): 3 clusters Score: Raw -7879.516458 + Penalty 462.407797 = -7417.108661 nChanged 6 SP:Iteration 5Q (11823.860000 sec): 3 clusters Score: Raw -7911.041154 + Penalty 462.407797 = -7448.633357 nChanged 3 SP:Iteration 6Q (11823.950000 sec): 3 clusters Score: Raw -7922.981247 + Penalty 462.407797 = -7460.573450 nChanged 2 SP:Iteration 7Q (11824.100000 sec): 3 clusters Score: Raw -7929.827514 + Penalty 462.407797 = -7467.419717 nChanged 1 SP:Iteration 8Q (11824.270000 sec): 3 clusters Score: Raw -8001.822773 + Penalty 462.407797 = -7539.414976 nChanged 1 SP:Iteration 9Q (11824.460000 sec): 3 clusters Score: Raw -8004.857301 + Penalty 462.407797 = -7542.449504 nChanged 1 SP:Iteration 10Q (11824.610000 sec): 3 clusters Score: Raw -8008.175548 + Penalty 462.407797 = -7545.767751 nChanged 1 SP:Iteration 11Q (11824.820000 sec): 3 clusters Score: Raw -8009.952863 + Penalty 462.407797 = -7547.545065 nChanged 1 SP:Iteration 12Q (11825.040000 sec): 3 clusters Score: Raw -8011.682520 + Penalty 462.407797 = -7549.274723 nChanged 0 SP:Iteration 13F (11825.240000 sec): 3 clusters Score: Raw -8011.682520 + Penalty 462.407797 = -7549.274723 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11825.310000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11825.490000 sec): 3 clusters Score: Raw -8188.527784 + Penalty 450.980262 = -7737.547521 nChanged 30 SP:Iteration 1F (11825.700000 sec): 3 clusters Score: Raw -8233.290609 + Penalty 450.980262 = -7782.310347 nChanged 8 SP:Iteration 2F (11825.900000 sec): 3 clusters Score: Raw -8245.643682 + Penalty 450.980262 = -7794.663419 nChanged 2 SP:Iteration 3Q (11826.040000 sec): 3 clusters Score: Raw -8246.523650 + Penalty 450.980262 = -7795.543388 nChanged 2 SP:Iteration 4Q (11826.270000 sec): 3 clusters Score: Raw -8254.022377 + Penalty 450.980262 = -7803.042114 nChanged 2 SP:Iteration 5Q (11826.430000 sec): 3 clusters Score: Raw -8259.605047 + Penalty 450.980262 = -7808.624785 nChanged 2 SP:Iteration 6Q (11826.620000 sec): 3 clusters Score: Raw -8261.338581 + Penalty 450.980262 = -7810.358319 nChanged 0 SP:Iteration 7F (11826.830000 sec): 3 clusters Score: Raw -8261.338581 + Penalty 450.980262 = -7810.358319 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11826.920000 sec): 2 clusters Score: Raw -4573.529270 + Penalty 207.677843 = -4365.851427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11827.140000 sec): 3 clusters Score: Raw -4591.859606 + Penalty 415.355685 = -4176.503921 nChanged 21 SP:Iteration 1F (11827.330000 sec): 3 clusters Score: Raw -4628.439690 + Penalty 415.355685 = -4213.084004 nChanged 5 SP:Iteration 2F (11827.560000 sec): 3 clusters Score: Raw -4647.511760 + Penalty 415.355685 = -4232.156074 nChanged 3 SP:Iteration 3Q (11827.770000 sec): 3 clusters Score: Raw -4663.938224 + Penalty 415.355685 = -4248.582538 nChanged 2 SP:Iteration 4Q (11827.960000 sec): 3 clusters Score: Raw -4666.631914 + Penalty 415.355685 = -4251.276228 nChanged 0 SP:Iteration 5F (11828.150000 sec): 3 clusters Score: Raw -4666.631914 + Penalty 415.355685 = -4251.276228 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11828.250000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11828.460000 sec): 3 clusters Score: Raw -8499.146477 + Penalty 448.380085 = -8050.766392 nChanged 39 SP:Iteration 1F (11828.620000 sec): 3 clusters Score: Raw -8543.146461 + Penalty 448.380085 = -8094.766376 nChanged 9 SP:Iteration 2F (11828.850000 sec): 3 clusters Score: Raw -8559.052020 + Penalty 448.380085 = -8110.671935 nChanged 4 SP:Iteration 3Q (11829.040000 sec): 3 clusters Score: Raw -8565.079040 + Penalty 448.380085 = -8116.698954 nChanged 0 SP:Iteration 4F (11829.230000 sec): 3 clusters Score: Raw -8565.079040 + Penalty 448.380085 = -8116.698954 nChanged 0 Deleting Class 15 (29 points): Lose 315.240425 but Gain 586.233529 Iteration 179Q (11855.310000 sec): 70 clusters Score: Raw -24037514.907050 + Penalty 40450.113504 = -23997064.793546 nChanged 194 Iteration 180F (11886.270000 sec): 70 clusters Score: Raw -24040111.025636 + Penalty 40450.113504 = -23999660.912133 nChanged 281 Iteration 181Q (11914.130000 sec): 70 clusters Score: Raw -24041117.137797 + Penalty 40450.113504 = -24000667.024293 nChanged 198 Iteration 182Q (11938.860000 sec): 70 clusters Score: Raw -24041244.305127 + Penalty 40450.113504 = -24000794.191623 nChanged 159 Iteration 183Q (11964.540000 sec): 70 clusters Score: Raw -24041279.375865 + Penalty 40450.113504 = -24000829.262361 nChanged 157 Iteration 184Q (11992.230000 sec): 70 clusters Score: Raw -24041305.338976 + Penalty 40450.113504 = -24000855.225472 nChanged 134 Iteration 185Q (12021.230000 sec): 70 clusters Score: Raw -24041387.113246 + Penalty 40450.113504 = -24000936.999742 nChanged 105 Iteration 186Q (12052.130000 sec): 70 clusters Score: Raw -24041434.733327 + Penalty 40450.113504 = -24000984.619823 nChanged 104 Iteration 187Q (12079.280000 sec): 70 clusters Score: Raw -24041472.324670 + Penalty 40450.113504 = -24001022.211166 nChanged 92 Iteration 188Q (12106.320000 sec): 70 clusters Score: Raw -24041476.370596 + Penalty 40450.113504 = -24001026.257092 nChanged 85 Iteration 189Q (12131.890000 sec): 70 clusters Score: Raw -24041480.486130 + Penalty 40450.113504 = -24001030.372626 nChanged 85 Iteration 190Q (12158.680000 sec): 70 clusters Score: Raw -24041483.231745 + Penalty 40450.113504 = -24001033.118241 nChanged 83 Iteration 191Q (12186.900000 sec): 70 clusters Score: Raw -24041486.211281 + Penalty 40450.113504 = -24001036.097777 nChanged 82 Iteration 192Q (12213.330000 sec): 70 clusters Score: Raw -24041489.104327 + Penalty 40450.113504 = -24001038.990823 nChanged 76 Iteration 193Q (12236.610000 sec): 70 clusters Score: Raw -24041491.924649 + Penalty 40450.113504 = -24001041.811145 nChanged 79 Iteration 194Q (12264.870000 sec): 70 clusters Score: Raw -24041495.024973 + Penalty 40450.113504 = -24001044.911469 nChanged 82 Iteration 195Q (12293.010000 sec): 70 clusters Score: Raw -24041498.612997 + Penalty 40450.113504 = -24001048.499493 nChanged 91 Iteration 196Q (12319.090000 sec): 70 clusters Score: Raw -24041502.236735 + Penalty 40450.113504 = -24001052.123231 nChanged 93 Iteration 197Q (12346.990000 sec): 70 clusters Score: Raw -24041506.191950 + Penalty 40450.113504 = -24001056.078446 nChanged 83 Iteration 198Q (12374.640000 sec): 70 clusters Score: Raw -24041508.979183 + Penalty 40450.113504 = -24001058.865679 nChanged 68 Iteration 199Q (12401.830000 sec): 70 clusters Score: Raw -24041510.832123 + Penalty 40450.113504 = -24001060.718619 nChanged 64 Iteration 200F (12435.220000 sec): 70 clusters Score: Raw -24042038.543966 + Penalty 40450.113504 = -24001588.430462 nChanged 110 Iteration 201Q (12461.920000 sec): 70 clusters Score: Raw -24042959.016075 + Penalty 40450.113504 = -24002508.902571 nChanged 76 Iteration 202Q (12489.900000 sec): 70 clusters Score: Raw -24043041.073992 + Penalty 40450.113504 = -24002590.960488 nChanged 57 Iteration 203Q (12516.640000 sec): 70 clusters Score: Raw -24043052.149322 + Penalty 40450.113504 = -24002602.035818 nChanged 46 Iteration 204Q (12544.830000 sec): 70 clusters Score: Raw -24043053.276846 + Penalty 40450.113504 = -24002603.163342 nChanged 34 Iteration 205Q (12572.240000 sec): 70 clusters Score: Raw -24043054.298852 + Penalty 40450.113504 = -24002604.185348 nChanged 43 Iteration 206Q (12600.020000 sec): 70 clusters Score: Raw -24043055.459140 + Penalty 40450.113504 = -24002605.345636 nChanged 49 Iteration 207Q (12626.670000 sec): 70 clusters Score: Raw -24043056.476674 + Penalty 40450.113504 = -24002606.363170 nChanged 55 Iteration 208Q (12653.890000 sec): 70 clusters Score: Raw -24043057.545107 + Penalty 40450.113504 = -24002607.431603 nChanged 57 Iteration 209Q (12681.850000 sec): 70 clusters Score: Raw -24043058.835500 + Penalty 40450.113504 = -24002608.721996 nChanged 56 Iteration 210Q (12707.880000 sec): 70 clusters Score: Raw -24043059.870211 + Penalty 40450.113504 = -24002609.756707 nChanged 56 Iteration 211Q (12739.140000 sec): 70 clusters Score: Raw -24043060.916229 + Penalty 40450.113504 = -24002610.802725 nChanged 51 Iteration 212Q (12768.670000 sec): 70 clusters Score: Raw -24043061.951775 + Penalty 40450.113504 = -24002611.838271 nChanged 51 Iteration 213Q (12795.660000 sec): 70 clusters Score: Raw -24043062.923204 + Penalty 40450.113504 = -24002612.809700 nChanged 49 Iteration 214Q (12820.530000 sec): 70 clusters Score: Raw -24043063.611488 + Penalty 40450.113504 = -24002613.497984 nChanged 37 Iteration 215Q (12849.020000 sec): 70 clusters Score: Raw -24043064.109767 + Penalty 40450.113504 = -24002613.996263 nChanged 33 Iteration 216Q (12878.470000 sec): 70 clusters Score: Raw -24043064.772940 + Penalty 40450.113504 = -24002614.659436 nChanged 40 Iteration 217Q (12905.840000 sec): 70 clusters Score: Raw -24043065.382191 + Penalty 40450.113504 = -24002615.268687 nChanged 30 Iteration 218Q (12935.320000 sec): 70 clusters Score: Raw -24043065.995196 + Penalty 40450.113504 = -24002615.881692 nChanged 19 Writing temp clu file Because OldScore, -24002615.268687, is greater than current (better) Score,-24002615.881692 Compute initial score before splitting: Score: Raw -24043065.995196 + Penalty 40450.113504 = -24002615.881692 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (33160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12935.630000 sec): 2 clusters Score: Raw -2070563.271081 + Penalty 473.614032 = -2070089.657049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12935.980000 sec): 3 clusters Score: Raw -2048899.753611 + Penalty 947.228064 = -2047952.525546 nChanged 15945 SP:Iteration 1F (12936.250000 sec): 3 clusters Score: Raw -2058634.324019 + Penalty 947.228064 = -2057687.095955 nChanged 1480 SP:Iteration 2Q (12936.570000 sec): 3 clusters Score: Raw -2059281.299578 + Penalty 947.228064 = -2058334.071513 nChanged 1741 SP:Iteration 3F (12936.870000 sec): 3 clusters Score: Raw -2060244.529402 + Penalty 947.228064 = -2059297.301338 nChanged 1942 SP:Iteration 4F (12937.150000 sec): 3 clusters Score: Raw -2061561.345326 + Penalty 947.228064 = -2060614.117262 nChanged 2069 SP:Iteration 5F (12937.430000 sec): 3 clusters Score: Raw -2063074.050799 + Penalty 947.228064 = -2062126.822735 nChanged 1995 SP:Iteration 6F (12937.720000 sec): 3 clusters Score: Raw -2064402.309881 + Penalty 947.228064 = -2063455.081817 nChanged 1559 SP:Iteration 7Q (12938.000000 sec): 3 clusters Score: Raw -2065171.867732 + Penalty 947.228064 = -2064224.639667 nChanged 1073 SP:Iteration 8Q (12938.290000 sec): 3 clusters Score: Raw -2065579.173941 + Penalty 947.228064 = -2064631.945877 nChanged 803 SP:Iteration 9Q (12938.530000 sec): 3 clusters Score: Raw -2065833.468210 + Penalty 947.228064 = -2064886.240145 nChanged 634 SP:Iteration 10Q (12938.880000 sec): 3 clusters Score: Raw -2066013.580206 + Penalty 947.228064 = -2065066.352141 nChanged 591 SP:Iteration 11Q (12939.220000 sec): 3 clusters Score: Raw -2066173.240330 + Penalty 947.228064 = -2065226.012266 nChanged 549 SP:Iteration 12Q (12939.620000 sec): 3 clusters Score: Raw -2066336.076700 + Penalty 947.228064 = -2065388.848635 nChanged 576 SP:Iteration 13Q (12939.920000 sec): 3 clusters Score: Raw -2066525.600638 + Penalty 947.228064 = -2065578.372574 nChanged 608 SP:Iteration 14Q (12940.220000 sec): 3 clusters Score: Raw -2066723.207849 + Penalty 947.228064 = -2065775.979785 nChanged 605 SP:Iteration 15Q (12940.550000 sec): 3 clusters Score: Raw -2066910.026522 + Penalty 947.228064 = -2065962.798457 nChanged 634 SP:Iteration 16Q (12940.880000 sec): 3 clusters Score: Raw -2067104.029974 + Penalty 947.228064 = -2066156.801910 nChanged 622 SP:Iteration 17Q (12941.200000 sec): 3 clusters Score: Raw -2067292.845938 + Penalty 947.228064 = -2066345.617874 nChanged 624 SP:Iteration 18Q (12941.460000 sec): 3 clusters Score: Raw -2067481.922339 + Penalty 947.228064 = -2066534.694274 nChanged 600 SP:Iteration 19Q (12941.750000 sec): 3 clusters Score: Raw -2067661.986392 + Penalty 947.228064 = -2066714.758328 nChanged 615 SP:Iteration 20F (12942.060000 sec): 3 clusters Score: Raw -2067851.858247 + Penalty 947.228064 = -2066904.630183 nChanged 586 SP:Iteration 21Q (12942.340000 sec): 3 clusters Score: Raw -2068034.627302 + Penalty 947.228064 = -2067087.399238 nChanged 582 SP:Iteration 22Q (12942.600000 sec): 3 clusters Score: Raw -2068211.370982 + Penalty 947.228064 = -2067264.142917 nChanged 572 SP:Iteration 23Q (12942.800000 sec): 3 clusters Score: Raw -2068381.310321 + Penalty 947.228064 = -2067434.082256 nChanged 554 SP:Iteration 24Q (12943.080000 sec): 3 clusters Score: Raw -2068552.566646 + Penalty 947.228064 = -2067605.338581 nChanged 560 SP:Iteration 25Q (12943.310000 sec): 3 clusters Score: Raw -2068722.066374 + Penalty 947.228064 = -2067774.838310 nChanged 533 SP:Iteration 26Q (12943.520000 sec): 3 clusters Score: Raw -2068876.426873 + Penalty 947.228064 = -2067929.198809 nChanged 501 SP:Iteration 27Q (12943.750000 sec): 3 clusters Score: Raw -2069021.648843 + Penalty 947.228064 = -2068074.420779 nChanged 459 SP:Iteration 28Q (12944.000000 sec): 3 clusters Score: Raw -2069159.320507 + Penalty 947.228064 = -2068212.092442 nChanged 431 SP:Iteration 29Q (12944.250000 sec): 3 clusters Score: Raw -2069278.191842 + Penalty 947.228064 = -2068330.963778 nChanged 420 SP:Iteration 30Q (12944.560000 sec): 3 clusters Score: Raw -2069394.808433 + Penalty 947.228064 = -2068447.580368 nChanged 393 SP:Iteration 31Q (12944.810000 sec): 3 clusters Score: Raw -2069500.741630 + Penalty 947.228064 = -2068553.513566 nChanged 345 SP:Iteration 32Q (12945.110000 sec): 3 clusters Score: Raw -2069587.254615 + Penalty 947.228064 = -2068640.026551 nChanged 325 SP:Iteration 33Q (12945.370000 sec): 3 clusters Score: Raw -2069669.257210 + Penalty 947.228064 = -2068722.029146 nChanged 307 SP:Iteration 34Q (12945.630000 sec): 3 clusters Score: Raw -2069749.286383 + Penalty 947.228064 = -2068802.058318 nChanged 293 SP:Iteration 35Q (12945.980000 sec): 3 clusters Score: Raw -2069830.217669 + Penalty 947.228064 = -2068882.989604 nChanged 270 SP:Iteration 36Q (12946.260000 sec): 3 clusters Score: Raw -2069904.873843 + Penalty 947.228064 = -2068957.645778 nChanged 256 SP:Iteration 37Q (12946.560000 sec): 3 clusters Score: Raw -2069978.147495 + Penalty 947.228064 = -2069030.919431 nChanged 244 SP:Iteration 38Q (12946.830000 sec): 3 clusters Score: Raw -2070051.285835 + Penalty 947.228064 = -2069104.057770 nChanged 229 SP:Iteration 39Q (12947.120000 sec): 3 clusters Score: Raw -2070122.575012 + Penalty 947.228064 = -2069175.346948 nChanged 221 SP:Iteration 40F (12947.400000 sec): 3 clusters Score: Raw -2070195.158554 + Penalty 947.228064 = -2069247.930490 nChanged 202 SP:Iteration 41Q (12947.670000 sec): 3 clusters Score: Raw -2070265.963400 + Penalty 947.228064 = -2069318.735336 nChanged 170 SP:Iteration 42Q (12947.940000 sec): 3 clusters Score: Raw -2070322.323848 + Penalty 947.228064 = -2069375.095783 nChanged 155 SP:Iteration 43Q (12948.190000 sec): 3 clusters Score: Raw -2070375.662197 + Penalty 947.228064 = -2069428.434133 nChanged 131 SP:Iteration 44Q (12948.480000 sec): 3 clusters Score: Raw -2070426.390012 + Penalty 947.228064 = -2069479.161948 nChanged 104 SP:Iteration 45Q (12948.710000 sec): 3 clusters Score: Raw -2070464.995529 + Penalty 947.228064 = -2069517.767465 nChanged 90 SP:Iteration 46Q (12949.020000 sec): 3 clusters Score: Raw -2070497.197718 + Penalty 947.228064 = -2069549.969653 nChanged 75 SP:Iteration 47Q (12949.240000 sec): 3 clusters Score: Raw -2070518.768445 + Penalty 947.228064 = -2069571.540381 nChanged 63 SP:Iteration 48Q (12949.550000 sec): 3 clusters Score: Raw -2070535.352721 + Penalty 947.228064 = -2069588.124656 nChanged 47 SP:Iteration 49Q (12949.860000 sec): 3 clusters Score: Raw -2070548.848878 + Penalty 947.228064 = -2069601.620814 nChanged 51 SP:Iteration 50Q (12950.130000 sec): 3 clusters Score: Raw -2070562.003726 + Penalty 947.228064 = -2069614.775662 nChanged 47 SP:Iteration 51Q (12950.430000 sec): 3 clusters Score: Raw -2070573.775906 + Penalty 947.228064 = -2069626.547841 nChanged 33 SP:Iteration 52Q (12950.710000 sec): 3 clusters Score: Raw -2070580.626197 + Penalty 947.228064 = -2069633.398133 nChanged 33 SP:Iteration 53Q (12950.930000 sec): 3 clusters Score: Raw -2070588.036987 + Penalty 947.228064 = -2069640.808922 nChanged 32 SP:Iteration 54Q (12951.190000 sec): 3 clusters Score: Raw -2070601.984142 + Penalty 947.228064 = -2069654.756078 nChanged 36 SP:Iteration 55Q (12951.510000 sec): 3 clusters Score: Raw -2070616.739748 + Penalty 947.228064 = -2069669.511683 nChanged 32 SP:Iteration 56Q (12951.790000 sec): 3 clusters Score: Raw -2070626.700035 + Penalty 947.228064 = -2069679.471971 nChanged 21 SP:Iteration 57Q (12952.100000 sec): 3 clusters Score: Raw -2070633.476470 + Penalty 947.228064 = -2069686.248405 nChanged 15 SP:Iteration 58Q (12952.330000 sec): 3 clusters Score: Raw -2070637.089004 + Penalty 947.228064 = -2069689.860939 nChanged 12 SP:Iteration 59Q (12952.590000 sec): 3 clusters Score: Raw -2070639.852312 + Penalty 947.228064 = -2069692.624247 nChanged 12 SP:Iteration 60F (12952.880000 sec): 3 clusters Score: Raw -2070643.349614 + Penalty 947.228064 = -2069696.121549 nChanged 7 SP:Iteration 61Q (12953.120000 sec): 3 clusters Score: Raw -2070645.483327 + Penalty 947.228064 = -2069698.255263 nChanged 9 SP:Iteration 62Q (12953.410000 sec): 3 clusters Score: Raw -2070648.000658 + Penalty 947.228064 = -2069700.772594 nChanged 4 SP:Iteration 63Q (12953.660000 sec): 3 clusters Score: Raw -2070648.746444 + Penalty 947.228064 = -2069701.518379 nChanged 3 SP:Iteration 64Q (12953.940000 sec): 3 clusters Score: Raw -2070649.466634 + Penalty 947.228064 = -2069702.238570 nChanged 1 SP:Iteration 65Q (12954.230000 sec): 3 clusters Score: Raw -2070649.630125 + Penalty 947.228064 = -2069702.402061 nChanged 2 SP:Iteration 66Q (12954.530000 sec): 3 clusters Score: Raw -2070649.794545 + Penalty 947.228064 = -2069702.566481 nChanged 0 SP:Iteration 67F (12954.860000 sec): 3 clusters Score: Raw -2070649.794545 + Penalty 947.228064 = -2069702.566481 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12954.980000 sec): 2 clusters Score: Raw -79718.641686 + Penalty 325.676965 = -79392.964721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12955.190000 sec): 3 clusters Score: Raw -79065.814841 + Penalty 651.353929 = -78414.460912 nChanged 522 SP:Iteration 1F (12955.370000 sec): 3 clusters Score: Raw -79383.953055 + Penalty 651.353929 = -78732.599126 nChanged 108 SP:Iteration 2F (12955.600000 sec): 3 clusters Score: Raw -79437.088641 + Penalty 651.353929 = -78785.734712 nChanged 63 SP:Iteration 3Q (12955.750000 sec): 3 clusters Score: Raw -79467.727524 + Penalty 651.353929 = -78816.373595 nChanged 49 SP:Iteration 4Q (12955.900000 sec): 3 clusters Score: Raw -79487.311548 + Penalty 651.353929 = -78835.957619 nChanged 41 SP:Iteration 5Q (12956.140000 sec): 3 clusters Score: Raw -79511.429993 + Penalty 651.353929 = -78860.076064 nChanged 29 SP:Iteration 6Q (12956.370000 sec): 3 clusters Score: Raw -79526.503033 + Penalty 651.353929 = -78875.149104 nChanged 36 SP:Iteration 7Q (12956.560000 sec): 3 clusters Score: Raw -79541.795124 + Penalty 651.353929 = -78890.441195 nChanged 33 SP:Iteration 8Q (12956.750000 sec): 3 clusters Score: Raw -79557.259052 + Penalty 651.353929 = -78905.905123 nChanged 41 SP:Iteration 9Q (12956.880000 sec): 3 clusters Score: Raw -79582.103844 + Penalty 651.353929 = -78930.749915 nChanged 44 SP:Iteration 10Q (12957.050000 sec): 3 clusters Score: Raw -79607.849699 + Penalty 651.353929 = -78956.495770 nChanged 42 SP:Iteration 11Q (12957.250000 sec): 3 clusters Score: Raw -79628.819887 + Penalty 651.353929 = -78977.465958 nChanged 29 SP:Iteration 12Q (12957.420000 sec): 3 clusters Score: Raw -79651.764226 + Penalty 651.353929 = -79000.410297 nChanged 34 SP:Iteration 13Q (12957.610000 sec): 3 clusters Score: Raw -79686.381656 + Penalty 651.353929 = -79035.027726 nChanged 38 SP:Iteration 14Q (12957.800000 sec): 3 clusters Score: Raw -79717.476840 + Penalty 651.353929 = -79066.122911 nChanged 29 SP:Iteration 15Q (12958.000000 sec): 3 clusters Score: Raw -79734.386369 + Penalty 651.353929 = -79083.032440 nChanged 19 SP:Iteration 16Q (12958.120000 sec): 3 clusters Score: Raw -79741.060952 + Penalty 651.353929 = -79089.707023 nChanged 14 SP:Iteration 17Q (12958.330000 sec): 3 clusters Score: Raw -79749.841833 + Penalty 651.353929 = -79098.487904 nChanged 11 SP:Iteration 18Q (12958.520000 sec): 3 clusters Score: Raw -79757.271591 + Penalty 651.353929 = -79105.917662 nChanged 13 SP:Iteration 19Q (12958.680000 sec): 3 clusters Score: Raw -79767.395122 + Penalty 651.353929 = -79116.041193 nChanged 16 SP:Iteration 20F (12958.880000 sec): 3 clusters Score: Raw -79780.399398 + Penalty 651.353929 = -79129.045469 nChanged 16 SP:Iteration 21Q (12959.070000 sec): 3 clusters Score: Raw -79789.128020 + Penalty 651.353929 = -79137.774091 nChanged 9 SP:Iteration 22Q (12959.290000 sec): 3 clusters Score: Raw -79793.521417 + Penalty 651.353929 = -79142.167488 nChanged 5 SP:Iteration 23Q (12959.450000 sec): 3 clusters Score: Raw -79795.875340 + Penalty 651.353929 = -79144.521411 nChanged 3 SP:Iteration 24Q (12959.640000 sec): 3 clusters Score: Raw -79796.762381 + Penalty 651.353929 = -79145.408452 nChanged 1 SP:Iteration 25Q (12959.810000 sec): 3 clusters Score: Raw -79797.006097 + Penalty 651.353929 = -79145.652168 nChanged 0 SP:Iteration 26F (12960.010000 sec): 3 clusters Score: Raw -79797.006097 + Penalty 651.353929 = -79145.652168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12960.160000 sec): 2 clusters Score: Raw -3501.743278 + Penalty 195.834962 = -3305.908316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12960.300000 sec): 3 clusters Score: Raw -3556.395323 + Penalty 391.669923 = -3164.725400 nChanged 12 SP:Iteration 1F (12960.510000 sec): 3 clusters Score: Raw -3593.941818 + Penalty 391.669923 = -3202.271894 nChanged 5 SP:Iteration 2F (12960.620000 sec): 3 clusters Score: Raw -3606.478011 + Penalty 391.669923 = -3214.808087 nChanged 2 SP:Iteration 3Q (12960.830000 sec): 3 clusters Score: Raw -3611.045817 + Penalty 391.669923 = -3219.375894 nChanged 1 SP:Iteration 4Q (12961.010000 sec): 3 clusters Score: Raw -3614.391871 + Penalty 391.669923 = -3222.721948 nChanged 0 SP:Iteration 5F (12961.190000 sec): 3 clusters Score: Raw -3614.391871 + Penalty 391.669923 = -3222.721948 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12961.250000 sec): 2 clusters Score: Raw -9014.583244 + Penalty 231.203899 = -8783.379346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12961.430000 sec): 3 clusters Score: Raw -9019.306903 + Penalty 462.407797 = -8556.899105 nChanged 35 SP:Iteration 1F (12961.680000 sec): 3 clusters Score: Raw -9072.680551 + Penalty 462.407797 = -8610.272754 nChanged 11 SP:Iteration 2F (12961.840000 sec): 3 clusters Score: Raw -9095.643044 + Penalty 462.407797 = -8633.235247 nChanged 5 SP:Iteration 3Q (12962.030000 sec): 3 clusters Score: Raw -9104.651807 + Penalty 462.407797 = -8642.244010 nChanged 1 SP:Iteration 4Q (12962.240000 sec): 3 clusters Score: Raw -9105.695859 + Penalty 462.407797 = -8643.288062 nChanged 1 SP:Iteration 5Q (12962.390000 sec): 3 clusters Score: Raw -9108.250534 + Penalty 462.407797 = -8645.842737 nChanged 1 SP:Iteration 6Q (12962.530000 sec): 3 clusters Score: Raw -9111.616389 + Penalty 462.407797 = -8649.208592 nChanged 1 SP:Iteration 7Q (12962.730000 sec): 3 clusters Score: Raw -9119.652849 + Penalty 462.407797 = -8657.245052 nChanged 2 SP:Iteration 8Q (12962.920000 sec): 3 clusters Score: Raw -9128.258356 + Penalty 462.407797 = -8665.850559 nChanged 1 SP:Iteration 9Q (12963.090000 sec): 3 clusters Score: Raw -9141.713696 + Penalty 462.407797 = -8679.305899 nChanged 3 SP:Iteration 10Q (12963.310000 sec): 3 clusters Score: Raw -9146.465928 + Penalty 462.407797 = -8684.058131 nChanged 1 SP:Iteration 11Q (12963.550000 sec): 3 clusters Score: Raw -9147.947453 + Penalty 462.407797 = -8685.539655 nChanged 1 SP:Iteration 12Q (12963.730000 sec): 3 clusters Score: Raw -9153.839165 + Penalty 462.407797 = -8691.431368 nChanged 3 SP:Iteration 13Q (12963.860000 sec): 3 clusters Score: Raw -9161.285917 + Penalty 462.407797 = -8698.878120 nChanged 1 SP:Iteration 14Q (12964.000000 sec): 3 clusters Score: Raw -9162.382683 + Penalty 462.407797 = -8699.974886 nChanged 0 SP:Iteration 15F (12964.150000 sec): 3 clusters Score: Raw -9162.382683 + Penalty 462.407797 = -8699.974886 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12964.260000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12964.410000 sec): 3 clusters Score: Raw -24629.711555 + Penalty 552.015836 = -24077.695719 nChanged 156 SP:Iteration 1F (12964.550000 sec): 3 clusters Score: Raw -24771.374426 + Penalty 552.015836 = -24219.358590 nChanged 31 SP:Iteration 2F (12964.670000 sec): 3 clusters Score: Raw -24809.192546 + Penalty 552.015836 = -24257.176709 nChanged 22 SP:Iteration 3F (12964.850000 sec): 3 clusters Score: Raw -24834.387458 + Penalty 552.015836 = -24282.371622 nChanged 11 SP:Iteration 4Q (12964.990000 sec): 3 clusters Score: Raw -24847.329938 + Penalty 552.015836 = -24295.314102 nChanged 10 SP:Iteration 5Q (12965.170000 sec): 3 clusters Score: Raw -24861.307897 + Penalty 552.015836 = -24309.292061 nChanged 12 SP:Iteration 6Q (12965.360000 sec): 3 clusters Score: Raw -24876.782998 + Penalty 552.015836 = -24324.767162 nChanged 9 SP:Iteration 7Q (12965.550000 sec): 3 clusters Score: Raw -24884.775870 + Penalty 552.015836 = -24332.760034 nChanged 5 SP:Iteration 8Q (12965.770000 sec): 3 clusters Score: Raw -24888.927602 + Penalty 552.015836 = -24336.911766 nChanged 4 SP:Iteration 9Q (12965.930000 sec): 3 clusters Score: Raw -24891.013810 + Penalty 552.015836 = -24338.997974 nChanged 1 SP:Iteration 10Q (12966.130000 sec): 3 clusters Score: Raw -24892.561490 + Penalty 552.015836 = -24340.545654 nChanged 3 SP:Iteration 11Q (12966.300000 sec): 3 clusters Score: Raw -24895.494010 + Penalty 552.015836 = -24343.478174 nChanged 2 SP:Iteration 12Q (12966.540000 sec): 3 clusters Score: Raw -24897.333171 + Penalty 552.015836 = -24345.317335 nChanged 2 SP:Iteration 13Q (12966.720000 sec): 3 clusters Score: Raw -24898.650903 + Penalty 552.015836 = -24346.635066 nChanged 1 SP:Iteration 14Q (12966.920000 sec): 3 clusters Score: Raw -24898.965825 + Penalty 552.015836 = -24346.949989 nChanged 1 SP:Iteration 15Q (12967.130000 sec): 3 clusters Score: Raw -24899.160248 + Penalty 552.015836 = -24347.144412 nChanged 0 SP:Iteration 16F (12967.300000 sec): 3 clusters Score: Raw -24899.160248 + Penalty 552.015836 = -24347.144412 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (281005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12968.450000 sec): 2 clusters Score: Raw -17786392.325050 + Penalty 570.848812 = -17785821.476237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12969.450000 sec): 3 clusters Score: Raw -17595275.586025 + Penalty 1141.697624 = -17594133.888400 nChanged 138748 SP:Iteration 1F (12970.610000 sec): 3 clusters Score: Raw -17683063.092286 + Penalty 1141.697624 = -17681921.394662 nChanged 12660 SP:Iteration 2Q (12971.730000 sec): 3 clusters Score: Raw -17688167.698492 + Penalty 1141.697624 = -17687026.000867 nChanged 14863 SP:Iteration 3F (12972.840000 sec): 3 clusters Score: Raw -17695905.328649 + Penalty 1141.697624 = -17694763.631024 nChanged 16800 SP:Iteration 4F (12973.890000 sec): 3 clusters Score: Raw -17707477.019608 + Penalty 1141.697624 = -17706335.321984 nChanged 17879 SP:Iteration 5F (12975.020000 sec): 3 clusters Score: Raw -17722555.988831 + Penalty 1141.697624 = -17721414.291206 nChanged 17101 SP:Iteration 6F (12975.890000 sec): 3 clusters Score: Raw -17737733.150805 + Penalty 1141.697624 = -17736591.453180 nChanged 14090 SP:Iteration 7F (12976.850000 sec): 3 clusters Score: Raw -17747255.000231 + Penalty 1141.697624 = -17746113.302606 nChanged 9183 SP:Iteration 8Q (12977.740000 sec): 3 clusters Score: Raw -17751355.997387 + Penalty 1141.697624 = -17750214.299763 nChanged 6190 SP:Iteration 9Q (12978.660000 sec): 3 clusters Score: Raw -17753764.992187 + Penalty 1141.697624 = -17752623.294563 nChanged 5383 SP:Iteration 10Q (12979.640000 sec): 3 clusters Score: Raw -17755925.269958 + Penalty 1141.697624 = -17754783.572333 nChanged 5494 SP:Iteration 11Q (12980.490000 sec): 3 clusters Score: Raw -17758242.715061 + Penalty 1141.697624 = -17757101.017437 nChanged 5581 SP:Iteration 12Q (12981.390000 sec): 3 clusters Score: Raw -17760773.999061 + Penalty 1141.697624 = -17759632.301437 nChanged 5632 SP:Iteration 13Q (12982.320000 sec): 3 clusters Score: Raw -17763551.824047 + Penalty 1141.697624 = -17762410.126423 nChanged 5563 SP:Iteration 14Q (12983.240000 sec): 3 clusters Score: Raw -17766536.555492 + Penalty 1141.697624 = -17765394.857868 nChanged 5330 SP:Iteration 15Q (12984.310000 sec): 3 clusters Score: Raw -17769513.874770 + Penalty 1141.697624 = -17768372.177146 nChanged 4895 SP:Iteration 16Q (12985.350000 sec): 3 clusters Score: Raw -17772369.927599 + Penalty 1141.697624 = -17771228.229975 nChanged 4500 SP:Iteration 17Q (12986.260000 sec): 3 clusters Score: Raw -17775122.003703 + Penalty 1141.697624 = -17773980.306079 nChanged 4044 SP:Iteration 18Q (12987.090000 sec): 3 clusters Score: Raw -17777694.619462 + Penalty 1141.697624 = -17776552.921838 nChanged 3576 SP:Iteration 19Q (12987.950000 sec): 3 clusters Score: Raw -17780043.851005 + Penalty 1141.697624 = -17778902.153381 nChanged 2922 SP:Iteration 20F (12988.930000 sec): 3 clusters Score: Raw -17781999.552970 + Penalty 1141.697624 = -17780857.855345 nChanged 2315 SP:Iteration 21Q (12989.880000 sec): 3 clusters Score: Raw -17783507.609003 + Penalty 1141.697624 = -17782365.911379 nChanged 1704 SP:Iteration 22Q (12990.710000 sec): 3 clusters Score: Raw -17784624.338357 + Penalty 1141.697624 = -17783482.640732 nChanged 1329 SP:Iteration 23Q (12991.630000 sec): 3 clusters Score: Raw -17785547.534889 + Penalty 1141.697624 = -17784405.837264 nChanged 962 SP:Iteration 24Q (12992.390000 sec): 3 clusters Score: Raw -17786167.970083 + Penalty 1141.697624 = -17785026.272459 nChanged 647 SP:Iteration 25Q (12993.260000 sec): 3 clusters Score: Raw -17786546.915818 + Penalty 1141.697624 = -17785405.218194 nChanged 487 SP:Iteration 26Q (12994.120000 sec): 3 clusters Score: Raw -17786807.811403 + Penalty 1141.697624 = -17785666.113778 nChanged 392 SP:Iteration 27Q (12995.040000 sec): 3 clusters Score: Raw -17786978.757837 + Penalty 1141.697624 = -17785837.060213 nChanged 291 SP:Iteration 28Q (12995.920000 sec): 3 clusters Score: Raw -17787083.065697 + Penalty 1141.697624 = -17785941.368073 nChanged 200 SP:Iteration 29Q (12996.760000 sec): 3 clusters Score: Raw -17787144.422595 + Penalty 1141.697624 = -17786002.724970 nChanged 173 SP:Iteration 30Q (12997.690000 sec): 3 clusters Score: Raw -17787186.060239 + Penalty 1141.697624 = -17786044.362615 nChanged 153 SP:Iteration 31Q (12998.680000 sec): 3 clusters Score: Raw -17787215.172770 + Penalty 1141.697624 = -17786073.475146 nChanged 120 SP:Iteration 32Q (12999.660000 sec): 3 clusters Score: Raw -17787234.973756 + Penalty 1141.697624 = -17786093.276132 nChanged 94 SP:Iteration 33Q (13000.600000 sec): 3 clusters Score: Raw -17787249.599931 + Penalty 1141.697624 = -17786107.902306 nChanged 66 SP:Iteration 34Q (13001.540000 sec): 3 clusters Score: Raw -17787257.078308 + Penalty 1141.697624 = -17786115.380684 nChanged 46 SP:Iteration 35Q (13002.600000 sec): 3 clusters Score: Raw -17787261.688864 + Penalty 1141.697624 = -17786119.991240 nChanged 34 SP:Iteration 36Q (13003.570000 sec): 3 clusters Score: Raw -17787264.761453 + Penalty 1141.697624 = -17786123.063828 nChanged 25 SP:Iteration 37Q (13004.710000 sec): 3 clusters Score: Raw -17787267.532863 + Penalty 1141.697624 = -17786125.835239 nChanged 21 SP:Iteration 38Q (13005.730000 sec): 3 clusters Score: Raw -17787269.048346 + Penalty 1141.697624 = -17786127.350722 nChanged 20 SP:Iteration 39Q (13006.840000 sec): 3 clusters Score: Raw -17787270.345013 + Penalty 1141.697624 = -17786128.647389 nChanged 18 SP:Iteration 40F (13007.930000 sec): 3 clusters Score: Raw -17787272.286410 + Penalty 1141.697624 = -17786130.588785 nChanged 25 SP:Iteration 41Q (13008.870000 sec): 3 clusters Score: Raw -17787275.623656 + Penalty 1141.697624 = -17786133.926032 nChanged 27 SP:Iteration 42Q (13009.740000 sec): 3 clusters Score: Raw -17787279.785867 + Penalty 1141.697624 = -17786138.088243 nChanged 32 SP:Iteration 43Q (13010.860000 sec): 3 clusters Score: Raw -17787285.074154 + Penalty 1141.697624 = -17786143.376529 nChanged 20 SP:Iteration 44Q (13011.870000 sec): 3 clusters Score: Raw -17787287.275535 + Penalty 1141.697624 = -17786145.577910 nChanged 16 SP:Iteration 45Q (13012.980000 sec): 3 clusters Score: Raw -17787288.472128 + Penalty 1141.697624 = -17786146.774504 nChanged 22 SP:Iteration 46Q (13014.050000 sec): 3 clusters Score: Raw -17787289.782621 + Penalty 1141.697624 = -17786148.084997 nChanged 14 SP:Iteration 47Q (13015.030000 sec): 3 clusters Score: Raw -17787290.809884 + Penalty 1141.697624 = -17786149.112260 nChanged 15 SP:Iteration 48Q (13016.090000 sec): 3 clusters Score: Raw -17787291.647962 + Penalty 1141.697624 = -17786149.950337 nChanged 9 SP:Iteration 49Q (13017.060000 sec): 3 clusters Score: Raw -17787292.053118 + Penalty 1141.697624 = -17786150.355494 nChanged 5 SP:Iteration 50Q (13017.930000 sec): 3 clusters Score: Raw -17787292.242053 + Penalty 1141.697624 = -17786150.544428 nChanged 5 SP:Iteration 51Q (13018.820000 sec): 3 clusters Score: Raw -17787292.443719 + Penalty 1141.697624 = -17786150.746095 nChanged 4 SP:Iteration 52Q (13019.780000 sec): 3 clusters Score: Raw -17787292.557403 + Penalty 1141.697624 = -17786150.859778 nChanged 1 SP:Iteration 53Q (13020.660000 sec): 3 clusters Score: Raw -17787292.575679 + Penalty 1141.697624 = -17786150.878055 nChanged 0 SP:Iteration 54F (13021.590000 sec): 3 clusters Score: Raw -17787292.575679 + Penalty 1141.697624 = -17786150.878055 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13021.810000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13022.030000 sec): 3 clusters Score: Raw -7195.238315 + Penalty 427.743713 = -6767.494602 nChanged 24 SP:Iteration 1F (13022.230000 sec): 3 clusters Score: Raw -7253.416953 + Penalty 427.743713 = -6825.673240 nChanged 4 SP:Iteration 2Q (13022.470000 sec): 3 clusters Score: Raw -7257.883406 + Penalty 427.743713 = -6830.139692 nChanged 0 SP:Iteration 3F (13022.650000 sec): 3 clusters Score: Raw -7257.883406 + Penalty 427.743713 = -6830.139692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13022.760000 sec): 2 clusters Score: Raw -4059.385197 + Penalty 199.947437 = -3859.437760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13022.920000 sec): 3 clusters Score: Raw -4103.985450 + Penalty 399.894873 = -3704.090577 nChanged 24 SP:Iteration 1F (13023.110000 sec): 3 clusters Score: Raw -4158.241869 + Penalty 399.894873 = -3758.346996 nChanged 4 SP:Iteration 2Q (13023.290000 sec): 3 clusters Score: Raw -4161.156880 + Penalty 399.894873 = -3761.262007 nChanged 1 SP:Iteration 3Q (13023.460000 sec): 3 clusters Score: Raw -4163.754302 + Penalty 399.894873 = -3763.859428 nChanged 2 SP:Iteration 4Q (13023.660000 sec): 3 clusters Score: Raw -4168.461670 + Penalty 399.894873 = -3768.566797 nChanged 2 SP:Iteration 5Q (13023.900000 sec): 3 clusters Score: Raw -4173.206004 + Penalty 399.894873 = -3773.311131 nChanged 1 SP:Iteration 6Q (13024.130000 sec): 3 clusters Score: Raw -4177.098122 + Penalty 399.894873 = -3777.203248 nChanged 0 SP:Iteration 7F (13024.390000 sec): 3 clusters Score: Raw -4177.098122 + Penalty 399.894873 = -3777.203248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13024.500000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13024.660000 sec): 3 clusters Score: Raw -4161.138368 + Penalty 382.627028 = -3778.511340 nChanged 8 SP:Iteration 1F (13024.850000 sec): 3 clusters Score: Raw -4179.181376 + Penalty 382.627028 = -3796.554348 nChanged 3 SP:Iteration 2Q (13025.020000 sec): 3 clusters Score: Raw -4193.028136 + Penalty 382.627028 = -3810.401107 nChanged 1 SP:Iteration 3Q (13025.160000 sec): 3 clusters Score: Raw -4195.224298 + Penalty 382.627028 = -3812.597269 nChanged 0 SP:Iteration 4F (13025.340000 sec): 3 clusters Score: Raw -4195.224298 + Penalty 382.627028 = -3812.597269 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13025.430000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13025.600000 sec): 3 clusters Score: Raw -13605.634149 + Penalty 497.208694 = -13108.425454 nChanged 60 SP:Iteration 1F (13025.780000 sec): 3 clusters Score: Raw -13665.734982 + Penalty 497.208694 = -13168.526287 nChanged 23 SP:Iteration 2F (13025.970000 sec): 3 clusters Score: Raw -13689.067273 + Penalty 497.208694 = -13191.858579 nChanged 7 SP:Iteration 3Q (13026.160000 sec): 3 clusters Score: Raw -13699.770917 + Penalty 497.208694 = -13202.562223 nChanged 11 SP:Iteration 4Q (13026.320000 sec): 3 clusters Score: Raw -13715.725958 + Penalty 497.208694 = -13218.517263 nChanged 11 SP:Iteration 5Q (13026.530000 sec): 3 clusters Score: Raw -13745.638381 + Penalty 497.208694 = -13248.429687 nChanged 5 SP:Iteration 6Q (13026.720000 sec): 3 clusters Score: Raw -13754.752757 + Penalty 497.208694 = -13257.544063 nChanged 4 SP:Iteration 7Q (13026.960000 sec): 3 clusters Score: Raw -13762.044473 + Penalty 497.208694 = -13264.835779 nChanged 4 SP:Iteration 8Q (13027.150000 sec): 3 clusters Score: Raw -13766.814574 + Penalty 497.208694 = -13269.605880 nChanged 3 SP:Iteration 9Q (13027.360000 sec): 3 clusters Score: Raw -13769.742043 + Penalty 497.208694 = -13272.533349 nChanged 2 SP:Iteration 10Q (13027.580000 sec): 3 clusters Score: Raw -13772.979220 + Penalty 497.208694 = -13275.770526 nChanged 0 SP:Iteration 11F (13027.790000 sec): 3 clusters Score: Raw -13772.979220 + Penalty 497.208694 = -13275.770526 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (33024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13028.030000 sec): 2 clusters Score: Raw -2171703.429433 + Penalty 473.427038 = -2171230.002395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13028.320000 sec): 3 clusters Score: Raw -2150126.322322 + Penalty 946.854076 = -2149179.468246 nChanged 15811 SP:Iteration 1F (13028.600000 sec): 3 clusters Score: Raw -2160261.731124 + Penalty 946.854076 = -2159314.877048 nChanged 1865 SP:Iteration 2F (13028.870000 sec): 3 clusters Score: Raw -2161085.559675 + Penalty 946.854076 = -2160138.705598 nChanged 1997 SP:Iteration 3F (13029.170000 sec): 3 clusters Score: Raw -2162101.203231 + Penalty 946.854076 = -2161154.349154 nChanged 2073 SP:Iteration 4F (13029.530000 sec): 3 clusters Score: Raw -2163267.943108 + Penalty 946.854076 = -2162321.089032 nChanged 1957 SP:Iteration 5F (13029.830000 sec): 3 clusters Score: Raw -2164421.008657 + Penalty 946.854076 = -2163474.154581 nChanged 1865 SP:Iteration 6F (13030.210000 sec): 3 clusters Score: Raw -2165537.074035 + Penalty 946.854076 = -2164590.219959 nChanged 1826 SP:Iteration 7F (13030.520000 sec): 3 clusters Score: Raw -2166781.216334 + Penalty 946.854076 = -2165834.362258 nChanged 1777 SP:Iteration 8F (13030.820000 sec): 3 clusters Score: Raw -2168040.342133 + Penalty 946.854076 = -2167093.488057 nChanged 1528 SP:Iteration 9Q (13031.150000 sec): 3 clusters Score: Raw -2169158.108443 + Penalty 946.854076 = -2168211.254367 nChanged 1224 SP:Iteration 10Q (13031.440000 sec): 3 clusters Score: Raw -2170082.411705 + Penalty 946.854076 = -2169135.557629 nChanged 935 SP:Iteration 11Q (13031.740000 sec): 3 clusters Score: Raw -2170781.160544 + Penalty 946.854076 = -2169834.306468 nChanged 601 SP:Iteration 12Q (13032.040000 sec): 3 clusters Score: Raw -2171215.016525 + Penalty 946.854076 = -2170268.162449 nChanged 372 SP:Iteration 13Q (13032.260000 sec): 3 clusters Score: Raw -2171473.442978 + Penalty 946.854076 = -2170526.588902 nChanged 182 SP:Iteration 14Q (13032.530000 sec): 3 clusters Score: Raw -2171605.484462 + Penalty 946.854076 = -2170658.630386 nChanged 90 SP:Iteration 15Q (13032.820000 sec): 3 clusters Score: Raw -2171670.918519 + Penalty 946.854076 = -2170724.064443 nChanged 59 SP:Iteration 16Q (13033.070000 sec): 3 clusters Score: Raw -2171708.401236 + Penalty 946.854076 = -2170761.547160 nChanged 33 SP:Iteration 17Q (13033.380000 sec): 3 clusters Score: Raw -2171735.413031 + Penalty 946.854076 = -2170788.558955 nChanged 18 SP:Iteration 18Q (13033.680000 sec): 3 clusters Score: Raw -2171753.179391 + Penalty 946.854076 = -2170806.325315 nChanged 19 SP:Iteration 19Q (13034.010000 sec): 3 clusters Score: Raw -2171767.948852 + Penalty 946.854076 = -2170821.094776 nChanged 7 SP:Iteration 20F (13034.270000 sec): 3 clusters Score: Raw -2171772.854105 + Penalty 946.854076 = -2170826.000028 nChanged 7 SP:Iteration 21Q (13034.570000 sec): 3 clusters Score: Raw -2171777.854848 + Penalty 946.854076 = -2170831.000771 nChanged 4 SP:Iteration 22Q (13034.830000 sec): 3 clusters Score: Raw -2171779.279891 + Penalty 946.854076 = -2170832.425815 nChanged 2 SP:Iteration 23Q (13035.150000 sec): 3 clusters Score: Raw -2171779.806767 + Penalty 946.854076 = -2170832.952691 nChanged 1 SP:Iteration 24Q (13035.390000 sec): 3 clusters Score: Raw -2171779.984843 + Penalty 946.854076 = -2170833.130766 nChanged 1 SP:Iteration 25Q (13035.620000 sec): 3 clusters Score: Raw -2171780.105447 + Penalty 946.854076 = -2170833.251371 nChanged 0 SP:Iteration 26F (13035.960000 sec): 3 clusters Score: Raw -2171780.105447 + Penalty 946.854076 = -2170833.251371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13036.060000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13036.290000 sec): 3 clusters Score: Raw -7996.753087 + Penalty 444.334975 = -7552.418112 nChanged 30 SP:Iteration 1F (13036.450000 sec): 3 clusters Score: Raw -8034.115116 + Penalty 444.334975 = -7589.780141 nChanged 3 SP:Iteration 2Q (13036.680000 sec): 3 clusters Score: Raw -8038.078752 + Penalty 444.334975 = -7593.743777 nChanged 1 SP:Iteration 3Q (13036.880000 sec): 3 clusters Score: Raw -8038.969040 + Penalty 444.334975 = -7594.634065 nChanged 0 SP:Iteration 4F (13037.020000 sec): 3 clusters Score: Raw -8038.969040 + Penalty 444.334975 = -7594.634065 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13037.130000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13037.290000 sec): 3 clusters Score: Raw -6776.570339 + Penalty 437.908776 = -6338.661563 nChanged 27 SP:Iteration 1F (13037.480000 sec): 3 clusters Score: Raw -6813.507555 + Penalty 437.908776 = -6375.598779 nChanged 7 SP:Iteration 2F (13037.610000 sec): 3 clusters Score: Raw -6826.005402 + Penalty 437.908776 = -6388.096625 nChanged 2 SP:Iteration 3Q (13037.830000 sec): 3 clusters Score: Raw -6829.399210 + Penalty 437.908776 = -6391.490433 nChanged 1 SP:Iteration 4Q (13038.020000 sec): 3 clusters Score: Raw -6830.543109 + Penalty 437.908776 = -6392.634333 nChanged 0 SP:Iteration 5F (13038.170000 sec): 3 clusters Score: Raw -6830.543109 + Penalty 437.908776 = -6392.634333 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13038.290000 sec): 2 clusters Score: Raw -345541.888414 + Penalty 393.462135 = -345148.426279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13038.520000 sec): 3 clusters Score: Raw -342082.233417 + Penalty 786.924270 = -341295.309146 nChanged 2571 SP:Iteration 1F (13038.750000 sec): 3 clusters Score: Raw -343463.164940 + Penalty 786.924270 = -342676.240670 nChanged 292 SP:Iteration 2F (13038.920000 sec): 3 clusters Score: Raw -343601.992172 + Penalty 786.924270 = -342815.067902 nChanged 330 SP:Iteration 3F (13039.150000 sec): 3 clusters Score: Raw -343808.882701 + Penalty 786.924270 = -343021.958431 nChanged 361 SP:Iteration 4F (13039.350000 sec): 3 clusters Score: Raw -344054.317398 + Penalty 786.924270 = -343267.393127 nChanged 333 SP:Iteration 5F (13039.610000 sec): 3 clusters Score: Raw -344301.105830 + Penalty 786.924270 = -343514.181560 nChanged 338 SP:Iteration 6F (13039.770000 sec): 3 clusters Score: Raw -344534.313034 + Penalty 786.924270 = -343747.388763 nChanged 325 SP:Iteration 7F (13040.020000 sec): 3 clusters Score: Raw -344741.163999 + Penalty 786.924270 = -343954.239729 nChanged 268 SP:Iteration 8Q (13040.210000 sec): 3 clusters Score: Raw -344898.050289 + Penalty 786.924270 = -344111.126018 nChanged 215 SP:Iteration 9Q (13040.400000 sec): 3 clusters Score: Raw -345001.622979 + Penalty 786.924270 = -344214.698709 nChanged 160 SP:Iteration 10Q (13040.600000 sec): 3 clusters Score: Raw -345061.572475 + Penalty 786.924270 = -344274.648204 nChanged 125 SP:Iteration 11Q (13040.770000 sec): 3 clusters Score: Raw -345108.562352 + Penalty 786.924270 = -344321.638082 nChanged 97 SP:Iteration 12Q (13040.970000 sec): 3 clusters Score: Raw -345133.426391 + Penalty 786.924270 = -344346.502121 nChanged 75 SP:Iteration 13Q (13041.190000 sec): 3 clusters Score: Raw -345152.206222 + Penalty 786.924270 = -344365.281952 nChanged 59 SP:Iteration 14Q (13041.380000 sec): 3 clusters Score: Raw -345162.397029 + Penalty 786.924270 = -344375.472759 nChanged 52 SP:Iteration 15Q (13041.590000 sec): 3 clusters Score: Raw -345171.329844 + Penalty 786.924270 = -344384.405574 nChanged 44 SP:Iteration 16Q (13041.810000 sec): 3 clusters Score: Raw -345177.778991 + Penalty 786.924270 = -344390.854720 nChanged 34 SP:Iteration 17Q (13042.000000 sec): 3 clusters Score: Raw -345182.482370 + Penalty 786.924270 = -344395.558100 nChanged 34 SP:Iteration 18Q (13042.230000 sec): 3 clusters Score: Raw -345188.037245 + Penalty 786.924270 = -344401.112975 nChanged 32 SP:Iteration 19Q (13042.470000 sec): 3 clusters Score: Raw -345193.322131 + Penalty 786.924270 = -344406.397861 nChanged 31 SP:Iteration 20F (13042.660000 sec): 3 clusters Score: Raw -345197.390065 + Penalty 786.924270 = -344410.465794 nChanged 22 SP:Iteration 21Q (13042.920000 sec): 3 clusters Score: Raw -345199.847383 + Penalty 786.924270 = -344412.923113 nChanged 28 SP:Iteration 22Q (13043.200000 sec): 3 clusters Score: Raw -345203.626323 + Penalty 786.924270 = -344416.702052 nChanged 27 SP:Iteration 23Q (13043.380000 sec): 3 clusters Score: Raw -345207.479183 + Penalty 786.924270 = -344420.554912 nChanged 21 SP:Iteration 24Q (13043.600000 sec): 3 clusters Score: Raw -345209.423388 + Penalty 786.924270 = -344422.499118 nChanged 20 SP:Iteration 25Q (13043.770000 sec): 3 clusters Score: Raw -345211.739151 + Penalty 786.924270 = -344424.814881 nChanged 25 SP:Iteration 26Q (13044.040000 sec): 3 clusters Score: Raw -345216.293290 + Penalty 786.924270 = -344429.369020 nChanged 33 SP:Iteration 27Q (13044.200000 sec): 3 clusters Score: Raw -345222.388387 + Penalty 786.924270 = -344435.464117 nChanged 43 SP:Iteration 28Q (13044.410000 sec): 3 clusters Score: Raw -345232.817409 + Penalty 786.924270 = -344445.893139 nChanged 52 SP:Iteration 29Q (13044.650000 sec): 3 clusters Score: Raw -345245.517208 + Penalty 786.924270 = -344458.592938 nChanged 50 SP:Iteration 30Q (13044.840000 sec): 3 clusters Score: Raw -345259.018291 + Penalty 786.924270 = -344472.094021 nChanged 47 SP:Iteration 31Q (13044.990000 sec): 3 clusters Score: Raw -345273.364286 + Penalty 786.924270 = -344486.440016 nChanged 47 SP:Iteration 32Q (13045.210000 sec): 3 clusters Score: Raw -345285.692265 + Penalty 786.924270 = -344498.767994 nChanged 50 SP:Iteration 33Q (13045.420000 sec): 3 clusters Score: Raw -345299.301799 + Penalty 786.924270 = -344512.377528 nChanged 59 SP:Iteration 34Q (13045.640000 sec): 3 clusters Score: Raw -345313.601397 + Penalty 786.924270 = -344526.677127 nChanged 53 SP:Iteration 35Q (13045.860000 sec): 3 clusters Score: Raw -345326.847386 + Penalty 786.924270 = -344539.923115 nChanged 57 SP:Iteration 36Q (13046.020000 sec): 3 clusters Score: Raw -345339.498602 + Penalty 786.924270 = -344552.574332 nChanged 52 SP:Iteration 37Q (13046.180000 sec): 3 clusters Score: Raw -345350.892507 + Penalty 786.924270 = -344563.968237 nChanged 44 SP:Iteration 38Q (13046.330000 sec): 3 clusters Score: Raw -345359.329198 + Penalty 786.924270 = -344572.404928 nChanged 39 SP:Iteration 39Q (13046.510000 sec): 3 clusters Score: Raw -345365.888516 + Penalty 786.924270 = -344578.964246 nChanged 30 SP:Iteration 40F (13046.680000 sec): 3 clusters Score: Raw -345370.062886 + Penalty 786.924270 = -344583.138615 nChanged 28 SP:Iteration 41Q (13046.880000 sec): 3 clusters Score: Raw -345373.843416 + Penalty 786.924270 = -344586.919146 nChanged 25 SP:Iteration 42Q (13047.040000 sec): 3 clusters Score: Raw -345377.828207 + Penalty 786.924270 = -344590.903937 nChanged 26 SP:Iteration 43Q (13047.210000 sec): 3 clusters Score: Raw -345382.093716 + Penalty 786.924270 = -344595.169446 nChanged 28 SP:Iteration 44Q (13047.380000 sec): 3 clusters Score: Raw -345386.246638 + Penalty 786.924270 = -344599.322368 nChanged 29 SP:Iteration 45Q (13047.580000 sec): 3 clusters Score: Raw -345390.595801 + Penalty 786.924270 = -344603.671531 nChanged 34 SP:Iteration 46Q (13047.720000 sec): 3 clusters Score: Raw -345396.648318 + Penalty 786.924270 = -344609.724048 nChanged 35 SP:Iteration 47Q (13047.890000 sec): 3 clusters Score: Raw -345403.825222 + Penalty 786.924270 = -344616.900952 nChanged 34 SP:Iteration 48Q (13048.040000 sec): 3 clusters Score: Raw -345411.319282 + Penalty 786.924270 = -344624.395012 nChanged 39 SP:Iteration 49Q (13048.210000 sec): 3 clusters Score: Raw -345421.358077 + Penalty 786.924270 = -344634.433807 nChanged 46 SP:Iteration 50Q (13048.350000 sec): 3 clusters Score: Raw -345433.646695 + Penalty 786.924270 = -344646.722425 nChanged 44 SP:Iteration 51Q (13048.570000 sec): 3 clusters Score: Raw -345443.085757 + Penalty 786.924270 = -344656.161487 nChanged 35 SP:Iteration 52Q (13048.700000 sec): 3 clusters Score: Raw -345448.708611 + Penalty 786.924270 = -344661.784341 nChanged 31 SP:Iteration 53Q (13048.900000 sec): 3 clusters Score: Raw -345456.113404 + Penalty 786.924270 = -344669.189134 nChanged 36 SP:Iteration 54Q (13049.110000 sec): 3 clusters Score: Raw -345466.162799 + Penalty 786.924270 = -344679.238528 nChanged 38 SP:Iteration 55Q (13049.330000 sec): 3 clusters Score: Raw -345474.771124 + Penalty 786.924270 = -344687.846853 nChanged 43 SP:Iteration 56Q (13049.530000 sec): 3 clusters Score: Raw -345484.886902 + Penalty 786.924270 = -344697.962632 nChanged 47 SP:Iteration 57Q (13049.720000 sec): 3 clusters Score: Raw -345496.616196 + Penalty 786.924270 = -344709.691926 nChanged 42 SP:Iteration 58Q (13049.910000 sec): 3 clusters Score: Raw -345505.977593 + Penalty 786.924270 = -344719.053323 nChanged 42 SP:Iteration 59Q (13050.100000 sec): 3 clusters Score: Raw -345517.786350 + Penalty 786.924270 = -344730.862080 nChanged 50 SP:Iteration 60F (13050.280000 sec): 3 clusters Score: Raw -345531.611523 + Penalty 786.924270 = -344744.687253 nChanged 48 SP:Iteration 61Q (13050.490000 sec): 3 clusters Score: Raw -345543.914431 + Penalty 786.924270 = -344756.990161 nChanged 43 SP:Iteration 62Q (13050.700000 sec): 3 clusters Score: Raw -345555.248257 + Penalty 786.924270 = -344768.323987 nChanged 45 SP:Iteration 63Q (13050.890000 sec): 3 clusters Score: Raw -345566.791875 + Penalty 786.924270 = -344779.867604 nChanged 44 SP:Iteration 64Q (13051.060000 sec): 3 clusters Score: Raw -345581.291024 + Penalty 786.924270 = -344794.366754 nChanged 48 SP:Iteration 65Q (13051.270000 sec): 3 clusters Score: Raw -345593.590836 + Penalty 786.924270 = -344806.666566 nChanged 42 SP:Iteration 66Q (13051.440000 sec): 3 clusters Score: Raw -345602.496787 + Penalty 786.924270 = -344815.572517 nChanged 36 SP:Iteration 67Q (13051.620000 sec): 3 clusters Score: Raw -345609.374074 + Penalty 786.924270 = -344822.449804 nChanged 34 SP:Iteration 68Q (13051.760000 sec): 3 clusters Score: Raw -345617.669145 + Penalty 786.924270 = -344830.744875 nChanged 39 SP:Iteration 69Q (13051.900000 sec): 3 clusters Score: Raw -345626.267319 + Penalty 786.924270 = -344839.343049 nChanged 33 SP:Iteration 70Q (13052.100000 sec): 3 clusters Score: Raw -345635.395412 + Penalty 786.924270 = -344848.471142 nChanged 35 SP:Iteration 71Q (13052.280000 sec): 3 clusters Score: Raw -345643.732376 + Penalty 786.924270 = -344856.808106 nChanged 21 SP:Iteration 72Q (13052.460000 sec): 3 clusters Score: Raw -345648.118963 + Penalty 786.924270 = -344861.194693 nChanged 17 SP:Iteration 73Q (13052.640000 sec): 3 clusters Score: Raw -345651.236827 + Penalty 786.924270 = -344864.312557 nChanged 10 SP:Iteration 74Q (13052.840000 sec): 3 clusters Score: Raw -345652.692525 + Penalty 786.924270 = -344865.768255 nChanged 9 SP:Iteration 75Q (13052.990000 sec): 3 clusters Score: Raw -345654.106274 + Penalty 786.924270 = -344867.182004 nChanged 13 SP:Iteration 76Q (13053.180000 sec): 3 clusters Score: Raw -345657.556329 + Penalty 786.924270 = -344870.632059 nChanged 11 SP:Iteration 77Q (13053.370000 sec): 3 clusters Score: Raw -345659.738990 + Penalty 786.924270 = -344872.814720 nChanged 11 SP:Iteration 78Q (13053.580000 sec): 3 clusters Score: Raw -345661.040147 + Penalty 786.924270 = -344874.115876 nChanged 2 SP:Iteration 79Q (13053.730000 sec): 3 clusters Score: Raw -345661.229251 + Penalty 786.924270 = -344874.304981 nChanged 2 SP:Iteration 80F (13053.950000 sec): 3 clusters Score: Raw -345661.333048 + Penalty 786.924270 = -344874.408777 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13054.060000 sec): 2 clusters Score: Raw -35021.676437 + Penalty 291.437895 = -34730.238542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13054.200000 sec): 3 clusters Score: Raw -34765.398030 + Penalty 582.875790 = -34182.522241 nChanged 239 SP:Iteration 1F (13054.460000 sec): 3 clusters Score: Raw -35013.026815 + Penalty 582.875790 = -34430.151026 nChanged 76 SP:Iteration 2F (13054.670000 sec): 3 clusters Score: Raw -35117.939880 + Penalty 582.875790 = -34535.064090 nChanged 35 SP:Iteration 3F (13054.830000 sec): 3 clusters Score: Raw -35167.323961 + Penalty 582.875790 = -34584.448172 nChanged 18 SP:Iteration 4Q (13055.010000 sec): 3 clusters Score: Raw -35179.176717 + Penalty 582.875790 = -34596.300927 nChanged 5 SP:Iteration 5Q (13055.210000 sec): 3 clusters Score: Raw -35182.470678 + Penalty 582.875790 = -34599.594888 nChanged 5 SP:Iteration 6Q (13055.400000 sec): 3 clusters Score: Raw -35186.903943 + Penalty 582.875790 = -34604.028154 nChanged 4 SP:Iteration 7Q (13055.600000 sec): 3 clusters Score: Raw -35190.726566 + Penalty 582.875790 = -34607.850776 nChanged 5 SP:Iteration 8Q (13055.780000 sec): 3 clusters Score: Raw -35193.198644 + Penalty 582.875790 = -34610.322854 nChanged 2 SP:Iteration 9Q (13055.990000 sec): 3 clusters Score: Raw -35194.614916 + Penalty 582.875790 = -34611.739126 nChanged 3 SP:Iteration 10Q (13056.130000 sec): 3 clusters Score: Raw -35195.462828 + Penalty 582.875790 = -34612.587039 nChanged 0 SP:Iteration 11F (13056.320000 sec): 3 clusters Score: Raw -35195.462828 + Penalty 582.875790 = -34612.587039 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13056.440000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13056.620000 sec): 3 clusters Score: Raw -17208.123983 + Penalty 518.129625 = -16689.994358 nChanged 91 SP:Iteration 1F (13056.790000 sec): 3 clusters Score: Raw -17282.891644 + Penalty 518.129625 = -16764.762019 nChanged 24 SP:Iteration 2F (13056.950000 sec): 3 clusters Score: Raw -17305.008745 + Penalty 518.129625 = -16786.879121 nChanged 14 SP:Iteration 3Q (13057.140000 sec): 3 clusters Score: Raw -17323.693288 + Penalty 518.129625 = -16805.563663 nChanged 11 SP:Iteration 4Q (13057.340000 sec): 3 clusters Score: Raw -17333.758070 + Penalty 518.129625 = -16815.628446 nChanged 6 SP:Iteration 5Q (13057.510000 sec): 3 clusters Score: Raw -17338.379678 + Penalty 518.129625 = -16820.250053 nChanged 3 SP:Iteration 6Q (13057.720000 sec): 3 clusters Score: Raw -17340.684445 + Penalty 518.129625 = -16822.554820 nChanged 2 SP:Iteration 7Q (13057.930000 sec): 3 clusters Score: Raw -17344.495504 + Penalty 518.129625 = -16826.365879 nChanged 4 SP:Iteration 8Q (13058.140000 sec): 3 clusters Score: Raw -17351.481970 + Penalty 518.129625 = -16833.352345 nChanged 4 SP:Iteration 9Q (13058.320000 sec): 3 clusters Score: Raw -17353.864060 + Penalty 518.129625 = -16835.734435 nChanged 5 SP:Iteration 10Q (13058.530000 sec): 3 clusters Score: Raw -17357.687763 + Penalty 518.129625 = -16839.558138 nChanged 3 SP:Iteration 11Q (13058.730000 sec): 3 clusters Score: Raw -17362.252850 + Penalty 518.129625 = -16844.123226 nChanged 4 SP:Iteration 12Q (13058.880000 sec): 3 clusters Score: Raw -17366.099759 + Penalty 518.129625 = -16847.970135 nChanged 1 SP:Iteration 13Q (13058.980000 sec): 3 clusters Score: Raw -17368.241365 + Penalty 518.129625 = -16850.111740 nChanged 3 SP:Iteration 14Q (13059.140000 sec): 3 clusters Score: Raw -17371.487480 + Penalty 518.129625 = -16853.357855 nChanged 1 SP:Iteration 15Q (13059.310000 sec): 3 clusters Score: Raw -17371.935407 + Penalty 518.129625 = -16853.805782 nChanged 0 SP:Iteration 16F (13059.440000 sec): 3 clusters Score: Raw -17371.935407 + Penalty 518.129625 = -16853.805782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13059.590000 sec): 2 clusters Score: Raw -263268.247141 + Penalty 379.054294 = -262889.192847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13059.770000 sec): 3 clusters Score: Raw -260840.788826 + Penalty 758.108589 = -260082.680237 nChanged 1846 SP:Iteration 1F (13059.950000 sec): 3 clusters Score: Raw -262160.299124 + Penalty 758.108589 = -261402.190535 nChanged 388 SP:Iteration 2F (13060.110000 sec): 3 clusters Score: Raw -262527.454580 + Penalty 758.108589 = -261769.345991 nChanged 379 SP:Iteration 3F (13060.350000 sec): 3 clusters Score: Raw -262899.234561 + Penalty 758.108589 = -262141.125973 nChanged 321 SP:Iteration 4F (13060.560000 sec): 3 clusters Score: Raw -263242.912496 + Penalty 758.108589 = -262484.803907 nChanged 209 SP:Iteration 5F (13060.770000 sec): 3 clusters Score: Raw -263403.052443 + Penalty 758.108589 = -262644.943855 nChanged 104 SP:Iteration 6Q (13060.890000 sec): 3 clusters Score: Raw -263471.533665 + Penalty 758.108589 = -262713.425076 nChanged 64 SP:Iteration 7Q (13061.110000 sec): 3 clusters Score: Raw -263518.040263 + Penalty 758.108589 = -262759.931674 nChanged 59 SP:Iteration 8Q (13061.280000 sec): 3 clusters Score: Raw -263552.181228 + Penalty 758.108589 = -262794.072639 nChanged 54 SP:Iteration 9Q (13061.440000 sec): 3 clusters Score: Raw -263576.860572 + Penalty 758.108589 = -262818.751983 nChanged 36 SP:Iteration 10Q (13061.670000 sec): 3 clusters Score: Raw -263591.259461 + Penalty 758.108589 = -262833.150872 nChanged 33 SP:Iteration 11Q (13061.840000 sec): 3 clusters Score: Raw -263599.645813 + Penalty 758.108589 = -262841.537224 nChanged 23 SP:Iteration 12Q (13061.980000 sec): 3 clusters Score: Raw -263604.537622 + Penalty 758.108589 = -262846.429033 nChanged 17 SP:Iteration 13Q (13062.260000 sec): 3 clusters Score: Raw -263607.836383 + Penalty 758.108589 = -262849.727795 nChanged 9 SP:Iteration 14Q (13062.440000 sec): 3 clusters Score: Raw -263609.202528 + Penalty 758.108589 = -262851.093939 nChanged 6 SP:Iteration 15Q (13062.650000 sec): 3 clusters Score: Raw -263609.965945 + Penalty 758.108589 = -262851.857356 nChanged 3 SP:Iteration 16Q (13062.840000 sec): 3 clusters Score: Raw -263610.178859 + Penalty 758.108589 = -262852.070270 nChanged 3 SP:Iteration 17Q (13063.040000 sec): 3 clusters Score: Raw -263610.531416 + Penalty 758.108589 = -262852.422827 nChanged 4 SP:Iteration 18Q (13063.230000 sec): 3 clusters Score: Raw -263610.823792 + Penalty 758.108589 = -262852.715204 nChanged 2 SP:Iteration 19Q (13063.360000 sec): 3 clusters Score: Raw -263610.967769 + Penalty 758.108589 = -262852.859181 nChanged 3 SP:Iteration 20F (13063.540000 sec): 3 clusters Score: Raw -263611.195177 + Penalty 758.108589 = -262853.086588 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13063.650000 sec): 2 clusters Score: Raw -37443.052241 + Penalty 296.216754 = -37146.835486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13063.810000 sec): 3 clusters Score: Raw -37145.301373 + Penalty 592.433509 = -36552.867864 nChanged 243 SP:Iteration 1F (13064.020000 sec): 3 clusters Score: Raw -37317.819112 + Penalty 592.433509 = -36725.385603 nChanged 52 SP:Iteration 2F (13064.200000 sec): 3 clusters Score: Raw -37349.143175 + Penalty 592.433509 = -36756.709666 nChanged 34 SP:Iteration 3F (13064.400000 sec): 3 clusters Score: Raw -37369.010271 + Penalty 592.433509 = -36776.576762 nChanged 25 SP:Iteration 4Q (13064.620000 sec): 3 clusters Score: Raw -37384.328661 + Penalty 592.433509 = -36791.895152 nChanged 16 SP:Iteration 5Q (13064.810000 sec): 3 clusters Score: Raw -37393.286388 + Penalty 592.433509 = -36800.852879 nChanged 13 SP:Iteration 6Q (13064.960000 sec): 3 clusters Score: Raw -37398.333156 + Penalty 592.433509 = -36805.899647 nChanged 7 SP:Iteration 7Q (13065.180000 sec): 3 clusters Score: Raw -37401.020107 + Penalty 592.433509 = -36808.586598 nChanged 6 SP:Iteration 8Q (13065.370000 sec): 3 clusters Score: Raw -37403.440936 + Penalty 592.433509 = -36811.007427 nChanged 4 SP:Iteration 9Q (13065.580000 sec): 3 clusters Score: Raw -37405.103156 + Penalty 592.433509 = -36812.669647 nChanged 5 SP:Iteration 10Q (13065.780000 sec): 3 clusters Score: Raw -37408.364803 + Penalty 592.433509 = -36815.931294 nChanged 7 SP:Iteration 11Q (13065.910000 sec): 3 clusters Score: Raw -37411.574055 + Penalty 592.433509 = -36819.140546 nChanged 7 SP:Iteration 12Q (13066.140000 sec): 3 clusters Score: Raw -37414.704547 + Penalty 592.433509 = -36822.271038 nChanged 8 SP:Iteration 13Q (13066.290000 sec): 3 clusters Score: Raw -37419.671397 + Penalty 592.433509 = -36827.237888 nChanged 12 SP:Iteration 14Q (13066.510000 sec): 3 clusters Score: Raw -37426.815762 + Penalty 592.433509 = -36834.382253 nChanged 12 SP:Iteration 15Q (13066.700000 sec): 3 clusters Score: Raw -37436.164127 + Penalty 592.433509 = -36843.730618 nChanged 11 SP:Iteration 16Q (13066.850000 sec): 3 clusters Score: Raw -37443.016948 + Penalty 592.433509 = -36850.583439 nChanged 12 SP:Iteration 17Q (13067.020000 sec): 3 clusters Score: Raw -37449.602008 + Penalty 592.433509 = -36857.168499 nChanged 10 SP:Iteration 18Q (13067.150000 sec): 3 clusters Score: Raw -37456.225937 + Penalty 592.433509 = -36863.792429 nChanged 7 SP:Iteration 19Q (13067.400000 sec): 3 clusters Score: Raw -37461.669273 + Penalty 592.433509 = -36869.235764 nChanged 5 SP:Iteration 20F (13067.650000 sec): 3 clusters Score: Raw -37464.170321 + Penalty 592.433509 = -36871.736812 nChanged 4 SP:Iteration 21Q (13067.830000 sec): 3 clusters Score: Raw -37468.184244 + Penalty 592.433509 = -36875.750735 nChanged 5 SP:Iteration 22Q (13068.000000 sec): 3 clusters Score: Raw -37470.619704 + Penalty 592.433509 = -36878.186195 nChanged 4 SP:Iteration 23Q (13068.210000 sec): 3 clusters Score: Raw -37473.545067 + Penalty 592.433509 = -36881.111558 nChanged 2 SP:Iteration 24Q (13068.340000 sec): 3 clusters Score: Raw -37474.993379 + Penalty 592.433509 = -36882.559870 nChanged 5 SP:Iteration 25Q (13068.540000 sec): 3 clusters Score: Raw -37477.707846 + Penalty 592.433509 = -36885.274337 nChanged 8 SP:Iteration 26Q (13068.690000 sec): 3 clusters Score: Raw -37484.534152 + Penalty 592.433509 = -36892.100643 nChanged 6 SP:Iteration 27Q (13068.790000 sec): 3 clusters Score: Raw -37492.171007 + Penalty 592.433509 = -36899.737498 nChanged 4 SP:Iteration 28Q (13068.980000 sec): 3 clusters Score: Raw -37495.564070 + Penalty 592.433509 = -36903.130561 nChanged 6 SP:Iteration 29Q (13069.170000 sec): 3 clusters Score: Raw -37499.108944 + Penalty 592.433509 = -36906.675435 nChanged 3 SP:Iteration 30Q (13069.290000 sec): 3 clusters Score: Raw -37501.942081 + Penalty 592.433509 = -36909.508572 nChanged 0 SP:Iteration 31F (13069.470000 sec): 3 clusters Score: Raw -37501.942081 + Penalty 592.433509 = -36909.508572 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13069.520000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13069.670000 sec): 3 clusters Score: Raw -13381.261605 + Penalty 492.459791 = -12888.801814 nChanged 75 SP:Iteration 1F (13069.780000 sec): 3 clusters Score: Raw -13467.517522 + Penalty 492.459791 = -12975.057731 nChanged 13 SP:Iteration 2F (13069.930000 sec): 3 clusters Score: Raw -13488.504761 + Penalty 492.459791 = -12996.044971 nChanged 7 SP:Iteration 3Q (13070.100000 sec): 3 clusters Score: Raw -13500.404186 + Penalty 492.459791 = -13007.944395 nChanged 4 SP:Iteration 4Q (13070.250000 sec): 3 clusters Score: Raw -13506.681155 + Penalty 492.459791 = -13014.221364 nChanged 5 SP:Iteration 5Q (13070.450000 sec): 3 clusters Score: Raw -13511.615201 + Penalty 492.459791 = -13019.155410 nChanged 4 SP:Iteration 6Q (13070.600000 sec): 3 clusters Score: Raw -13523.598594 + Penalty 492.459791 = -13031.138803 nChanged 4 SP:Iteration 7Q (13070.770000 sec): 3 clusters Score: Raw -13529.238626 + Penalty 492.459791 = -13036.778835 nChanged 2 SP:Iteration 8Q (13070.940000 sec): 3 clusters Score: Raw -13537.826982 + Penalty 492.459791 = -13045.367192 nChanged 1 SP:Iteration 9Q (13071.120000 sec): 3 clusters Score: Raw -13539.197591 + Penalty 492.459791 = -13046.737800 nChanged 1 SP:Iteration 10Q (13071.330000 sec): 3 clusters Score: Raw -13540.175320 + Penalty 492.459791 = -13047.715529 nChanged 0 SP:Iteration 11F (13071.500000 sec): 3 clusters Score: Raw -13540.175320 + Penalty 492.459791 = -13047.715529 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13071.620000 sec): 2 clusters Score: Raw -8404.191757 + Penalty 239.687546 = -8164.504211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13071.800000 sec): 3 clusters Score: Raw -8374.552833 + Penalty 479.375092 = -7895.177740 nChanged 60 SP:Iteration 1F (13072.010000 sec): 3 clusters Score: Raw -8484.436264 + Penalty 479.375092 = -8005.061171 nChanged 27 SP:Iteration 2F (13072.200000 sec): 3 clusters Score: Raw -8534.290333 + Penalty 479.375092 = -8054.915241 nChanged 9 SP:Iteration 3Q (13072.440000 sec): 3 clusters Score: Raw -8549.797104 + Penalty 479.375092 = -8070.422011 nChanged 4 SP:Iteration 4Q (13072.630000 sec): 3 clusters Score: Raw -8553.126284 + Penalty 479.375092 = -8073.751192 nChanged 3 SP:Iteration 5Q (13072.860000 sec): 3 clusters Score: Raw -8556.890516 + Penalty 479.375092 = -8077.515423 nChanged 7 SP:Iteration 6Q (13073.090000 sec): 3 clusters Score: Raw -8565.384357 + Penalty 479.375092 = -8086.009265 nChanged 3 SP:Iteration 7Q (13073.320000 sec): 3 clusters Score: Raw -8575.747789 + Penalty 479.375092 = -8096.372697 nChanged 1 SP:Iteration 8Q (13073.440000 sec): 3 clusters Score: Raw -8576.080449 + Penalty 479.375092 = -8096.705357 nChanged 0 SP:Iteration 9F (13073.620000 sec): 3 clusters Score: Raw -8576.080449 + Penalty 479.375092 = -8096.705357 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13073.700000 sec): 2 clusters Score: Raw -3178.636055 + Penalty 188.512630 = -2990.123425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13073.870000 sec): 3 clusters Score: Raw -3248.066622 + Penalty 377.025260 = -2871.041361 nChanged 23 SP:Iteration 1F (13074.090000 sec): 3 clusters Score: Raw -3356.000048 + Penalty 377.025260 = -2978.974788 nChanged 6 SP:Iteration 2F (13074.320000 sec): 3 clusters Score: Raw -3376.127399 + Penalty 377.025260 = -2999.102139 nChanged 2 SP:Iteration 3Q (13074.540000 sec): 3 clusters Score: Raw -3386.902743 + Penalty 377.025260 = -3009.877483 nChanged 0 SP:Iteration 4F (13074.790000 sec): 3 clusters Score: Raw -3386.902743 + Penalty 377.025260 = -3009.877483 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13074.900000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13075.130000 sec): 3 clusters Score: Raw -11673.966000 + Penalty 479.842960 = -11194.123040 nChanged 53 SP:Iteration 1F (13075.360000 sec): 3 clusters Score: Raw -11727.354108 + Penalty 479.842960 = -11247.511148 nChanged 10 SP:Iteration 2F (13075.590000 sec): 3 clusters Score: Raw -11740.446809 + Penalty 479.842960 = -11260.603849 nChanged 5 SP:Iteration 3Q (13075.760000 sec): 3 clusters Score: Raw -11751.320439 + Penalty 479.842960 = -11271.477479 nChanged 2 SP:Iteration 4Q (13075.990000 sec): 3 clusters Score: Raw -11753.075077 + Penalty 479.842960 = -11273.232117 nChanged 1 SP:Iteration 5Q (13076.190000 sec): 3 clusters Score: Raw -11753.715610 + Penalty 479.842960 = -11273.872650 nChanged 1 SP:Iteration 6Q (13076.470000 sec): 3 clusters Score: Raw -11755.695206 + Penalty 479.842960 = -11275.852246 nChanged 1 SP:Iteration 7Q (13076.640000 sec): 3 clusters Score: Raw -11756.083360 + Penalty 479.842960 = -11276.240401 nChanged 1 SP:Iteration 8Q (13076.830000 sec): 3 clusters Score: Raw -11757.993685 + Penalty 479.842960 = -11278.150725 nChanged 2 SP:Iteration 9Q (13077.110000 sec): 3 clusters Score: Raw -11759.102655 + Penalty 479.842960 = -11279.259695 nChanged 0 SP:Iteration 10F (13077.320000 sec): 3 clusters Score: Raw -11759.102655 + Penalty 479.842960 = -11279.259695 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13077.430000 sec): 2 clusters Score: Raw -34889.705945 + Penalty 290.908379 = -34598.797565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13077.690000 sec): 3 clusters Score: Raw -34656.842606 + Penalty 581.816759 = -34075.025848 nChanged 218 SP:Iteration 1F (13077.880000 sec): 3 clusters Score: Raw -34836.360066 + Penalty 581.816759 = -34254.543308 nChanged 52 SP:Iteration 2F (13078.090000 sec): 3 clusters Score: Raw -34882.802736 + Penalty 581.816759 = -34300.985978 nChanged 33 SP:Iteration 3F (13078.330000 sec): 3 clusters Score: Raw -34914.455924 + Penalty 581.816759 = -34332.639166 nChanged 29 SP:Iteration 4Q (13078.590000 sec): 3 clusters Score: Raw -34946.738259 + Penalty 581.816759 = -34364.921501 nChanged 23 SP:Iteration 5Q (13078.750000 sec): 3 clusters Score: Raw -34966.440709 + Penalty 581.816759 = -34384.623950 nChanged 14 SP:Iteration 6Q (13078.970000 sec): 3 clusters Score: Raw -34975.303617 + Penalty 581.816759 = -34393.486858 nChanged 8 SP:Iteration 7Q (13079.150000 sec): 3 clusters Score: Raw -34980.100471 + Penalty 581.816759 = -34398.283712 nChanged 11 SP:Iteration 8Q (13079.360000 sec): 3 clusters Score: Raw -34987.801913 + Penalty 581.816759 = -34405.985155 nChanged 7 SP:Iteration 9Q (13079.540000 sec): 3 clusters Score: Raw -34991.075716 + Penalty 581.816759 = -34409.258957 nChanged 5 SP:Iteration 10Q (13079.750000 sec): 3 clusters Score: Raw -34994.577043 + Penalty 581.816759 = -34412.760284 nChanged 3 SP:Iteration 11Q (13079.950000 sec): 3 clusters Score: Raw -34995.838073 + Penalty 581.816759 = -34414.021314 nChanged 4 SP:Iteration 12Q (13080.190000 sec): 3 clusters Score: Raw -34998.068742 + Penalty 581.816759 = -34416.251984 nChanged 2 SP:Iteration 13Q (13080.410000 sec): 3 clusters Score: Raw -34999.483102 + Penalty 581.816759 = -34417.666343 nChanged 1 SP:Iteration 14Q (13080.630000 sec): 3 clusters Score: Raw -34999.785002 + Penalty 581.816759 = -34417.968244 nChanged 1 SP:Iteration 15Q (13080.840000 sec): 3 clusters Score: Raw -35000.139722 + Penalty 581.816759 = -34418.322964 nChanged 1 SP:Iteration 16Q (13081.070000 sec): 3 clusters Score: Raw -35000.920785 + Penalty 581.816759 = -34419.104027 nChanged 2 SP:Iteration 17Q (13081.260000 sec): 3 clusters Score: Raw -35002.087698 + Penalty 581.816759 = -34420.270939 nChanged 1 SP:Iteration 18Q (13081.460000 sec): 3 clusters Score: Raw -35003.870646 + Penalty 581.816759 = -34422.053888 nChanged 1 SP:Iteration 19Q (13081.620000 sec): 3 clusters Score: Raw -35004.447026 + Penalty 581.816759 = -34422.630267 nChanged 1 SP:Iteration 20F (13081.790000 sec): 3 clusters Score: Raw -35004.678006 + Penalty 581.816759 = -34422.861248 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13081.890000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13082.070000 sec): 3 clusters Score: Raw -8708.288623 + Penalty 449.689460 = -8258.599162 nChanged 25 SP:Iteration 1F (13082.270000 sec): 3 clusters Score: Raw -8747.620782 + Penalty 449.689460 = -8297.931321 nChanged 11 SP:Iteration 2F (13082.450000 sec): 3 clusters Score: Raw -8766.426602 + Penalty 449.689460 = -8316.737142 nChanged 2 SP:Iteration 3Q (13082.670000 sec): 3 clusters Score: Raw -8767.848290 + Penalty 449.689460 = -8318.158829 nChanged 1 SP:Iteration 4Q (13082.950000 sec): 3 clusters Score: Raw -8768.976512 + Penalty 449.689460 = -8319.287051 nChanged 1 SP:Iteration 5Q (13083.110000 sec): 3 clusters Score: Raw -8770.368865 + Penalty 449.689460 = -8320.679405 nChanged 1 SP:Iteration 6Q (13083.370000 sec): 3 clusters Score: Raw -8772.236491 + Penalty 449.689460 = -8322.547031 nChanged 0 SP:Iteration 7F (13083.560000 sec): 3 clusters Score: Raw -8772.236491 + Penalty 449.689460 = -8322.547031 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13083.690000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13083.880000 sec): 3 clusters Score: Raw -33878.134534 + Penalty 577.612418 = -33300.522116 nChanged 191 SP:Iteration 1F (13084.140000 sec): 3 clusters Score: Raw -34006.569981 + Penalty 577.612418 = -33428.957563 nChanged 40 SP:Iteration 2F (13084.280000 sec): 3 clusters Score: Raw -34028.002548 + Penalty 577.612418 = -33450.390130 nChanged 23 SP:Iteration 3Q (13084.470000 sec): 3 clusters Score: Raw -34042.023663 + Penalty 577.612418 = -33464.411245 nChanged 21 SP:Iteration 4Q (13084.660000 sec): 3 clusters Score: Raw -34058.895618 + Penalty 577.612418 = -33481.283200 nChanged 15 SP:Iteration 5Q (13084.850000 sec): 3 clusters Score: Raw -34073.648569 + Penalty 577.612418 = -33496.036151 nChanged 14 SP:Iteration 6Q (13084.990000 sec): 3 clusters Score: Raw -34089.973182 + Penalty 577.612418 = -33512.360764 nChanged 21 SP:Iteration 7Q (13085.170000 sec): 3 clusters Score: Raw -34102.343210 + Penalty 577.612418 = -33524.730792 nChanged 15 SP:Iteration 8Q (13085.350000 sec): 3 clusters Score: Raw -34112.167185 + Penalty 577.612418 = -33534.554767 nChanged 9 SP:Iteration 9Q (13085.530000 sec): 3 clusters Score: Raw -34119.600451 + Penalty 577.612418 = -33541.988033 nChanged 13 SP:Iteration 10Q (13085.680000 sec): 3 clusters Score: Raw -34131.469444 + Penalty 577.612418 = -33553.857026 nChanged 15 SP:Iteration 11Q (13085.880000 sec): 3 clusters Score: Raw -34142.598509 + Penalty 577.612418 = -33564.986091 nChanged 13 SP:Iteration 12Q (13086.050000 sec): 3 clusters Score: Raw -34163.598049 + Penalty 577.612418 = -33585.985631 nChanged 15 SP:Iteration 13Q (13086.220000 sec): 3 clusters Score: Raw -34175.529627 + Penalty 577.612418 = -33597.917209 nChanged 7 SP:Iteration 14Q (13086.400000 sec): 3 clusters Score: Raw -34182.002610 + Penalty 577.612418 = -33604.390192 nChanged 4 SP:Iteration 15Q (13086.570000 sec): 3 clusters Score: Raw -34185.084490 + Penalty 577.612418 = -33607.472072 nChanged 3 SP:Iteration 16Q (13086.710000 sec): 3 clusters Score: Raw -34190.636363 + Penalty 577.612418 = -33613.023945 nChanged 7 SP:Iteration 17Q (13086.890000 sec): 3 clusters Score: Raw -34194.634866 + Penalty 577.612418 = -33617.022448 nChanged 3 SP:Iteration 18Q (13087.100000 sec): 3 clusters Score: Raw -34197.479079 + Penalty 577.612418 = -33619.866661 nChanged 5 SP:Iteration 19Q (13087.290000 sec): 3 clusters Score: Raw -34201.660936 + Penalty 577.612418 = -33624.048518 nChanged 2 SP:Iteration 20F (13087.510000 sec): 3 clusters Score: Raw -34203.161504 + Penalty 577.612418 = -33625.549086 nChanged 1 SP:Iteration 21Q (13087.690000 sec): 3 clusters Score: Raw -34203.469816 + Penalty 577.612418 = -33625.857398 nChanged 1 SP:Iteration 22Q (13087.870000 sec): 3 clusters Score: Raw -34203.711024 + Penalty 577.612418 = -33626.098606 nChanged 0 SP:Iteration 23F (13088.050000 sec): 3 clusters Score: Raw -34203.711024 + Penalty 577.612418 = -33626.098606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13088.120000 sec): 2 clusters Score: Raw -57544.349269 + Penalty 317.253584 = -57227.095684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13088.340000 sec): 3 clusters Score: Raw -57023.117933 + Penalty 634.507169 = -56388.610765 nChanged 427 SP:Iteration 1F (13088.500000 sec): 3 clusters Score: Raw -57262.339569 + Penalty 634.507169 = -56627.832400 nChanged 80 SP:Iteration 2F (13088.770000 sec): 3 clusters Score: Raw -57335.295512 + Penalty 634.507169 = -56700.788343 nChanged 72 SP:Iteration 3F (13088.930000 sec): 3 clusters Score: Raw -57391.238425 + Penalty 634.507169 = -56756.731256 nChanged 59 SP:Iteration 4F (13089.170000 sec): 3 clusters Score: Raw -57427.055635 + Penalty 634.507169 = -56792.548466 nChanged 40 SP:Iteration 5Q (13089.400000 sec): 3 clusters Score: Raw -57449.918148 + Penalty 634.507169 = -56815.410979 nChanged 36 SP:Iteration 6Q (13089.530000 sec): 3 clusters Score: Raw -57465.585504 + Penalty 634.507169 = -56831.078335 nChanged 17 SP:Iteration 7Q (13089.730000 sec): 3 clusters Score: Raw -57475.320532 + Penalty 634.507169 = -56840.813363 nChanged 32 SP:Iteration 8Q (13089.900000 sec): 3 clusters Score: Raw -57500.775017 + Penalty 634.507169 = -56866.267848 nChanged 35 SP:Iteration 9Q (13090.060000 sec): 3 clusters Score: Raw -57523.821088 + Penalty 634.507169 = -56889.313919 nChanged 31 SP:Iteration 10Q (13090.230000 sec): 3 clusters Score: Raw -57547.042825 + Penalty 634.507169 = -56912.535656 nChanged 27 SP:Iteration 11Q (13090.410000 sec): 3 clusters Score: Raw -57570.754289 + Penalty 634.507169 = -56936.247120 nChanged 21 SP:Iteration 12Q (13090.590000 sec): 3 clusters Score: Raw -57587.481289 + Penalty 634.507169 = -56952.974120 nChanged 16 SP:Iteration 13Q (13090.730000 sec): 3 clusters Score: Raw -57595.971255 + Penalty 634.507169 = -56961.464086 nChanged 12 SP:Iteration 14Q (13090.960000 sec): 3 clusters Score: Raw -57600.392114 + Penalty 634.507169 = -56965.884945 nChanged 5 SP:Iteration 15Q (13091.120000 sec): 3 clusters Score: Raw -57602.195911 + Penalty 634.507169 = -56967.688742 nChanged 4 SP:Iteration 16Q (13091.350000 sec): 3 clusters Score: Raw -57603.188318 + Penalty 634.507169 = -56968.681150 nChanged 5 SP:Iteration 17Q (13091.520000 sec): 3 clusters Score: Raw -57604.376780 + Penalty 634.507169 = -56969.869611 nChanged 3 SP:Iteration 18Q (13091.740000 sec): 3 clusters Score: Raw -57606.034285 + Penalty 634.507169 = -56971.527116 nChanged 5 SP:Iteration 19Q (13091.900000 sec): 3 clusters Score: Raw -57607.777325 + Penalty 634.507169 = -56973.270156 nChanged 5 SP:Iteration 20F (13092.120000 sec): 3 clusters Score: Raw -57609.366342 + Penalty 634.507169 = -56974.859173 nChanged 1 SP:Iteration 21Q (13092.260000 sec): 3 clusters Score: Raw -57609.516463 + Penalty 634.507169 = -56975.009294 nChanged 0 SP:Iteration 22F (13092.490000 sec): 3 clusters Score: Raw -57609.516463 + Penalty 634.507169 = -56975.009294 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13092.610000 sec): 2 clusters Score: Raw -211486.592839 + Penalty 369.051767 = -211117.541073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13092.750000 sec): 3 clusters Score: Raw -209520.665196 + Penalty 738.103533 = -208782.561663 nChanged 1481 SP:Iteration 1F (13092.970000 sec): 3 clusters Score: Raw -210376.285325 + Penalty 738.103533 = -209638.181791 nChanged 232 SP:Iteration 2F (13093.150000 sec): 3 clusters Score: Raw -210494.124057 + Penalty 738.103533 = -209756.020524 nChanged 209 SP:Iteration 3F (13093.370000 sec): 3 clusters Score: Raw -210616.873278 + Penalty 738.103533 = -209878.769744 nChanged 214 SP:Iteration 4F (13093.570000 sec): 3 clusters Score: Raw -210745.938309 + Penalty 738.103533 = -210007.834776 nChanged 189 SP:Iteration 5F (13093.730000 sec): 3 clusters Score: Raw -210864.161674 + Penalty 738.103533 = -210126.058141 nChanged 178 SP:Iteration 6F (13093.990000 sec): 3 clusters Score: Raw -210994.257219 + Penalty 738.103533 = -210256.153686 nChanged 153 SP:Iteration 7Q (13094.150000 sec): 3 clusters Score: Raw -211112.584155 + Penalty 738.103533 = -210374.480622 nChanged 144 SP:Iteration 8Q (13094.360000 sec): 3 clusters Score: Raw -211222.837439 + Penalty 738.103533 = -210484.733906 nChanged 113 SP:Iteration 9Q (13094.510000 sec): 3 clusters Score: Raw -211313.833071 + Penalty 738.103533 = -210575.729538 nChanged 95 SP:Iteration 10Q (13094.670000 sec): 3 clusters Score: Raw -211409.355787 + Penalty 738.103533 = -210671.252254 nChanged 76 SP:Iteration 11Q (13094.820000 sec): 3 clusters Score: Raw -211480.638444 + Penalty 738.103533 = -210742.534910 nChanged 30 SP:Iteration 12Q (13095.020000 sec): 3 clusters Score: Raw -211512.263729 + Penalty 738.103533 = -210774.160196 nChanged 21 SP:Iteration 13Q (13095.270000 sec): 3 clusters Score: Raw -211537.466645 + Penalty 738.103533 = -210799.363112 nChanged 11 SP:Iteration 14Q (13095.420000 sec): 3 clusters Score: Raw -211548.638356 + Penalty 738.103533 = -210810.534823 nChanged 7 SP:Iteration 15Q (13095.650000 sec): 3 clusters Score: Raw -211559.326717 + Penalty 738.103533 = -210821.223183 nChanged 5 SP:Iteration 16Q (13095.810000 sec): 3 clusters Score: Raw -211562.296644 + Penalty 738.103533 = -210824.193110 nChanged 0 SP:Iteration 17F (13095.990000 sec): 3 clusters Score: Raw -211562.296644 + Penalty 738.103533 = -210824.193110 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13096.080000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13096.270000 sec): 3 clusters Score: Raw -8527.907626 + Penalty 452.253010 = -8075.654615 nChanged 31 SP:Iteration 1F (13096.430000 sec): 3 clusters Score: Raw -8566.497381 + Penalty 452.253010 = -8114.244371 nChanged 9 SP:Iteration 2F (13096.630000 sec): 3 clusters Score: Raw -8577.815443 + Penalty 452.253010 = -8125.562432 nChanged 3 SP:Iteration 3Q (13096.790000 sec): 3 clusters Score: Raw -8579.630726 + Penalty 452.253010 = -8127.377716 nChanged 1 SP:Iteration 4Q (13096.970000 sec): 3 clusters Score: Raw -8581.522795 + Penalty 452.253010 = -8129.269784 nChanged 1 SP:Iteration 5Q (13097.140000 sec): 3 clusters Score: Raw -8583.179036 + Penalty 452.253010 = -8130.926026 nChanged 0 SP:Iteration 6F (13097.370000 sec): 3 clusters Score: Raw -8583.179036 + Penalty 452.253010 = -8130.926026 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13097.440000 sec): 2 clusters Score: Raw -6658.735955 + Penalty 220.767377 = -6437.968578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13097.640000 sec): 3 clusters Score: Raw -6646.728653 + Penalty 441.534754 = -6205.193899 nChanged 33 SP:Iteration 1F (13097.800000 sec): 3 clusters Score: Raw -6695.802688 + Penalty 441.534754 = -6254.267934 nChanged 8 SP:Iteration 2F (13097.970000 sec): 3 clusters Score: Raw -6707.106759 + Penalty 441.534754 = -6265.572005 nChanged 4 SP:Iteration 3Q (13098.130000 sec): 3 clusters Score: Raw -6720.330134 + Penalty 441.534754 = -6278.795380 nChanged 7 SP:Iteration 4F (13098.350000 sec): 3 clusters Score: Raw -6764.341027 + Penalty 441.534754 = -6322.806273 nChanged 5 SP:Iteration 5Q (13098.530000 sec): 3 clusters Score: Raw -6799.837293 + Penalty 441.534754 = -6358.302539 nChanged 3 SP:Iteration 6Q (13098.710000 sec): 3 clusters Score: Raw -6812.615838 + Penalty 441.534754 = -6371.081084 nChanged 2 SP:Iteration 7Q (13098.880000 sec): 3 clusters Score: Raw -6814.588919 + Penalty 441.534754 = -6373.054165 nChanged 0 SP:Iteration 8F (13099.050000 sec): 3 clusters Score: Raw -6814.588919 + Penalty 441.534754 = -6373.054165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13099.140000 sec): 2 clusters Score: Raw -329968.058362 + Penalty 390.542670 = -329577.515692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13099.360000 sec): 3 clusters Score: Raw -326732.224173 + Penalty 781.085341 = -325951.138832 nChanged 2398 SP:Iteration 1F (13099.550000 sec): 3 clusters Score: Raw -327993.760099 + Penalty 781.085341 = -327212.674758 nChanged 331 SP:Iteration 2F (13099.770000 sec): 3 clusters Score: Raw -328153.996939 + Penalty 781.085341 = -327372.911599 nChanged 368 SP:Iteration 3F (13099.960000 sec): 3 clusters Score: Raw -328385.889700 + Penalty 781.085341 = -327604.804359 nChanged 387 SP:Iteration 4F (13100.120000 sec): 3 clusters Score: Raw -328675.342441 + Penalty 781.085341 = -327894.257101 nChanged 406 SP:Iteration 5F (13100.330000 sec): 3 clusters Score: Raw -329046.407640 + Penalty 781.085341 = -328265.322299 nChanged 361 SP:Iteration 6F (13100.570000 sec): 3 clusters Score: Raw -329411.236921 + Penalty 781.085341 = -328630.151580 nChanged 274 SP:Iteration 7F (13100.760000 sec): 3 clusters Score: Raw -329670.648786 + Penalty 781.085341 = -328889.563445 nChanged 173 SP:Iteration 8Q (13100.970000 sec): 3 clusters Score: Raw -329812.229359 + Penalty 781.085341 = -329031.144018 nChanged 106 SP:Iteration 9Q (13101.110000 sec): 3 clusters Score: Raw -329885.144246 + Penalty 781.085341 = -329104.058905 nChanged 79 SP:Iteration 10Q (13101.330000 sec): 3 clusters Score: Raw -329942.811107 + Penalty 781.085341 = -329161.725766 nChanged 57 SP:Iteration 11Q (13101.500000 sec): 3 clusters Score: Raw -329996.504845 + Penalty 781.085341 = -329215.419504 nChanged 52 SP:Iteration 12Q (13101.680000 sec): 3 clusters Score: Raw -330069.792983 + Penalty 781.085341 = -329288.707642 nChanged 64 SP:Iteration 13Q (13101.880000 sec): 3 clusters Score: Raw -330133.512966 + Penalty 781.085341 = -329352.427626 nChanged 49 SP:Iteration 14Q (13102.040000 sec): 3 clusters Score: Raw -330168.724868 + Penalty 781.085341 = -329387.639527 nChanged 29 SP:Iteration 15Q (13102.270000 sec): 3 clusters Score: Raw -330181.795201 + Penalty 781.085341 = -329400.709860 nChanged 22 SP:Iteration 16Q (13102.470000 sec): 3 clusters Score: Raw -330189.519477 + Penalty 781.085341 = -329408.434136 nChanged 16 SP:Iteration 17Q (13102.630000 sec): 3 clusters Score: Raw -330193.777444 + Penalty 781.085341 = -329412.692103 nChanged 13 SP:Iteration 18Q (13102.860000 sec): 3 clusters Score: Raw -330195.471299 + Penalty 781.085341 = -329414.385958 nChanged 6 SP:Iteration 19Q (13103.010000 sec): 3 clusters Score: Raw -330196.381122 + Penalty 781.085341 = -329415.295781 nChanged 4 SP:Iteration 20F (13103.220000 sec): 3 clusters Score: Raw -330197.137303 + Penalty 781.085341 = -329416.051962 nChanged 5 SP:Iteration 21Q (13103.380000 sec): 3 clusters Score: Raw -330197.924610 + Penalty 781.085341 = -329416.839269 nChanged 6 SP:Iteration 22Q (13103.610000 sec): 3 clusters Score: Raw -330199.278992 + Penalty 781.085341 = -329418.193651 nChanged 8 SP:Iteration 23Q (13103.770000 sec): 3 clusters Score: Raw -330200.355802 + Penalty 781.085341 = -329419.270461 nChanged 2 SP:Iteration 24Q (13103.930000 sec): 3 clusters Score: Raw -330200.595922 + Penalty 781.085341 = -329419.510581 nChanged 2 SP:Iteration 25Q (13104.150000 sec): 3 clusters Score: Raw -330200.861017 + Penalty 781.085341 = -329419.775676 nChanged 2 SP:Iteration 26Q (13104.380000 sec): 3 clusters Score: Raw -330201.080673 + Penalty 781.085341 = -329419.995332 nChanged 0 SP:Iteration 27F (13104.550000 sec): 3 clusters Score: Raw -330201.080673 + Penalty 781.085341 = -329419.995332 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13104.650000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13104.850000 sec): 3 clusters Score: Raw -4721.933575 + Penalty 392.891418 = -4329.042157 nChanged 12 SP:Iteration 1F (13105.060000 sec): 3 clusters Score: Raw -4749.169953 + Penalty 392.891418 = -4356.278535 nChanged 3 SP:Iteration 2Q (13105.190000 sec): 3 clusters Score: Raw -4758.262518 + Penalty 392.891418 = -4365.371100 nChanged 1 SP:Iteration 3Q (13105.420000 sec): 3 clusters Score: Raw -4760.495359 + Penalty 392.891418 = -4367.603940 nChanged 0 SP:Iteration 4F (13105.610000 sec): 3 clusters Score: Raw -4760.495359 + Penalty 392.891418 = -4367.603940 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13105.710000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13105.870000 sec): 3 clusters Score: Raw -10839.859875 + Penalty 482.146880 = -10357.712994 nChanged 69 SP:Iteration 1F (13106.050000 sec): 3 clusters Score: Raw -10951.601245 + Penalty 482.146880 = -10469.454365 nChanged 13 SP:Iteration 2F (13106.200000 sec): 3 clusters Score: Raw -10978.393951 + Penalty 482.146880 = -10496.247070 nChanged 9 SP:Iteration 3Q (13106.370000 sec): 3 clusters Score: Raw -10999.116033 + Penalty 482.146880 = -10516.969152 nChanged 6 SP:Iteration 4Q (13106.570000 sec): 3 clusters Score: Raw -11016.347719 + Penalty 482.146880 = -10534.200839 nChanged 2 SP:Iteration 5Q (13106.730000 sec): 3 clusters Score: Raw -11021.696655 + Penalty 482.146880 = -10539.549775 nChanged 1 SP:Iteration 6Q (13106.910000 sec): 3 clusters Score: Raw -11023.581128 + Penalty 482.146880 = -10541.434247 nChanged 1 SP:Iteration 7Q (13107.120000 sec): 3 clusters Score: Raw -11024.819315 + Penalty 482.146880 = -10542.672434 nChanged 0 SP:Iteration 8F (13107.310000 sec): 3 clusters Score: Raw -11024.819315 + Penalty 482.146880 = -10542.672434 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13107.400000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13107.550000 sec): 3 clusters Score: Raw -5195.382291 + Penalty 408.465910 = -4786.916381 nChanged 16 SP:Iteration 1F (13107.730000 sec): 3 clusters Score: Raw -5227.480316 + Penalty 408.465910 = -4819.014406 nChanged 4 SP:Iteration 2Q (13107.890000 sec): 3 clusters Score: Raw -5251.778170 + Penalty 408.465910 = -4843.312261 nChanged 2 SP:Iteration 3Q (13108.050000 sec): 3 clusters Score: Raw -5266.787379 + Penalty 408.465910 = -4858.321469 nChanged 3 SP:Iteration 4Q (13108.220000 sec): 3 clusters Score: Raw -5275.176553 + Penalty 408.465910 = -4866.710644 nChanged 0 SP:Iteration 5F (13108.400000 sec): 3 clusters Score: Raw -5275.176553 + Penalty 408.465910 = -4866.710644 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13108.490000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13108.690000 sec): 3 clusters Score: Raw -6963.611398 + Penalty 449.037128 = -6514.574270 nChanged 36 SP:Iteration 1F (13108.910000 sec): 3 clusters Score: Raw -7049.756106 + Penalty 449.037128 = -6600.718978 nChanged 10 SP:Iteration 2F (13109.150000 sec): 3 clusters Score: Raw -7073.607798 + Penalty 449.037128 = -6624.570670 nChanged 3 SP:Iteration 3Q (13109.370000 sec): 3 clusters Score: Raw -7080.960164 + Penalty 449.037128 = -6631.923036 nChanged 1 SP:Iteration 4Q (13109.510000 sec): 3 clusters Score: Raw -7083.877567 + Penalty 449.037128 = -6634.840439 nChanged 0 SP:Iteration 5F (13109.650000 sec): 3 clusters Score: Raw -7083.877567 + Penalty 449.037128 = -6634.840439 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13109.770000 sec): 2 clusters Score: Raw -4258.328004 + Penalty 215.096146 = -4043.231859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13109.940000 sec): 3 clusters Score: Raw -4294.428676 + Penalty 430.192292 = -3864.236385 nChanged 29 SP:Iteration 1F (13110.110000 sec): 3 clusters Score: Raw -4448.921339 + Penalty 430.192292 = -4018.729047 nChanged 8 SP:Iteration 2F (13110.270000 sec): 3 clusters Score: Raw -4548.534687 + Penalty 430.192292 = -4118.342396 nChanged 4 SP:Iteration 3Q (13110.440000 sec): 3 clusters Score: Raw -4593.398100 + Penalty 430.192292 = -4163.205808 nChanged 2 SP:Iteration 4Q (13110.610000 sec): 3 clusters Score: Raw -4616.953021 + Penalty 430.192292 = -4186.760730 nChanged 0 SP:Iteration 5F (13110.790000 sec): 3 clusters Score: Raw -4616.953021 + Penalty 430.192292 = -4186.760730 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13110.840000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13111.050000 sec): 3 clusters Score: Raw -14536.560692 + Penalty 503.178047 = -14033.382645 nChanged 83 SP:Iteration 1F (13111.240000 sec): 3 clusters Score: Raw -14618.954510 + Penalty 503.178047 = -14115.776463 nChanged 15 SP:Iteration 2F (13111.440000 sec): 3 clusters Score: Raw -14637.981395 + Penalty 503.178047 = -14134.803348 nChanged 5 SP:Iteration 3Q (13111.630000 sec): 3 clusters Score: Raw -14640.633661 + Penalty 503.178047 = -14137.455615 nChanged 3 SP:Iteration 4Q (13111.770000 sec): 3 clusters Score: Raw -14642.630688 + Penalty 503.178047 = -14139.452642 nChanged 2 SP:Iteration 5Q (13111.980000 sec): 3 clusters Score: Raw -14643.391064 + Penalty 503.178047 = -14140.213017 nChanged 0 SP:Iteration 6F (13112.110000 sec): 3 clusters Score: Raw -14643.391064 + Penalty 503.178047 = -14140.213017 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13112.210000 sec): 2 clusters Score: Raw -37452.407589 + Penalty 291.287232 = -37161.120356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13112.390000 sec): 3 clusters Score: Raw -37196.543099 + Penalty 582.574465 = -36613.968634 nChanged 201 SP:Iteration 1F (13112.570000 sec): 3 clusters Score: Raw -37312.005609 + Penalty 582.574465 = -36729.431144 nChanged 42 SP:Iteration 2F (13112.810000 sec): 3 clusters Score: Raw -37336.841710 + Penalty 582.574465 = -36754.267245 nChanged 27 SP:Iteration 3Q (13113.000000 sec): 3 clusters Score: Raw -37350.642258 + Penalty 582.574465 = -36768.067793 nChanged 15 SP:Iteration 4Q (13113.170000 sec): 3 clusters Score: Raw -37360.419044 + Penalty 582.574465 = -36777.844579 nChanged 23 SP:Iteration 5Q (13113.380000 sec): 3 clusters Score: Raw -37375.281865 + Penalty 582.574465 = -36792.707400 nChanged 21 SP:Iteration 6Q (13113.600000 sec): 3 clusters Score: Raw -37392.917526 + Penalty 582.574465 = -36810.343061 nChanged 24 SP:Iteration 7Q (13113.770000 sec): 3 clusters Score: Raw -37415.098677 + Penalty 582.574465 = -36832.524212 nChanged 32 SP:Iteration 8F (13114.010000 sec): 3 clusters Score: Raw -37451.548693 + Penalty 582.574465 = -36868.974228 nChanged 28 SP:Iteration 9Q (13114.170000 sec): 3 clusters Score: Raw -37476.964197 + Penalty 582.574465 = -36894.389732 nChanged 18 SP:Iteration 10Q (13114.360000 sec): 3 clusters Score: Raw -37489.677398 + Penalty 582.574465 = -36907.102933 nChanged 8 SP:Iteration 11Q (13114.600000 sec): 3 clusters Score: Raw -37494.299653 + Penalty 582.574465 = -36911.725188 nChanged 4 SP:Iteration 12Q (13114.800000 sec): 3 clusters Score: Raw -37497.622349 + Penalty 582.574465 = -36915.047884 nChanged 6 SP:Iteration 13Q (13115.030000 sec): 3 clusters Score: Raw -37502.867582 + Penalty 582.574465 = -36920.293117 nChanged 4 SP:Iteration 14Q (13115.250000 sec): 3 clusters Score: Raw -37508.342367 + Penalty 582.574465 = -36925.767902 nChanged 3 SP:Iteration 15Q (13115.450000 sec): 3 clusters Score: Raw -37509.802998 + Penalty 582.574465 = -36927.228533 nChanged 1 SP:Iteration 16Q (13115.660000 sec): 3 clusters Score: Raw -37510.669277 + Penalty 582.574465 = -36928.094812 nChanged 2 SP:Iteration 17Q (13115.840000 sec): 3 clusters Score: Raw -37511.743481 + Penalty 582.574465 = -36929.169016 nChanged 4 SP:Iteration 18Q (13116.070000 sec): 3 clusters Score: Raw -37513.852909 + Penalty 582.574465 = -36931.278445 nChanged 4 SP:Iteration 19Q (13116.290000 sec): 3 clusters Score: Raw -37515.690665 + Penalty 582.574465 = -36933.116200 nChanged 1 SP:Iteration 20F (13116.510000 sec): 3 clusters Score: Raw -37515.837734 + Penalty 582.574465 = -36933.263270 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13116.610000 sec): 2 clusters Score: Raw -394498.861456 + Penalty 401.011452 = -394097.850004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13116.780000 sec): 3 clusters Score: Raw -390415.002970 + Penalty 802.022903 = -389612.980067 nChanged 3079 SP:Iteration 1F (13116.980000 sec): 3 clusters Score: Raw -392098.514133 + Penalty 802.022903 = -391296.491230 nChanged 390 SP:Iteration 2F (13117.120000 sec): 3 clusters Score: Raw -392286.490223 + Penalty 802.022903 = -391484.467320 nChanged 392 SP:Iteration 3F (13117.310000 sec): 3 clusters Score: Raw -392536.925227 + Penalty 802.022903 = -391734.902324 nChanged 422 SP:Iteration 4F (13117.470000 sec): 3 clusters Score: Raw -392857.799761 + Penalty 802.022903 = -392055.776858 nChanged 421 SP:Iteration 5F (13117.710000 sec): 3 clusters Score: Raw -393184.801295 + Penalty 802.022903 = -392382.778392 nChanged 422 SP:Iteration 6F (13117.860000 sec): 3 clusters Score: Raw -393555.889657 + Penalty 802.022903 = -392753.866754 nChanged 345 SP:Iteration 7F (13118.110000 sec): 3 clusters Score: Raw -393870.462847 + Penalty 802.022903 = -393068.439944 nChanged 248 SP:Iteration 8Q (13118.390000 sec): 3 clusters Score: Raw -394105.129630 + Penalty 802.022903 = -393303.106727 nChanged 178 SP:Iteration 9Q (13118.580000 sec): 3 clusters Score: Raw -394261.402266 + Penalty 802.022903 = -393459.379363 nChanged 106 SP:Iteration 10Q (13118.790000 sec): 3 clusters Score: Raw -394353.500672 + Penalty 802.022903 = -393551.477769 nChanged 75 SP:Iteration 11Q (13119.020000 sec): 3 clusters Score: Raw -394416.974445 + Penalty 802.022903 = -393614.951542 nChanged 59 SP:Iteration 12Q (13119.250000 sec): 3 clusters Score: Raw -394467.428298 + Penalty 802.022903 = -393665.405395 nChanged 37 SP:Iteration 13Q (13119.460000 sec): 3 clusters Score: Raw -394489.610140 + Penalty 802.022903 = -393687.587237 nChanged 16 SP:Iteration 14Q (13119.680000 sec): 3 clusters Score: Raw -394499.548407 + Penalty 802.022903 = -393697.525504 nChanged 14 SP:Iteration 15Q (13119.880000 sec): 3 clusters Score: Raw -394505.923181 + Penalty 802.022903 = -393703.900278 nChanged 9 SP:Iteration 16Q (13120.070000 sec): 3 clusters Score: Raw -394511.329964 + Penalty 802.022903 = -393709.307061 nChanged 11 SP:Iteration 17Q (13120.210000 sec): 3 clusters Score: Raw -394519.023195 + Penalty 802.022903 = -393717.000292 nChanged 5 SP:Iteration 18Q (13120.410000 sec): 3 clusters Score: Raw -394522.090647 + Penalty 802.022903 = -393720.067744 nChanged 8 SP:Iteration 19Q (13120.570000 sec): 3 clusters Score: Raw -394529.247601 + Penalty 802.022903 = -393727.224698 nChanged 4 SP:Iteration 20F (13120.800000 sec): 3 clusters Score: Raw -394533.190632 + Penalty 802.022903 = -393731.167729 nChanged 6 SP:Iteration 21Q (13120.980000 sec): 3 clusters Score: Raw -394538.644719 + Penalty 802.022903 = -393736.621816 nChanged 1 SP:Iteration 22Q (13121.140000 sec): 3 clusters Score: Raw -394539.824486 + Penalty 802.022903 = -393737.801583 nChanged 3 SP:Iteration 23Q (13121.310000 sec): 3 clusters Score: Raw -394541.261734 + Penalty 802.022903 = -393739.238831 nChanged 1 SP:Iteration 24Q (13121.530000 sec): 3 clusters Score: Raw -394545.586038 + Penalty 802.022903 = -393743.563135 nChanged 1 SP:Iteration 25Q (13121.720000 sec): 3 clusters Score: Raw -394546.376319 + Penalty 802.022903 = -393744.353416 nChanged 2 SP:Iteration 26Q (13121.930000 sec): 3 clusters Score: Raw -394547.788068 + Penalty 802.022903 = -393745.765165 nChanged 4 SP:Iteration 27Q (13122.150000 sec): 3 clusters Score: Raw -394551.643425 + Penalty 802.022903 = -393749.620522 nChanged 3 SP:Iteration 28Q (13122.310000 sec): 3 clusters Score: Raw -394554.441392 + Penalty 802.022903 = -393752.418489 nChanged 1 SP:Iteration 29Q (13122.490000 sec): 3 clusters Score: Raw -394555.208083 + Penalty 802.022903 = -393753.185180 nChanged 2 SP:Iteration 30Q (13122.710000 sec): 3 clusters Score: Raw -394556.812974 + Penalty 802.022903 = -393754.790071 nChanged 0 SP:Iteration 31F (13122.870000 sec): 3 clusters Score: Raw -394556.812974 + Penalty 802.022903 = -393754.790071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13122.990000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13123.060000 sec): 2 clusters Score: Raw -190.077380 + Penalty 142.664987 = -47.412393 nChanged 9 SP:Iteration 1F (13123.180000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13123.260000 sec): 2 clusters Score: Raw -123426.908160 + Penalty 348.898264 = -123078.009896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13123.460000 sec): 3 clusters Score: Raw -122243.073054 + Penalty 697.796528 = -121545.276527 nChanged 947 SP:Iteration 1F (13123.680000 sec): 3 clusters Score: Raw -122989.761139 + Penalty 697.796528 = -122291.964611 nChanged 198 SP:Iteration 2F (13123.810000 sec): 3 clusters Score: Raw -123179.373165 + Penalty 697.796528 = -122481.576637 nChanged 153 SP:Iteration 3F (13124.040000 sec): 3 clusters Score: Raw -123313.910466 + Penalty 697.796528 = -122616.113939 nChanged 112 SP:Iteration 4F (13124.200000 sec): 3 clusters Score: Raw -123392.598257 + Penalty 697.796528 = -122694.801729 nChanged 69 SP:Iteration 5Q (13124.440000 sec): 3 clusters Score: Raw -123433.124561 + Penalty 697.796528 = -122735.328034 nChanged 49 SP:Iteration 6Q (13124.690000 sec): 3 clusters Score: Raw -123459.031148 + Penalty 697.796528 = -122761.234621 nChanged 38 SP:Iteration 7Q (13124.860000 sec): 3 clusters Score: Raw -123472.348101 + Penalty 697.796528 = -122774.551574 nChanged 30 SP:Iteration 8Q (13125.100000 sec): 3 clusters Score: Raw -123489.407867 + Penalty 697.796528 = -122791.611339 nChanged 31 SP:Iteration 9Q (13125.270000 sec): 3 clusters Score: Raw -123501.641363 + Penalty 697.796528 = -122803.844836 nChanged 25 SP:Iteration 10Q (13125.420000 sec): 3 clusters Score: Raw -123514.684412 + Penalty 697.796528 = -122816.887885 nChanged 24 SP:Iteration 11Q (13125.580000 sec): 3 clusters Score: Raw -123529.144703 + Penalty 697.796528 = -122831.348175 nChanged 25 SP:Iteration 12Q (13125.720000 sec): 3 clusters Score: Raw -123538.970052 + Penalty 697.796528 = -122841.173525 nChanged 21 SP:Iteration 13Q (13125.910000 sec): 3 clusters Score: Raw -123544.772344 + Penalty 697.796528 = -122846.975816 nChanged 14 SP:Iteration 14Q (13126.080000 sec): 3 clusters Score: Raw -123548.655076 + Penalty 697.796528 = -122850.858549 nChanged 11 SP:Iteration 15Q (13126.250000 sec): 3 clusters Score: Raw -123551.314591 + Penalty 697.796528 = -122853.518063 nChanged 7 SP:Iteration 16Q (13126.480000 sec): 3 clusters Score: Raw -123552.968478 + Penalty 697.796528 = -122855.171951 nChanged 5 SP:Iteration 17Q (13126.680000 sec): 3 clusters Score: Raw -123553.721147 + Penalty 697.796528 = -122855.924619 nChanged 5 SP:Iteration 18Q (13126.870000 sec): 3 clusters Score: Raw -123554.778532 + Penalty 697.796528 = -122856.982005 nChanged 5 SP:Iteration 19Q (13127.070000 sec): 3 clusters Score: Raw -123555.859671 + Penalty 697.796528 = -122858.063143 nChanged 4 SP:Iteration 20F (13127.220000 sec): 3 clusters Score: Raw -123556.869846 + Penalty 697.796528 = -122859.073319 nChanged 5 SP:Iteration 21Q (13127.350000 sec): 3 clusters Score: Raw -123557.897610 + Penalty 697.796528 = -122860.101082 nChanged 2 SP:Iteration 22Q (13127.520000 sec): 3 clusters Score: Raw -123558.257879 + Penalty 697.796528 = -122860.461352 nChanged 2 SP:Iteration 23Q (13127.720000 sec): 3 clusters Score: Raw -123558.683878 + Penalty 697.796528 = -122860.887351 nChanged 4 SP:Iteration 24Q (13127.910000 sec): 3 clusters Score: Raw -123559.285339 + Penalty 697.796528 = -122861.488812 nChanged 1 SP:Iteration 25Q (13128.110000 sec): 3 clusters Score: Raw -123559.458574 + Penalty 697.796528 = -122861.662047 nChanged 2 SP:Iteration 26Q (13128.300000 sec): 3 clusters Score: Raw -123559.843470 + Penalty 697.796528 = -122862.046942 nChanged 2 SP:Iteration 27Q (13128.480000 sec): 3 clusters Score: Raw -123561.565124 + Penalty 697.796528 = -122863.768596 nChanged 3 SP:Iteration 28Q (13128.680000 sec): 3 clusters Score: Raw -123563.652564 + Penalty 697.796528 = -122865.856036 nChanged 2 SP:Iteration 29Q (13128.900000 sec): 3 clusters Score: Raw -123564.268917 + Penalty 697.796528 = -122866.472390 nChanged 1 SP:Iteration 30Q (13129.110000 sec): 3 clusters Score: Raw -123564.467608 + Penalty 697.796528 = -122866.671080 nChanged 0 SP:Iteration 31F (13129.310000 sec): 3 clusters Score: Raw -123564.467608 + Penalty 697.796528 = -122866.671080 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13129.410000 sec): 2 clusters Score: Raw -7420.812402 + Penalty 229.475843 = -7191.336559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13129.600000 sec): 3 clusters Score: Raw -7425.081996 + Penalty 458.951686 = -6966.130311 nChanged 48 SP:Iteration 1F (13129.770000 sec): 3 clusters Score: Raw -7531.734817 + Penalty 458.951686 = -7072.783131 nChanged 16 SP:Iteration 2F (13129.990000 sec): 3 clusters Score: Raw -7578.235002 + Penalty 458.951686 = -7119.283316 nChanged 4 SP:Iteration 3Q (13130.160000 sec): 3 clusters Score: Raw -7583.118563 + Penalty 458.951686 = -7124.166877 nChanged 1 SP:Iteration 4Q (13130.370000 sec): 3 clusters Score: Raw -7583.698265 + Penalty 458.951686 = -7124.746579 nChanged 0 SP:Iteration 5F (13130.490000 sec): 3 clusters Score: Raw -7583.698265 + Penalty 458.951686 = -7124.746579 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13130.610000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13130.790000 sec): 3 clusters Score: Raw -13982.915151 + Penalty 493.670452 = -13489.244699 nChanged 54 SP:Iteration 1F (13130.920000 sec): 3 clusters Score: Raw -14029.188107 + Penalty 493.670452 = -13535.517655 nChanged 12 SP:Iteration 2F (13131.060000 sec): 3 clusters Score: Raw -14044.573111 + Penalty 493.670452 = -13550.902659 nChanged 6 SP:Iteration 3Q (13131.240000 sec): 3 clusters Score: Raw -14052.133651 + Penalty 493.670452 = -13558.463199 nChanged 5 SP:Iteration 4Q (13131.420000 sec): 3 clusters Score: Raw -14059.251872 + Penalty 493.670452 = -13565.581421 nChanged 1 SP:Iteration 5Q (13131.610000 sec): 3 clusters Score: Raw -14059.654631 + Penalty 493.670452 = -13565.984179 nChanged 0 SP:Iteration 6F (13131.800000 sec): 3 clusters Score: Raw -14059.654631 + Penalty 493.670452 = -13565.984179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13131.930000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13132.080000 sec): 3 clusters Score: Raw -8039.510762 + Penalty 447.718264 = -7591.792498 nChanged 30 SP:Iteration 1F (13132.290000 sec): 3 clusters Score: Raw -8090.636993 + Penalty 447.718264 = -7642.918729 nChanged 7 SP:Iteration 2F (13132.480000 sec): 3 clusters Score: Raw -8099.820390 + Penalty 447.718264 = -7652.102125 nChanged 2 SP:Iteration 3Q (13132.680000 sec): 3 clusters Score: Raw -8103.245750 + Penalty 447.718264 = -7655.527485 nChanged 2 SP:Iteration 4Q (13132.810000 sec): 3 clusters Score: Raw -8105.503018 + Penalty 447.718264 = -7657.784754 nChanged 1 SP:Iteration 5Q (13133.000000 sec): 3 clusters Score: Raw -8108.120496 + Penalty 447.718264 = -7660.402232 nChanged 0 SP:Iteration 6F (13133.180000 sec): 3 clusters Score: Raw -8108.120496 + Penalty 447.718264 = -7660.402232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13133.250000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13133.390000 sec): 3 clusters Score: Raw -5307.446583 + Penalty 414.402797 = -4893.043786 nChanged 16 SP:Iteration 1F (13133.580000 sec): 3 clusters Score: Raw -5337.757669 + Penalty 414.402797 = -4923.354872 nChanged 8 SP:Iteration 2F (13133.830000 sec): 3 clusters Score: Raw -5351.234240 + Penalty 414.402797 = -4936.831443 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13133.960000 sec): 2 clusters Score: Raw -6497.948939 + Penalty 222.510885 = -6275.438054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13134.180000 sec): 3 clusters Score: Raw -6507.723491 + Penalty 445.021771 = -6062.701721 nChanged 36 SP:Iteration 1F (13134.360000 sec): 3 clusters Score: Raw -6609.483103 + Penalty 445.021771 = -6164.461333 nChanged 10 SP:Iteration 2F (13134.540000 sec): 3 clusters Score: Raw -6637.488286 + Penalty 445.021771 = -6192.466515 nChanged 9 SP:Iteration 3F (13134.720000 sec): 3 clusters Score: Raw -6699.085873 + Penalty 445.021771 = -6254.064102 nChanged 3 SP:Iteration 4Q (13134.940000 sec): 3 clusters Score: Raw -6707.617115 + Penalty 445.021771 = -6262.595344 nChanged 3 SP:Iteration 5Q (13135.100000 sec): 3 clusters Score: Raw -6723.740642 + Penalty 445.021771 = -6278.718871 nChanged 1 SP:Iteration 6Q (13135.300000 sec): 3 clusters Score: Raw -6726.082087 + Penalty 445.021771 = -6281.060316 nChanged 1 SP:Iteration 7Q (13135.530000 sec): 3 clusters Score: Raw -6731.486511 + Penalty 445.021771 = -6286.464740 nChanged 0 SP:Iteration 8F (13135.720000 sec): 3 clusters Score: Raw -6731.486511 + Penalty 445.021771 = -6286.464740 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 73. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13135.810000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13136.020000 sec): 3 clusters Score: Raw -10609.716924 + Penalty 477.479191 = -10132.237734 nChanged 55 SP:Iteration 1F (13136.200000 sec): 3 clusters Score: Raw -10697.974803 + Penalty 477.479191 = -10220.495612 nChanged 18 SP:Iteration 2F (13136.430000 sec): 3 clusters Score: Raw -10759.132479 + Penalty 477.479191 = -10281.653288 nChanged 13 SP:Iteration 3F (13136.580000 sec): 3 clusters Score: Raw -10807.603554 + Penalty 477.479191 = -10330.124363 nChanged 11 SP:Iteration 4F (13136.870000 sec): 3 clusters Score: Raw -10830.939470 + Penalty 477.479191 = -10353.460280 nChanged 6 SP:Iteration 5Q (13137.040000 sec): 3 clusters Score: Raw -10841.888939 + Penalty 477.479191 = -10364.409748 nChanged 2 SP:Iteration 6Q (13137.290000 sec): 3 clusters Score: Raw -10843.760397 + Penalty 477.479191 = -10366.281207 nChanged 0 SP:Iteration 7F (13137.450000 sec): 3 clusters Score: Raw -10843.760397 + Penalty 477.479191 = -10366.281207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13137.540000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13137.730000 sec): 3 clusters Score: Raw -20082.439953 + Penalty 521.439080 = -19561.000872 nChanged 94 SP:Iteration 1F (13137.920000 sec): 3 clusters Score: Raw -20156.608877 + Penalty 521.439080 = -19635.169797 nChanged 17 SP:Iteration 2F (13138.120000 sec): 3 clusters Score: Raw -20170.099888 + Penalty 521.439080 = -19648.660807 nChanged 13 SP:Iteration 3Q (13138.340000 sec): 3 clusters Score: Raw -20179.701323 + Penalty 521.439080 = -19658.262242 nChanged 2 SP:Iteration 4Q (13138.500000 sec): 3 clusters Score: Raw -20181.515391 + Penalty 521.439080 = -19660.076311 nChanged 4 SP:Iteration 5Q (13138.660000 sec): 3 clusters Score: Raw -20184.569211 + Penalty 521.439080 = -19663.130131 nChanged 5 SP:Iteration 6Q (13138.840000 sec): 3 clusters Score: Raw -20186.554287 + Penalty 521.439080 = -19665.115207 nChanged 1 SP:Iteration 7Q (13139.030000 sec): 3 clusters Score: Raw -20188.613389 + Penalty 521.439080 = -19667.174309 nChanged 2 SP:Iteration 8Q (13139.240000 sec): 3 clusters Score: Raw -20190.416826 + Penalty 521.439080 = -19668.977746 nChanged 5 SP:Iteration 9Q (13139.450000 sec): 3 clusters Score: Raw -20193.476600 + Penalty 521.439080 = -19672.037520 nChanged 1 SP:Iteration 10Q (13139.640000 sec): 3 clusters Score: Raw -20193.870004 + Penalty 521.439080 = -19672.430924 nChanged 0 SP:Iteration 11F (13139.810000 sec): 3 clusters Score: Raw -20193.870004 + Penalty 521.439080 = -19672.430924 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13139.890000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13140.080000 sec): 3 clusters Score: Raw -18518.532144 + Penalty 518.740365 = -17999.791779 nChanged 84 SP:Iteration 1F (13140.250000 sec): 3 clusters Score: Raw -18599.365703 + Penalty 518.740365 = -18080.625338 nChanged 26 SP:Iteration 2F (13140.460000 sec): 3 clusters Score: Raw -18624.909322 + Penalty 518.740365 = -18106.168957 nChanged 14 SP:Iteration 3Q (13140.650000 sec): 3 clusters Score: Raw -18640.369869 + Penalty 518.740365 = -18121.629504 nChanged 8 SP:Iteration 4Q (13140.840000 sec): 3 clusters Score: Raw -18648.347475 + Penalty 518.740365 = -18129.607110 nChanged 4 SP:Iteration 5Q (13141.030000 sec): 3 clusters Score: Raw -18651.700024 + Penalty 518.740365 = -18132.959659 nChanged 2 SP:Iteration 6Q (13141.230000 sec): 3 clusters Score: Raw -18652.825734 + Penalty 518.740365 = -18134.085369 nChanged 2 SP:Iteration 7Q (13141.500000 sec): 3 clusters Score: Raw -18654.344660 + Penalty 518.740365 = -18135.604295 nChanged 2 SP:Iteration 8Q (13141.670000 sec): 3 clusters Score: Raw -18656.897614 + Penalty 518.740365 = -18138.157249 nChanged 1 SP:Iteration 9Q (13141.910000 sec): 3 clusters Score: Raw -18658.426599 + Penalty 518.740365 = -18139.686234 nChanged 1 SP:Iteration 10Q (13142.090000 sec): 3 clusters Score: Raw -18658.696181 + Penalty 518.740365 = -18139.955816 nChanged 1 SP:Iteration 11Q (13142.310000 sec): 3 clusters Score: Raw -18659.385274 + Penalty 518.740365 = -18140.644909 nChanged 0 SP:Iteration 12F (13142.440000 sec): 3 clusters Score: Raw -18659.385274 + Penalty 518.740365 = -18140.644909 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13142.540000 sec): 2 clusters Score: Raw -6591.658489 + Penalty 219.322811 = -6372.335678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13142.720000 sec): 3 clusters Score: Raw -6650.509487 + Penalty 438.645622 = -6211.863865 nChanged 36 SP:Iteration 1F (13142.940000 sec): 3 clusters Score: Raw -6786.174776 + Penalty 438.645622 = -6347.529153 nChanged 6 SP:Iteration 2Q (13143.130000 sec): 3 clusters Score: Raw -6889.525040 + Penalty 438.645622 = -6450.879418 nChanged 2 SP:Iteration 3Q (13143.310000 sec): 3 clusters Score: Raw -6892.766553 + Penalty 438.645622 = -6454.120931 nChanged 0 SP:Iteration 4F (13143.480000 sec): 3 clusters Score: Raw -6892.766553 + Penalty 438.645622 = -6454.120931 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13143.560000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13143.760000 sec): 3 clusters Score: Raw -8484.501192 + Penalty 448.380085 = -8036.121107 nChanged 32 SP:Iteration 1F (13143.940000 sec): 3 clusters Score: Raw -8550.029327 + Penalty 448.380085 = -8101.649242 nChanged 5 SP:Iteration 2Q (13144.140000 sec): 3 clusters Score: Raw -8565.277135 + Penalty 448.380085 = -8116.897049 nChanged 2 SP:Iteration 3Q (13144.330000 sec): 3 clusters Score: Raw -8567.435983 + Penalty 448.380085 = -8119.055898 nChanged 0 SP:Iteration 4F (13144.530000 sec): 3 clusters Score: Raw -8567.435983 + Penalty 448.380085 = -8119.055898 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13144.680000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13144.830000 sec): 3 clusters Score: Raw -7113.452998 + Penalty 430.192292 = -6683.260706 nChanged 24 SP:Iteration 1F (13145.020000 sec): 3 clusters Score: Raw -7151.904314 + Penalty 430.192292 = -6721.712022 nChanged 7 SP:Iteration 2F (13145.200000 sec): 3 clusters Score: Raw -7163.415403 + Penalty 430.192292 = -6733.223111 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13145.260000 sec): 2 clusters Score: Raw -16069.043454 + Penalty 256.867834 = -15812.175620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13145.480000 sec): 3 clusters Score: Raw -15995.593630 + Penalty 513.735668 = -15481.857962 nChanged 81 SP:Iteration 1F (13145.640000 sec): 3 clusters Score: Raw -16078.179427 + Penalty 513.735668 = -15564.443759 nChanged 14 SP:Iteration 2Q (13145.870000 sec): 3 clusters Score: Raw -16104.196243 + Penalty 513.735668 = -15590.460575 nChanged 12 SP:Iteration 3Q (13146.060000 sec): 3 clusters Score: Raw -16121.051496 + Penalty 513.735668 = -15607.315828 nChanged 10 SP:Iteration 4Q (13146.210000 sec): 3 clusters Score: Raw -16139.414995 + Penalty 513.735668 = -15625.679327 nChanged 10 SP:Iteration 5Q (13146.420000 sec): 3 clusters Score: Raw -16157.435460 + Penalty 513.735668 = -15643.699792 nChanged 10 SP:Iteration 6Q (13146.580000 sec): 3 clusters Score: Raw -16184.679955 + Penalty 513.735668 = -15670.944288 nChanged 11 SP:Iteration 7Q (13146.770000 sec): 3 clusters Score: Raw -16202.257437 + Penalty 513.735668 = -15688.521769 nChanged 7 SP:Iteration 8Q (13147.030000 sec): 3 clusters Score: Raw -16213.403875 + Penalty 513.735668 = -15699.668207 nChanged 0 SP:Iteration 9F (13147.200000 sec): 3 clusters Score: Raw -16213.403875 + Penalty 513.735668 = -15699.668207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13147.320000 sec): 2 clusters Score: Raw -12236.583137 + Penalty 261.742055 = -11974.841081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13147.540000 sec): 3 clusters Score: Raw -12182.464687 + Penalty 523.484110 = -11658.980577 nChanged 120 SP:Iteration 1F (13147.740000 sec): 3 clusters Score: Raw -12720.463193 + Penalty 523.484110 = -12196.979082 nChanged 46 SP:Iteration 2F (13147.960000 sec): 3 clusters Score: Raw -13226.368660 + Penalty 523.484110 = -12702.884550 nChanged 9 SP:Iteration 3Q (13148.140000 sec): 3 clusters Score: Raw -13268.629226 + Penalty 523.484110 = -12745.145115 nChanged 7 SP:Iteration 4Q (13148.300000 sec): 3 clusters Score: Raw -13317.300590 + Penalty 523.484110 = -12793.816480 nChanged 2 SP:Iteration 5Q (13148.470000 sec): 3 clusters Score: Raw -13328.812861 + Penalty 523.484110 = -12805.328751 nChanged 1 SP:Iteration 6Q (13148.650000 sec): 3 clusters Score: Raw -13331.277261 + Penalty 523.484110 = -12807.793151 nChanged 1 SP:Iteration 7Q (13148.820000 sec): 3 clusters Score: Raw -13334.220038 + Penalty 523.484110 = -12810.735928 nChanged 1 SP:Iteration 8Q (13148.990000 sec): 3 clusters Score: Raw -13335.647688 + Penalty 523.484110 = -12812.163578 nChanged 0 SP:Iteration 9F (13149.200000 sec): 3 clusters Score: Raw -13335.647688 + Penalty 523.484110 = -12812.163578 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 75. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13149.280000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13149.470000 sec): 3 clusters Score: Raw -10180.076280 + Penalty 464.087845 = -9715.988435 nChanged 39 SP:Iteration 1F (13149.620000 sec): 3 clusters Score: Raw -10219.038123 + Penalty 464.087845 = -9754.950278 nChanged 7 SP:Iteration 2Q (13149.830000 sec): 3 clusters Score: Raw -10235.202823 + Penalty 464.087845 = -9771.114978 nChanged 4 SP:Iteration 3Q (13150.040000 sec): 3 clusters Score: Raw -10240.514481 + Penalty 464.087845 = -9776.426636 nChanged 4 SP:Iteration 4Q (13150.210000 sec): 3 clusters Score: Raw -10250.302603 + Penalty 464.087845 = -9786.214758 nChanged 3 SP:Iteration 5Q (13150.430000 sec): 3 clusters Score: Raw -10259.917081 + Penalty 464.087845 = -9795.829236 nChanged 1 SP:Iteration 6Q (13150.570000 sec): 3 clusters Score: Raw -10261.359471 + Penalty 464.087845 = -9797.271626 nChanged 0 SP:Iteration 7F (13150.840000 sec): 3 clusters Score: Raw -10261.359471 + Penalty 464.087845 = -9797.271626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13150.940000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13151.120000 sec): 3 clusters Score: Raw -17354.781825 + Penalty 519.044205 = -16835.737620 nChanged 75 SP:Iteration 1F (13151.320000 sec): 3 clusters Score: Raw -17427.365603 + Penalty 519.044205 = -16908.321397 nChanged 24 SP:Iteration 2F (13151.580000 sec): 3 clusters Score: Raw -17456.819369 + Penalty 519.044205 = -16937.775164 nChanged 11 SP:Iteration 3Q (13151.760000 sec): 3 clusters Score: Raw -17472.088916 + Penalty 519.044205 = -16953.044711 nChanged 6 SP:Iteration 4Q (13151.950000 sec): 3 clusters Score: Raw -17482.997141 + Penalty 519.044205 = -16963.952936 nChanged 4 SP:Iteration 5Q (13152.170000 sec): 3 clusters Score: Raw -17486.412959 + Penalty 519.044205 = -16967.368754 nChanged 4 SP:Iteration 6Q (13152.380000 sec): 3 clusters Score: Raw -17488.580478 + Penalty 519.044205 = -16969.536273 nChanged 0 SP:Iteration 7F (13152.590000 sec): 3 clusters Score: Raw -17488.580478 + Penalty 519.044205 = -16969.536273 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13152.670000 sec): 2 clusters Score: Raw -22917.093495 + Penalty 265.350653 = -22651.742843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13152.830000 sec): 3 clusters Score: Raw -22783.559783 + Penalty 530.701305 = -22252.858477 nChanged 98 SP:Iteration 1F (13153.030000 sec): 3 clusters Score: Raw -22852.648600 + Penalty 530.701305 = -22321.947295 nChanged 24 SP:Iteration 2F (13153.190000 sec): 3 clusters Score: Raw -22874.337567 + Penalty 530.701305 = -22343.636262 nChanged 14 SP:Iteration 3Q (13153.440000 sec): 3 clusters Score: Raw -22891.479091 + Penalty 530.701305 = -22360.777786 nChanged 13 SP:Iteration 4Q (13153.630000 sec): 3 clusters Score: Raw -22900.681199 + Penalty 530.701305 = -22369.979894 nChanged 10 SP:Iteration 5Q (13153.830000 sec): 3 clusters Score: Raw -22905.057700 + Penalty 530.701305 = -22374.356394 nChanged 6 SP:Iteration 6Q (13153.990000 sec): 3 clusters Score: Raw -22909.846892 + Penalty 530.701305 = -22379.145586 nChanged 3 SP:Iteration 7Q (13154.150000 sec): 3 clusters Score: Raw -22911.517515 + Penalty 530.701305 = -22380.816210 nChanged 2 SP:Iteration 8Q (13154.390000 sec): 3 clusters Score: Raw -22912.223843 + Penalty 530.701305 = -22381.522537 nChanged 1 SP:Iteration 9Q (13154.570000 sec): 3 clusters Score: Raw -22912.581548 + Penalty 530.701305 = -22381.880243 nChanged 1 SP:Iteration 10Q (13154.760000 sec): 3 clusters Score: Raw -22913.018301 + Penalty 530.701305 = -22382.316996 nChanged 0 SP:Iteration 11F (13154.910000 sec): 3 clusters Score: Raw -22913.018301 + Penalty 530.701305 = -22382.316996 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13155.060000 sec): 2 clusters Score: Raw -9805.783878 + Penalty 232.595444 = -9573.188434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13155.200000 sec): 3 clusters Score: Raw -9789.924448 + Penalty 465.190889 = -9324.733559 nChanged 42 SP:Iteration 1F (13155.390000 sec): 3 clusters Score: Raw -9846.142370 + Penalty 465.190889 = -9380.951481 nChanged 13 SP:Iteration 2F (13155.570000 sec): 3 clusters Score: Raw -9860.198998 + Penalty 465.190889 = -9395.008109 nChanged 3 SP:Iteration 3Q (13155.790000 sec): 3 clusters Score: Raw -9865.376456 + Penalty 465.190889 = -9400.185568 nChanged 5 SP:Iteration 4Q (13155.970000 sec): 3 clusters Score: Raw -9874.978726 + Penalty 465.190889 = -9409.787838 nChanged 3 SP:Iteration 5Q (13156.160000 sec): 3 clusters Score: Raw -9877.747377 + Penalty 465.190889 = -9412.556488 nChanged 2 SP:Iteration 6Q (13156.360000 sec): 3 clusters Score: Raw -9878.979593 + Penalty 465.190889 = -9413.788704 nChanged 1 SP:Iteration 7Q (13156.570000 sec): 3 clusters Score: Raw -9880.099230 + Penalty 465.190889 = -9414.908341 nChanged 0 SP:Iteration 8F (13156.730000 sec): 3 clusters Score: Raw -9880.099230 + Penalty 465.190889 = -9414.908341 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13156.860000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13156.990000 sec): 3 clusters Score: Raw -9756.282223 + Penalty 462.407797 = -9293.874426 nChanged 37 SP:Iteration 1F (13157.170000 sec): 3 clusters Score: Raw -9793.017286 + Penalty 462.407797 = -9330.609489 nChanged 10 SP:Iteration 2F (13157.340000 sec): 3 clusters Score: Raw -9806.045787 + Penalty 462.407797 = -9343.637989 nChanged 6 SP:Iteration 3Q (13157.520000 sec): 3 clusters Score: Raw -9817.903910 + Penalty 462.407797 = -9355.496113 nChanged 4 SP:Iteration 4Q (13157.700000 sec): 3 clusters Score: Raw -9830.719592 + Penalty 462.407797 = -9368.311795 nChanged 6 SP:Iteration 5Q (13157.850000 sec): 3 clusters Score: Raw -9841.869140 + Penalty 462.407797 = -9379.461343 nChanged 3 SP:Iteration 6Q (13157.990000 sec): 3 clusters Score: Raw -9850.036308 + Penalty 462.407797 = -9387.628511 nChanged 1 SP:Iteration 7Q (13158.180000 sec): 3 clusters Score: Raw -9851.432460 + Penalty 462.407797 = -9389.024662 nChanged 3 SP:Iteration 8Q (13158.320000 sec): 3 clusters Score: Raw -9857.982634 + Penalty 462.407797 = -9395.574837 nChanged 4 SP:Iteration 9Q (13158.490000 sec): 3 clusters Score: Raw -9867.520362 + Penalty 462.407797 = -9405.112565 nChanged 2 SP:Iteration 10Q (13158.680000 sec): 3 clusters Score: Raw -9872.359485 + Penalty 462.407797 = -9409.951687 nChanged 1 SP:Iteration 11Q (13158.900000 sec): 3 clusters Score: Raw -9873.048897 + Penalty 462.407797 = -9410.641100 nChanged 1 SP:Iteration 12Q (13159.060000 sec): 3 clusters Score: Raw -9873.305102 + Penalty 462.407797 = -9410.897305 nChanged 0 SP:Iteration 13F (13159.290000 sec): 3 clusters Score: Raw -9873.305102 + Penalty 462.407797 = -9410.897305 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13159.340000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13159.510000 sec): 3 clusters Score: Raw -19310.464984 + Penalty 527.164238 = -18783.300746 nChanged 105 SP:Iteration 1F (13159.690000 sec): 3 clusters Score: Raw -19423.989057 + Penalty 527.164238 = -18896.824818 nChanged 26 SP:Iteration 2F (13159.830000 sec): 3 clusters Score: Raw -19463.115095 + Penalty 527.164238 = -18935.950856 nChanged 17 SP:Iteration 3F (13160.010000 sec): 3 clusters Score: Raw -19482.875150 + Penalty 527.164238 = -18955.710912 nChanged 17 SP:Iteration 4F (13160.210000 sec): 3 clusters Score: Raw -19500.373714 + Penalty 527.164238 = -18973.209475 nChanged 9 SP:Iteration 5Q (13160.400000 sec): 3 clusters Score: Raw -19514.800079 + Penalty 527.164238 = -18987.635841 nChanged 11 SP:Iteration 6Q (13160.580000 sec): 3 clusters Score: Raw -19527.298510 + Penalty 527.164238 = -19000.134271 nChanged 8 SP:Iteration 7Q (13160.770000 sec): 3 clusters Score: Raw -19542.366396 + Penalty 527.164238 = -19015.202158 nChanged 8 SP:Iteration 8Q (13160.940000 sec): 3 clusters Score: Raw -19553.980762 + Penalty 527.164238 = -19026.816523 nChanged 6 SP:Iteration 9Q (13161.070000 sec): 3 clusters Score: Raw -19557.609885 + Penalty 527.164238 = -19030.445647 nChanged 1 SP:Iteration 10Q (13161.230000 sec): 3 clusters Score: Raw -19559.235810 + Penalty 527.164238 = -19032.071572 nChanged 2 SP:Iteration 11Q (13161.470000 sec): 3 clusters Score: Raw -19561.531935 + Penalty 527.164238 = -19034.367696 nChanged 0 SP:Iteration 12F (13161.650000 sec): 3 clusters Score: Raw -19561.531935 + Penalty 527.164238 = -19034.367696 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13161.740000 sec): 2 clusters Score: Raw -8188.757794 + Penalty 222.167487 = -7966.590306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13161.930000 sec): 3 clusters Score: Raw -8173.679305 + Penalty 444.334975 = -7729.344330 nChanged 36 SP:Iteration 1F (13162.130000 sec): 3 clusters Score: Raw -8241.584624 + Penalty 444.334975 = -7797.249649 nChanged 4 SP:Iteration 2Q (13162.330000 sec): 3 clusters Score: Raw -8247.943161 + Penalty 444.334975 = -7803.608186 nChanged 3 SP:Iteration 3Q (13162.510000 sec): 3 clusters Score: Raw -8254.419233 + Penalty 444.334975 = -7810.084258 nChanged 2 SP:Iteration 4Q (13162.680000 sec): 3 clusters Score: Raw -8258.051709 + Penalty 444.334975 = -7813.716734 nChanged 1 SP:Iteration 5Q (13162.920000 sec): 3 clusters Score: Raw -8259.818452 + Penalty 444.334975 = -7815.483477 nChanged 1 SP:Iteration 6Q (13163.120000 sec): 3 clusters Score: Raw -8264.987550 + Penalty 444.334975 = -7820.652575 nChanged 2 SP:Iteration 7Q (13163.260000 sec): 3 clusters Score: Raw -8267.052248 + Penalty 444.334975 = -7822.717273 nChanged 1 SP:Iteration 8Q (13163.440000 sec): 3 clusters Score: Raw -8268.935421 + Penalty 444.334975 = -7824.600446 nChanged 1 SP:Iteration 9Q (13163.590000 sec): 3 clusters Score: Raw -8270.465114 + Penalty 444.334975 = -7826.130139 nChanged 1 SP:Iteration 10Q (13163.840000 sec): 3 clusters Score: Raw -8271.460143 + Penalty 444.334975 = -7827.125168 nChanged 1 SP:Iteration 11Q (13163.980000 sec): 3 clusters Score: Raw -8274.120962 + Penalty 444.334975 = -7829.785987 nChanged 0 SP:Iteration 12F (13164.210000 sec): 3 clusters Score: Raw -8274.120962 + Penalty 444.334975 = -7829.785987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13164.300000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13164.510000 sec): 3 clusters Score: Raw -7985.033239 + Penalty 444.334975 = -7540.698264 nChanged 31 SP:Iteration 1F (13164.690000 sec): 3 clusters Score: Raw -8028.177726 + Penalty 444.334975 = -7583.842751 nChanged 7 SP:Iteration 2F (13164.830000 sec): 3 clusters Score: Raw -8039.483939 + Penalty 444.334975 = -7595.148964 nChanged 3 SP:Iteration 3Q (13165.010000 sec): 3 clusters Score: Raw -8049.754434 + Penalty 444.334975 = -7605.419459 nChanged 0 SP:Iteration 4F (13165.290000 sec): 3 clusters Score: Raw -8049.754434 + Penalty 444.334975 = -7605.419459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13165.410000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13165.610000 sec): 3 clusters Score: Raw -22801.436207 + Penalty 543.847933 = -22257.588274 nChanged 126 SP:Iteration 1F (13165.860000 sec): 3 clusters Score: Raw -22915.361277 + Penalty 543.847933 = -22371.513344 nChanged 30 SP:Iteration 2F (13166.080000 sec): 3 clusters Score: Raw -22960.603453 + Penalty 543.847933 = -22416.755520 nChanged 18 SP:Iteration 3Q (13166.340000 sec): 3 clusters Score: Raw -22987.632254 + Penalty 543.847933 = -22443.784321 nChanged 20 SP:Iteration 4F (13166.510000 sec): 3 clusters Score: Raw -23025.491975 + Penalty 543.847933 = -22481.644042 nChanged 16 SP:Iteration 5Q (13166.710000 sec): 3 clusters Score: Raw -23056.295471 + Penalty 543.847933 = -22512.447538 nChanged 18 SP:Iteration 6Q (13166.940000 sec): 3 clusters Score: Raw -23091.974142 + Penalty 543.847933 = -22548.126210 nChanged 15 SP:Iteration 7Q (13167.130000 sec): 3 clusters Score: Raw -23124.508627 + Penalty 543.847933 = -22580.660695 nChanged 12 SP:Iteration 8Q (13167.340000 sec): 3 clusters Score: Raw -23152.904691 + Penalty 543.847933 = -22609.056758 nChanged 11 SP:Iteration 9Q (13167.530000 sec): 3 clusters Score: Raw -23190.147613 + Penalty 543.847933 = -22646.299681 nChanged 8 SP:Iteration 10Q (13167.690000 sec): 3 clusters Score: Raw -23209.282085 + Penalty 543.847933 = -22665.434152 nChanged 3 SP:Iteration 11Q (13167.890000 sec): 3 clusters Score: Raw -23215.899830 + Penalty 543.847933 = -22672.051898 nChanged 3 SP:Iteration 12Q (13168.050000 sec): 3 clusters Score: Raw -23219.338840 + Penalty 543.847933 = -22675.490908 nChanged 1 SP:Iteration 13Q (13168.230000 sec): 3 clusters Score: Raw -23219.767520 + Penalty 543.847933 = -22675.919587 nChanged 1 SP:Iteration 14Q (13168.450000 sec): 3 clusters Score: Raw -23220.881758 + Penalty 543.847933 = -22677.033825 nChanged 0 SP:Iteration 15F (13168.640000 sec): 3 clusters Score: Raw -23220.881758 + Penalty 543.847933 = -22677.033825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13168.710000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13168.900000 sec): 3 clusters Score: Raw -4889.687686 + Penalty 417.232041 = -4472.455646 nChanged 18 SP:Iteration 1F (13169.100000 sec): 3 clusters Score: Raw -4924.133698 + Penalty 417.232041 = -4506.901658 nChanged 8 SP:Iteration 2F (13169.290000 sec): 3 clusters Score: Raw -4944.262543 + Penalty 417.232041 = -4527.030503 nChanged 3 SP:Iteration 3Q (13169.490000 sec): 3 clusters Score: Raw -4950.024273 + Penalty 417.232041 = -4532.792233 nChanged 1 SP:Iteration 4Q (13169.630000 sec): 3 clusters Score: Raw -4957.944579 + Penalty 417.232041 = -4540.712538 nChanged 1 SP:Iteration 5Q (13169.830000 sec): 3 clusters Score: Raw -4965.681631 + Penalty 417.232041 = -4548.449590 nChanged 1 SP:Iteration 6Q (13170.030000 sec): 3 clusters Score: Raw -4968.888272 + Penalty 417.232041 = -4551.656232 nChanged 1 SP:Iteration 7Q (13170.240000 sec): 3 clusters Score: Raw -4972.481917 + Penalty 417.232041 = -4555.249877 nChanged 0 SP:Iteration 8F (13170.390000 sec): 3 clusters Score: Raw -4972.481917 + Penalty 417.232041 = -4555.249877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13170.480000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13170.730000 sec): 3 clusters Score: Raw -8209.405667 + Penalty 450.980262 = -7758.425405 nChanged 37 SP:Iteration 1F (13170.900000 sec): 3 clusters Score: Raw -8262.633308 + Penalty 450.980262 = -7811.653046 nChanged 6 SP:Iteration 2Q (13171.070000 sec): 3 clusters Score: Raw -8271.896434 + Penalty 450.980262 = -7820.916172 nChanged 5 SP:Iteration 3Q (13171.230000 sec): 3 clusters Score: Raw -8276.564849 + Penalty 450.980262 = -7825.584587 nChanged 1 SP:Iteration 4Q (13171.400000 sec): 3 clusters Score: Raw -8280.062652 + Penalty 450.980262 = -7829.082390 nChanged 2 SP:Iteration 5Q (13171.610000 sec): 3 clusters Score: Raw -8285.913201 + Penalty 450.980262 = -7834.932938 nChanged 1 SP:Iteration 6Q (13171.790000 sec): 3 clusters Score: Raw -8286.482446 + Penalty 450.980262 = -7835.502183 nChanged 0 SP:Iteration 7F (13171.990000 sec): 3 clusters Score: Raw -8286.482446 + Penalty 450.980262 = -7835.502183 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (96 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13172.080000 sec): 2 clusters Score: Raw -4573.529270 + Penalty 207.677843 = -4365.851427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13172.310000 sec): 3 clusters Score: Raw -4590.673708 + Penalty 415.355685 = -4175.318022 nChanged 18 SP:Iteration 1F (13172.420000 sec): 3 clusters Score: Raw -4656.807831 + Penalty 415.355685 = -4241.452145 nChanged 10 SP:Iteration 2F (13172.620000 sec): 3 clusters Score: Raw -4705.465138 + Penalty 415.355685 = -4290.109453 nChanged 2 SP:Iteration 3Q (13172.820000 sec): 3 clusters Score: Raw -4711.562612 + Penalty 415.355685 = -4296.206926 nChanged 1 SP:Iteration 4Q (13172.990000 sec): 3 clusters Score: Raw -4721.676871 + Penalty 415.355685 = -4306.321185 nChanged 0 SP:Iteration 5F (13173.180000 sec): 3 clusters Score: Raw -4721.676871 + Penalty 415.355685 = -4306.321185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13173.290000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13173.470000 sec): 3 clusters Score: Raw -8505.850699 + Penalty 448.380085 = -8057.470614 nChanged 33 SP:Iteration 1F (13173.640000 sec): 3 clusters Score: Raw -8553.213145 + Penalty 448.380085 = -8104.833059 nChanged 4 SP:Iteration 2Q (13173.800000 sec): 3 clusters Score: Raw -8558.875785 + Penalty 448.380085 = -8110.495700 nChanged 2 SP:Iteration 3Q (13174.040000 sec): 3 clusters Score: Raw -8560.821192 + Penalty 448.380085 = -8112.441107 nChanged 0 SP:Iteration 4F (13174.160000 sec): 3 clusters Score: Raw -8560.821192 + Penalty 448.380085 = -8112.441107 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13174.250000 sec): 2 clusters Score: Raw -5945.204566 + Penalty 231.765634 = -5713.438932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13174.420000 sec): 3 clusters Score: Raw -5958.474445 + Penalty 463.531268 = -5494.943177 nChanged 53 SP:Iteration 1F (13174.630000 sec): 3 clusters Score: Raw -6117.918738 + Penalty 463.531268 = -5654.387469 nChanged 14 SP:Iteration 2F (13174.860000 sec): 3 clusters Score: Raw -6143.404243 + Penalty 463.531268 = -5679.872975 nChanged 6 SP:Iteration 3Q (13175.000000 sec): 3 clusters Score: Raw -6155.933250 + Penalty 463.531268 = -5692.401982 nChanged 4 SP:Iteration 4Q (13175.180000 sec): 3 clusters Score: Raw -6164.527768 + Penalty 463.531268 = -5700.996500 nChanged 1 SP:Iteration 5Q (13175.360000 sec): 3 clusters Score: Raw -6167.242656 + Penalty 463.531268 = -5703.711388 nChanged 1 SP:Iteration 6Q (13175.520000 sec): 3 clusters Score: Raw -6168.742858 + Penalty 463.531268 = -5705.211590 nChanged 1 SP:Iteration 7Q (13175.700000 sec): 3 clusters Score: Raw -6169.680621 + Penalty 463.531268 = -5706.149353 nChanged 0 SP:Iteration 8F (13175.900000 sec): 3 clusters Score: Raw -6169.680621 + Penalty 463.531268 = -5706.149353 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13176.010000 sec): 2 clusters Score: Raw -22257.038809 + Penalty 271.923966 = -21985.114842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13176.180000 sec): 3 clusters Score: Raw -22109.437990 + Penalty 543.847933 = -21565.590057 nChanged 133 SP:Iteration 1F (13176.400000 sec): 3 clusters Score: Raw -22225.227883 + Penalty 543.847933 = -21681.379950 nChanged 37 SP:Iteration 2F (13176.540000 sec): 3 clusters Score: Raw -22262.283910 + Penalty 543.847933 = -21718.435977 nChanged 26 SP:Iteration 3F (13176.690000 sec): 3 clusters Score: Raw -22283.893534 + Penalty 543.847933 = -21740.045601 nChanged 16 SP:Iteration 4Q (13176.880000 sec): 3 clusters Score: Raw -22297.459686 + Penalty 543.847933 = -21753.611753 nChanged 5 SP:Iteration 5Q (13177.120000 sec): 3 clusters Score: Raw -22299.388625 + Penalty 543.847933 = -21755.540693 nChanged 2 SP:Iteration 6Q (13177.240000 sec): 3 clusters Score: Raw -22299.918013 + Penalty 543.847933 = -21756.070080 nChanged 0 SP:Iteration 7F (13177.440000 sec): 3 clusters Score: Raw -22299.918013 + Penalty 543.847933 = -21756.070080 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13177.520000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13177.740000 sec): 3 clusters Score: Raw -3286.776508 + Penalty 377.025260 = -2909.751248 nChanged 13 SP:Iteration 1F (13177.880000 sec): 3 clusters Score: Raw -3326.236365 + Penalty 377.025260 = -2949.211105 nChanged 3 SP:Iteration 2Q (13178.080000 sec): 3 clusters Score: Raw -3349.673259 + Penalty 377.025260 = -2972.647999 nChanged 0 SP:Iteration 3F (13178.250000 sec): 3 clusters Score: Raw -3349.673259 + Penalty 377.025260 = -2972.647999 nChanged 0 Deleting Class 74 (44 points): Lose 463.935245 but Gain 586.233529 Iteration 219Q (13213.960000 sec): 75 clusters Score: Raw -24046434.330789 + Penalty 43381.281149 = -24003053.049640 nChanged 526 Deleting Class 71 (35 points): Lose 477.745254 but Gain 586.233529 Iteration 220F (13253.210000 sec): 74 clusters Score: Raw -24047435.936141 + Penalty 42795.047620 = -24004640.888521 nChanged 530 Iteration 221Q (13281.860000 sec): 74 clusters Score: Raw -24048126.744989 + Penalty 42795.047620 = -24005331.697369 nChanged 377 Iteration 222Q (13313.020000 sec): 74 clusters Score: Raw -24048318.261399 + Penalty 42795.047620 = -24005523.213779 nChanged 321 Iteration 223Q (13343.790000 sec): 74 clusters Score: Raw -24048474.641318 + Penalty 42795.047620 = -24005679.593698 nChanged 257 Iteration 224Q (13370.540000 sec): 74 clusters Score: Raw -24048521.101402 + Penalty 42795.047620 = -24005726.053781 nChanged 244 Iteration 225Q (13397.210000 sec): 74 clusters Score: Raw -24048545.331611 + Penalty 42795.047620 = -24005750.283991 nChanged 213 Iteration 226Q (13423.700000 sec): 74 clusters Score: Raw -24048561.945710 + Penalty 42795.047620 = -24005766.898090 nChanged 207 Iteration 227Q (13456.170000 sec): 74 clusters Score: Raw -24048579.041383 + Penalty 42795.047620 = -24005783.993763 nChanged 190 Iteration 228Q (13484.260000 sec): 74 clusters Score: Raw -24048596.701701 + Penalty 42795.047620 = -24005801.654081 nChanged 183 Iteration 229Q (13511.960000 sec): 74 clusters Score: Raw -24048611.359261 + Penalty 42795.047620 = -24005816.311641 nChanged 157 Iteration 230Q (13542.690000 sec): 74 clusters Score: Raw -24048623.858176 + Penalty 42795.047620 = -24005828.810556 nChanged 163 Iteration 231Q (13569.840000 sec): 74 clusters Score: Raw -24048638.035107 + Penalty 42795.047620 = -24005842.987487 nChanged 165 Iteration 232Q (13597.790000 sec): 74 clusters Score: Raw -24048653.148367 + Penalty 42795.047620 = -24005858.100747 nChanged 163 Iteration 233Q (13628.700000 sec): 74 clusters Score: Raw -24048667.450976 + Penalty 42795.047620 = -24005872.403355 nChanged 145 Iteration 234Q (13657.170000 sec): 74 clusters Score: Raw -24048677.413205 + Penalty 42795.047620 = -24005882.365584 nChanged 128 Iteration 235Q (13685.510000 sec): 74 clusters Score: Raw -24048685.408309 + Penalty 42795.047620 = -24005890.360689 nChanged 110 Iteration 236Q (13715.020000 sec): 74 clusters Score: Raw -24048690.798865 + Penalty 42795.047620 = -24005895.751245 nChanged 96 Iteration 237Q (13741.220000 sec): 74 clusters Score: Raw -24048695.640311 + Penalty 42795.047620 = -24005900.592690 nChanged 87 Iteration 238Q (13767.930000 sec): 74 clusters Score: Raw -24048699.126710 + Penalty 42795.047620 = -24005904.079090 nChanged 72 Iteration 239Q (13797.900000 sec): 74 clusters Score: Raw -24048702.177459 + Penalty 42795.047620 = -24005907.129839 nChanged 74 Iteration 240F (13833.870000 sec): 74 clusters Score: Raw -24048797.807930 + Penalty 42795.047620 = -24006002.760310 nChanged 91 Iteration 241Q (13860.520000 sec): 74 clusters Score: Raw -24049117.347035 + Penalty 42795.047620 = -24006322.299415 nChanged 89 Iteration 242Q (13891.990000 sec): 74 clusters Score: Raw -24049143.860729 + Penalty 42795.047620 = -24006348.813108 nChanged 86 Iteration 243Q (13920.700000 sec): 74 clusters Score: Raw -24049146.217628 + Penalty 42795.047620 = -24006351.170008 nChanged 66 Iteration 244Q (13948.380000 sec): 74 clusters Score: Raw -24049148.226046 + Penalty 42795.047620 = -24006353.178426 nChanged 57 Iteration 245Q (13976.970000 sec): 74 clusters Score: Raw -24049149.489322 + Penalty 42795.047620 = -24006354.441702 nChanged 39 Iteration 246Q (14004.830000 sec): 74 clusters Score: Raw -24049150.301991 + Penalty 42795.047620 = -24006355.254371 nChanged 42 Iteration 247Q (14031.940000 sec): 74 clusters Score: Raw -24049151.052236 + Penalty 42795.047620 = -24006356.004615 nChanged 32 Iteration 248Q (14060.520000 sec): 74 clusters Score: Raw -24049151.789403 + Penalty 42795.047620 = -24006356.741783 nChanged 34 Iteration 249Q (14088.610000 sec): 74 clusters Score: Raw -24049152.551094 + Penalty 42795.047620 = -24006357.503474 nChanged 31 Iteration 250Q (14114.690000 sec): 74 clusters Score: Raw -24049153.142350 + Penalty 42795.047620 = -24006358.094730 nChanged 22 Iteration 251Q (14138.800000 sec): 74 clusters Score: Raw -24049153.505022 + Penalty 42795.047620 = -24006358.457402 nChanged 20 Iteration 252Q (14166.980000 sec): 74 clusters Score: Raw -24049153.893746 + Penalty 42795.047620 = -24006358.846125 nChanged 16 Iteration 253Q (14194.430000 sec): 74 clusters Score: Raw -24049154.492864 + Penalty 42795.047620 = -24006359.445244 nChanged 17 Iteration 254Q (14220.630000 sec): 74 clusters Score: Raw -24049155.019589 + Penalty 42795.047620 = -24006359.971969 nChanged 11 Iteration 255Q (14249.740000 sec): 74 clusters Score: Raw -24049155.341779 + Penalty 42795.047620 = -24006360.294159 nChanged 15 Iteration 256Q (14278.690000 sec): 74 clusters Score: Raw -24049155.867386 + Penalty 42795.047620 = -24006360.819766 nChanged 15 Iteration 257Q (14306.870000 sec): 74 clusters Score: Raw -24049156.912487 + Penalty 42795.047620 = -24006361.864867 nChanged 5 Iteration 258Q (14335.830000 sec): 74 clusters Score: Raw -24049156.946541 + Penalty 42795.047620 = -24006361.898920 nChanged 5 Writing temp clu file Because OldScore, -24006361.864867, is greater than current (better) Score,-24006361.898920 Compute initial score before splitting: Score: Raw -24049156.946541 + Penalty 42795.047620 = -24006361.898920 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14336.130000 sec): 2 clusters Score: Raw -2035355.395569 + Penalty 472.834887 = -2034882.560682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14336.360000 sec): 3 clusters Score: Raw -2014171.595967 + Penalty 945.669774 = -2013225.926193 nChanged 15540 SP:Iteration 1F (14336.610000 sec): 3 clusters Score: Raw -2023044.077787 + Penalty 945.669774 = -2022098.408013 nChanged 1203 SP:Iteration 2Q (14336.850000 sec): 3 clusters Score: Raw -2023390.826170 + Penalty 945.669774 = -2022445.156396 nChanged 1308 SP:Iteration 3Q (14337.080000 sec): 3 clusters Score: Raw -2023812.019439 + Penalty 945.669774 = -2022866.349665 nChanged 1459 SP:Iteration 4Q (14337.370000 sec): 3 clusters Score: Raw -2024428.425972 + Penalty 945.669774 = -2023482.756198 nChanged 1610 SP:Iteration 5Q (14337.610000 sec): 3 clusters Score: Raw -2025319.572854 + Penalty 945.669774 = -2024373.903080 nChanged 1897 SP:Iteration 6F (14337.930000 sec): 3 clusters Score: Raw -2026711.678112 + Penalty 945.669774 = -2025766.008338 nChanged 2055 SP:Iteration 7F (14338.180000 sec): 3 clusters Score: Raw -2028391.831729 + Penalty 945.669774 = -2027446.161955 nChanged 1872 SP:Iteration 8F (14338.500000 sec): 3 clusters Score: Raw -2029578.236356 + Penalty 945.669774 = -2028632.566582 nChanged 1239 SP:Iteration 9Q (14338.720000 sec): 3 clusters Score: Raw -2030051.939461 + Penalty 945.669774 = -2029106.269687 nChanged 668 SP:Iteration 10Q (14339.010000 sec): 3 clusters Score: Raw -2030217.958377 + Penalty 945.669774 = -2029272.288603 nChanged 474 SP:Iteration 11Q (14339.210000 sec): 3 clusters Score: Raw -2030325.387313 + Penalty 945.669774 = -2029379.717539 nChanged 477 SP:Iteration 12Q (14339.460000 sec): 3 clusters Score: Raw -2030440.642838 + Penalty 945.669774 = -2029494.973064 nChanged 516 SP:Iteration 13Q (14339.730000 sec): 3 clusters Score: Raw -2030572.634753 + Penalty 945.669774 = -2029626.964979 nChanged 508 SP:Iteration 14Q (14340.030000 sec): 3 clusters Score: Raw -2030714.161843 + Penalty 945.669774 = -2029768.492069 nChanged 557 SP:Iteration 15Q (14340.320000 sec): 3 clusters Score: Raw -2030884.029329 + Penalty 945.669774 = -2029938.359555 nChanged 562 SP:Iteration 16Q (14340.590000 sec): 3 clusters Score: Raw -2031065.334028 + Penalty 945.669774 = -2030119.664254 nChanged 589 SP:Iteration 17Q (14340.850000 sec): 3 clusters Score: Raw -2031263.128656 + Penalty 945.669774 = -2030317.458882 nChanged 622 SP:Iteration 18Q (14341.150000 sec): 3 clusters Score: Raw -2031490.494185 + Penalty 945.669774 = -2030544.824411 nChanged 647 SP:Iteration 19Q (14341.450000 sec): 3 clusters Score: Raw -2031749.854425 + Penalty 945.669774 = -2030804.184651 nChanged 649 SP:Iteration 20F (14341.690000 sec): 3 clusters Score: Raw -2032032.858020 + Penalty 945.669774 = -2031087.188246 nChanged 633 SP:Iteration 21Q (14341.930000 sec): 3 clusters Score: Raw -2032323.992586 + Penalty 945.669774 = -2031378.322812 nChanged 604 SP:Iteration 22Q (14342.190000 sec): 3 clusters Score: Raw -2032626.144407 + Penalty 945.669774 = -2031680.474633 nChanged 559 SP:Iteration 23Q (14342.470000 sec): 3 clusters Score: Raw -2032917.176849 + Penalty 945.669774 = -2031971.507075 nChanged 534 SP:Iteration 24Q (14342.760000 sec): 3 clusters Score: Raw -2033213.552039 + Penalty 945.669774 = -2032267.882265 nChanged 510 SP:Iteration 25Q (14342.990000 sec): 3 clusters Score: Raw -2033510.205882 + Penalty 945.669774 = -2032564.536108 nChanged 440 SP:Iteration 26Q (14343.270000 sec): 3 clusters Score: Raw -2033797.060176 + Penalty 945.669774 = -2032851.390402 nChanged 418 SP:Iteration 27Q (14343.600000 sec): 3 clusters Score: Raw -2034093.356803 + Penalty 945.669774 = -2033147.687029 nChanged 364 SP:Iteration 28Q (14343.910000 sec): 3 clusters Score: Raw -2034355.622895 + Penalty 945.669774 = -2033409.953121 nChanged 294 SP:Iteration 29Q (14344.150000 sec): 3 clusters Score: Raw -2034568.564014 + Penalty 945.669774 = -2033622.894240 nChanged 239 SP:Iteration 30Q (14344.410000 sec): 3 clusters Score: Raw -2034743.149315 + Penalty 945.669774 = -2033797.479541 nChanged 197 SP:Iteration 31Q (14344.730000 sec): 3 clusters Score: Raw -2034888.834487 + Penalty 945.669774 = -2033943.164713 nChanged 161 SP:Iteration 32Q (14345.040000 sec): 3 clusters Score: Raw -2035008.946361 + Penalty 945.669774 = -2034063.276587 nChanged 129 SP:Iteration 33Q (14345.300000 sec): 3 clusters Score: Raw -2035086.525612 + Penalty 945.669774 = -2034140.855838 nChanged 97 SP:Iteration 34Q (14345.630000 sec): 3 clusters Score: Raw -2035132.581082 + Penalty 945.669774 = -2034186.911308 nChanged 75 SP:Iteration 35Q (14345.890000 sec): 3 clusters Score: Raw -2035169.176850 + Penalty 945.669774 = -2034223.507076 nChanged 70 SP:Iteration 36Q (14346.160000 sec): 3 clusters Score: Raw -2035205.522326 + Penalty 945.669774 = -2034259.852552 nChanged 73 SP:Iteration 37Q (14346.430000 sec): 3 clusters Score: Raw -2035245.720948 + Penalty 945.669774 = -2034300.051174 nChanged 59 SP:Iteration 38Q (14346.690000 sec): 3 clusters Score: Raw -2035268.125536 + Penalty 945.669774 = -2034322.455762 nChanged 44 SP:Iteration 39Q (14347.010000 sec): 3 clusters Score: Raw -2035285.026325 + Penalty 945.669774 = -2034339.356551 nChanged 36 SP:Iteration 40F (14347.300000 sec): 3 clusters Score: Raw -2035300.192354 + Penalty 945.669774 = -2034354.522580 nChanged 38 SP:Iteration 41Q (14347.610000 sec): 3 clusters Score: Raw -2035318.893632 + Penalty 945.669774 = -2034373.223858 nChanged 36 SP:Iteration 42Q (14347.890000 sec): 3 clusters Score: Raw -2035332.338865 + Penalty 945.669774 = -2034386.669091 nChanged 31 SP:Iteration 43Q (14348.190000 sec): 3 clusters Score: Raw -2035344.831185 + Penalty 945.669774 = -2034399.161411 nChanged 28 SP:Iteration 44Q (14348.430000 sec): 3 clusters Score: Raw -2035353.273967 + Penalty 945.669774 = -2034407.604193 nChanged 27 SP:Iteration 45Q (14348.690000 sec): 3 clusters Score: Raw -2035363.052190 + Penalty 945.669774 = -2034417.382416 nChanged 28 SP:Iteration 46Q (14349.020000 sec): 3 clusters Score: Raw -2035372.342846 + Penalty 945.669774 = -2034426.673072 nChanged 21 SP:Iteration 47Q (14349.330000 sec): 3 clusters Score: Raw -2035378.689450 + Penalty 945.669774 = -2034433.019676 nChanged 19 SP:Iteration 48Q (14349.590000 sec): 3 clusters Score: Raw -2035384.415702 + Penalty 945.669774 = -2034438.745928 nChanged 14 SP:Iteration 49Q (14349.880000 sec): 3 clusters Score: Raw -2035388.544437 + Penalty 945.669774 = -2034442.874663 nChanged 8 SP:Iteration 50Q (14350.170000 sec): 3 clusters Score: Raw -2035390.890752 + Penalty 945.669774 = -2034445.220978 nChanged 6 SP:Iteration 51Q (14350.420000 sec): 3 clusters Score: Raw -2035392.284855 + Penalty 945.669774 = -2034446.615081 nChanged 9 SP:Iteration 52Q (14350.650000 sec): 3 clusters Score: Raw -2035394.404733 + Penalty 945.669774 = -2034448.734959 nChanged 9 SP:Iteration 53Q (14350.870000 sec): 3 clusters Score: Raw -2035396.170627 + Penalty 945.669774 = -2034450.500853 nChanged 5 SP:Iteration 54Q (14351.150000 sec): 3 clusters Score: Raw -2035397.140266 + Penalty 945.669774 = -2034451.470492 nChanged 6 SP:Iteration 55Q (14351.440000 sec): 3 clusters Score: Raw -2035398.364570 + Penalty 945.669774 = -2034452.694796 nChanged 10 SP:Iteration 56Q (14351.730000 sec): 3 clusters Score: Raw -2035400.197488 + Penalty 945.669774 = -2034454.527714 nChanged 10 SP:Iteration 57Q (14351.940000 sec): 3 clusters Score: Raw -2035402.440583 + Penalty 945.669774 = -2034456.770809 nChanged 7 SP:Iteration 58Q (14352.170000 sec): 3 clusters Score: Raw -2035404.188269 + Penalty 945.669774 = -2034458.518495 nChanged 9 SP:Iteration 59Q (14352.460000 sec): 3 clusters Score: Raw -2035405.661938 + Penalty 945.669774 = -2034459.992164 nChanged 6 SP:Iteration 60F (14352.720000 sec): 3 clusters Score: Raw -2035406.441847 + Penalty 945.669774 = -2034460.772073 nChanged 3 SP:Iteration 61Q (14353.030000 sec): 3 clusters Score: Raw -2035407.131571 + Penalty 945.669774 = -2034461.461797 nChanged 5 SP:Iteration 62Q (14353.290000 sec): 3 clusters Score: Raw -2035408.862015 + Penalty 945.669774 = -2034463.192241 nChanged 2 SP:Iteration 63Q (14353.560000 sec): 3 clusters Score: Raw -2035409.130343 + Penalty 945.669774 = -2034463.460569 nChanged 2 SP:Iteration 64Q (14353.820000 sec): 3 clusters Score: Raw -2035409.481385 + Penalty 945.669774 = -2034463.811611 nChanged 4 SP:Iteration 65Q (14354.100000 sec): 3 clusters Score: Raw -2035409.978297 + Penalty 945.669774 = -2034464.308523 nChanged 3 SP:Iteration 66Q (14354.370000 sec): 3 clusters Score: Raw -2035410.495342 + Penalty 945.669774 = -2034464.825568 nChanged 4 SP:Iteration 67Q (14354.710000 sec): 3 clusters Score: Raw -2035411.810077 + Penalty 945.669774 = -2034466.140303 nChanged 8 SP:Iteration 68Q (14354.990000 sec): 3 clusters Score: Raw -2035413.085265 + Penalty 945.669774 = -2034467.415491 nChanged 4 SP:Iteration 69Q (14355.260000 sec): 3 clusters Score: Raw -2035413.735735 + Penalty 945.669774 = -2034468.065961 nChanged 3 SP:Iteration 70Q (14355.490000 sec): 3 clusters Score: Raw -2035414.159623 + Penalty 945.669774 = -2034468.489849 nChanged 3 SP:Iteration 71Q (14355.810000 sec): 3 clusters Score: Raw -2035415.042837 + Penalty 945.669774 = -2034469.373063 nChanged 3 SP:Iteration 72Q (14356.040000 sec): 3 clusters Score: Raw -2035415.563039 + Penalty 945.669774 = -2034469.893265 nChanged 3 SP:Iteration 73Q (14356.340000 sec): 3 clusters Score: Raw -2035415.798502 + Penalty 945.669774 = -2034470.128728 nChanged 1 SP:Iteration 74Q (14356.630000 sec): 3 clusters Score: Raw -2035415.919712 + Penalty 945.669774 = -2034470.249938 nChanged 1 SP:Iteration 75Q (14356.870000 sec): 3 clusters Score: Raw -2035415.988151 + Penalty 945.669774 = -2034470.318377 nChanged 1 SP:Iteration 76Q (14357.150000 sec): 3 clusters Score: Raw -2035416.118476 + Penalty 945.669774 = -2034470.448702 nChanged 2 SP:Iteration 77Q (14357.440000 sec): 3 clusters Score: Raw -2035416.353029 + Penalty 945.669774 = -2034470.683255 nChanged 2 SP:Iteration 78Q (14357.700000 sec): 3 clusters Score: Raw -2035416.559954 + Penalty 945.669774 = -2034470.890180 nChanged 1 SP:Iteration 79Q (14357.980000 sec): 3 clusters Score: Raw -2035416.651739 + Penalty 945.669774 = -2034470.981965 nChanged 1 SP:Iteration 80F (14358.260000 sec): 3 clusters Score: Raw -2035416.821316 + Penalty 945.669774 = -2034471.151542 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14358.380000 sec): 2 clusters Score: Raw -79534.681611 + Penalty 325.570532 = -79209.111079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14358.600000 sec): 3 clusters Score: Raw -78851.408666 + Penalty 651.141063 = -78200.267602 nChanged 517 SP:Iteration 1F (14358.770000 sec): 3 clusters Score: Raw -79137.703944 + Penalty 651.141063 = -78486.562880 nChanged 112 SP:Iteration 2F (14359.000000 sec): 3 clusters Score: Raw -79206.076207 + Penalty 651.141063 = -78554.935144 nChanged 68 SP:Iteration 3F (14359.190000 sec): 3 clusters Score: Raw -79259.799687 + Penalty 651.141063 = -78608.658623 nChanged 75 SP:Iteration 4F (14359.370000 sec): 3 clusters Score: Raw -79334.230221 + Penalty 651.141063 = -78683.089158 nChanged 73 SP:Iteration 5F (14359.580000 sec): 3 clusters Score: Raw -79435.614536 + Penalty 651.141063 = -78784.473472 nChanged 84 SP:Iteration 6F (14359.810000 sec): 3 clusters Score: Raw -79533.678055 + Penalty 651.141063 = -78882.536991 nChanged 73 SP:Iteration 7F (14359.940000 sec): 3 clusters Score: Raw -79589.165584 + Penalty 651.141063 = -78938.024521 nChanged 45 SP:Iteration 8Q (14360.150000 sec): 3 clusters Score: Raw -79616.612161 + Penalty 651.141063 = -78965.471097 nChanged 41 SP:Iteration 9Q (14360.340000 sec): 3 clusters Score: Raw -79640.633500 + Penalty 651.141063 = -78989.492437 nChanged 27 SP:Iteration 10Q (14360.510000 sec): 3 clusters Score: Raw -79653.903047 + Penalty 651.141063 = -79002.761984 nChanged 16 SP:Iteration 11Q (14360.700000 sec): 3 clusters Score: Raw -79659.614397 + Penalty 651.141063 = -79008.473334 nChanged 13 SP:Iteration 12Q (14360.940000 sec): 3 clusters Score: Raw -79663.681055 + Penalty 651.141063 = -79012.539991 nChanged 9 SP:Iteration 13Q (14361.100000 sec): 3 clusters Score: Raw -79666.726281 + Penalty 651.141063 = -79015.585217 nChanged 11 SP:Iteration 14Q (14361.260000 sec): 3 clusters Score: Raw -79671.266397 + Penalty 651.141063 = -79020.125333 nChanged 14 SP:Iteration 15Q (14361.460000 sec): 3 clusters Score: Raw -79677.459608 + Penalty 651.141063 = -79026.318544 nChanged 17 SP:Iteration 16Q (14361.640000 sec): 3 clusters Score: Raw -79683.806374 + Penalty 651.141063 = -79032.665310 nChanged 13 SP:Iteration 17Q (14361.830000 sec): 3 clusters Score: Raw -79688.401012 + Penalty 651.141063 = -79037.259948 nChanged 15 SP:Iteration 18Q (14362.050000 sec): 3 clusters Score: Raw -79693.862392 + Penalty 651.141063 = -79042.721328 nChanged 12 SP:Iteration 19Q (14362.260000 sec): 3 clusters Score: Raw -79696.783185 + Penalty 651.141063 = -79045.642121 nChanged 5 SP:Iteration 20F (14362.420000 sec): 3 clusters Score: Raw -79698.609133 + Penalty 651.141063 = -79047.468070 nChanged 5 SP:Iteration 21Q (14362.620000 sec): 3 clusters Score: Raw -79700.800024 + Penalty 651.141063 = -79049.658960 nChanged 6 SP:Iteration 22Q (14362.840000 sec): 3 clusters Score: Raw -79702.902552 + Penalty 651.141063 = -79051.761488 nChanged 10 SP:Iteration 23Q (14363.020000 sec): 3 clusters Score: Raw -79705.819297 + Penalty 651.141063 = -79054.678233 nChanged 6 SP:Iteration 24Q (14363.180000 sec): 3 clusters Score: Raw -79708.170973 + Penalty 651.141063 = -79057.029909 nChanged 4 SP:Iteration 25Q (14363.370000 sec): 3 clusters Score: Raw -79710.009422 + Penalty 651.141063 = -79058.868359 nChanged 4 SP:Iteration 26Q (14363.590000 sec): 3 clusters Score: Raw -79711.386164 + Penalty 651.141063 = -79060.245100 nChanged 3 SP:Iteration 27Q (14363.800000 sec): 3 clusters Score: Raw -79712.556760 + Penalty 651.141063 = -79061.415697 nChanged 3 SP:Iteration 28Q (14364.010000 sec): 3 clusters Score: Raw -79712.871629 + Penalty 651.141063 = -79061.730566 nChanged 0 SP:Iteration 29F (14364.210000 sec): 3 clusters Score: Raw -79712.871629 + Penalty 651.141063 = -79061.730566 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14364.290000 sec): 2 clusters Score: Raw -3462.924456 + Penalty 195.215905 = -3267.708551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14364.450000 sec): 3 clusters Score: Raw -3522.271438 + Penalty 390.431809 = -3131.839629 nChanged 11 SP:Iteration 1F (14364.650000 sec): 3 clusters Score: Raw -3561.606187 + Penalty 390.431809 = -3171.174378 nChanged 3 SP:Iteration 2Q (14364.810000 sec): 3 clusters Score: Raw -3565.130922 + Penalty 390.431809 = -3174.699113 nChanged 1 SP:Iteration 3Q (14364.990000 sec): 3 clusters Score: Raw -3566.426005 + Penalty 390.431809 = -3175.994195 nChanged 0 SP:Iteration 4F (14365.230000 sec): 3 clusters Score: Raw -3566.426005 + Penalty 390.431809 = -3175.994195 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14365.310000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14365.450000 sec): 3 clusters Score: Raw -8965.774105 + Penalty 461.840817 = -8503.933288 nChanged 39 SP:Iteration 1F (14365.650000 sec): 3 clusters Score: Raw -9021.572670 + Penalty 461.840817 = -8559.731853 nChanged 4 SP:Iteration 2Q (14365.780000 sec): 3 clusters Score: Raw -9024.604167 + Penalty 461.840817 = -8562.763350 nChanged 4 SP:Iteration 3Q (14365.960000 sec): 3 clusters Score: Raw -9027.454880 + Penalty 461.840817 = -8565.614063 nChanged 2 SP:Iteration 4Q (14366.130000 sec): 3 clusters Score: Raw -9029.389912 + Penalty 461.840817 = -8567.549094 nChanged 1 SP:Iteration 5Q (14366.290000 sec): 3 clusters Score: Raw -9031.304718 + Penalty 461.840817 = -8569.463901 nChanged 1 SP:Iteration 6Q (14366.480000 sec): 3 clusters Score: Raw -9032.448117 + Penalty 461.840817 = -8570.607300 nChanged 1 SP:Iteration 7Q (14366.670000 sec): 3 clusters Score: Raw -9034.247220 + Penalty 461.840817 = -8572.406403 nChanged 0 SP:Iteration 8F (14366.840000 sec): 3 clusters Score: Raw -9034.247220 + Penalty 461.840817 = -8572.406403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14366.890000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14367.070000 sec): 3 clusters Score: Raw -24605.065627 + Penalty 552.015836 = -24053.049791 nChanged 132 SP:Iteration 1F (14367.220000 sec): 3 clusters Score: Raw -24725.855422 + Penalty 552.015836 = -24173.839586 nChanged 37 SP:Iteration 2F (14367.410000 sec): 3 clusters Score: Raw -24763.033096 + Penalty 552.015836 = -24211.017260 nChanged 21 SP:Iteration 3Q (14367.580000 sec): 3 clusters Score: Raw -24773.462080 + Penalty 552.015836 = -24221.446243 nChanged 3 SP:Iteration 4Q (14367.800000 sec): 3 clusters Score: Raw -24774.440008 + Penalty 552.015836 = -24222.424172 nChanged 1 SP:Iteration 5Q (14367.960000 sec): 3 clusters Score: Raw -24774.935674 + Penalty 552.015836 = -24222.919838 nChanged 0 SP:Iteration 6F (14368.190000 sec): 3 clusters Score: Raw -24774.935674 + Penalty 552.015836 = -24222.919838 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14368.280000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14368.520000 sec): 3 clusters Score: Raw -242375.542130 + Penalty 745.372708 = -241630.169422 nChanged 1629 SP:Iteration 1F (14368.710000 sec): 3 clusters Score: Raw -243263.726339 + Penalty 745.372708 = -242518.353631 nChanged 200 SP:Iteration 2F (14368.850000 sec): 3 clusters Score: Raw -243355.554443 + Penalty 745.372708 = -242610.181735 nChanged 185 SP:Iteration 3F (14369.020000 sec): 3 clusters Score: Raw -243441.016279 + Penalty 745.372708 = -242695.643571 nChanged 162 SP:Iteration 4Q (14369.230000 sec): 3 clusters Score: Raw -243528.639688 + Penalty 745.372708 = -242783.266980 nChanged 170 SP:Iteration 5Q (14369.390000 sec): 3 clusters Score: Raw -243622.602990 + Penalty 745.372708 = -242877.230282 nChanged 166 SP:Iteration 6Q (14369.550000 sec): 3 clusters Score: Raw -243734.183461 + Penalty 745.372708 = -242988.810753 nChanged 174 SP:Iteration 7Q (14369.760000 sec): 3 clusters Score: Raw -243850.427231 + Penalty 745.372708 = -243105.054522 nChanged 159 SP:Iteration 8Q (14369.910000 sec): 3 clusters Score: Raw -243944.189122 + Penalty 745.372708 = -243198.816414 nChanged 142 SP:Iteration 9Q (14370.100000 sec): 3 clusters Score: Raw -244024.361624 + Penalty 745.372708 = -243278.988916 nChanged 117 SP:Iteration 10Q (14370.240000 sec): 3 clusters Score: Raw -244087.719105 + Penalty 745.372708 = -243342.346397 nChanged 112 SP:Iteration 11Q (14370.430000 sec): 3 clusters Score: Raw -244137.204613 + Penalty 745.372708 = -243391.831905 nChanged 82 SP:Iteration 12Q (14370.580000 sec): 3 clusters Score: Raw -244169.927020 + Penalty 745.372708 = -243424.554312 nChanged 64 SP:Iteration 13Q (14370.770000 sec): 3 clusters Score: Raw -244193.019027 + Penalty 745.372708 = -243447.646319 nChanged 59 SP:Iteration 14Q (14371.000000 sec): 3 clusters Score: Raw -244211.867145 + Penalty 745.372708 = -243466.494436 nChanged 48 SP:Iteration 15Q (14371.140000 sec): 3 clusters Score: Raw -244227.029968 + Penalty 745.372708 = -243481.657260 nChanged 46 SP:Iteration 16Q (14371.390000 sec): 3 clusters Score: Raw -244241.272006 + Penalty 745.372708 = -243495.899298 nChanged 44 SP:Iteration 17Q (14371.570000 sec): 3 clusters Score: Raw -244254.763492 + Penalty 745.372708 = -243509.390784 nChanged 25 SP:Iteration 18Q (14371.720000 sec): 3 clusters Score: Raw -244260.054196 + Penalty 745.372708 = -243514.681488 nChanged 19 SP:Iteration 19Q (14371.900000 sec): 3 clusters Score: Raw -244264.140781 + Penalty 745.372708 = -243518.768073 nChanged 15 SP:Iteration 20F (14372.060000 sec): 3 clusters Score: Raw -244266.159479 + Penalty 745.372708 = -243520.786770 nChanged 9 SP:Iteration 21Q (14372.290000 sec): 3 clusters Score: Raw -244267.813425 + Penalty 745.372708 = -243522.440716 nChanged 16 SP:Iteration 22Q (14372.480000 sec): 3 clusters Score: Raw -244270.117258 + Penalty 745.372708 = -243524.744550 nChanged 15 SP:Iteration 23Q (14372.670000 sec): 3 clusters Score: Raw -244272.917352 + Penalty 745.372708 = -243527.544644 nChanged 16 SP:Iteration 24Q (14372.860000 sec): 3 clusters Score: Raw -244275.051455 + Penalty 745.372708 = -243529.678747 nChanged 18 SP:Iteration 25Q (14373.050000 sec): 3 clusters Score: Raw -244278.317019 + Penalty 745.372708 = -243532.944311 nChanged 11 SP:Iteration 26Q (14373.230000 sec): 3 clusters Score: Raw -244280.295211 + Penalty 745.372708 = -243534.922503 nChanged 11 SP:Iteration 27Q (14373.390000 sec): 3 clusters Score: Raw -244281.472875 + Penalty 745.372708 = -243536.100167 nChanged 10 SP:Iteration 28Q (14373.560000 sec): 3 clusters Score: Raw -244282.589381 + Penalty 745.372708 = -243537.216673 nChanged 8 SP:Iteration 29Q (14373.730000 sec): 3 clusters Score: Raw -244283.796569 + Penalty 745.372708 = -243538.423861 nChanged 12 SP:Iteration 30Q (14373.850000 sec): 3 clusters Score: Raw -244285.953664 + Penalty 745.372708 = -243540.580956 nChanged 11 SP:Iteration 31Q (14374.060000 sec): 3 clusters Score: Raw -244287.643174 + Penalty 745.372708 = -243542.270466 nChanged 11 SP:Iteration 32Q (14374.170000 sec): 3 clusters Score: Raw -244289.837303 + Penalty 745.372708 = -243544.464595 nChanged 11 SP:Iteration 33Q (14374.330000 sec): 3 clusters Score: Raw -244292.016779 + Penalty 745.372708 = -243546.644071 nChanged 11 SP:Iteration 34Q (14374.530000 sec): 3 clusters Score: Raw -244294.163191 + Penalty 745.372708 = -243548.790482 nChanged 14 SP:Iteration 35Q (14374.760000 sec): 3 clusters Score: Raw -244296.790904 + Penalty 745.372708 = -243551.418196 nChanged 18 SP:Iteration 36Q (14375.060000 sec): 3 clusters Score: Raw -244300.075856 + Penalty 745.372708 = -243554.703148 nChanged 19 SP:Iteration 37Q (14375.230000 sec): 3 clusters Score: Raw -244304.320979 + Penalty 745.372708 = -243558.948271 nChanged 23 SP:Iteration 38Q (14375.410000 sec): 3 clusters Score: Raw -244310.848483 + Penalty 745.372708 = -243565.475774 nChanged 25 SP:Iteration 39Q (14375.610000 sec): 3 clusters Score: Raw -244317.028627 + Penalty 745.372708 = -243571.655919 nChanged 18 SP:Iteration 40F (14375.800000 sec): 3 clusters Score: Raw -244320.935512 + Penalty 745.372708 = -243575.562804 nChanged 26 SP:Iteration 41Q (14376.000000 sec): 3 clusters Score: Raw -244327.346420 + Penalty 745.372708 = -243581.973711 nChanged 26 SP:Iteration 42Q (14376.190000 sec): 3 clusters Score: Raw -244335.840780 + Penalty 745.372708 = -243590.468072 nChanged 25 SP:Iteration 43Q (14376.410000 sec): 3 clusters Score: Raw -244343.023290 + Penalty 745.372708 = -243597.650582 nChanged 24 SP:Iteration 44Q (14376.620000 sec): 3 clusters Score: Raw -244349.240726 + Penalty 745.372708 = -243603.868018 nChanged 18 SP:Iteration 45Q (14376.810000 sec): 3 clusters Score: Raw -244356.317664 + Penalty 745.372708 = -243610.944956 nChanged 30 SP:Iteration 46Q (14376.950000 sec): 3 clusters Score: Raw -244367.874652 + Penalty 745.372708 = -243622.501944 nChanged 31 SP:Iteration 47Q (14377.160000 sec): 3 clusters Score: Raw -244384.259374 + Penalty 745.372708 = -243638.886666 nChanged 36 SP:Iteration 48Q (14377.290000 sec): 3 clusters Score: Raw -244401.625877 + Penalty 745.372708 = -243656.253169 nChanged 24 SP:Iteration 49Q (14377.500000 sec): 3 clusters Score: Raw -244415.302013 + Penalty 745.372708 = -243669.929305 nChanged 25 SP:Iteration 50Q (14377.690000 sec): 3 clusters Score: Raw -244429.188899 + Penalty 745.372708 = -243683.816191 nChanged 25 SP:Iteration 51Q (14377.890000 sec): 3 clusters Score: Raw -244446.075539 + Penalty 745.372708 = -243700.702831 nChanged 27 SP:Iteration 52Q (14378.020000 sec): 3 clusters Score: Raw -244462.934597 + Penalty 745.372708 = -243717.561888 nChanged 24 SP:Iteration 53Q (14378.240000 sec): 3 clusters Score: Raw -244473.692555 + Penalty 745.372708 = -243728.319847 nChanged 17 SP:Iteration 54Q (14378.460000 sec): 3 clusters Score: Raw -244481.943277 + Penalty 745.372708 = -243736.570569 nChanged 14 SP:Iteration 55Q (14378.700000 sec): 3 clusters Score: Raw -244486.435814 + Penalty 745.372708 = -243741.063106 nChanged 7 SP:Iteration 56Q (14378.910000 sec): 3 clusters Score: Raw -244488.550908 + Penalty 745.372708 = -243743.178200 nChanged 3 SP:Iteration 57Q (14379.120000 sec): 3 clusters Score: Raw -244489.007538 + Penalty 745.372708 = -243743.634830 nChanged 1 SP:Iteration 58Q (14379.310000 sec): 3 clusters Score: Raw -244489.231442 + Penalty 745.372708 = -243743.858734 nChanged 2 SP:Iteration 59Q (14379.450000 sec): 3 clusters Score: Raw -244490.016967 + Penalty 745.372708 = -243744.644258 nChanged 4 SP:Iteration 60F (14379.700000 sec): 3 clusters Score: Raw -244491.438266 + Penalty 745.372708 = -243746.065558 nChanged 7 SP:Iteration 61Q (14379.890000 sec): 3 clusters Score: Raw -244494.340839 + Penalty 745.372708 = -243748.968131 nChanged 6 SP:Iteration 62Q (14380.070000 sec): 3 clusters Score: Raw -244496.635348 + Penalty 745.372708 = -243751.262640 nChanged 8 SP:Iteration 63Q (14380.260000 sec): 3 clusters Score: Raw -244501.496860 + Penalty 745.372708 = -243756.124152 nChanged 7 SP:Iteration 64Q (14380.450000 sec): 3 clusters Score: Raw -244505.301892 + Penalty 745.372708 = -243759.929184 nChanged 8 SP:Iteration 65Q (14380.640000 sec): 3 clusters Score: Raw -244509.352202 + Penalty 745.372708 = -243763.979493 nChanged 5 SP:Iteration 66Q (14380.860000 sec): 3 clusters Score: Raw -244511.103692 + Penalty 745.372708 = -243765.730984 nChanged 5 SP:Iteration 67Q (14381.050000 sec): 3 clusters Score: Raw -244513.008966 + Penalty 745.372708 = -243767.636258 nChanged 10 SP:Iteration 68Q (14381.250000 sec): 3 clusters Score: Raw -244518.416784 + Penalty 745.372708 = -243773.044076 nChanged 4 SP:Iteration 69Q (14381.500000 sec): 3 clusters Score: Raw -244520.793187 + Penalty 745.372708 = -243775.420479 nChanged 1 SP:Iteration 70Q (14381.680000 sec): 3 clusters Score: Raw -244521.236153 + Penalty 745.372708 = -243775.863445 nChanged 2 SP:Iteration 71Q (14381.890000 sec): 3 clusters Score: Raw -244521.585721 + Penalty 745.372708 = -243776.213013 nChanged 1 SP:Iteration 72Q (14382.140000 sec): 3 clusters Score: Raw -244521.735158 + Penalty 745.372708 = -243776.362450 nChanged 1 SP:Iteration 73Q (14382.330000 sec): 3 clusters Score: Raw -244522.115030 + Penalty 745.372708 = -243776.742322 nChanged 0 SP:Iteration 74F (14382.480000 sec): 3 clusters Score: Raw -244522.115030 + Penalty 745.372708 = -243776.742322 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14382.590000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14382.750000 sec): 3 clusters Score: Raw -7207.259397 + Penalty 427.743713 = -6779.515684 nChanged 22 SP:Iteration 1F (14382.960000 sec): 3 clusters Score: Raw -7238.385702 + Penalty 427.743713 = -6810.641989 nChanged 3 SP:Iteration 2Q (14383.150000 sec): 3 clusters Score: Raw -7244.070010 + Penalty 427.743713 = -6816.326297 nChanged 1 SP:Iteration 3Q (14383.360000 sec): 3 clusters Score: Raw -7246.364022 + Penalty 427.743713 = -6818.620309 nChanged 0 SP:Iteration 4F (14383.550000 sec): 3 clusters Score: Raw -7246.364022 + Penalty 427.743713 = -6818.620309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14383.670000 sec): 2 clusters Score: Raw -4609.357408 + Penalty 206.719913 = -4402.637495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14383.880000 sec): 3 clusters Score: Raw -4683.905488 + Penalty 413.439825 = -4270.465663 nChanged 25 SP:Iteration 1F (14384.070000 sec): 3 clusters Score: Raw -4776.846597 + Penalty 413.439825 = -4363.406772 nChanged 3 SP:Iteration 2Q (14384.230000 sec): 3 clusters Score: Raw -4805.142859 + Penalty 413.439825 = -4391.703034 nChanged 1 SP:Iteration 3Q (14384.450000 sec): 3 clusters Score: Raw -4806.987416 + Penalty 413.439825 = -4393.547591 nChanged 0 SP:Iteration 4F (14384.620000 sec): 3 clusters Score: Raw -4806.987416 + Penalty 413.439825 = -4393.547591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14384.720000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14384.880000 sec): 3 clusters Score: Raw -4169.359949 + Penalty 382.627028 = -3786.732921 nChanged 6 SP:Iteration 1F (14385.060000 sec): 3 clusters Score: Raw -4188.376814 + Penalty 382.627028 = -3805.749786 nChanged 1 SP:Iteration 2Q (14385.260000 sec): 3 clusters Score: Raw -4192.051148 + Penalty 382.627028 = -3809.424119 nChanged 1 SP:Iteration 3Q (14385.410000 sec): 3 clusters Score: Raw -4193.667884 + Penalty 382.627028 = -3811.040856 nChanged 0 SP:Iteration 4F (14385.610000 sec): 3 clusters Score: Raw -4193.667884 + Penalty 382.627028 = -3811.040856 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14385.680000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14385.870000 sec): 3 clusters Score: Raw -13593.843095 + Penalty 497.208694 = -13096.634401 nChanged 71 SP:Iteration 1F (14386.020000 sec): 3 clusters Score: Raw -13655.430287 + Penalty 497.208694 = -13158.221593 nChanged 16 SP:Iteration 2F (14386.210000 sec): 3 clusters Score: Raw -13673.180861 + Penalty 497.208694 = -13175.972167 nChanged 7 SP:Iteration 3Q (14386.370000 sec): 3 clusters Score: Raw -13680.745662 + Penalty 497.208694 = -13183.536968 nChanged 6 SP:Iteration 4Q (14386.530000 sec): 3 clusters Score: Raw -13684.128533 + Penalty 497.208694 = -13186.919839 nChanged 5 SP:Iteration 5Q (14386.700000 sec): 3 clusters Score: Raw -13687.380823 + Penalty 497.208694 = -13190.172129 nChanged 5 SP:Iteration 6Q (14386.880000 sec): 3 clusters Score: Raw -13695.751887 + Penalty 497.208694 = -13198.543193 nChanged 3 SP:Iteration 7Q (14387.040000 sec): 3 clusters Score: Raw -13708.641711 + Penalty 497.208694 = -13211.433017 nChanged 3 SP:Iteration 8Q (14387.260000 sec): 3 clusters Score: Raw -13714.807234 + Penalty 497.208694 = -13217.598540 nChanged 0 SP:Iteration 9F (14387.400000 sec): 3 clusters Score: Raw -13714.807234 + Penalty 497.208694 = -13217.598540 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14387.560000 sec): 2 clusters Score: Raw -2078003.563111 + Penalty 471.414314 = -2077532.148796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14387.830000 sec): 3 clusters Score: Raw -2057461.246568 + Penalty 942.828628 = -2056518.417939 nChanged 15092 SP:Iteration 1F (14388.100000 sec): 3 clusters Score: Raw -2066345.043630 + Penalty 942.828628 = -2065402.215002 nChanged 1349 SP:Iteration 2Q (14388.350000 sec): 3 clusters Score: Raw -2066898.405676 + Penalty 942.828628 = -2065955.577047 nChanged 1489 SP:Iteration 3Q (14388.540000 sec): 3 clusters Score: Raw -2067658.974252 + Penalty 942.828628 = -2066716.145623 nChanged 1730 SP:Iteration 4F (14388.810000 sec): 3 clusters Score: Raw -2068827.540967 + Penalty 942.828628 = -2067884.712339 nChanged 1982 SP:Iteration 5F (14389.110000 sec): 3 clusters Score: Raw -2070370.402637 + Penalty 942.828628 = -2069427.574008 nChanged 1985 SP:Iteration 6F (14389.420000 sec): 3 clusters Score: Raw -2071948.191989 + Penalty 942.828628 = -2071005.363360 nChanged 1718 SP:Iteration 7F (14389.610000 sec): 3 clusters Score: Raw -2073123.174335 + Penalty 942.828628 = -2072180.345707 nChanged 1420 SP:Iteration 8Q (14389.880000 sec): 3 clusters Score: Raw -2074005.341972 + Penalty 942.828628 = -2073062.513343 nChanged 1164 SP:Iteration 9Q (14390.110000 sec): 3 clusters Score: Raw -2074631.785683 + Penalty 942.828628 = -2073688.957054 nChanged 946 SP:Iteration 10Q (14390.400000 sec): 3 clusters Score: Raw -2075126.492506 + Penalty 942.828628 = -2074183.663877 nChanged 845 SP:Iteration 11Q (14390.680000 sec): 3 clusters Score: Raw -2075574.295160 + Penalty 942.828628 = -2074631.466532 nChanged 787 SP:Iteration 12Q (14390.950000 sec): 3 clusters Score: Raw -2075966.417792 + Penalty 942.828628 = -2075023.589163 nChanged 707 SP:Iteration 13Q (14391.220000 sec): 3 clusters Score: Raw -2076316.969702 + Penalty 942.828628 = -2075374.141073 nChanged 645 SP:Iteration 14Q (14391.420000 sec): 3 clusters Score: Raw -2076643.086535 + Penalty 942.828628 = -2075700.257906 nChanged 606 SP:Iteration 15Q (14391.660000 sec): 3 clusters Score: Raw -2076939.347543 + Penalty 942.828628 = -2075996.518915 nChanged 507 SP:Iteration 16Q (14391.880000 sec): 3 clusters Score: Raw -2077171.921200 + Penalty 942.828628 = -2076229.092571 nChanged 439 SP:Iteration 17Q (14392.130000 sec): 3 clusters Score: Raw -2077381.298197 + Penalty 942.828628 = -2076438.469568 nChanged 387 SP:Iteration 18Q (14392.350000 sec): 3 clusters Score: Raw -2077567.938660 + Penalty 942.828628 = -2076625.110032 nChanged 297 SP:Iteration 19Q (14392.540000 sec): 3 clusters Score: Raw -2077704.766834 + Penalty 942.828628 = -2076761.938205 nChanged 206 SP:Iteration 20F (14392.840000 sec): 3 clusters Score: Raw -2077783.302970 + Penalty 942.828628 = -2076840.474341 nChanged 164 SP:Iteration 21Q (14393.060000 sec): 3 clusters Score: Raw -2077850.608324 + Penalty 942.828628 = -2076907.779696 nChanged 137 SP:Iteration 22Q (14393.310000 sec): 3 clusters Score: Raw -2077908.860504 + Penalty 942.828628 = -2076966.031875 nChanged 125 SP:Iteration 23Q (14393.550000 sec): 3 clusters Score: Raw -2077961.988946 + Penalty 942.828628 = -2077019.160318 nChanged 91 SP:Iteration 24Q (14393.830000 sec): 3 clusters Score: Raw -2077993.364212 + Penalty 942.828628 = -2077050.535584 nChanged 76 SP:Iteration 25Q (14394.100000 sec): 3 clusters Score: Raw -2078019.597283 + Penalty 942.828628 = -2077076.768654 nChanged 59 SP:Iteration 26Q (14394.440000 sec): 3 clusters Score: Raw -2078039.493935 + Penalty 942.828628 = -2077096.665307 nChanged 47 SP:Iteration 27Q (14394.720000 sec): 3 clusters Score: Raw -2078051.870448 + Penalty 942.828628 = -2077109.041820 nChanged 30 SP:Iteration 28Q (14395.050000 sec): 3 clusters Score: Raw -2078063.859105 + Penalty 942.828628 = -2077121.030476 nChanged 32 SP:Iteration 29Q (14395.350000 sec): 3 clusters Score: Raw -2078075.706819 + Penalty 942.828628 = -2077132.878190 nChanged 27 SP:Iteration 30Q (14395.660000 sec): 3 clusters Score: Raw -2078084.951352 + Penalty 942.828628 = -2077142.122724 nChanged 23 SP:Iteration 31Q (14395.870000 sec): 3 clusters Score: Raw -2078090.468727 + Penalty 942.828628 = -2077147.640099 nChanged 18 SP:Iteration 32Q (14396.150000 sec): 3 clusters Score: Raw -2078095.708708 + Penalty 942.828628 = -2077152.880080 nChanged 11 SP:Iteration 33Q (14396.410000 sec): 3 clusters Score: Raw -2078099.254521 + Penalty 942.828628 = -2077156.425892 nChanged 12 SP:Iteration 34Q (14396.680000 sec): 3 clusters Score: Raw -2078103.171861 + Penalty 942.828628 = -2077160.343233 nChanged 13 SP:Iteration 35Q (14396.910000 sec): 3 clusters Score: Raw -2078106.871605 + Penalty 942.828628 = -2077164.042977 nChanged 8 SP:Iteration 36Q (14397.190000 sec): 3 clusters Score: Raw -2078108.952034 + Penalty 942.828628 = -2077166.123405 nChanged 4 SP:Iteration 37Q (14397.480000 sec): 3 clusters Score: Raw -2078110.489849 + Penalty 942.828628 = -2077167.661220 nChanged 5 SP:Iteration 38Q (14397.720000 sec): 3 clusters Score: Raw -2078112.013603 + Penalty 942.828628 = -2077169.184974 nChanged 7 SP:Iteration 39Q (14398.040000 sec): 3 clusters Score: Raw -2078114.593631 + Penalty 942.828628 = -2077171.765002 nChanged 12 SP:Iteration 40F (14398.360000 sec): 3 clusters Score: Raw -2078117.489386 + Penalty 942.828628 = -2077174.660758 nChanged 5 SP:Iteration 41Q (14398.660000 sec): 3 clusters Score: Raw -2078118.637599 + Penalty 942.828628 = -2077175.808971 nChanged 4 SP:Iteration 42Q (14399.000000 sec): 3 clusters Score: Raw -2078119.405424 + Penalty 942.828628 = -2077176.576796 nChanged 4 SP:Iteration 43Q (14399.280000 sec): 3 clusters Score: Raw -2078120.074268 + Penalty 942.828628 = -2077177.245640 nChanged 3 SP:Iteration 44Q (14399.550000 sec): 3 clusters Score: Raw -2078120.445927 + Penalty 942.828628 = -2077177.617298 nChanged 0 SP:Iteration 45F (14399.790000 sec): 3 clusters Score: Raw -2078120.445927 + Penalty 942.828628 = -2077177.617298 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14399.890000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14400.110000 sec): 3 clusters Score: Raw -7990.649863 + Penalty 444.334975 = -7546.314889 nChanged 32 SP:Iteration 1F (14400.310000 sec): 3 clusters Score: Raw -8037.910480 + Penalty 444.334975 = -7593.575505 nChanged 8 SP:Iteration 2F (14400.500000 sec): 3 clusters Score: Raw -8047.393068 + Penalty 444.334975 = -7603.058093 nChanged 3 SP:Iteration 3Q (14400.700000 sec): 3 clusters Score: Raw -8050.677864 + Penalty 444.334975 = -7606.342889 nChanged 3 SP:Iteration 4Q (14400.930000 sec): 3 clusters Score: Raw -8059.197940 + Penalty 444.334975 = -7614.862965 nChanged 0 SP:Iteration 5F (14401.160000 sec): 3 clusters Score: Raw -8059.197940 + Penalty 444.334975 = -7614.862965 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14401.250000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14401.430000 sec): 3 clusters Score: Raw -6762.253339 + Penalty 437.908776 = -6324.344562 nChanged 23 SP:Iteration 1F (14401.610000 sec): 3 clusters Score: Raw -6794.210466 + Penalty 437.908776 = -6356.301689 nChanged 7 SP:Iteration 2F (14401.760000 sec): 3 clusters Score: Raw -6806.387025 + Penalty 437.908776 = -6368.478248 nChanged 2 SP:Iteration 3Q (14401.930000 sec): 3 clusters Score: Raw -6808.501374 + Penalty 437.908776 = -6370.592598 nChanged 0 SP:Iteration 4F (14402.140000 sec): 3 clusters Score: Raw -6808.501374 + Penalty 437.908776 = -6370.592598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14402.240000 sec): 2 clusters Score: Raw -345072.931099 + Penalty 393.374181 = -344679.556917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14402.450000 sec): 3 clusters Score: Raw -341702.067690 + Penalty 786.748363 = -340915.319327 nChanged 2565 SP:Iteration 1F (14402.680000 sec): 3 clusters Score: Raw -343476.732951 + Penalty 786.748363 = -342689.984588 nChanged 454 SP:Iteration 2F (14402.880000 sec): 3 clusters Score: Raw -343852.254497 + Penalty 786.748363 = -343065.506134 nChanged 417 SP:Iteration 3F (14403.040000 sec): 3 clusters Score: Raw -344198.561740 + Penalty 786.748363 = -343411.813377 nChanged 333 SP:Iteration 4F (14403.290000 sec): 3 clusters Score: Raw -344474.995451 + Penalty 786.748363 = -343688.247088 nChanged 257 SP:Iteration 5Q (14403.460000 sec): 3 clusters Score: Raw -344704.866335 + Penalty 786.748363 = -343918.117972 nChanged 182 SP:Iteration 6Q (14403.700000 sec): 3 clusters Score: Raw -344882.256831 + Penalty 786.748363 = -344095.508468 nChanged 124 SP:Iteration 7Q (14403.850000 sec): 3 clusters Score: Raw -344988.094140 + Penalty 786.748363 = -344201.345777 nChanged 58 SP:Iteration 8Q (14404.030000 sec): 3 clusters Score: Raw -345033.252437 + Penalty 786.748363 = -344246.504074 nChanged 30 SP:Iteration 9Q (14404.270000 sec): 3 clusters Score: Raw -345068.159100 + Penalty 786.748363 = -344281.410737 nChanged 20 SP:Iteration 10Q (14404.460000 sec): 3 clusters Score: Raw -345087.637045 + Penalty 786.748363 = -344300.888682 nChanged 18 SP:Iteration 11Q (14404.680000 sec): 3 clusters Score: Raw -345100.747295 + Penalty 786.748363 = -344313.998932 nChanged 11 SP:Iteration 12Q (14404.850000 sec): 3 clusters Score: Raw -345107.058872 + Penalty 786.748363 = -344320.310509 nChanged 6 SP:Iteration 13Q (14405.040000 sec): 3 clusters Score: Raw -345111.374416 + Penalty 786.748363 = -344324.626053 nChanged 5 SP:Iteration 14Q (14405.280000 sec): 3 clusters Score: Raw -345116.445445 + Penalty 786.748363 = -344329.697082 nChanged 8 SP:Iteration 15Q (14405.430000 sec): 3 clusters Score: Raw -345123.191173 + Penalty 786.748363 = -344336.442810 nChanged 10 SP:Iteration 16Q (14405.640000 sec): 3 clusters Score: Raw -345127.501149 + Penalty 786.748363 = -344340.752786 nChanged 1 SP:Iteration 17Q (14405.790000 sec): 3 clusters Score: Raw -345128.436609 + Penalty 786.748363 = -344341.688246 nChanged 2 SP:Iteration 18Q (14406.000000 sec): 3 clusters Score: Raw -345129.368071 + Penalty 786.748363 = -344342.619708 nChanged 0 SP:Iteration 19F (14406.160000 sec): 3 clusters Score: Raw -345129.368071 + Penalty 786.748363 = -344342.619708 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14407.080000 sec): 2 clusters Score: Raw -17690662.173757 + Penalty 570.595027 = -17690091.578730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14408.030000 sec): 3 clusters Score: Raw -17500867.552248 + Penalty 1141.190053 = -17499726.362195 nChanged 137564 SP:Iteration 1F (14408.990000 sec): 3 clusters Score: Raw -17582295.327016 + Penalty 1141.190053 = -17581154.136963 nChanged 6164 SP:Iteration 2Q (14410.050000 sec): 3 clusters Score: Raw -17583351.397037 + Penalty 1141.190053 = -17582210.206984 nChanged 6867 SP:Iteration 3Q (14410.920000 sec): 3 clusters Score: Raw -17584833.303296 + Penalty 1141.190053 = -17583692.113242 nChanged 8367 SP:Iteration 4Q (14411.910000 sec): 3 clusters Score: Raw -17587120.952741 + Penalty 1141.190053 = -17585979.762688 nChanged 10517 SP:Iteration 5Q (14413.050000 sec): 3 clusters Score: Raw -17591190.526489 + Penalty 1141.190053 = -17590049.336436 nChanged 14037 SP:Iteration 6F (14414.100000 sec): 3 clusters Score: Raw -17598804.413556 + Penalty 1141.190053 = -17597663.223503 nChanged 17774 SP:Iteration 7F (14415.280000 sec): 3 clusters Score: Raw -17611494.718212 + Penalty 1141.190053 = -17610353.528159 nChanged 20087 SP:Iteration 8F (14416.240000 sec): 3 clusters Score: Raw -17627861.524156 + Penalty 1141.190053 = -17626720.334102 nChanged 18398 SP:Iteration 9F (14417.170000 sec): 3 clusters Score: Raw -17643031.042813 + Penalty 1141.190053 = -17641889.852759 nChanged 14715 SP:Iteration 10F (14418.100000 sec): 3 clusters Score: Raw -17653816.115755 + Penalty 1141.190053 = -17652674.925702 nChanged 10882 SP:Iteration 11Q (14419.080000 sec): 3 clusters Score: Raw -17660726.370232 + Penalty 1141.190053 = -17659585.180179 nChanged 8183 SP:Iteration 12Q (14419.930000 sec): 3 clusters Score: Raw -17665624.395525 + Penalty 1141.190053 = -17664483.205471 nChanged 6803 SP:Iteration 13Q (14420.960000 sec): 3 clusters Score: Raw -17669827.131013 + Penalty 1141.190053 = -17668685.940960 nChanged 6019 SP:Iteration 14Q (14422.080000 sec): 3 clusters Score: Raw -17673667.331777 + Penalty 1141.190053 = -17672526.141724 nChanged 5258 SP:Iteration 15Q (14423.240000 sec): 3 clusters Score: Raw -17677130.533646 + Penalty 1141.190053 = -17675989.343593 nChanged 4456 SP:Iteration 16Q (14424.160000 sec): 3 clusters Score: Raw -17680193.192957 + Penalty 1141.190053 = -17679052.002903 nChanged 3655 SP:Iteration 17Q (14425.270000 sec): 3 clusters Score: Raw -17682786.169409 + Penalty 1141.190053 = -17681644.979356 nChanged 2973 SP:Iteration 18Q (14426.280000 sec): 3 clusters Score: Raw -17684976.449568 + Penalty 1141.190053 = -17683835.259515 nChanged 2296 SP:Iteration 19Q (14427.310000 sec): 3 clusters Score: Raw -17686678.170634 + Penalty 1141.190053 = -17685536.980580 nChanged 1671 SP:Iteration 20F (14428.240000 sec): 3 clusters Score: Raw -17687858.548873 + Penalty 1141.190053 = -17686717.358820 nChanged 1226 SP:Iteration 21Q (14429.130000 sec): 3 clusters Score: Raw -17688672.360470 + Penalty 1141.190053 = -17687531.170417 nChanged 927 SP:Iteration 22Q (14430.150000 sec): 3 clusters Score: Raw -17689232.385476 + Penalty 1141.190053 = -17688091.195423 nChanged 708 SP:Iteration 23Q (14431.020000 sec): 3 clusters Score: Raw -17689640.813733 + Penalty 1141.190053 = -17688499.623680 nChanged 525 SP:Iteration 24Q (14431.930000 sec): 3 clusters Score: Raw -17689939.538993 + Penalty 1141.190053 = -17688798.348939 nChanged 398 SP:Iteration 25Q (14432.990000 sec): 3 clusters Score: Raw -17690154.105247 + Penalty 1141.190053 = -17689012.915194 nChanged 283 SP:Iteration 26Q (14433.900000 sec): 3 clusters Score: Raw -17690304.445365 + Penalty 1141.190053 = -17689163.255312 nChanged 203 SP:Iteration 27Q (14434.830000 sec): 3 clusters Score: Raw -17690406.648030 + Penalty 1141.190053 = -17689265.457977 nChanged 149 SP:Iteration 28Q (14435.770000 sec): 3 clusters Score: Raw -17690478.092795 + Penalty 1141.190053 = -17689336.902742 nChanged 117 SP:Iteration 29Q (14436.710000 sec): 3 clusters Score: Raw -17690534.756016 + Penalty 1141.190053 = -17689393.565962 nChanged 86 SP:Iteration 30Q (14437.460000 sec): 3 clusters Score: Raw -17690580.321020 + Penalty 1141.190053 = -17689439.130966 nChanged 68 SP:Iteration 31Q (14438.490000 sec): 3 clusters Score: Raw -17690610.056154 + Penalty 1141.190053 = -17689468.866101 nChanged 50 SP:Iteration 32Q (14439.520000 sec): 3 clusters Score: Raw -17690631.533538 + Penalty 1141.190053 = -17689490.343485 nChanged 35 SP:Iteration 33Q (14440.550000 sec): 3 clusters Score: Raw -17690646.824543 + Penalty 1141.190053 = -17689505.634489 nChanged 33 SP:Iteration 34Q (14441.630000 sec): 3 clusters Score: Raw -17690662.267712 + Penalty 1141.190053 = -17689521.077659 nChanged 34 SP:Iteration 35Q (14442.510000 sec): 3 clusters Score: Raw -17690677.111564 + Penalty 1141.190053 = -17689535.921510 nChanged 28 SP:Iteration 36Q (14443.630000 sec): 3 clusters Score: Raw -17690693.897166 + Penalty 1141.190053 = -17689552.707112 nChanged 22 SP:Iteration 37Q (14444.700000 sec): 3 clusters Score: Raw -17690704.910345 + Penalty 1141.190053 = -17689563.720291 nChanged 17 SP:Iteration 38Q (14445.910000 sec): 3 clusters Score: Raw -17690717.171051 + Penalty 1141.190053 = -17689575.980997 nChanged 23 SP:Iteration 39Q (14447.020000 sec): 3 clusters Score: Raw -17690728.993416 + Penalty 1141.190053 = -17689587.803363 nChanged 12 SP:Iteration 40F (14447.970000 sec): 3 clusters Score: Raw -17690734.266988 + Penalty 1141.190053 = -17689593.076934 nChanged 10 SP:Iteration 41Q (14448.920000 sec): 3 clusters Score: Raw -17690738.416384 + Penalty 1141.190053 = -17689597.226331 nChanged 10 SP:Iteration 42Q (14449.880000 sec): 3 clusters Score: Raw -17690743.447722 + Penalty 1141.190053 = -17689602.257669 nChanged 7 SP:Iteration 43Q (14450.880000 sec): 3 clusters Score: Raw -17690746.164056 + Penalty 1141.190053 = -17689604.974003 nChanged 5 SP:Iteration 44Q (14451.720000 sec): 3 clusters Score: Raw -17690748.881175 + Penalty 1141.190053 = -17689607.691122 nChanged 5 SP:Iteration 45Q (14452.630000 sec): 3 clusters Score: Raw -17690750.226273 + Penalty 1141.190053 = -17689609.036219 nChanged 2 SP:Iteration 46Q (14453.530000 sec): 3 clusters Score: Raw -17690751.054908 + Penalty 1141.190053 = -17689609.864855 nChanged 2 SP:Iteration 47Q (14454.330000 sec): 3 clusters Score: Raw -17690753.819746 + Penalty 1141.190053 = -17689612.629692 nChanged 5 SP:Iteration 48Q (14455.310000 sec): 3 clusters Score: Raw -17690756.066185 + Penalty 1141.190053 = -17689614.876132 nChanged 1 SP:Iteration 49Q (14456.320000 sec): 3 clusters Score: Raw -17690756.622522 + Penalty 1141.190053 = -17689615.432469 nChanged 2 SP:Iteration 50Q (14457.300000 sec): 3 clusters Score: Raw -17690757.566149 + Penalty 1141.190053 = -17689616.376096 nChanged 2 SP:Iteration 51Q (14458.350000 sec): 3 clusters Score: Raw -17690758.176080 + Penalty 1141.190053 = -17689616.986026 nChanged 1 SP:Iteration 52Q (14459.410000 sec): 3 clusters Score: Raw -17690758.393193 + Penalty 1141.190053 = -17689617.203140 nChanged 1 SP:Iteration 53Q (14460.510000 sec): 3 clusters Score: Raw -17690758.607639 + Penalty 1141.190053 = -17689617.417585 nChanged 0 SP:Iteration 54F (14461.480000 sec): 3 clusters Score: Raw -17690758.607639 + Penalty 1141.190053 = -17689617.417585 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14461.720000 sec): 2 clusters Score: Raw -35141.664574 + Penalty 291.588060 = -34850.076514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14461.900000 sec): 3 clusters Score: Raw -34882.149624 + Penalty 583.176120 = -34298.973504 nChanged 233 SP:Iteration 1F (14462.110000 sec): 3 clusters Score: Raw -35044.691305 + Penalty 583.176120 = -34461.515185 nChanged 61 SP:Iteration 2F (14462.330000 sec): 3 clusters Score: Raw -35132.342680 + Penalty 583.176120 = -34549.166560 nChanged 44 SP:Iteration 3F (14462.530000 sec): 3 clusters Score: Raw -35196.599837 + Penalty 583.176120 = -34613.423717 nChanged 35 SP:Iteration 4F (14462.760000 sec): 3 clusters Score: Raw -35230.554203 + Penalty 583.176120 = -34647.378083 nChanged 24 SP:Iteration 5Q (14462.920000 sec): 3 clusters Score: Raw -35250.912465 + Penalty 583.176120 = -34667.736345 nChanged 22 SP:Iteration 6Q (14463.120000 sec): 3 clusters Score: Raw -35264.614655 + Penalty 583.176120 = -34681.438535 nChanged 15 SP:Iteration 7Q (14463.270000 sec): 3 clusters Score: Raw -35273.079331 + Penalty 583.176120 = -34689.903211 nChanged 8 SP:Iteration 8Q (14463.440000 sec): 3 clusters Score: Raw -35279.853723 + Penalty 583.176120 = -34696.677603 nChanged 3 SP:Iteration 9Q (14463.590000 sec): 3 clusters Score: Raw -35280.423754 + Penalty 583.176120 = -34697.247634 nChanged 1 SP:Iteration 10Q (14463.780000 sec): 3 clusters Score: Raw -35280.525607 + Penalty 583.176120 = -34697.349487 nChanged 0 SP:Iteration 11F (14463.960000 sec): 3 clusters Score: Raw -35280.525607 + Penalty 583.176120 = -34697.349487 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14464.060000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14464.210000 sec): 3 clusters Score: Raw -17201.675946 + Penalty 518.129625 = -16683.546321 nChanged 92 SP:Iteration 1F (14464.400000 sec): 3 clusters Score: Raw -17291.819925 + Penalty 518.129625 = -16773.690300 nChanged 27 SP:Iteration 2F (14464.560000 sec): 3 clusters Score: Raw -17327.772535 + Penalty 518.129625 = -16809.642910 nChanged 18 SP:Iteration 3F (14464.760000 sec): 3 clusters Score: Raw -17343.846729 + Penalty 518.129625 = -16825.717105 nChanged 7 SP:Iteration 4Q (14464.910000 sec): 3 clusters Score: Raw -17349.603992 + Penalty 518.129625 = -16831.474368 nChanged 5 SP:Iteration 5Q (14465.120000 sec): 3 clusters Score: Raw -17355.600945 + Penalty 518.129625 = -16837.471321 nChanged 6 SP:Iteration 6Q (14465.300000 sec): 3 clusters Score: Raw -17363.913264 + Penalty 518.129625 = -16845.783640 nChanged 6 SP:Iteration 7Q (14465.460000 sec): 3 clusters Score: Raw -17371.047528 + Penalty 518.129625 = -16852.917903 nChanged 7 SP:Iteration 8Q (14465.670000 sec): 3 clusters Score: Raw -17376.365383 + Penalty 518.129625 = -16858.235758 nChanged 3 SP:Iteration 9Q (14465.850000 sec): 3 clusters Score: Raw -17379.238539 + Penalty 518.129625 = -16861.108915 nChanged 5 SP:Iteration 10Q (14466.040000 sec): 3 clusters Score: Raw -17382.706570 + Penalty 518.129625 = -16864.576945 nChanged 4 SP:Iteration 11Q (14466.220000 sec): 3 clusters Score: Raw -17387.821601 + Penalty 518.129625 = -16869.691976 nChanged 5 SP:Iteration 12Q (14466.410000 sec): 3 clusters Score: Raw -17391.236284 + Penalty 518.129625 = -16873.106660 nChanged 0 SP:Iteration 13F (14466.580000 sec): 3 clusters Score: Raw -17391.236284 + Penalty 518.129625 = -16873.106660 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14466.710000 sec): 2 clusters Score: Raw -262502.271556 + Penalty 378.933532 = -262123.338024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14466.910000 sec): 3 clusters Score: Raw -260067.013468 + Penalty 757.867064 = -259309.146404 nChanged 1798 SP:Iteration 1F (14467.090000 sec): 3 clusters Score: Raw -261135.286660 + Penalty 757.867064 = -260377.419597 nChanged 241 SP:Iteration 2F (14467.280000 sec): 3 clusters Score: Raw -261244.178635 + Penalty 757.867064 = -260486.311571 nChanged 205 SP:Iteration 3Q (14467.490000 sec): 3 clusters Score: Raw -261339.552034 + Penalty 757.867064 = -260581.684970 nChanged 195 SP:Iteration 4Q (14467.710000 sec): 3 clusters Score: Raw -261465.543885 + Penalty 757.867064 = -260707.676822 nChanged 211 SP:Iteration 5F (14467.890000 sec): 3 clusters Score: Raw -261644.830448 + Penalty 757.867064 = -260886.963384 nChanged 245 SP:Iteration 6F (14468.100000 sec): 3 clusters Score: Raw -261862.516178 + Penalty 757.867064 = -261104.649114 nChanged 247 SP:Iteration 7F (14468.260000 sec): 3 clusters Score: Raw -262058.804973 + Penalty 757.867064 = -261300.937909 nChanged 182 SP:Iteration 8Q (14468.370000 sec): 3 clusters Score: Raw -262183.762814 + Penalty 757.867064 = -261425.895750 nChanged 149 SP:Iteration 9Q (14468.610000 sec): 3 clusters Score: Raw -262269.310149 + Penalty 757.867064 = -261511.443085 nChanged 129 SP:Iteration 10Q (14468.770000 sec): 3 clusters Score: Raw -262335.959377 + Penalty 757.867064 = -261578.092314 nChanged 104 SP:Iteration 11Q (14468.920000 sec): 3 clusters Score: Raw -262380.858717 + Penalty 757.867064 = -261622.991654 nChanged 98 SP:Iteration 12Q (14469.080000 sec): 3 clusters Score: Raw -262428.343977 + Penalty 757.867064 = -261670.476914 nChanged 88 SP:Iteration 13Q (14469.320000 sec): 3 clusters Score: Raw -262469.560096 + Penalty 757.867064 = -261711.693032 nChanged 89 SP:Iteration 14Q (14469.470000 sec): 3 clusters Score: Raw -262513.279323 + Penalty 757.867064 = -261755.412259 nChanged 93 SP:Iteration 15Q (14469.620000 sec): 3 clusters Score: Raw -262555.512048 + Penalty 757.867064 = -261797.644984 nChanged 75 SP:Iteration 16Q (14469.790000 sec): 3 clusters Score: Raw -262587.573971 + Penalty 757.867064 = -261829.706907 nChanged 75 SP:Iteration 17Q (14469.870000 sec): 3 clusters Score: Raw -262622.170096 + Penalty 757.867064 = -261864.303033 nChanged 67 SP:Iteration 18Q (14469.990000 sec): 3 clusters Score: Raw -262651.742290 + Penalty 757.867064 = -261893.875226 nChanged 63 SP:Iteration 19Q (14470.150000 sec): 3 clusters Score: Raw -262681.715711 + Penalty 757.867064 = -261923.848647 nChanged 48 SP:Iteration 20F (14470.380000 sec): 3 clusters Score: Raw -262705.913701 + Penalty 757.867064 = -261948.046638 nChanged 58 SP:Iteration 21Q (14470.570000 sec): 3 clusters Score: Raw -262736.909795 + Penalty 757.867064 = -261979.042732 nChanged 55 SP:Iteration 22Q (14470.790000 sec): 3 clusters Score: Raw -262763.802479 + Penalty 757.867064 = -262005.935416 nChanged 49 SP:Iteration 23Q (14470.970000 sec): 3 clusters Score: Raw -262785.503369 + Penalty 757.867064 = -262027.636306 nChanged 30 SP:Iteration 24Q (14471.170000 sec): 3 clusters Score: Raw -262793.836931 + Penalty 757.867064 = -262035.969868 nChanged 26 SP:Iteration 25Q (14471.390000 sec): 3 clusters Score: Raw -262800.637144 + Penalty 757.867064 = -262042.770080 nChanged 21 SP:Iteration 26Q (14471.570000 sec): 3 clusters Score: Raw -262803.830068 + Penalty 757.867064 = -262045.963004 nChanged 15 SP:Iteration 27Q (14471.770000 sec): 3 clusters Score: Raw -262806.380810 + Penalty 757.867064 = -262048.513746 nChanged 22 SP:Iteration 28Q (14472.010000 sec): 3 clusters Score: Raw -262810.949192 + Penalty 757.867064 = -262053.082128 nChanged 14 SP:Iteration 29Q (14472.180000 sec): 3 clusters Score: Raw -262813.750443 + Penalty 757.867064 = -262055.883379 nChanged 16 SP:Iteration 30Q (14472.350000 sec): 3 clusters Score: Raw -262815.936377 + Penalty 757.867064 = -262058.069313 nChanged 13 SP:Iteration 31Q (14472.530000 sec): 3 clusters Score: Raw -262817.682519 + Penalty 757.867064 = -262059.815455 nChanged 12 SP:Iteration 32Q (14472.680000 sec): 3 clusters Score: Raw -262819.493761 + Penalty 757.867064 = -262061.626697 nChanged 9 SP:Iteration 33Q (14472.850000 sec): 3 clusters Score: Raw -262820.353753 + Penalty 757.867064 = -262062.486689 nChanged 6 SP:Iteration 34Q (14473.050000 sec): 3 clusters Score: Raw -262820.966290 + Penalty 757.867064 = -262063.099226 nChanged 8 SP:Iteration 35Q (14473.170000 sec): 3 clusters Score: Raw -262822.407443 + Penalty 757.867064 = -262064.540379 nChanged 12 SP:Iteration 36Q (14473.330000 sec): 3 clusters Score: Raw -262824.555000 + Penalty 757.867064 = -262066.687936 nChanged 9 SP:Iteration 37Q (14473.590000 sec): 3 clusters Score: Raw -262825.746914 + Penalty 757.867064 = -262067.879850 nChanged 7 SP:Iteration 38Q (14473.770000 sec): 3 clusters Score: Raw -262826.818358 + Penalty 757.867064 = -262068.951294 nChanged 6 SP:Iteration 39Q (14473.980000 sec): 3 clusters Score: Raw -262827.773041 + Penalty 757.867064 = -262069.905978 nChanged 7 SP:Iteration 40F (14474.210000 sec): 3 clusters Score: Raw -262828.646304 + Penalty 757.867064 = -262070.779240 nChanged 10 SP:Iteration 41Q (14474.450000 sec): 3 clusters Score: Raw -262829.967962 + Penalty 757.867064 = -262072.100898 nChanged 8 SP:Iteration 42Q (14474.660000 sec): 3 clusters Score: Raw -262830.921541 + Penalty 757.867064 = -262073.054478 nChanged 7 SP:Iteration 43Q (14474.850000 sec): 3 clusters Score: Raw -262831.595341 + Penalty 757.867064 = -262073.728277 nChanged 7 SP:Iteration 44Q (14474.970000 sec): 3 clusters Score: Raw -262832.228962 + Penalty 757.867064 = -262074.361898 nChanged 7 SP:Iteration 45Q (14475.160000 sec): 3 clusters Score: Raw -262833.134266 + Penalty 757.867064 = -262075.267202 nChanged 7 SP:Iteration 46Q (14475.290000 sec): 3 clusters Score: Raw -262834.043891 + Penalty 757.867064 = -262076.176828 nChanged 6 SP:Iteration 47Q (14475.490000 sec): 3 clusters Score: Raw -262835.083686 + Penalty 757.867064 = -262077.216622 nChanged 9 SP:Iteration 48Q (14475.630000 sec): 3 clusters Score: Raw -262836.747796 + Penalty 757.867064 = -262078.880733 nChanged 8 SP:Iteration 49Q (14475.790000 sec): 3 clusters Score: Raw -262837.809560 + Penalty 757.867064 = -262079.942496 nChanged 4 SP:Iteration 50Q (14476.000000 sec): 3 clusters Score: Raw -262838.300904 + Penalty 757.867064 = -262080.433840 nChanged 4 SP:Iteration 51Q (14476.140000 sec): 3 clusters Score: Raw -262838.752165 + Penalty 757.867064 = -262080.885101 nChanged 5 SP:Iteration 52Q (14476.390000 sec): 3 clusters Score: Raw -262839.881693 + Penalty 757.867064 = -262082.014629 nChanged 7 SP:Iteration 53Q (14476.540000 sec): 3 clusters Score: Raw -262841.273889 + Penalty 757.867064 = -262083.406826 nChanged 6 SP:Iteration 54Q (14476.750000 sec): 3 clusters Score: Raw -262842.566005 + Penalty 757.867064 = -262084.698941 nChanged 5 SP:Iteration 55Q (14476.900000 sec): 3 clusters Score: Raw -262843.100381 + Penalty 757.867064 = -262085.233317 nChanged 3 SP:Iteration 56Q (14477.050000 sec): 3 clusters Score: Raw -262843.405155 + Penalty 757.867064 = -262085.538091 nChanged 5 SP:Iteration 57Q (14477.300000 sec): 3 clusters Score: Raw -262844.092160 + Penalty 757.867064 = -262086.225097 nChanged 2 SP:Iteration 58Q (14477.540000 sec): 3 clusters Score: Raw -262844.203264 + Penalty 757.867064 = -262086.336201 nChanged 1 SP:Iteration 59Q (14477.760000 sec): 3 clusters Score: Raw -262844.324324 + Penalty 757.867064 = -262086.457261 nChanged 3 SP:Iteration 60F (14477.950000 sec): 3 clusters Score: Raw -262844.471792 + Penalty 757.867064 = -262086.604729 nChanged 2 SP:Iteration 61Q (14478.170000 sec): 3 clusters Score: Raw -262844.552897 + Penalty 757.867064 = -262086.685833 nChanged 1 SP:Iteration 62Q (14478.310000 sec): 3 clusters Score: Raw -262844.671884 + Penalty 757.867064 = -262086.804820 nChanged 1 SP:Iteration 63Q (14478.480000 sec): 3 clusters Score: Raw -262844.787817 + Penalty 757.867064 = -262086.920753 nChanged 2 SP:Iteration 64Q (14478.680000 sec): 3 clusters Score: Raw -262844.859829 + Penalty 757.867064 = -262086.992765 nChanged 1 SP:Iteration 65Q (14478.830000 sec): 3 clusters Score: Raw -262844.912578 + Penalty 757.867064 = -262087.045514 nChanged 1 SP:Iteration 66Q (14479.040000 sec): 3 clusters Score: Raw -262844.939387 + Penalty 757.867064 = -262087.072323 nChanged 0 SP:Iteration 67F (14479.220000 sec): 3 clusters Score: Raw -262844.939387 + Penalty 757.867064 = -262087.072323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14479.300000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14479.510000 sec): 3 clusters Score: Raw -37187.800910 + Penalty 592.568825 = -36595.232085 nChanged 248 SP:Iteration 1F (14479.680000 sec): 3 clusters Score: Raw -37367.960506 + Penalty 592.568825 = -36775.391681 nChanged 53 SP:Iteration 2F (14479.860000 sec): 3 clusters Score: Raw -37413.977243 + Penalty 592.568825 = -36821.408418 nChanged 28 SP:Iteration 3Q (14480.020000 sec): 3 clusters Score: Raw -37440.181673 + Penalty 592.568825 = -36847.612848 nChanged 30 SP:Iteration 4Q (14480.180000 sec): 3 clusters Score: Raw -37465.009761 + Penalty 592.568825 = -36872.440936 nChanged 25 SP:Iteration 5Q (14480.340000 sec): 3 clusters Score: Raw -37491.027275 + Penalty 592.568825 = -36898.458450 nChanged 24 SP:Iteration 6Q (14480.500000 sec): 3 clusters Score: Raw -37507.768596 + Penalty 592.568825 = -36915.199771 nChanged 14 SP:Iteration 7Q (14480.670000 sec): 3 clusters Score: Raw -37521.287642 + Penalty 592.568825 = -36928.718817 nChanged 17 SP:Iteration 8Q (14480.820000 sec): 3 clusters Score: Raw -37534.804429 + Penalty 592.568825 = -36942.235604 nChanged 20 SP:Iteration 9Q (14481.000000 sec): 3 clusters Score: Raw -37547.675632 + Penalty 592.568825 = -36955.106807 nChanged 14 SP:Iteration 10Q (14481.190000 sec): 3 clusters Score: Raw -37558.170169 + Penalty 592.568825 = -36965.601344 nChanged 12 SP:Iteration 11Q (14481.390000 sec): 3 clusters Score: Raw -37573.053236 + Penalty 592.568825 = -36980.484411 nChanged 15 SP:Iteration 12Q (14481.570000 sec): 3 clusters Score: Raw -37586.097602 + Penalty 592.568825 = -36993.528777 nChanged 9 SP:Iteration 13Q (14481.740000 sec): 3 clusters Score: Raw -37594.568068 + Penalty 592.568825 = -37001.999243 nChanged 11 SP:Iteration 14Q (14481.920000 sec): 3 clusters Score: Raw -37605.651713 + Penalty 592.568825 = -37013.082888 nChanged 9 SP:Iteration 15Q (14482.100000 sec): 3 clusters Score: Raw -37611.907169 + Penalty 592.568825 = -37019.338344 nChanged 4 SP:Iteration 16Q (14482.270000 sec): 3 clusters Score: Raw -37614.897234 + Penalty 592.568825 = -37022.328409 nChanged 7 SP:Iteration 17Q (14482.450000 sec): 3 clusters Score: Raw -37619.644970 + Penalty 592.568825 = -37027.076145 nChanged 4 SP:Iteration 18Q (14482.600000 sec): 3 clusters Score: Raw -37623.572223 + Penalty 592.568825 = -37031.003398 nChanged 6 SP:Iteration 19Q (14482.770000 sec): 3 clusters Score: Raw -37628.580637 + Penalty 592.568825 = -37036.011812 nChanged 6 SP:Iteration 20F (14483.010000 sec): 3 clusters Score: Raw -37632.019254 + Penalty 592.568825 = -37039.450429 nChanged 6 SP:Iteration 21Q (14483.220000 sec): 3 clusters Score: Raw -37635.021638 + Penalty 592.568825 = -37042.452813 nChanged 0 SP:Iteration 22F (14483.400000 sec): 3 clusters Score: Raw -37635.021638 + Penalty 592.568825 = -37042.452813 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14483.550000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14483.750000 sec): 3 clusters Score: Raw -13377.074795 + Penalty 492.459791 = -12884.615005 nChanged 79 SP:Iteration 1F (14483.930000 sec): 3 clusters Score: Raw -13457.911733 + Penalty 492.459791 = -12965.451943 nChanged 19 SP:Iteration 2F (14484.120000 sec): 3 clusters Score: Raw -13482.932103 + Penalty 492.459791 = -12990.472313 nChanged 6 SP:Iteration 3Q (14484.310000 sec): 3 clusters Score: Raw -13491.109971 + Penalty 492.459791 = -12998.650181 nChanged 1 SP:Iteration 4Q (14484.450000 sec): 3 clusters Score: Raw -13491.430421 + Penalty 492.459791 = -12998.970631 nChanged 0 SP:Iteration 5F (14484.660000 sec): 3 clusters Score: Raw -13491.430421 + Penalty 492.459791 = -12998.970631 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14484.810000 sec): 2 clusters Score: Raw -8493.475578 + Penalty 240.154217 = -8253.321361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14485.000000 sec): 3 clusters Score: Raw -8485.519006 + Penalty 480.308434 = -8005.210572 nChanged 63 SP:Iteration 1F (14485.160000 sec): 3 clusters Score: Raw -8583.575477 + Penalty 480.308434 = -8103.267043 nChanged 27 SP:Iteration 2F (14485.360000 sec): 3 clusters Score: Raw -8629.132039 + Penalty 480.308434 = -8148.823605 nChanged 12 SP:Iteration 3F (14485.520000 sec): 3 clusters Score: Raw -8645.107152 + Penalty 480.308434 = -8164.798718 nChanged 4 SP:Iteration 4Q (14485.740000 sec): 3 clusters Score: Raw -8648.887216 + Penalty 480.308434 = -8168.578782 nChanged 3 SP:Iteration 5Q (14485.960000 sec): 3 clusters Score: Raw -8652.195733 + Penalty 480.308434 = -8171.887299 nChanged 2 SP:Iteration 6Q (14486.120000 sec): 3 clusters Score: Raw -8662.519547 + Penalty 480.308434 = -8182.211113 nChanged 0 SP:Iteration 7F (14486.320000 sec): 3 clusters Score: Raw -8662.519547 + Penalty 480.308434 = -8182.211113 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14486.440000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14486.670000 sec): 3 clusters Score: Raw -3052.984770 + Penalty 362.997548 = -2689.987222 nChanged 9 SP:Iteration 1F (14486.810000 sec): 3 clusters Score: Raw -3087.556882 + Penalty 362.997548 = -2724.559333 nChanged 1 SP:Iteration 2Q (14487.080000 sec): 3 clusters Score: Raw -3089.373371 + Penalty 362.997548 = -2726.375823 nChanged 0 SP:Iteration 3F (14487.260000 sec): 3 clusters Score: Raw -3089.373371 + Penalty 362.997548 = -2726.375823 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14487.390000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14487.570000 sec): 3 clusters Score: Raw -11689.537827 + Penalty 479.842960 = -11209.694867 nChanged 38 SP:Iteration 1F (14487.810000 sec): 3 clusters Score: Raw -11732.675644 + Penalty 479.842960 = -11252.832684 nChanged 8 SP:Iteration 2Q (14487.960000 sec): 3 clusters Score: Raw -11744.393102 + Penalty 479.842960 = -11264.550142 nChanged 6 SP:Iteration 3Q (14488.130000 sec): 3 clusters Score: Raw -11755.608953 + Penalty 479.842960 = -11275.765993 nChanged 2 SP:Iteration 4Q (14488.320000 sec): 3 clusters Score: Raw -11757.688707 + Penalty 479.842960 = -11277.845747 nChanged 0 SP:Iteration 5F (14488.480000 sec): 3 clusters Score: Raw -11757.688707 + Penalty 479.842960 = -11277.845747 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14488.580000 sec): 2 clusters Score: Raw -34891.447268 + Penalty 290.908379 = -34600.538888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14488.700000 sec): 3 clusters Score: Raw -34655.611883 + Penalty 581.816759 = -34073.795124 nChanged 217 SP:Iteration 1F (14488.910000 sec): 3 clusters Score: Raw -34824.866421 + Penalty 581.816759 = -34243.049662 nChanged 49 SP:Iteration 2F (14489.110000 sec): 3 clusters Score: Raw -34861.940365 + Penalty 581.816759 = -34280.123607 nChanged 31 SP:Iteration 3F (14489.270000 sec): 3 clusters Score: Raw -34884.870092 + Penalty 581.816759 = -34303.053334 nChanged 27 SP:Iteration 4Q (14489.400000 sec): 3 clusters Score: Raw -34899.905295 + Penalty 581.816759 = -34318.088537 nChanged 22 SP:Iteration 5Q (14489.580000 sec): 3 clusters Score: Raw -34910.916894 + Penalty 581.816759 = -34329.100136 nChanged 15 SP:Iteration 6Q (14489.740000 sec): 3 clusters Score: Raw -34922.213013 + Penalty 581.816759 = -34340.396254 nChanged 13 SP:Iteration 7Q (14489.910000 sec): 3 clusters Score: Raw -34935.200605 + Penalty 581.816759 = -34353.383846 nChanged 15 SP:Iteration 8Q (14490.060000 sec): 3 clusters Score: Raw -34949.928808 + Penalty 581.816759 = -34368.112049 nChanged 16 SP:Iteration 9Q (14490.210000 sec): 3 clusters Score: Raw -34965.836133 + Penalty 581.816759 = -34384.019374 nChanged 10 SP:Iteration 10Q (14490.370000 sec): 3 clusters Score: Raw -34970.068529 + Penalty 581.816759 = -34388.251770 nChanged 7 SP:Iteration 11Q (14490.510000 sec): 3 clusters Score: Raw -34973.416413 + Penalty 581.816759 = -34391.599655 nChanged 4 SP:Iteration 12Q (14490.690000 sec): 3 clusters Score: Raw -34975.058124 + Penalty 581.816759 = -34393.241366 nChanged 4 SP:Iteration 13Q (14490.970000 sec): 3 clusters Score: Raw -34977.940310 + Penalty 581.816759 = -34396.123552 nChanged 1 SP:Iteration 14Q (14491.110000 sec): 3 clusters Score: Raw -34978.284326 + Penalty 581.816759 = -34396.467567 nChanged 1 SP:Iteration 15Q (14491.310000 sec): 3 clusters Score: Raw -34978.664610 + Penalty 581.816759 = -34396.847852 nChanged 0 SP:Iteration 16F (14491.500000 sec): 3 clusters Score: Raw -34978.664610 + Penalty 581.816759 = -34396.847852 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14491.610000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14491.790000 sec): 3 clusters Score: Raw -8709.345915 + Penalty 449.689460 = -8259.656455 nChanged 35 SP:Iteration 1F (14491.960000 sec): 3 clusters Score: Raw -8741.035923 + Penalty 449.689460 = -8291.346463 nChanged 3 SP:Iteration 2Q (14492.170000 sec): 3 clusters Score: Raw -8746.348302 + Penalty 449.689460 = -8296.658842 nChanged 1 SP:Iteration 3Q (14492.320000 sec): 3 clusters Score: Raw -8748.046425 + Penalty 449.689460 = -8298.356965 nChanged 4 SP:Iteration 4Q (14492.500000 sec): 3 clusters Score: Raw -8752.778483 + Penalty 449.689460 = -8303.089022 nChanged 2 SP:Iteration 5Q (14492.740000 sec): 3 clusters Score: Raw -8757.486678 + Penalty 449.689460 = -8307.797218 nChanged 2 SP:Iteration 6Q (14492.890000 sec): 3 clusters Score: Raw -8760.536201 + Penalty 449.689460 = -8310.846741 nChanged 0 SP:Iteration 7F (14493.170000 sec): 3 clusters Score: Raw -8760.536201 + Penalty 449.689460 = -8310.846741 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14493.230000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14493.470000 sec): 3 clusters Score: Raw -33876.147707 + Penalty 577.612418 = -33298.535289 nChanged 205 SP:Iteration 1F (14493.680000 sec): 3 clusters Score: Raw -33996.218132 + Penalty 577.612418 = -33418.605714 nChanged 49 SP:Iteration 2F (14493.880000 sec): 3 clusters Score: Raw -34037.041582 + Penalty 577.612418 = -33459.429164 nChanged 30 SP:Iteration 3F (14494.040000 sec): 3 clusters Score: Raw -34064.469348 + Penalty 577.612418 = -33486.856930 nChanged 26 SP:Iteration 4Q (14494.180000 sec): 3 clusters Score: Raw -34092.484936 + Penalty 577.612418 = -33514.872518 nChanged 19 SP:Iteration 5Q (14494.430000 sec): 3 clusters Score: Raw -34113.742558 + Penalty 577.612418 = -33536.130139 nChanged 18 SP:Iteration 6Q (14494.600000 sec): 3 clusters Score: Raw -34122.836758 + Penalty 577.612418 = -33545.224340 nChanged 15 SP:Iteration 7Q (14494.760000 sec): 3 clusters Score: Raw -34130.232659 + Penalty 577.612418 = -33552.620241 nChanged 6 SP:Iteration 8Q (14494.960000 sec): 3 clusters Score: Raw -34132.904132 + Penalty 577.612418 = -33555.291714 nChanged 4 SP:Iteration 9Q (14495.150000 sec): 3 clusters Score: Raw -34134.618646 + Penalty 577.612418 = -33557.006228 nChanged 2 SP:Iteration 10Q (14495.330000 sec): 3 clusters Score: Raw -34136.596719 + Penalty 577.612418 = -33558.984301 nChanged 2 SP:Iteration 11Q (14495.490000 sec): 3 clusters Score: Raw -34137.648934 + Penalty 577.612418 = -33560.036516 nChanged 5 SP:Iteration 12Q (14495.620000 sec): 3 clusters Score: Raw -34142.533548 + Penalty 577.612418 = -33564.921130 nChanged 7 SP:Iteration 13Q (14495.780000 sec): 3 clusters Score: Raw -34147.701416 + Penalty 577.612418 = -33570.088997 nChanged 4 SP:Iteration 14Q (14495.970000 sec): 3 clusters Score: Raw -34150.694670 + Penalty 577.612418 = -33573.082252 nChanged 4 SP:Iteration 15Q (14496.150000 sec): 3 clusters Score: Raw -34153.485168 + Penalty 577.612418 = -33575.872749 nChanged 3 SP:Iteration 16Q (14496.380000 sec): 3 clusters Score: Raw -34155.330996 + Penalty 577.612418 = -33577.718578 nChanged 3 SP:Iteration 17Q (14496.540000 sec): 3 clusters Score: Raw -34156.075491 + Penalty 577.612418 = -33578.463073 nChanged 0 SP:Iteration 18F (14496.720000 sec): 3 clusters Score: Raw -34156.075491 + Penalty 577.612418 = -33578.463073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14496.800000 sec): 2 clusters Score: Raw -57610.588582 + Penalty 317.296207 = -57293.292375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14496.990000 sec): 3 clusters Score: Raw -57069.044857 + Penalty 634.592415 = -56434.452442 nChanged 418 SP:Iteration 1F (14497.170000 sec): 3 clusters Score: Raw -57310.355925 + Penalty 634.592415 = -56675.763510 nChanged 109 SP:Iteration 2F (14497.350000 sec): 3 clusters Score: Raw -57377.745385 + Penalty 634.592415 = -56743.152970 nChanged 69 SP:Iteration 3F (14497.520000 sec): 3 clusters Score: Raw -57419.218899 + Penalty 634.592415 = -56784.626484 nChanged 46 SP:Iteration 4Q (14497.720000 sec): 3 clusters Score: Raw -57444.660970 + Penalty 634.592415 = -56810.068555 nChanged 37 SP:Iteration 5Q (14497.900000 sec): 3 clusters Score: Raw -57472.790306 + Penalty 634.592415 = -56838.197891 nChanged 31 SP:Iteration 6Q (14498.110000 sec): 3 clusters Score: Raw -57490.910745 + Penalty 634.592415 = -56856.318331 nChanged 30 SP:Iteration 7Q (14498.320000 sec): 3 clusters Score: Raw -57514.314412 + Penalty 634.592415 = -56879.721998 nChanged 31 SP:Iteration 8Q (14498.490000 sec): 3 clusters Score: Raw -57533.323993 + Penalty 634.592415 = -56898.731578 nChanged 20 SP:Iteration 9Q (14498.660000 sec): 3 clusters Score: Raw -57540.488281 + Penalty 634.592415 = -56905.895866 nChanged 12 SP:Iteration 10Q (14498.870000 sec): 3 clusters Score: Raw -57546.777588 + Penalty 634.592415 = -56912.185173 nChanged 12 SP:Iteration 11Q (14499.020000 sec): 3 clusters Score: Raw -57552.538679 + Penalty 634.592415 = -56917.946264 nChanged 12 SP:Iteration 12Q (14499.180000 sec): 3 clusters Score: Raw -57556.870380 + Penalty 634.592415 = -56922.277966 nChanged 10 SP:Iteration 13Q (14499.350000 sec): 3 clusters Score: Raw -57559.946769 + Penalty 634.592415 = -56925.354354 nChanged 7 SP:Iteration 14Q (14499.600000 sec): 3 clusters Score: Raw -57564.500559 + Penalty 634.592415 = -56929.908145 nChanged 13 SP:Iteration 15Q (14499.800000 sec): 3 clusters Score: Raw -57571.292354 + Penalty 634.592415 = -56936.699940 nChanged 13 SP:Iteration 16Q (14500.020000 sec): 3 clusters Score: Raw -57577.433138 + Penalty 634.592415 = -56942.840723 nChanged 16 SP:Iteration 17Q (14500.260000 sec): 3 clusters Score: Raw -57585.630677 + Penalty 634.592415 = -56951.038263 nChanged 11 SP:Iteration 18Q (14500.480000 sec): 3 clusters Score: Raw -57589.879851 + Penalty 634.592415 = -56955.287436 nChanged 14 SP:Iteration 19Q (14500.680000 sec): 3 clusters Score: Raw -57597.332497 + Penalty 634.592415 = -56962.740083 nChanged 14 SP:Iteration 20F (14500.860000 sec): 3 clusters Score: Raw -57602.433663 + Penalty 634.592415 = -56967.841249 nChanged 9 SP:Iteration 21Q (14501.040000 sec): 3 clusters Score: Raw -57605.303554 + Penalty 634.592415 = -56970.711139 nChanged 9 SP:Iteration 22Q (14501.290000 sec): 3 clusters Score: Raw -57608.540440 + Penalty 634.592415 = -56973.948025 nChanged 9 SP:Iteration 23Q (14501.470000 sec): 3 clusters Score: Raw -57612.139090 + Penalty 634.592415 = -56977.546675 nChanged 6 SP:Iteration 24Q (14501.650000 sec): 3 clusters Score: Raw -57615.960947 + Penalty 634.592415 = -56981.368532 nChanged 13 SP:Iteration 25Q (14501.810000 sec): 3 clusters Score: Raw -57623.498744 + Penalty 634.592415 = -56988.906329 nChanged 13 SP:Iteration 26Q (14502.040000 sec): 3 clusters Score: Raw -57630.987495 + Penalty 634.592415 = -56996.395080 nChanged 12 SP:Iteration 27Q (14502.220000 sec): 3 clusters Score: Raw -57637.575176 + Penalty 634.592415 = -57002.982762 nChanged 9 SP:Iteration 28Q (14502.400000 sec): 3 clusters Score: Raw -57641.121173 + Penalty 634.592415 = -57006.528758 nChanged 12 SP:Iteration 29Q (14502.570000 sec): 3 clusters Score: Raw -57650.487766 + Penalty 634.592415 = -57015.895351 nChanged 21 SP:Iteration 30Q (14502.760000 sec): 3 clusters Score: Raw -57672.790703 + Penalty 634.592415 = -57038.198289 nChanged 20 SP:Iteration 31Q (14502.940000 sec): 3 clusters Score: Raw -57690.719375 + Penalty 634.592415 = -57056.126960 nChanged 22 SP:Iteration 32Q (14503.170000 sec): 3 clusters Score: Raw -57701.671316 + Penalty 634.592415 = -57067.078901 nChanged 14 SP:Iteration 33Q (14503.350000 sec): 3 clusters Score: Raw -57709.462034 + Penalty 634.592415 = -57074.869619 nChanged 17 SP:Iteration 34Q (14503.520000 sec): 3 clusters Score: Raw -57722.959353 + Penalty 634.592415 = -57088.366938 nChanged 25 SP:Iteration 35Q (14503.700000 sec): 3 clusters Score: Raw -57745.824354 + Penalty 634.592415 = -57111.231939 nChanged 19 SP:Iteration 36Q (14503.900000 sec): 3 clusters Score: Raw -57764.153644 + Penalty 634.592415 = -57129.561230 nChanged 22 SP:Iteration 37Q (14504.120000 sec): 3 clusters Score: Raw -57782.112992 + Penalty 634.592415 = -57147.520577 nChanged 22 SP:Iteration 38Q (14504.280000 sec): 3 clusters Score: Raw -57792.392368 + Penalty 634.592415 = -57157.799953 nChanged 9 SP:Iteration 39Q (14504.440000 sec): 3 clusters Score: Raw -57796.324990 + Penalty 634.592415 = -57161.732576 nChanged 9 SP:Iteration 40F (14504.650000 sec): 3 clusters Score: Raw -57799.213157 + Penalty 634.592415 = -57164.620742 nChanged 11 SP:Iteration 41Q (14504.860000 sec): 3 clusters Score: Raw -57803.334749 + Penalty 634.592415 = -57168.742334 nChanged 4 SP:Iteration 42Q (14505.010000 sec): 3 clusters Score: Raw -57804.573233 + Penalty 634.592415 = -57169.980818 nChanged 4 SP:Iteration 43Q (14505.220000 sec): 3 clusters Score: Raw -57805.350364 + Penalty 634.592415 = -57170.757950 nChanged 1 SP:Iteration 44Q (14505.420000 sec): 3 clusters Score: Raw -57805.616922 + Penalty 634.592415 = -57171.024507 nChanged 2 SP:Iteration 45Q (14505.620000 sec): 3 clusters Score: Raw -57806.448623 + Penalty 634.592415 = -57171.856208 nChanged 1 SP:Iteration 46Q (14505.770000 sec): 3 clusters Score: Raw -57806.570603 + Penalty 634.592415 = -57171.978188 nChanged 0 SP:Iteration 47F (14505.970000 sec): 3 clusters Score: Raw -57806.570603 + Penalty 634.592415 = -57171.978188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14506.060000 sec): 2 clusters Score: Raw -205715.402660 + Penalty 367.791452 = -205347.611209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14506.240000 sec): 3 clusters Score: Raw -203871.636309 + Penalty 735.582903 = -203136.053405 nChanged 1438 SP:Iteration 1F (14506.420000 sec): 3 clusters Score: Raw -204717.191053 + Penalty 735.582903 = -203981.608150 nChanged 226 SP:Iteration 2F (14506.580000 sec): 3 clusters Score: Raw -204850.188461 + Penalty 735.582903 = -204114.605557 nChanged 186 SP:Iteration 3F (14506.730000 sec): 3 clusters Score: Raw -204957.243533 + Penalty 735.582903 = -204221.660630 nChanged 160 SP:Iteration 4Q (14506.890000 sec): 3 clusters Score: Raw -205032.806980 + Penalty 735.582903 = -204297.224076 nChanged 126 SP:Iteration 5Q (14507.040000 sec): 3 clusters Score: Raw -205099.691451 + Penalty 735.582903 = -204364.108547 nChanged 128 SP:Iteration 6Q (14507.220000 sec): 3 clusters Score: Raw -205165.009882 + Penalty 735.582903 = -204429.426979 nChanged 114 SP:Iteration 7Q (14507.430000 sec): 3 clusters Score: Raw -205223.609116 + Penalty 735.582903 = -204488.026213 nChanged 95 SP:Iteration 8Q (14507.640000 sec): 3 clusters Score: Raw -205263.272088 + Penalty 735.582903 = -204527.689185 nChanged 79 SP:Iteration 9Q (14507.830000 sec): 3 clusters Score: Raw -205292.176196 + Penalty 735.582903 = -204556.593293 nChanged 57 SP:Iteration 10Q (14508.010000 sec): 3 clusters Score: Raw -205310.748823 + Penalty 735.582903 = -204575.165919 nChanged 43 SP:Iteration 11Q (14508.150000 sec): 3 clusters Score: Raw -205324.449714 + Penalty 735.582903 = -204588.866811 nChanged 45 SP:Iteration 12Q (14508.300000 sec): 3 clusters Score: Raw -205336.121292 + Penalty 735.582903 = -204600.538388 nChanged 33 SP:Iteration 13Q (14508.490000 sec): 3 clusters Score: Raw -205344.749002 + Penalty 735.582903 = -204609.166098 nChanged 32 SP:Iteration 14Q (14508.710000 sec): 3 clusters Score: Raw -205351.949080 + Penalty 735.582903 = -204616.366177 nChanged 23 SP:Iteration 15Q (14508.920000 sec): 3 clusters Score: Raw -205356.288073 + Penalty 735.582903 = -204620.705170 nChanged 19 SP:Iteration 16Q (14509.140000 sec): 3 clusters Score: Raw -205360.494826 + Penalty 735.582903 = -204624.911923 nChanged 20 SP:Iteration 17Q (14509.340000 sec): 3 clusters Score: Raw -205365.625373 + Penalty 735.582903 = -204630.042470 nChanged 25 SP:Iteration 18Q (14509.510000 sec): 3 clusters Score: Raw -205371.171927 + Penalty 735.582903 = -204635.589023 nChanged 20 SP:Iteration 19Q (14509.700000 sec): 3 clusters Score: Raw -205375.141120 + Penalty 735.582903 = -204639.558216 nChanged 16 SP:Iteration 20F (14509.880000 sec): 3 clusters Score: Raw -205377.745588 + Penalty 735.582903 = -204642.162685 nChanged 13 SP:Iteration 21Q (14510.080000 sec): 3 clusters Score: Raw -205379.822742 + Penalty 735.582903 = -204644.239839 nChanged 15 SP:Iteration 22Q (14510.290000 sec): 3 clusters Score: Raw -205382.428444 + Penalty 735.582903 = -204646.845541 nChanged 17 SP:Iteration 23Q (14510.480000 sec): 3 clusters Score: Raw -205384.478207 + Penalty 735.582903 = -204648.895303 nChanged 16 SP:Iteration 24Q (14510.700000 sec): 3 clusters Score: Raw -205386.642675 + Penalty 735.582903 = -204651.059772 nChanged 11 SP:Iteration 25Q (14510.900000 sec): 3 clusters Score: Raw -205388.138324 + Penalty 735.582903 = -204652.555421 nChanged 9 SP:Iteration 26Q (14511.060000 sec): 3 clusters Score: Raw -205389.809823 + Penalty 735.582903 = -204654.226920 nChanged 10 SP:Iteration 27Q (14511.240000 sec): 3 clusters Score: Raw -205391.474426 + Penalty 735.582903 = -204655.891523 nChanged 10 SP:Iteration 28Q (14511.440000 sec): 3 clusters Score: Raw -205393.276708 + Penalty 735.582903 = -204657.693805 nChanged 13 SP:Iteration 29Q (14511.580000 sec): 3 clusters Score: Raw -205396.102752 + Penalty 735.582903 = -204660.519849 nChanged 17 SP:Iteration 30Q (14511.770000 sec): 3 clusters Score: Raw -205398.115241 + Penalty 735.582903 = -204662.532337 nChanged 15 SP:Iteration 31Q (14511.970000 sec): 3 clusters Score: Raw -205401.761669 + Penalty 735.582903 = -204666.178766 nChanged 21 SP:Iteration 32Q (14512.190000 sec): 3 clusters Score: Raw -205407.666097 + Penalty 735.582903 = -204672.083193 nChanged 23 SP:Iteration 33Q (14512.380000 sec): 3 clusters Score: Raw -205414.817699 + Penalty 735.582903 = -204679.234796 nChanged 25 SP:Iteration 34Q (14512.620000 sec): 3 clusters Score: Raw -205421.171195 + Penalty 735.582903 = -204685.588291 nChanged 21 SP:Iteration 35Q (14512.840000 sec): 3 clusters Score: Raw -205426.135727 + Penalty 735.582903 = -204690.552823 nChanged 18 SP:Iteration 36Q (14513.050000 sec): 3 clusters Score: Raw -205430.799792 + Penalty 735.582903 = -204695.216889 nChanged 22 SP:Iteration 37Q (14513.220000 sec): 3 clusters Score: Raw -205436.191697 + Penalty 735.582903 = -204700.608794 nChanged 21 SP:Iteration 38Q (14513.410000 sec): 3 clusters Score: Raw -205441.024931 + Penalty 735.582903 = -204705.442028 nChanged 22 SP:Iteration 39Q (14513.640000 sec): 3 clusters Score: Raw -205446.286650 + Penalty 735.582903 = -204710.703747 nChanged 21 SP:Iteration 40F (14513.860000 sec): 3 clusters Score: Raw -205450.238301 + Penalty 735.582903 = -204714.655398 nChanged 20 SP:Iteration 41Q (14514.010000 sec): 3 clusters Score: Raw -205454.570241 + Penalty 735.582903 = -204718.987338 nChanged 13 SP:Iteration 42Q (14514.190000 sec): 3 clusters Score: Raw -205456.870610 + Penalty 735.582903 = -204721.287707 nChanged 17 SP:Iteration 43Q (14514.410000 sec): 3 clusters Score: Raw -205461.045002 + Penalty 735.582903 = -204725.462098 nChanged 20 SP:Iteration 44Q (14514.580000 sec): 3 clusters Score: Raw -205465.746969 + Penalty 735.582903 = -204730.164066 nChanged 23 SP:Iteration 45Q (14514.740000 sec): 3 clusters Score: Raw -205472.184958 + Penalty 735.582903 = -204736.602055 nChanged 22 SP:Iteration 46Q (14514.900000 sec): 3 clusters Score: Raw -205479.025152 + Penalty 735.582903 = -204743.442248 nChanged 24 SP:Iteration 47Q (14515.090000 sec): 3 clusters Score: Raw -205485.652843 + Penalty 735.582903 = -204750.069940 nChanged 24 SP:Iteration 48Q (14515.290000 sec): 3 clusters Score: Raw -205492.522592 + Penalty 735.582903 = -204756.939689 nChanged 25 SP:Iteration 49Q (14515.470000 sec): 3 clusters Score: Raw -205500.616327 + Penalty 735.582903 = -204765.033423 nChanged 25 SP:Iteration 50Q (14515.640000 sec): 3 clusters Score: Raw -205508.831466 + Penalty 735.582903 = -204773.248563 nChanged 19 SP:Iteration 51Q (14515.850000 sec): 3 clusters Score: Raw -205515.434411 + Penalty 735.582903 = -204779.851508 nChanged 24 SP:Iteration 52Q (14516.050000 sec): 3 clusters Score: Raw -205524.504156 + Penalty 735.582903 = -204788.921253 nChanged 15 SP:Iteration 53Q (14516.250000 sec): 3 clusters Score: Raw -205530.065270 + Penalty 735.582903 = -204794.482366 nChanged 14 SP:Iteration 54Q (14516.430000 sec): 3 clusters Score: Raw -205534.911779 + Penalty 735.582903 = -204799.328876 nChanged 18 SP:Iteration 55Q (14516.610000 sec): 3 clusters Score: Raw -205542.050480 + Penalty 735.582903 = -204806.467576 nChanged 13 SP:Iteration 56Q (14516.830000 sec): 3 clusters Score: Raw -205545.000774 + Penalty 735.582903 = -204809.417871 nChanged 13 SP:Iteration 57Q (14517.030000 sec): 3 clusters Score: Raw -205550.383502 + Penalty 735.582903 = -204814.800599 nChanged 18 SP:Iteration 58Q (14517.260000 sec): 3 clusters Score: Raw -205558.757812 + Penalty 735.582903 = -204823.174908 nChanged 17 SP:Iteration 59Q (14517.460000 sec): 3 clusters Score: Raw -205564.697586 + Penalty 735.582903 = -204829.114683 nChanged 18 SP:Iteration 60F (14517.650000 sec): 3 clusters Score: Raw -205571.461578 + Penalty 735.582903 = -204835.878674 nChanged 18 SP:Iteration 61Q (14517.870000 sec): 3 clusters Score: Raw -205579.112348 + Penalty 735.582903 = -204843.529445 nChanged 18 SP:Iteration 62Q (14518.060000 sec): 3 clusters Score: Raw -205584.946664 + Penalty 735.582903 = -204849.363761 nChanged 13 SP:Iteration 63Q (14518.300000 sec): 3 clusters Score: Raw -205589.038496 + Penalty 735.582903 = -204853.455593 nChanged 12 SP:Iteration 64Q (14518.480000 sec): 3 clusters Score: Raw -205594.493432 + Penalty 735.582903 = -204858.910528 nChanged 16 SP:Iteration 65Q (14518.630000 sec): 3 clusters Score: Raw -205606.511545 + Penalty 735.582903 = -204870.928641 nChanged 23 SP:Iteration 66Q (14518.740000 sec): 3 clusters Score: Raw -205620.239169 + Penalty 735.582903 = -204884.656265 nChanged 26 SP:Iteration 67Q (14518.900000 sec): 3 clusters Score: Raw -205634.746356 + Penalty 735.582903 = -204899.163453 nChanged 26 SP:Iteration 68Q (14519.080000 sec): 3 clusters Score: Raw -205648.329290 + Penalty 735.582903 = -204912.746386 nChanged 24 SP:Iteration 69Q (14519.240000 sec): 3 clusters Score: Raw -205662.341708 + Penalty 735.582903 = -204926.758805 nChanged 26 SP:Iteration 70Q (14519.400000 sec): 3 clusters Score: Raw -205681.423824 + Penalty 735.582903 = -204945.840921 nChanged 22 SP:Iteration 71Q (14519.510000 sec): 3 clusters Score: Raw -205693.808232 + Penalty 735.582903 = -204958.225328 nChanged 21 SP:Iteration 72Q (14519.670000 sec): 3 clusters Score: Raw -205706.585327 + Penalty 735.582903 = -204971.002424 nChanged 10 SP:Iteration 73Q (14519.830000 sec): 3 clusters Score: Raw -205711.400998 + Penalty 735.582903 = -204975.818095 nChanged 10 SP:Iteration 74Q (14519.940000 sec): 3 clusters Score: Raw -205716.538640 + Penalty 735.582903 = -204980.955736 nChanged 12 SP:Iteration 75Q (14520.160000 sec): 3 clusters Score: Raw -205724.280221 + Penalty 735.582903 = -204988.697317 nChanged 18 SP:Iteration 76Q (14520.340000 sec): 3 clusters Score: Raw -205732.928515 + Penalty 735.582903 = -204997.345612 nChanged 10 SP:Iteration 77Q (14520.560000 sec): 3 clusters Score: Raw -205739.586833 + Penalty 735.582903 = -205004.003929 nChanged 7 SP:Iteration 78Q (14520.760000 sec): 3 clusters Score: Raw -205743.568139 + Penalty 735.582903 = -205007.985236 nChanged 7 SP:Iteration 79Q (14520.890000 sec): 3 clusters Score: Raw -205747.763686 + Penalty 735.582903 = -205012.180782 nChanged 11 SP:Iteration 80F (14521.040000 sec): 3 clusters Score: Raw -205755.619407 + Penalty 735.582903 = -205020.036503 nChanged 16 SP:Iteration 81Q (14521.240000 sec): 3 clusters Score: Raw -205763.442146 + Penalty 735.582903 = -205027.859242 nChanged 7 SP:Iteration 82Q (14521.400000 sec): 3 clusters Score: Raw -205766.259540 + Penalty 735.582903 = -205030.676637 nChanged 3 SP:Iteration 83Q (14521.600000 sec): 3 clusters Score: Raw -205768.185941 + Penalty 735.582903 = -205032.603038 nChanged 1 SP:Iteration 84Q (14521.790000 sec): 3 clusters Score: Raw -205769.409188 + Penalty 735.582903 = -205033.826285 nChanged 3 SP:Iteration 85Q (14521.950000 sec): 3 clusters Score: Raw -205772.083110 + Penalty 735.582903 = -205036.500206 nChanged 2 SP:Iteration 86Q (14522.150000 sec): 3 clusters Score: Raw -205772.804192 + Penalty 735.582903 = -205037.221288 nChanged 2 SP:Iteration 87Q (14522.350000 sec): 3 clusters Score: Raw -205774.634663 + Penalty 735.582903 = -205039.051760 nChanged 0 SP:Iteration 88F (14522.520000 sec): 3 clusters Score: Raw -205774.634663 + Penalty 735.582903 = -205039.051760 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14522.610000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14522.810000 sec): 3 clusters Score: Raw -8519.139385 + Penalty 452.253010 = -8066.886375 nChanged 38 SP:Iteration 1F (14523.030000 sec): 3 clusters Score: Raw -8584.629702 + Penalty 452.253010 = -8132.376692 nChanged 9 SP:Iteration 2F (14523.240000 sec): 3 clusters Score: Raw -8608.762886 + Penalty 452.253010 = -8156.509876 nChanged 7 SP:Iteration 3Q (14523.430000 sec): 3 clusters Score: Raw -8627.870614 + Penalty 452.253010 = -8175.617604 nChanged 9 SP:Iteration 4F (14523.580000 sec): 3 clusters Score: Raw -8650.831640 + Penalty 452.253010 = -8198.578630 nChanged 6 SP:Iteration 5Q (14523.780000 sec): 3 clusters Score: Raw -8684.905134 + Penalty 452.253010 = -8232.652123 nChanged 3 SP:Iteration 6Q (14523.950000 sec): 3 clusters Score: Raw -8694.774968 + Penalty 452.253010 = -8242.521958 nChanged 1 SP:Iteration 7Q (14524.120000 sec): 3 clusters Score: Raw -8696.391906 + Penalty 452.253010 = -8244.138896 nChanged 0 SP:Iteration 8F (14524.320000 sec): 3 clusters Score: Raw -8696.391906 + Penalty 452.253010 = -8244.138896 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14524.410000 sec): 2 clusters Score: Raw -6658.735955 + Penalty 220.767377 = -6437.968578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14524.590000 sec): 3 clusters Score: Raw -6664.954624 + Penalty 441.534754 = -6223.419870 nChanged 28 SP:Iteration 1F (14524.850000 sec): 3 clusters Score: Raw -6727.073351 + Penalty 441.534754 = -6285.538597 nChanged 7 SP:Iteration 2F (14525.020000 sec): 3 clusters Score: Raw -6754.593687 + Penalty 441.534754 = -6313.058933 nChanged 2 SP:Iteration 3Q (14525.190000 sec): 3 clusters Score: Raw -6762.648848 + Penalty 441.534754 = -6321.114094 nChanged 4 SP:Iteration 4Q (14525.400000 sec): 3 clusters Score: Raw -6774.684438 + Penalty 441.534754 = -6333.149684 nChanged 1 SP:Iteration 5Q (14525.570000 sec): 3 clusters Score: Raw -6776.542584 + Penalty 441.534754 = -6335.007830 nChanged 1 SP:Iteration 6Q (14525.740000 sec): 3 clusters Score: Raw -6778.600649 + Penalty 441.534754 = -6337.065895 nChanged 1 SP:Iteration 7Q (14525.980000 sec): 3 clusters Score: Raw -6779.534006 + Penalty 441.534754 = -6337.999252 nChanged 0 SP:Iteration 8F (14526.130000 sec): 3 clusters Score: Raw -6779.534006 + Penalty 441.534754 = -6337.999252 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14526.240000 sec): 2 clusters Score: Raw -332484.686970 + Penalty 390.890551 = -332093.796419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14526.440000 sec): 3 clusters Score: Raw -329292.942602 + Penalty 781.781102 = -328511.161500 nChanged 2391 SP:Iteration 1F (14526.660000 sec): 3 clusters Score: Raw -330661.386247 + Penalty 781.781102 = -329879.605146 nChanged 381 SP:Iteration 2F (14526.860000 sec): 3 clusters Score: Raw -330862.929277 + Penalty 781.781102 = -330081.148175 nChanged 412 SP:Iteration 3F (14527.020000 sec): 3 clusters Score: Raw -331168.640125 + Penalty 781.781102 = -330386.859023 nChanged 417 SP:Iteration 4F (14527.260000 sec): 3 clusters Score: Raw -331530.125119 + Penalty 781.781102 = -330748.344017 nChanged 406 SP:Iteration 5F (14527.470000 sec): 3 clusters Score: Raw -331963.469099 + Penalty 781.781102 = -331181.687998 nChanged 321 SP:Iteration 6F (14527.690000 sec): 3 clusters Score: Raw -332345.694186 + Penalty 781.781102 = -331563.913084 nChanged 232 SP:Iteration 7Q (14527.850000 sec): 3 clusters Score: Raw -332598.914591 + Penalty 781.781102 = -331817.133489 nChanged 116 SP:Iteration 8Q (14528.020000 sec): 3 clusters Score: Raw -332677.020309 + Penalty 781.781102 = -331895.239207 nChanged 71 SP:Iteration 9Q (14528.220000 sec): 3 clusters Score: Raw -332712.961377 + Penalty 781.781102 = -331931.180276 nChanged 47 SP:Iteration 10Q (14528.400000 sec): 3 clusters Score: Raw -332733.085097 + Penalty 781.781102 = -331951.303995 nChanged 32 SP:Iteration 11Q (14528.560000 sec): 3 clusters Score: Raw -332742.072143 + Penalty 781.781102 = -331960.291042 nChanged 19 SP:Iteration 12Q (14528.680000 sec): 3 clusters Score: Raw -332745.373458 + Penalty 781.781102 = -331963.592357 nChanged 13 SP:Iteration 13Q (14528.820000 sec): 3 clusters Score: Raw -332747.689307 + Penalty 781.781102 = -331965.908205 nChanged 11 SP:Iteration 14Q (14529.030000 sec): 3 clusters Score: Raw -332750.071054 + Penalty 781.781102 = -331968.289952 nChanged 15 SP:Iteration 15Q (14529.290000 sec): 3 clusters Score: Raw -332752.978905 + Penalty 781.781102 = -331971.197803 nChanged 9 SP:Iteration 16Q (14529.530000 sec): 3 clusters Score: Raw -332754.403525 + Penalty 781.781102 = -331972.622423 nChanged 4 SP:Iteration 17Q (14529.740000 sec): 3 clusters Score: Raw -332755.089469 + Penalty 781.781102 = -331973.308367 nChanged 7 SP:Iteration 18Q (14529.940000 sec): 3 clusters Score: Raw -332755.798506 + Penalty 781.781102 = -331974.017404 nChanged 1 SP:Iteration 19Q (14530.150000 sec): 3 clusters Score: Raw -332755.837047 + Penalty 781.781102 = -331974.055945 nChanged 0 SP:Iteration 20F (14530.360000 sec): 3 clusters Score: Raw -332755.837047 + Penalty 781.781102 = -331974.055945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14530.490000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14530.670000 sec): 3 clusters Score: Raw -4731.065093 + Penalty 392.891418 = -4338.173674 nChanged 7 SP:Iteration 1F (14530.890000 sec): 3 clusters Score: Raw -4748.044081 + Penalty 392.891418 = -4355.152663 nChanged 2 SP:Iteration 2Q (14531.080000 sec): 3 clusters Score: Raw -4753.871136 + Penalty 392.891418 = -4360.979718 nChanged 0 SP:Iteration 3F (14531.230000 sec): 3 clusters Score: Raw -4753.871136 + Penalty 392.891418 = -4360.979718 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14531.350000 sec): 2 clusters Score: Raw -10939.539831 + Penalty 241.526180 = -10698.013650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14531.520000 sec): 3 clusters Score: Raw -10870.972017 + Penalty 483.052360 = -10387.919656 nChanged 57 SP:Iteration 1F (14531.700000 sec): 3 clusters Score: Raw -10964.802991 + Penalty 483.052360 = -10481.750630 nChanged 24 SP:Iteration 2F (14531.890000 sec): 3 clusters Score: Raw -11028.906405 + Penalty 483.052360 = -10545.854044 nChanged 12 SP:Iteration 3F (14532.070000 sec): 3 clusters Score: Raw -11055.543599 + Penalty 483.052360 = -10572.491238 nChanged 8 SP:Iteration 4Q (14532.260000 sec): 3 clusters Score: Raw -11075.652778 + Penalty 483.052360 = -10592.600418 nChanged 7 SP:Iteration 5Q (14532.440000 sec): 3 clusters Score: Raw -11089.260091 + Penalty 483.052360 = -10606.207730 nChanged 6 SP:Iteration 6Q (14532.650000 sec): 3 clusters Score: Raw -11099.867204 + Penalty 483.052360 = -10616.814844 nChanged 4 SP:Iteration 7Q (14532.850000 sec): 3 clusters Score: Raw -11108.562714 + Penalty 483.052360 = -10625.510353 nChanged 4 SP:Iteration 8Q (14533.060000 sec): 3 clusters Score: Raw -11114.920000 + Penalty 483.052360 = -10631.867639 nChanged 4 SP:Iteration 9Q (14533.240000 sec): 3 clusters Score: Raw -11124.442895 + Penalty 483.052360 = -10641.390534 nChanged 1 SP:Iteration 10Q (14533.410000 sec): 3 clusters Score: Raw -11127.161562 + Penalty 483.052360 = -10644.109202 nChanged 1 SP:Iteration 11Q (14533.560000 sec): 3 clusters Score: Raw -11135.760533 + Penalty 483.052360 = -10652.708173 nChanged 1 SP:Iteration 12Q (14533.710000 sec): 3 clusters Score: Raw -11138.090286 + Penalty 483.052360 = -10655.037925 nChanged 0 SP:Iteration 13F (14533.840000 sec): 3 clusters Score: Raw -11138.090286 + Penalty 483.052360 = -10655.037925 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14533.890000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14534.070000 sec): 3 clusters Score: Raw -5200.210341 + Penalty 408.465910 = -4791.744431 nChanged 19 SP:Iteration 1F (14534.250000 sec): 3 clusters Score: Raw -5231.948876 + Penalty 408.465910 = -4823.482967 nChanged 5 SP:Iteration 2F (14534.400000 sec): 3 clusters Score: Raw -5244.944917 + Penalty 408.465910 = -4836.479008 nChanged 2 SP:Iteration 3Q (14534.590000 sec): 3 clusters Score: Raw -5248.165816 + Penalty 408.465910 = -4839.699906 nChanged 1 SP:Iteration 4Q (14534.770000 sec): 3 clusters Score: Raw -5251.556121 + Penalty 408.465910 = -4843.090212 nChanged 1 SP:Iteration 5Q (14534.980000 sec): 3 clusters Score: Raw -5255.161772 + Penalty 408.465910 = -4846.695862 nChanged 0 SP:Iteration 6F (14535.200000 sec): 3 clusters Score: Raw -5255.161772 + Penalty 408.465910 = -4846.695862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14535.290000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14535.460000 sec): 3 clusters Score: Raw -6961.528224 + Penalty 449.037128 = -6512.491096 nChanged 34 SP:Iteration 1F (14535.660000 sec): 3 clusters Score: Raw -7027.108341 + Penalty 449.037128 = -6578.071213 nChanged 8 SP:Iteration 2F (14535.870000 sec): 3 clusters Score: Raw -7053.544712 + Penalty 449.037128 = -6604.507584 nChanged 3 SP:Iteration 3Q (14536.040000 sec): 3 clusters Score: Raw -7060.657718 + Penalty 449.037128 = -6611.620591 nChanged 4 SP:Iteration 4Q (14536.190000 sec): 3 clusters Score: Raw -7069.804888 + Penalty 449.037128 = -6620.767761 nChanged 3 SP:Iteration 5Q (14536.430000 sec): 3 clusters Score: Raw -7076.204166 + Penalty 449.037128 = -6627.167038 nChanged 1 SP:Iteration 6Q (14536.610000 sec): 3 clusters Score: Raw -7077.857590 + Penalty 449.037128 = -6628.820462 nChanged 0 SP:Iteration 7F (14536.800000 sec): 3 clusters Score: Raw -7077.857590 + Penalty 449.037128 = -6628.820462 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14536.890000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14537.130000 sec): 3 clusters Score: Raw -3198.188327 + Penalty 391.669923 = -2806.518403 nChanged 13 SP:Iteration 1F (14537.320000 sec): 3 clusters Score: Raw -3231.202461 + Penalty 391.669923 = -2839.532537 nChanged 4 SP:Iteration 2F (14537.510000 sec): 3 clusters Score: Raw -3247.080194 + Penalty 391.669923 = -2855.410271 nChanged 2 SP:Iteration 3Q (14537.720000 sec): 3 clusters Score: Raw -3254.626179 + Penalty 391.669923 = -2862.956255 nChanged 1 SP:Iteration 4Q (14537.880000 sec): 3 clusters Score: Raw -3259.390752 + Penalty 391.669923 = -2867.720829 nChanged 0 SP:Iteration 5F (14538.100000 sec): 3 clusters Score: Raw -3259.390752 + Penalty 391.669923 = -2867.720829 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14538.210000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14538.380000 sec): 3 clusters Score: Raw -14550.236146 + Penalty 503.178047 = -14047.058099 nChanged 89 SP:Iteration 1F (14538.540000 sec): 3 clusters Score: Raw -14649.419478 + Penalty 503.178047 = -14146.241431 nChanged 11 SP:Iteration 2Q (14538.760000 sec): 3 clusters Score: Raw -14664.988304 + Penalty 503.178047 = -14161.810257 nChanged 8 SP:Iteration 3Q (14538.930000 sec): 3 clusters Score: Raw -14675.502488 + Penalty 503.178047 = -14172.324441 nChanged 8 SP:Iteration 4Q (14539.080000 sec): 3 clusters Score: Raw -14685.622656 + Penalty 503.178047 = -14182.444609 nChanged 5 SP:Iteration 5Q (14539.250000 sec): 3 clusters Score: Raw -14688.373760 + Penalty 503.178047 = -14185.195713 nChanged 1 SP:Iteration 6Q (14539.460000 sec): 3 clusters Score: Raw -14689.380619 + Penalty 503.178047 = -14186.202572 nChanged 1 SP:Iteration 7Q (14539.700000 sec): 3 clusters Score: Raw -14691.592135 + Penalty 503.178047 = -14188.414088 nChanged 0 SP:Iteration 8F (14539.930000 sec): 3 clusters Score: Raw -14691.592135 + Penalty 503.178047 = -14188.414088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14540.000000 sec): 2 clusters Score: Raw -37583.957916 + Penalty 291.437895 = -37292.520022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14540.190000 sec): 3 clusters Score: Raw -37316.989001 + Penalty 582.875790 = -36734.113211 nChanged 204 SP:Iteration 1F (14540.370000 sec): 3 clusters Score: Raw -37455.975015 + Penalty 582.875790 = -36873.099225 nChanged 57 SP:Iteration 2F (14540.590000 sec): 3 clusters Score: Raw -37518.155247 + Penalty 582.875790 = -36935.279457 nChanged 38 SP:Iteration 3F (14540.780000 sec): 3 clusters Score: Raw -37565.875742 + Penalty 582.875790 = -36982.999952 nChanged 24 SP:Iteration 4Q (14540.940000 sec): 3 clusters Score: Raw -37597.044836 + Penalty 582.875790 = -37014.169046 nChanged 13 SP:Iteration 5Q (14541.160000 sec): 3 clusters Score: Raw -37606.310731 + Penalty 582.875790 = -37023.434941 nChanged 7 SP:Iteration 6Q (14541.360000 sec): 3 clusters Score: Raw -37610.908746 + Penalty 582.875790 = -37028.032957 nChanged 2 SP:Iteration 7Q (14541.560000 sec): 3 clusters Score: Raw -37612.135354 + Penalty 582.875790 = -37029.259564 nChanged 6 SP:Iteration 8Q (14541.730000 sec): 3 clusters Score: Raw -37617.381309 + Penalty 582.875790 = -37034.505519 nChanged 5 SP:Iteration 9Q (14541.980000 sec): 3 clusters Score: Raw -37620.582042 + Penalty 582.875790 = -37037.706252 nChanged 4 SP:Iteration 10Q (14542.140000 sec): 3 clusters Score: Raw -37622.440829 + Penalty 582.875790 = -37039.565040 nChanged 2 SP:Iteration 11Q (14542.310000 sec): 3 clusters Score: Raw -37623.417351 + Penalty 582.875790 = -37040.541561 nChanged 1 SP:Iteration 12Q (14542.550000 sec): 3 clusters Score: Raw -37625.143867 + Penalty 582.875790 = -37042.268077 nChanged 1 SP:Iteration 13Q (14542.710000 sec): 3 clusters Score: Raw -37625.755338 + Penalty 582.875790 = -37042.879548 nChanged 0 SP:Iteration 14F (14542.930000 sec): 3 clusters Score: Raw -37625.755338 + Penalty 582.875790 = -37042.879548 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14543.060000 sec): 2 clusters Score: Raw -393254.301868 + Penalty 400.869126 = -392853.432742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14543.240000 sec): 3 clusters Score: Raw -389151.713367 + Penalty 801.738252 = -388349.975115 nChanged 3122 SP:Iteration 1F (14543.490000 sec): 3 clusters Score: Raw -390998.344388 + Penalty 801.738252 = -390196.606135 nChanged 436 SP:Iteration 2F (14543.770000 sec): 3 clusters Score: Raw -391269.397500 + Penalty 801.738252 = -390467.659248 nChanged 503 SP:Iteration 3F (14544.010000 sec): 3 clusters Score: Raw -391633.885677 + Penalty 801.738252 = -390832.147425 nChanged 558 SP:Iteration 4F (14544.220000 sec): 3 clusters Score: Raw -392091.235150 + Penalty 801.738252 = -391289.496897 nChanged 521 SP:Iteration 5F (14544.400000 sec): 3 clusters Score: Raw -392564.254476 + Penalty 801.738252 = -391762.516224 nChanged 383 SP:Iteration 6F (14544.640000 sec): 3 clusters Score: Raw -392923.176116 + Penalty 801.738252 = -392121.437864 nChanged 207 SP:Iteration 7Q (14544.810000 sec): 3 clusters Score: Raw -393122.723373 + Penalty 801.738252 = -392320.985120 nChanged 100 SP:Iteration 8Q (14545.030000 sec): 3 clusters Score: Raw -393230.946227 + Penalty 801.738252 = -392429.207974 nChanged 29 SP:Iteration 9Q (14545.220000 sec): 3 clusters Score: Raw -393261.265435 + Penalty 801.738252 = -392459.527182 nChanged 13 SP:Iteration 10Q (14545.440000 sec): 3 clusters Score: Raw -393282.865899 + Penalty 801.738252 = -392481.127646 nChanged 7 SP:Iteration 11Q (14545.680000 sec): 3 clusters Score: Raw -393299.095123 + Penalty 801.738252 = -392497.356870 nChanged 4 SP:Iteration 12Q (14545.970000 sec): 3 clusters Score: Raw -393304.356536 + Penalty 801.738252 = -392502.618284 nChanged 0 SP:Iteration 13F (14546.160000 sec): 3 clusters Score: Raw -393304.356536 + Penalty 801.738252 = -392502.618284 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14546.270000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14546.410000 sec): 2 clusters Score: Raw -1214.122974 + Penalty 142.664987 = -1071.457987 nChanged 8 SP:Iteration 1F (14546.470000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14546.590000 sec): 2 clusters Score: Raw -123741.203594 + Penalty 349.004498 = -123392.199097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14546.750000 sec): 3 clusters Score: Raw -122578.056548 + Penalty 698.008996 = -121880.047552 nChanged 917 SP:Iteration 1F (14546.930000 sec): 3 clusters Score: Raw -123221.472245 + Penalty 698.008996 = -122523.463249 nChanged 209 SP:Iteration 2F (14547.150000 sec): 3 clusters Score: Raw -123391.213946 + Penalty 698.008996 = -122693.204951 nChanged 148 SP:Iteration 3F (14547.360000 sec): 3 clusters Score: Raw -123492.565694 + Penalty 698.008996 = -122794.556698 nChanged 109 SP:Iteration 4F (14547.500000 sec): 3 clusters Score: Raw -123572.619960 + Penalty 698.008996 = -122874.610965 nChanged 76 SP:Iteration 5Q (14547.640000 sec): 3 clusters Score: Raw -123635.184077 + Penalty 698.008996 = -122937.175081 nChanged 61 SP:Iteration 6Q (14547.830000 sec): 3 clusters Score: Raw -123695.544163 + Penalty 698.008996 = -122997.535168 nChanged 68 SP:Iteration 7Q (14548.000000 sec): 3 clusters Score: Raw -123760.177747 + Penalty 698.008996 = -123062.168752 nChanged 53 SP:Iteration 8Q (14548.130000 sec): 3 clusters Score: Raw -123804.897695 + Penalty 698.008996 = -123106.888700 nChanged 37 SP:Iteration 9Q (14548.300000 sec): 3 clusters Score: Raw -123823.340001 + Penalty 698.008996 = -123125.331005 nChanged 24 SP:Iteration 10Q (14548.470000 sec): 3 clusters Score: Raw -123839.960178 + Penalty 698.008996 = -123141.951183 nChanged 26 SP:Iteration 11Q (14548.660000 sec): 3 clusters Score: Raw -123853.456600 + Penalty 698.008996 = -123155.447605 nChanged 22 SP:Iteration 12Q (14548.820000 sec): 3 clusters Score: Raw -123869.814430 + Penalty 698.008996 = -123171.805434 nChanged 20 SP:Iteration 13Q (14549.010000 sec): 3 clusters Score: Raw -123878.335056 + Penalty 698.008996 = -123180.326061 nChanged 18 SP:Iteration 14Q (14549.220000 sec): 3 clusters Score: Raw -123887.433133 + Penalty 698.008996 = -123189.424137 nChanged 20 SP:Iteration 15Q (14549.410000 sec): 3 clusters Score: Raw -123899.321494 + Penalty 698.008996 = -123201.312499 nChanged 16 SP:Iteration 16Q (14549.600000 sec): 3 clusters Score: Raw -123909.795738 + Penalty 698.008996 = -123211.786743 nChanged 14 SP:Iteration 17Q (14549.840000 sec): 3 clusters Score: Raw -123916.659383 + Penalty 698.008996 = -123218.650388 nChanged 12 SP:Iteration 18Q (14550.000000 sec): 3 clusters Score: Raw -123919.707666 + Penalty 698.008996 = -123221.698670 nChanged 5 SP:Iteration 19Q (14550.220000 sec): 3 clusters Score: Raw -123921.288434 + Penalty 698.008996 = -123223.279438 nChanged 4 SP:Iteration 20F (14550.450000 sec): 3 clusters Score: Raw -123922.413288 + Penalty 698.008996 = -123224.404293 nChanged 3 SP:Iteration 21Q (14550.630000 sec): 3 clusters Score: Raw -123923.007484 + Penalty 698.008996 = -123224.998489 nChanged 2 SP:Iteration 22Q (14550.830000 sec): 3 clusters Score: Raw -123923.529754 + Penalty 698.008996 = -123225.520758 nChanged 5 SP:Iteration 23Q (14550.970000 sec): 3 clusters Score: Raw -123924.460376 + Penalty 698.008996 = -123226.451380 nChanged 3 SP:Iteration 24Q (14551.160000 sec): 3 clusters Score: Raw -123924.864546 + Penalty 698.008996 = -123226.855550 nChanged 3 SP:Iteration 25Q (14551.300000 sec): 3 clusters Score: Raw -123925.187598 + Penalty 698.008996 = -123227.178603 nChanged 2 SP:Iteration 26Q (14551.460000 sec): 3 clusters Score: Raw -123925.798274 + Penalty 698.008996 = -123227.789279 nChanged 2 SP:Iteration 27Q (14551.640000 sec): 3 clusters Score: Raw -123926.217344 + Penalty 698.008996 = -123228.208349 nChanged 0 SP:Iteration 28F (14551.840000 sec): 3 clusters Score: Raw -123926.217344 + Penalty 698.008996 = -123228.208349 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14551.970000 sec): 2 clusters Score: Raw -7595.656646 + Penalty 230.920409 = -7364.736237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14552.130000 sec): 3 clusters Score: Raw -7598.988662 + Penalty 461.840817 = -7137.147845 nChanged 52 SP:Iteration 1F (14552.380000 sec): 3 clusters Score: Raw -7731.546261 + Penalty 461.840817 = -7269.705444 nChanged 10 SP:Iteration 2F (14552.600000 sec): 3 clusters Score: Raw -7769.093976 + Penalty 461.840817 = -7307.253159 nChanged 2 SP:Iteration 3Q (14552.810000 sec): 3 clusters Score: Raw -7776.367097 + Penalty 461.840817 = -7314.526280 nChanged 1 SP:Iteration 4Q (14553.100000 sec): 3 clusters Score: Raw -7778.120568 + Penalty 461.840817 = -7316.279751 nChanged 0 SP:Iteration 5F (14553.330000 sec): 3 clusters Score: Raw -7778.120568 + Penalty 461.840817 = -7316.279751 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14553.440000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14553.670000 sec): 3 clusters Score: Raw -13957.946709 + Penalty 493.670452 = -13464.276258 nChanged 57 SP:Iteration 1F (14553.880000 sec): 3 clusters Score: Raw -14016.758674 + Penalty 493.670452 = -13523.088223 nChanged 14 SP:Iteration 2F (14554.100000 sec): 3 clusters Score: Raw -14030.055107 + Penalty 493.670452 = -13536.384655 nChanged 9 SP:Iteration 3Q (14554.330000 sec): 3 clusters Score: Raw -14040.102158 + Penalty 493.670452 = -13546.431706 nChanged 3 SP:Iteration 4Q (14554.520000 sec): 3 clusters Score: Raw -14042.163687 + Penalty 493.670452 = -13548.493236 nChanged 3 SP:Iteration 5Q (14554.700000 sec): 3 clusters Score: Raw -14044.438378 + Penalty 493.670452 = -13550.767926 nChanged 1 SP:Iteration 6Q (14554.900000 sec): 3 clusters Score: Raw -14045.041213 + Penalty 493.670452 = -13551.370762 nChanged 0 SP:Iteration 7F (14555.080000 sec): 3 clusters Score: Raw -14045.041213 + Penalty 493.670452 = -13551.370762 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14555.180000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14555.350000 sec): 3 clusters Score: Raw -8045.532544 + Penalty 447.718264 = -7597.814280 nChanged 41 SP:Iteration 1F (14555.560000 sec): 3 clusters Score: Raw -8109.101812 + Penalty 447.718264 = -7661.383548 nChanged 7 SP:Iteration 2F (14555.740000 sec): 3 clusters Score: Raw -8120.767782 + Penalty 447.718264 = -7673.049517 nChanged 4 SP:Iteration 3Q (14555.900000 sec): 3 clusters Score: Raw -8125.508511 + Penalty 447.718264 = -7677.790247 nChanged 0 SP:Iteration 4F (14556.090000 sec): 3 clusters Score: Raw -8125.508511 + Penalty 447.718264 = -7677.790247 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14556.170000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14556.420000 sec): 3 clusters Score: Raw -5306.545763 + Penalty 414.402797 = -4892.142966 nChanged 16 SP:Iteration 1F (14556.610000 sec): 3 clusters Score: Raw -5343.121911 + Penalty 414.402797 = -4928.719113 nChanged 5 SP:Iteration 2F (14556.800000 sec): 3 clusters Score: Raw -5353.345488 + Penalty 414.402797 = -4938.942691 nChanged 1 SP:Iteration 3Q (14556.990000 sec): 3 clusters Score: Raw -5355.741197 + Penalty 414.402797 = -4941.338400 nChanged 0 SP:Iteration 4F (14557.170000 sec): 3 clusters Score: Raw -5355.741197 + Penalty 414.402797 = -4941.338400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14557.220000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14557.430000 sec): 3 clusters Score: Raw -3410.086072 + Penalty 378.458361 = -3031.627712 nChanged 8 SP:Iteration 1F (14557.600000 sec): 3 clusters Score: Raw -3444.463004 + Penalty 378.458361 = -3066.004643 nChanged 1 SP:Iteration 2Q (14557.790000 sec): 3 clusters Score: Raw -3448.817484 + Penalty 378.458361 = -3070.359124 nChanged 0 SP:Iteration 3F (14557.940000 sec): 3 clusters Score: Raw -3448.817484 + Penalty 378.458361 = -3070.359124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14558.100000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14558.290000 sec): 3 clusters Score: Raw -10594.940455 + Penalty 477.479191 = -10117.461264 nChanged 49 SP:Iteration 1F (14558.490000 sec): 3 clusters Score: Raw -10664.122755 + Penalty 477.479191 = -10186.643564 nChanged 17 SP:Iteration 2F (14558.630000 sec): 3 clusters Score: Raw -10706.537884 + Penalty 477.479191 = -10229.058693 nChanged 11 SP:Iteration 3F (14558.870000 sec): 3 clusters Score: Raw -10766.011948 + Penalty 477.479191 = -10288.532757 nChanged 9 SP:Iteration 4Q (14559.060000 sec): 3 clusters Score: Raw -10809.625158 + Penalty 477.479191 = -10332.145967 nChanged 2 SP:Iteration 5Q (14559.250000 sec): 3 clusters Score: Raw -10820.706109 + Penalty 477.479191 = -10343.226918 nChanged 1 SP:Iteration 6Q (14559.390000 sec): 3 clusters Score: Raw -10822.443037 + Penalty 477.479191 = -10344.963847 nChanged 1 SP:Iteration 7Q (14559.580000 sec): 3 clusters Score: Raw -10823.808201 + Penalty 477.479191 = -10346.329010 nChanged 1 SP:Iteration 8Q (14559.770000 sec): 3 clusters Score: Raw -10824.898197 + Penalty 477.479191 = -10347.419007 nChanged 0 SP:Iteration 9F (14559.970000 sec): 3 clusters Score: Raw -10824.898197 + Penalty 477.479191 = -10347.419007 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14560.080000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14560.250000 sec): 3 clusters Score: Raw -20073.279582 + Penalty 521.439080 = -19551.840501 nChanged 88 SP:Iteration 1F (14560.480000 sec): 3 clusters Score: Raw -20147.480706 + Penalty 521.439080 = -19626.041626 nChanged 28 SP:Iteration 2F (14560.630000 sec): 3 clusters Score: Raw -20181.540761 + Penalty 521.439080 = -19660.101680 nChanged 13 SP:Iteration 3Q (14560.860000 sec): 3 clusters Score: Raw -20201.309540 + Penalty 521.439080 = -19679.870460 nChanged 11 SP:Iteration 4Q (14561.050000 sec): 3 clusters Score: Raw -20208.116252 + Penalty 521.439080 = -19686.677172 nChanged 2 SP:Iteration 5Q (14561.230000 sec): 3 clusters Score: Raw -20209.303877 + Penalty 521.439080 = -19687.864796 nChanged 2 SP:Iteration 6Q (14561.420000 sec): 3 clusters Score: Raw -20210.738211 + Penalty 521.439080 = -19689.299131 nChanged 1 SP:Iteration 7Q (14561.610000 sec): 3 clusters Score: Raw -20211.307606 + Penalty 521.439080 = -19689.868526 nChanged 2 SP:Iteration 8Q (14561.720000 sec): 3 clusters Score: Raw -20211.790554 + Penalty 521.439080 = -19690.351474 nChanged 2 SP:Iteration 9Q (14561.870000 sec): 3 clusters Score: Raw -20213.006684 + Penalty 521.439080 = -19691.567604 nChanged 2 SP:Iteration 10Q (14562.080000 sec): 3 clusters Score: Raw -20215.593981 + Penalty 521.439080 = -19694.154901 nChanged 3 SP:Iteration 11Q (14562.260000 sec): 3 clusters Score: Raw -20218.311224 + Penalty 521.439080 = -19696.872144 nChanged 2 SP:Iteration 12Q (14562.420000 sec): 3 clusters Score: Raw -20219.532971 + Penalty 521.439080 = -19698.093891 nChanged 0 SP:Iteration 13F (14562.660000 sec): 3 clusters Score: Raw -20219.532971 + Penalty 521.439080 = -19698.093891 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14562.730000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14562.950000 sec): 3 clusters Score: Raw -18524.341119 + Penalty 518.740365 = -18005.600754 nChanged 94 SP:Iteration 1F (14563.190000 sec): 3 clusters Score: Raw -18602.861061 + Penalty 518.740365 = -18084.120696 nChanged 17 SP:Iteration 2F (14563.420000 sec): 3 clusters Score: Raw -18619.395121 + Penalty 518.740365 = -18100.654756 nChanged 13 SP:Iteration 3Q (14563.610000 sec): 3 clusters Score: Raw -18636.732685 + Penalty 518.740365 = -18117.992320 nChanged 5 SP:Iteration 4Q (14563.770000 sec): 3 clusters Score: Raw -18640.237708 + Penalty 518.740365 = -18121.497343 nChanged 7 SP:Iteration 5Q (14564.000000 sec): 3 clusters Score: Raw -18647.429205 + Penalty 518.740365 = -18128.688840 nChanged 3 SP:Iteration 6Q (14564.180000 sec): 3 clusters Score: Raw -18650.641665 + Penalty 518.740365 = -18131.901300 nChanged 3 SP:Iteration 7Q (14564.390000 sec): 3 clusters Score: Raw -18652.996119 + Penalty 518.740365 = -18134.255754 nChanged 0 SP:Iteration 8F (14564.560000 sec): 3 clusters Score: Raw -18652.996119 + Penalty 518.740365 = -18134.255754 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14564.670000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14564.860000 sec): 3 clusters Score: Raw -6223.167909 + Penalty 426.912657 = -5796.255252 nChanged 22 SP:Iteration 1F (14565.050000 sec): 3 clusters Score: Raw -6307.510535 + Penalty 426.912657 = -5880.597878 nChanged 5 SP:Iteration 2Q (14565.200000 sec): 3 clusters Score: Raw -6327.007139 + Penalty 426.912657 = -5900.094482 nChanged 3 SP:Iteration 3Q (14565.460000 sec): 3 clusters Score: Raw -6344.084678 + Penalty 426.912657 = -5917.172020 nChanged 0 SP:Iteration 4F (14565.600000 sec): 3 clusters Score: Raw -6344.084678 + Penalty 426.912657 = -5917.172020 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14565.730000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14565.940000 sec): 3 clusters Score: Raw -8471.185883 + Penalty 448.380085 = -8022.805798 nChanged 38 SP:Iteration 1F (14566.120000 sec): 3 clusters Score: Raw -8516.774981 + Penalty 448.380085 = -8068.394895 nChanged 9 SP:Iteration 2F (14566.270000 sec): 3 clusters Score: Raw -8526.788469 + Penalty 448.380085 = -8078.408384 nChanged 1 SP:Iteration 3Q (14566.420000 sec): 3 clusters Score: Raw -8529.850090 + Penalty 448.380085 = -8081.470005 nChanged 4 SP:Iteration 4Q (14566.620000 sec): 3 clusters Score: Raw -8544.315684 + Penalty 448.380085 = -8095.935599 nChanged 1 SP:Iteration 5Q (14566.800000 sec): 3 clusters Score: Raw -8545.258416 + Penalty 448.380085 = -8096.878330 nChanged 1 SP:Iteration 6Q (14567.000000 sec): 3 clusters Score: Raw -8545.953817 + Penalty 448.380085 = -8097.573731 nChanged 0 SP:Iteration 7F (14567.120000 sec): 3 clusters Score: Raw -8545.953817 + Penalty 448.380085 = -8097.573731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14567.250000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14567.410000 sec): 3 clusters Score: Raw -7118.667254 + Penalty 430.192292 = -6688.474962 nChanged 18 SP:Iteration 1F (14567.620000 sec): 3 clusters Score: Raw -7154.443126 + Penalty 430.192292 = -6724.250834 nChanged 6 SP:Iteration 2F (14567.770000 sec): 3 clusters Score: Raw -7166.813782 + Penalty 430.192292 = -6736.621490 nChanged 1 SP:Iteration 3Q (14567.930000 sec): 3 clusters Score: Raw -7168.326827 + Penalty 430.192292 = -6738.134536 nChanged 0 SP:Iteration 4F (14568.130000 sec): 3 clusters Score: Raw -7168.326827 + Penalty 430.192292 = -6738.134536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14568.270000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14568.480000 sec): 3 clusters Score: Raw -16008.836740 + Penalty 514.056656 = -15494.780084 nChanged 90 SP:Iteration 1F (14568.690000 sec): 3 clusters Score: Raw -16087.525578 + Penalty 514.056656 = -15573.468923 nChanged 26 SP:Iteration 2F (14568.920000 sec): 3 clusters Score: Raw -16128.883767 + Penalty 514.056656 = -15614.827111 nChanged 20 SP:Iteration 3F (14569.130000 sec): 3 clusters Score: Raw -16153.415761 + Penalty 514.056656 = -15639.359106 nChanged 9 SP:Iteration 4Q (14569.330000 sec): 3 clusters Score: Raw -16167.795638 + Penalty 514.056656 = -15653.738982 nChanged 10 SP:Iteration 5Q (14569.560000 sec): 3 clusters Score: Raw -16183.463652 + Penalty 514.056656 = -15669.406996 nChanged 4 SP:Iteration 6Q (14569.750000 sec): 3 clusters Score: Raw -16187.353767 + Penalty 514.056656 = -15673.297111 nChanged 4 SP:Iteration 7Q (14569.990000 sec): 3 clusters Score: Raw -16190.802308 + Penalty 514.056656 = -15676.745652 nChanged 4 SP:Iteration 8Q (14570.200000 sec): 3 clusters Score: Raw -16194.090076 + Penalty 514.056656 = -15680.033420 nChanged 1 SP:Iteration 9Q (14570.410000 sec): 3 clusters Score: Raw -16197.658009 + Penalty 514.056656 = -15683.601354 nChanged 1 SP:Iteration 10Q (14570.610000 sec): 3 clusters Score: Raw -16197.822335 + Penalty 514.056656 = -15683.765679 nChanged 0 SP:Iteration 11F (14570.820000 sec): 3 clusters Score: Raw -16197.822335 + Penalty 514.056656 = -15683.765679 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14570.880000 sec): 2 clusters Score: Raw -8803.843028 + Penalty 240.616150 = -8563.226878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14571.090000 sec): 3 clusters Score: Raw -8796.713958 + Penalty 481.232300 = -8315.481659 nChanged 62 SP:Iteration 1F (14571.220000 sec): 3 clusters Score: Raw -8934.293830 + Penalty 481.232300 = -8453.061530 nChanged 15 SP:Iteration 2F (14571.370000 sec): 3 clusters Score: Raw -9002.893638 + Penalty 481.232300 = -8521.661339 nChanged 11 SP:Iteration 3F (14571.560000 sec): 3 clusters Score: Raw -9046.686638 + Penalty 481.232300 = -8565.454338 nChanged 9 SP:Iteration 4Q (14571.820000 sec): 3 clusters Score: Raw -9103.808682 + Penalty 481.232300 = -8622.576382 nChanged 10 SP:Iteration 5F (14572.050000 sec): 3 clusters Score: Raw -9190.309076 + Penalty 481.232300 = -8709.076776 nChanged 5 SP:Iteration 6Q (14572.240000 sec): 3 clusters Score: Raw -9210.874814 + Penalty 481.232300 = -8729.642515 nChanged 5 SP:Iteration 7Q (14572.410000 sec): 3 clusters Score: Raw -9228.824817 + Penalty 481.232300 = -8747.592517 nChanged 4 SP:Iteration 8Q (14572.570000 sec): 3 clusters Score: Raw -9249.211377 + Penalty 481.232300 = -8767.979078 nChanged 4 SP:Iteration 9Q (14572.730000 sec): 3 clusters Score: Raw -9266.532381 + Penalty 481.232300 = -8785.300081 nChanged 0 SP:Iteration 10F (14572.930000 sec): 3 clusters Score: Raw -9266.532381 + Penalty 481.232300 = -8785.300081 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14572.980000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14573.210000 sec): 3 clusters Score: Raw -10171.706939 + Penalty 464.087845 = -9707.619094 nChanged 42 SP:Iteration 1F (14573.370000 sec): 3 clusters Score: Raw -10230.598956 + Penalty 464.087845 = -9766.511111 nChanged 9 SP:Iteration 2F (14573.550000 sec): 3 clusters Score: Raw -10244.281588 + Penalty 464.087845 = -9780.193743 nChanged 6 SP:Iteration 3Q (14573.720000 sec): 3 clusters Score: Raw -10251.552251 + Penalty 464.087845 = -9787.464406 nChanged 1 SP:Iteration 4Q (14573.900000 sec): 3 clusters Score: Raw -10252.558713 + Penalty 464.087845 = -9788.470868 nChanged 1 SP:Iteration 5Q (14574.090000 sec): 3 clusters Score: Raw -10255.032612 + Penalty 464.087845 = -9790.944767 nChanged 1 SP:Iteration 6Q (14574.290000 sec): 3 clusters Score: Raw -10255.914542 + Penalty 464.087845 = -9791.826697 nChanged 0 SP:Iteration 7F (14574.510000 sec): 3 clusters Score: Raw -10255.914542 + Penalty 464.087845 = -9791.826697 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14574.560000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14574.750000 sec): 3 clusters Score: Raw -17334.919766 + Penalty 519.044205 = -16815.875561 nChanged 85 SP:Iteration 1F (14574.930000 sec): 3 clusters Score: Raw -17425.950045 + Penalty 519.044205 = -16906.905840 nChanged 32 SP:Iteration 2F (14575.170000 sec): 3 clusters Score: Raw -17463.701959 + Penalty 519.044205 = -16944.657754 nChanged 17 SP:Iteration 3F (14575.330000 sec): 3 clusters Score: Raw -17477.528938 + Penalty 519.044205 = -16958.484733 nChanged 9 SP:Iteration 4Q (14575.560000 sec): 3 clusters Score: Raw -17484.065908 + Penalty 519.044205 = -16965.021703 nChanged 1 SP:Iteration 5Q (14575.770000 sec): 3 clusters Score: Raw -17484.409972 + Penalty 519.044205 = -16965.365767 nChanged 1 SP:Iteration 6Q (14575.950000 sec): 3 clusters Score: Raw -17484.566342 + Penalty 519.044205 = -16965.522137 nChanged 0 SP:Iteration 7F (14576.080000 sec): 3 clusters Score: Raw -17484.566342 + Penalty 519.044205 = -16965.522137 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14576.190000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14576.370000 sec): 3 clusters Score: Raw -23174.487729 + Penalty 532.288555 = -22642.199174 nChanged 101 SP:Iteration 1F (14576.550000 sec): 3 clusters Score: Raw -23251.036138 + Penalty 532.288555 = -22718.747583 nChanged 24 SP:Iteration 2F (14576.780000 sec): 3 clusters Score: Raw -23275.772606 + Penalty 532.288555 = -22743.484051 nChanged 14 SP:Iteration 3Q (14577.020000 sec): 3 clusters Score: Raw -23283.514528 + Penalty 532.288555 = -22751.225973 nChanged 8 SP:Iteration 4Q (14577.250000 sec): 3 clusters Score: Raw -23289.491152 + Penalty 532.288555 = -22757.202597 nChanged 4 SP:Iteration 5Q (14577.450000 sec): 3 clusters Score: Raw -23294.503299 + Penalty 532.288555 = -22762.214744 nChanged 5 SP:Iteration 6Q (14577.660000 sec): 3 clusters Score: Raw -23299.566106 + Penalty 532.288555 = -22767.277551 nChanged 4 SP:Iteration 7Q (14577.840000 sec): 3 clusters Score: Raw -23303.170335 + Penalty 532.288555 = -22770.881780 nChanged 2 SP:Iteration 8Q (14578.060000 sec): 3 clusters Score: Raw -23303.977110 + Penalty 532.288555 = -22771.688555 nChanged 2 SP:Iteration 9Q (14578.200000 sec): 3 clusters Score: Raw -23305.050158 + Penalty 532.288555 = -22772.761603 nChanged 2 SP:Iteration 10Q (14578.450000 sec): 3 clusters Score: Raw -23306.398697 + Penalty 532.288555 = -22774.110142 nChanged 0 SP:Iteration 11F (14578.620000 sec): 3 clusters Score: Raw -23306.398697 + Penalty 532.288555 = -22774.110142 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14578.730000 sec): 2 clusters Score: Raw -9805.783878 + Penalty 232.595444 = -9573.188434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14578.940000 sec): 3 clusters Score: Raw -9794.517369 + Penalty 465.190889 = -9329.326480 nChanged 45 SP:Iteration 1F (14579.130000 sec): 3 clusters Score: Raw -9901.939784 + Penalty 465.190889 = -9436.748896 nChanged 18 SP:Iteration 2F (14579.260000 sec): 3 clusters Score: Raw -9943.955007 + Penalty 465.190889 = -9478.764119 nChanged 8 SP:Iteration 3Q (14579.420000 sec): 3 clusters Score: Raw -9962.291165 + Penalty 465.190889 = -9497.100276 nChanged 5 SP:Iteration 4Q (14579.600000 sec): 3 clusters Score: Raw -9976.756371 + Penalty 465.190889 = -9511.565483 nChanged 1 SP:Iteration 5Q (14579.820000 sec): 3 clusters Score: Raw -9977.484091 + Penalty 465.190889 = -9512.293202 nChanged 1 SP:Iteration 6Q (14580.080000 sec): 3 clusters Score: Raw -9978.183088 + Penalty 465.190889 = -9512.992199 nChanged 0 SP:Iteration 7F (14580.280000 sec): 3 clusters Score: Raw -9978.183088 + Penalty 465.190889 = -9512.992199 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14580.400000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14580.570000 sec): 3 clusters Score: Raw -9777.907926 + Penalty 462.407797 = -9315.500129 nChanged 32 SP:Iteration 1F (14580.800000 sec): 3 clusters Score: Raw -9834.289286 + Penalty 462.407797 = -9371.881489 nChanged 7 SP:Iteration 2Q (14581.010000 sec): 3 clusters Score: Raw -9848.190627 + Penalty 462.407797 = -9385.782830 nChanged 5 SP:Iteration 3Q (14581.160000 sec): 3 clusters Score: Raw -9870.732859 + Penalty 462.407797 = -9408.325062 nChanged 3 SP:Iteration 4Q (14581.390000 sec): 3 clusters Score: Raw -9876.883766 + Penalty 462.407797 = -9414.475969 nChanged 2 SP:Iteration 5Q (14581.590000 sec): 3 clusters Score: Raw -9881.373073 + Penalty 462.407797 = -9418.965276 nChanged 0 SP:Iteration 6F (14581.760000 sec): 3 clusters Score: Raw -9881.373073 + Penalty 462.407797 = -9418.965276 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14581.810000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14581.980000 sec): 3 clusters Score: Raw -19319.738197 + Penalty 527.164238 = -18792.573958 nChanged 93 SP:Iteration 1F (14582.140000 sec): 3 clusters Score: Raw -19412.760372 + Penalty 527.164238 = -18885.596133 nChanged 34 SP:Iteration 2F (14582.330000 sec): 3 clusters Score: Raw -19456.983651 + Penalty 527.164238 = -18929.819413 nChanged 16 SP:Iteration 3Q (14582.530000 sec): 3 clusters Score: Raw -19484.302193 + Penalty 527.164238 = -18957.137955 nChanged 11 SP:Iteration 4Q (14582.720000 sec): 3 clusters Score: Raw -19512.536207 + Penalty 527.164238 = -18985.371969 nChanged 14 SP:Iteration 5Q (14582.930000 sec): 3 clusters Score: Raw -19530.555700 + Penalty 527.164238 = -19003.391462 nChanged 10 SP:Iteration 6Q (14583.110000 sec): 3 clusters Score: Raw -19542.488699 + Penalty 527.164238 = -19015.324461 nChanged 4 SP:Iteration 7Q (14583.290000 sec): 3 clusters Score: Raw -19548.839258 + Penalty 527.164238 = -19021.675020 nChanged 3 SP:Iteration 8Q (14583.460000 sec): 3 clusters Score: Raw -19550.977745 + Penalty 527.164238 = -19023.813507 nChanged 2 SP:Iteration 9Q (14583.670000 sec): 3 clusters Score: Raw -19552.466554 + Penalty 527.164238 = -19025.302315 nChanged 2 SP:Iteration 10Q (14583.850000 sec): 3 clusters Score: Raw -19554.763285 + Penalty 527.164238 = -19027.599046 nChanged 5 SP:Iteration 11Q (14584.030000 sec): 3 clusters Score: Raw -19559.869068 + Penalty 527.164238 = -19032.704830 nChanged 6 SP:Iteration 12Q (14584.170000 sec): 3 clusters Score: Raw -19564.357890 + Penalty 527.164238 = -19037.193652 nChanged 4 SP:Iteration 13Q (14584.330000 sec): 3 clusters Score: Raw -19567.212496 + Penalty 527.164238 = -19040.048257 nChanged 4 SP:Iteration 14Q (14584.520000 sec): 3 clusters Score: Raw -19570.263942 + Penalty 527.164238 = -19043.099704 nChanged 1 SP:Iteration 15Q (14584.680000 sec): 3 clusters Score: Raw -19571.787992 + Penalty 527.164238 = -19044.623754 nChanged 5 SP:Iteration 16Q (14584.860000 sec): 3 clusters Score: Raw -19578.747457 + Penalty 527.164238 = -19051.583219 nChanged 5 SP:Iteration 17Q (14585.060000 sec): 3 clusters Score: Raw -19588.126432 + Penalty 527.164238 = -19060.962194 nChanged 4 SP:Iteration 18Q (14585.180000 sec): 3 clusters Score: Raw -19591.527368 + Penalty 527.164238 = -19064.363130 nChanged 4 SP:Iteration 19Q (14585.340000 sec): 3 clusters Score: Raw -19597.084785 + Penalty 527.164238 = -19069.920546 nChanged 5 SP:Iteration 20F (14585.520000 sec): 3 clusters Score: Raw -19605.167726 + Penalty 527.164238 = -19078.003487 nChanged 3 SP:Iteration 21Q (14585.700000 sec): 3 clusters Score: Raw -19608.037193 + Penalty 527.164238 = -19080.872955 nChanged 2 SP:Iteration 22Q (14585.920000 sec): 3 clusters Score: Raw -19609.433747 + Penalty 527.164238 = -19082.269509 nChanged 2 SP:Iteration 23Q (14586.050000 sec): 3 clusters Score: Raw -19611.006278 + Penalty 527.164238 = -19083.842040 nChanged 1 SP:Iteration 24Q (14586.300000 sec): 3 clusters Score: Raw -19613.477795 + Penalty 527.164238 = -19086.313556 nChanged 1 SP:Iteration 25Q (14586.450000 sec): 3 clusters Score: Raw -19616.803332 + Penalty 527.164238 = -19089.639094 nChanged 0 SP:Iteration 26F (14586.580000 sec): 3 clusters Score: Raw -19616.803332 + Penalty 527.164238 = -19089.639094 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14586.650000 sec): 2 clusters Score: Raw -8188.757794 + Penalty 222.167487 = -7966.590306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14586.870000 sec): 3 clusters Score: Raw -8170.357239 + Penalty 444.334975 = -7726.022264 nChanged 27 SP:Iteration 1F (14586.990000 sec): 3 clusters Score: Raw -8205.644359 + Penalty 444.334975 = -7761.309384 nChanged 8 SP:Iteration 2F (14587.160000 sec): 3 clusters Score: Raw -8222.198927 + Penalty 444.334975 = -7777.863952 nChanged 3 SP:Iteration 3Q (14587.370000 sec): 3 clusters Score: Raw -8224.568648 + Penalty 444.334975 = -7780.233673 nChanged 0 SP:Iteration 4F (14587.530000 sec): 3 clusters Score: Raw -8224.568648 + Penalty 444.334975 = -7780.233673 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14587.650000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14587.810000 sec): 3 clusters Score: Raw -7989.913232 + Penalty 444.334975 = -7545.578257 nChanged 33 SP:Iteration 1F (14588.000000 sec): 3 clusters Score: Raw -8029.410389 + Penalty 444.334975 = -7585.075414 nChanged 10 SP:Iteration 2F (14588.190000 sec): 3 clusters Score: Raw -8041.436287 + Penalty 444.334975 = -7597.101312 nChanged 5 SP:Iteration 3Q (14588.380000 sec): 3 clusters Score: Raw -8048.152428 + Penalty 444.334975 = -7603.817453 nChanged 2 SP:Iteration 4Q (14588.630000 sec): 3 clusters Score: Raw -8053.291984 + Penalty 444.334975 = -7608.957009 nChanged 3 SP:Iteration 5Q (14588.770000 sec): 3 clusters Score: Raw -8057.242861 + Penalty 444.334975 = -7612.907886 nChanged 1 SP:Iteration 6Q (14588.960000 sec): 3 clusters Score: Raw -8063.334192 + Penalty 444.334975 = -7618.999217 nChanged 0 SP:Iteration 7F (14589.180000 sec): 3 clusters Score: Raw -8063.334192 + Penalty 444.334975 = -7618.999217 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14589.300000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14589.500000 sec): 3 clusters Score: Raw -22798.185130 + Penalty 543.847933 = -22254.337198 nChanged 129 SP:Iteration 1F (14589.670000 sec): 3 clusters Score: Raw -22922.392225 + Penalty 543.847933 = -22378.544292 nChanged 36 SP:Iteration 2F (14589.870000 sec): 3 clusters Score: Raw -22958.570665 + Penalty 543.847933 = -22414.722733 nChanged 16 SP:Iteration 3Q (14590.080000 sec): 3 clusters Score: Raw -22973.943667 + Penalty 543.847933 = -22430.095734 nChanged 11 SP:Iteration 4Q (14590.270000 sec): 3 clusters Score: Raw -22983.790562 + Penalty 543.847933 = -22439.942629 nChanged 11 SP:Iteration 5Q (14590.440000 sec): 3 clusters Score: Raw -22994.147375 + Penalty 543.847933 = -22450.299442 nChanged 5 SP:Iteration 6Q (14590.590000 sec): 3 clusters Score: Raw -22997.485429 + Penalty 543.847933 = -22453.637496 nChanged 4 SP:Iteration 7Q (14590.790000 sec): 3 clusters Score: Raw -23000.309592 + Penalty 543.847933 = -22456.461659 nChanged 5 SP:Iteration 8Q (14590.930000 sec): 3 clusters Score: Raw -23009.655065 + Penalty 543.847933 = -22465.807132 nChanged 7 SP:Iteration 9Q (14591.070000 sec): 3 clusters Score: Raw -23042.692042 + Penalty 543.847933 = -22498.844109 nChanged 10 SP:Iteration 10Q (14591.340000 sec): 3 clusters Score: Raw -23053.986350 + Penalty 543.847933 = -22510.138417 nChanged 6 SP:Iteration 11Q (14591.520000 sec): 3 clusters Score: Raw -23062.443473 + Penalty 543.847933 = -22518.595540 nChanged 4 SP:Iteration 12Q (14591.750000 sec): 3 clusters Score: Raw -23067.613917 + Penalty 543.847933 = -22523.765984 nChanged 5 SP:Iteration 13Q (14591.920000 sec): 3 clusters Score: Raw -23073.044206 + Penalty 543.847933 = -22529.196273 nChanged 8 SP:Iteration 14Q (14592.130000 sec): 3 clusters Score: Raw -23080.425611 + Penalty 543.847933 = -22536.577679 nChanged 8 SP:Iteration 15Q (14592.330000 sec): 3 clusters Score: Raw -23092.066712 + Penalty 543.847933 = -22548.218779 nChanged 9 SP:Iteration 16Q (14592.510000 sec): 3 clusters Score: Raw -23106.804050 + Penalty 543.847933 = -22562.956117 nChanged 10 SP:Iteration 17Q (14592.690000 sec): 3 clusters Score: Raw -23123.023682 + Penalty 543.847933 = -22579.175750 nChanged 4 SP:Iteration 18Q (14592.900000 sec): 3 clusters Score: Raw -23127.067125 + Penalty 543.847933 = -22583.219192 nChanged 5 SP:Iteration 19Q (14593.080000 sec): 3 clusters Score: Raw -23131.619098 + Penalty 543.847933 = -22587.771165 nChanged 4 SP:Iteration 20F (14593.310000 sec): 3 clusters Score: Raw -23136.177507 + Penalty 543.847933 = -22592.329574 nChanged 5 SP:Iteration 21Q (14593.510000 sec): 3 clusters Score: Raw -23143.312786 + Penalty 543.847933 = -22599.464853 nChanged 6 SP:Iteration 22Q (14593.710000 sec): 3 clusters Score: Raw -23152.720080 + Penalty 543.847933 = -22608.872147 nChanged 5 SP:Iteration 23Q (14593.880000 sec): 3 clusters Score: Raw -23159.340831 + Penalty 543.847933 = -22615.492899 nChanged 4 SP:Iteration 24Q (14594.050000 sec): 3 clusters Score: Raw -23167.765749 + Penalty 543.847933 = -22623.917816 nChanged 6 SP:Iteration 25Q (14594.290000 sec): 3 clusters Score: Raw -23183.006415 + Penalty 543.847933 = -22639.158482 nChanged 6 SP:Iteration 26Q (14594.470000 sec): 3 clusters Score: Raw -23191.837032 + Penalty 543.847933 = -22647.989099 nChanged 1 SP:Iteration 27Q (14594.670000 sec): 3 clusters Score: Raw -23192.337679 + Penalty 543.847933 = -22648.489746 nChanged 1 SP:Iteration 28Q (14594.860000 sec): 3 clusters Score: Raw -23192.966607 + Penalty 543.847933 = -22649.118674 nChanged 0 SP:Iteration 29F (14595.030000 sec): 3 clusters Score: Raw -23192.966607 + Penalty 543.847933 = -22649.118674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14595.120000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14595.300000 sec): 3 clusters Score: Raw -4912.469876 + Penalty 417.232041 = -4495.237835 nChanged 27 SP:Iteration 1F (14595.490000 sec): 3 clusters Score: Raw -4980.355217 + Penalty 417.232041 = -4563.123177 nChanged 2 SP:Iteration 2Q (14595.680000 sec): 3 clusters Score: Raw -4987.640516 + Penalty 417.232041 = -4570.408476 nChanged 0 SP:Iteration 3F (14595.880000 sec): 3 clusters Score: Raw -4987.640516 + Penalty 417.232041 = -4570.408476 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14595.950000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14596.220000 sec): 3 clusters Score: Raw -8180.732077 + Penalty 450.980262 = -7729.751815 nChanged 36 SP:Iteration 1F (14596.380000 sec): 3 clusters Score: Raw -8224.202048 + Penalty 450.980262 = -7773.221786 nChanged 15 SP:Iteration 2F (14596.610000 sec): 3 clusters Score: Raw -8253.259354 + Penalty 450.980262 = -7802.279092 nChanged 3 SP:Iteration 3Q (14596.790000 sec): 3 clusters Score: Raw -8257.055276 + Penalty 450.980262 = -7806.075013 nChanged 2 SP:Iteration 4Q (14596.990000 sec): 3 clusters Score: Raw -8261.348646 + Penalty 450.980262 = -7810.368384 nChanged 2 SP:Iteration 5Q (14597.150000 sec): 3 clusters Score: Raw -8266.410912 + Penalty 450.980262 = -7815.430650 nChanged 2 SP:Iteration 6Q (14597.310000 sec): 3 clusters Score: Raw -8270.835595 + Penalty 450.980262 = -7819.855333 nChanged 1 SP:Iteration 7Q (14597.500000 sec): 3 clusters Score: Raw -8271.369640 + Penalty 450.980262 = -7820.389378 nChanged 0 SP:Iteration 8F (14597.700000 sec): 3 clusters Score: Raw -8271.369640 + Penalty 450.980262 = -7820.389378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14597.780000 sec): 2 clusters Score: Raw -4461.770618 + Penalty 206.719913 = -4255.050705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14597.940000 sec): 3 clusters Score: Raw -4486.806473 + Penalty 413.439825 = -4073.366647 nChanged 13 SP:Iteration 1F (14598.120000 sec): 3 clusters Score: Raw -4504.912909 + Penalty 413.439825 = -4091.473083 nChanged 4 SP:Iteration 2Q (14598.350000 sec): 3 clusters Score: Raw -4512.428896 + Penalty 413.439825 = -4098.989071 nChanged 3 SP:Iteration 3Q (14598.510000 sec): 3 clusters Score: Raw -4519.154894 + Penalty 413.439825 = -4105.715068 nChanged 1 SP:Iteration 4Q (14598.690000 sec): 3 clusters Score: Raw -4522.908493 + Penalty 413.439825 = -4109.468668 nChanged 1 SP:Iteration 5Q (14598.890000 sec): 3 clusters Score: Raw -4523.712534 + Penalty 413.439825 = -4110.272709 nChanged 0 SP:Iteration 6F (14599.090000 sec): 3 clusters Score: Raw -4523.712534 + Penalty 413.439825 = -4110.272709 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14599.200000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14599.360000 sec): 3 clusters Score: Raw -8511.327095 + Penalty 448.380085 = -8062.947009 nChanged 24 SP:Iteration 1F (14599.590000 sec): 3 clusters Score: Raw -8548.030960 + Penalty 448.380085 = -8099.650875 nChanged 8 SP:Iteration 2F (14599.770000 sec): 3 clusters Score: Raw -8561.151456 + Penalty 448.380085 = -8112.771371 nChanged 2 SP:Iteration 3Q (14599.940000 sec): 3 clusters Score: Raw -8562.387738 + Penalty 448.380085 = -8114.007653 nChanged 0 SP:Iteration 4F (14600.160000 sec): 3 clusters Score: Raw -8562.387738 + Penalty 448.380085 = -8114.007653 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14600.210000 sec): 2 clusters Score: Raw -5652.658598 + Penalty 229.181343 = -5423.477255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14600.390000 sec): 3 clusters Score: Raw -5690.395520 + Penalty 458.362687 = -5232.032833 nChanged 47 SP:Iteration 1F (14600.600000 sec): 3 clusters Score: Raw -5798.559673 + Penalty 458.362687 = -5340.196986 nChanged 9 SP:Iteration 2F (14600.750000 sec): 3 clusters Score: Raw -5850.874900 + Penalty 458.362687 = -5392.512213 nChanged 9 SP:Iteration 3F (14600.890000 sec): 3 clusters Score: Raw -5881.723062 + Penalty 458.362687 = -5423.360375 nChanged 4 SP:Iteration 4Q (14601.080000 sec): 3 clusters Score: Raw -5895.954441 + Penalty 458.362687 = -5437.591754 nChanged 1 SP:Iteration 5Q (14601.230000 sec): 3 clusters Score: Raw -5899.187879 + Penalty 458.362687 = -5440.825192 nChanged 1 SP:Iteration 6Q (14601.370000 sec): 3 clusters Score: Raw -5901.305646 + Penalty 458.362687 = -5442.942959 nChanged 1 SP:Iteration 7Q (14601.560000 sec): 3 clusters Score: Raw -5903.536112 + Penalty 458.362687 = -5445.173425 nChanged 0 SP:Iteration 8F (14601.690000 sec): 3 clusters Score: Raw -5903.536112 + Penalty 458.362687 = -5445.173425 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14601.790000 sec): 2 clusters Score: Raw -23694.328673 + Penalty 274.723127 = -23419.605546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14602.000000 sec): 3 clusters Score: Raw -23529.548228 + Penalty 549.446254 = -22980.101974 nChanged 138 SP:Iteration 1F (14602.170000 sec): 3 clusters Score: Raw -23645.271051 + Penalty 549.446254 = -23095.824798 nChanged 26 SP:Iteration 2F (14602.400000 sec): 3 clusters Score: Raw -23664.557144 + Penalty 549.446254 = -23115.110891 nChanged 17 SP:Iteration 3Q (14602.560000 sec): 3 clusters Score: Raw -23679.626078 + Penalty 549.446254 = -23130.179824 nChanged 12 SP:Iteration 4Q (14602.830000 sec): 3 clusters Score: Raw -23687.517824 + Penalty 549.446254 = -23138.071570 nChanged 9 SP:Iteration 5Q (14603.030000 sec): 3 clusters Score: Raw -23695.309054 + Penalty 549.446254 = -23145.862800 nChanged 9 SP:Iteration 6Q (14603.270000 sec): 3 clusters Score: Raw -23701.054816 + Penalty 549.446254 = -23151.608562 nChanged 7 SP:Iteration 7Q (14603.480000 sec): 3 clusters Score: Raw -23704.279604 + Penalty 549.446254 = -23154.833350 nChanged 7 SP:Iteration 8Q (14603.650000 sec): 3 clusters Score: Raw -23708.651363 + Penalty 549.446254 = -23159.205110 nChanged 8 SP:Iteration 9Q (14603.810000 sec): 3 clusters Score: Raw -23713.348437 + Penalty 549.446254 = -23163.902183 nChanged 6 SP:Iteration 10Q (14603.980000 sec): 3 clusters Score: Raw -23720.113163 + Penalty 549.446254 = -23170.666909 nChanged 4 SP:Iteration 11Q (14604.140000 sec): 3 clusters Score: Raw -23722.668604 + Penalty 549.446254 = -23173.222350 nChanged 4 SP:Iteration 12Q (14604.350000 sec): 3 clusters Score: Raw -23725.093484 + Penalty 549.446254 = -23175.647230 nChanged 5 SP:Iteration 13Q (14604.490000 sec): 3 clusters Score: Raw -23729.190979 + Penalty 549.446254 = -23179.744725 nChanged 6 SP:Iteration 14Q (14604.630000 sec): 3 clusters Score: Raw -23738.137828 + Penalty 549.446254 = -23188.691575 nChanged 5 SP:Iteration 15Q (14604.830000 sec): 3 clusters Score: Raw -23743.247065 + Penalty 549.446254 = -23193.800812 nChanged 3 SP:Iteration 16Q (14605.020000 sec): 3 clusters Score: Raw -23746.296984 + Penalty 549.446254 = -23196.850731 nChanged 4 SP:Iteration 17Q (14605.230000 sec): 3 clusters Score: Raw -23752.109068 + Penalty 549.446254 = -23202.662814 nChanged 3 SP:Iteration 18Q (14605.440000 sec): 3 clusters Score: Raw -23757.481427 + Penalty 549.446254 = -23208.035173 nChanged 1 SP:Iteration 19Q (14605.650000 sec): 3 clusters Score: Raw -23759.656399 + Penalty 549.446254 = -23210.210145 nChanged 2 SP:Iteration 20F (14605.790000 sec): 3 clusters Score: Raw -23764.231629 + Penalty 549.446254 = -23214.785376 nChanged 2 SP:Iteration 21Q (14605.930000 sec): 3 clusters Score: Raw -23766.450670 + Penalty 549.446254 = -23217.004416 nChanged 1 SP:Iteration 22Q (14606.120000 sec): 3 clusters Score: Raw -23767.561925 + Penalty 549.446254 = -23218.115672 nChanged 1 SP:Iteration 23Q (14606.330000 sec): 3 clusters Score: Raw -23768.499223 + Penalty 549.446254 = -23219.052969 nChanged 2 SP:Iteration 24Q (14606.540000 sec): 3 clusters Score: Raw -23770.919600 + Penalty 549.446254 = -23221.473347 nChanged 0 SP:Iteration 25F (14606.730000 sec): 3 clusters Score: Raw -23770.919600 + Penalty 549.446254 = -23221.473347 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14606.830000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14607.030000 sec): 3 clusters Score: Raw -3280.154598 + Penalty 377.025260 = -2903.129338 nChanged 11 SP:Iteration 1F (14607.210000 sec): 3 clusters Score: Raw -3325.573643 + Penalty 377.025260 = -2948.548383 nChanged 1 SP:Iteration 2Q (14607.440000 sec): 3 clusters Score: Raw -3330.048302 + Penalty 377.025260 = -2953.023042 nChanged 1 SP:Iteration 3Q (14607.650000 sec): 3 clusters Score: Raw -3332.455982 + Penalty 377.025260 = -2955.430722 nChanged 0 SP:Iteration 4F (14607.840000 sec): 3 clusters Score: Raw -3332.455982 + Penalty 377.025260 = -2955.430722 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14607.920000 sec): 2 clusters Score: Raw -2972.525021 + Penalty 200.505726 = -2772.019296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14608.090000 sec): 3 clusters Score: Raw -3031.036965 + Penalty 401.011452 = -2630.025514 nChanged 14 SP:Iteration 1F (14608.310000 sec): 3 clusters Score: Raw -3094.503801 + Penalty 401.011452 = -2693.492349 nChanged 2 SP:Iteration 2Q (14608.510000 sec): 3 clusters Score: Raw -3102.255507 + Penalty 401.011452 = -2701.244055 nChanged 1 SP:Iteration 3Q (14608.680000 sec): 3 clusters Score: Raw -3106.614748 + Penalty 401.011452 = -2705.603296 nChanged 1 SP:Iteration 4Q (14608.870000 sec): 3 clusters Score: Raw -3108.443760 + Penalty 401.011452 = -2707.432309 nChanged 0 SP:Iteration 5F (14609.070000 sec): 3 clusters Score: Raw -3108.443760 + Penalty 401.011452 = -2707.432309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14609.180000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14609.400000 sec): 3 clusters Score: Raw -3782.359848 + Penalty 391.669923 = -3390.689925 nChanged 14 SP:Iteration 1F (14609.600000 sec): 3 clusters Score: Raw -3822.273645 + Penalty 391.669923 = -3430.603722 nChanged 5 SP:Iteration 2F (14609.810000 sec): 3 clusters Score: Raw -3850.762310 + Penalty 391.669923 = -3459.092387 nChanged 1 SP:Iteration 3Q (14610.030000 sec): 3 clusters Score: Raw -3853.921904 + Penalty 391.669923 = -3462.251980 nChanged 0 SP:Iteration 4F (14610.210000 sec): 3 clusters Score: Raw -3853.921904 + Penalty 391.669923 = -3462.251980 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14610.290000 sec): 2 clusters Score: Raw -6305.113335 + Penalty 230.059184 = -6075.054151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14610.420000 sec): 3 clusters Score: Raw -6364.138724 + Penalty 460.118368 = -5904.020356 nChanged 50 SP:Iteration 1F (14610.570000 sec): 3 clusters Score: Raw -6476.940705 + Penalty 460.118368 = -6016.822336 nChanged 12 SP:Iteration 2F (14610.730000 sec): 3 clusters Score: Raw -6551.548586 + Penalty 460.118368 = -6091.430218 nChanged 6 SP:Iteration 3Q (14610.930000 sec): 3 clusters Score: Raw -6576.620257 + Penalty 460.118368 = -6116.501889 nChanged 7 SP:Iteration 4Q (14611.130000 sec): 3 clusters Score: Raw -6588.645676 + Penalty 460.118368 = -6128.527308 nChanged 7 SP:Iteration 5Q (14611.300000 sec): 3 clusters Score: Raw -6607.168267 + Penalty 460.118368 = -6147.049898 nChanged 12 SP:Iteration 6F (14611.480000 sec): 3 clusters Score: Raw -6630.914371 + Penalty 460.118368 = -6170.796003 nChanged 7 SP:Iteration 7Q (14611.680000 sec): 3 clusters Score: Raw -6657.102989 + Penalty 460.118368 = -6196.984621 nChanged 6 SP:Iteration 8Q (14611.850000 sec): 3 clusters Score: Raw -6710.717481 + Penalty 460.118368 = -6250.599112 nChanged 2 SP:Iteration 9Q (14612.040000 sec): 3 clusters Score: Raw -6718.284502 + Penalty 460.118368 = -6258.166134 nChanged 2 SP:Iteration 10Q (14612.200000 sec): 3 clusters Score: Raw -6726.534234 + Penalty 460.118368 = -6266.415866 nChanged 1 SP:Iteration 11Q (14612.390000 sec): 3 clusters Score: Raw -6728.915996 + Penalty 460.118368 = -6268.797627 nChanged 0 SP:Iteration 12F (14612.560000 sec): 3 clusters Score: Raw -6730.257340 + Penalty 460.118368 = -6270.138971 nChanged 1 SP:Iteration 13Q (14612.720000 sec): 3 clusters Score: Raw -6756.076377 + Penalty 460.118368 = -6295.958009 nChanged 0 SP:Iteration 14F (14612.860000 sec): 3 clusters Score: Raw -6756.076377 + Penalty 460.118368 = -6295.958009 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Iteration 259Q (14642.020000 sec): 77 clusters Score: Raw -24050334.888238 + Penalty 44553.748207 = -24005781.140031 nChanged 6 Deleting Class 68 (36 points): Lose 484.262560 but Gain 586.233529 Iteration 260F (14682.730000 sec): 76 clusters Score: Raw -24050193.346010 + Penalty 43967.514678 = -24006225.831332 nChanged 52 Iteration 261Q (14717.490000 sec): 76 clusters Score: Raw -24050537.661986 + Penalty 43967.514678 = -24006570.147308 nChanged 8 Iteration 262Q (14744.750000 sec): 76 clusters Score: Raw -24050597.056834 + Penalty 43967.514678 = -24006629.542156 nChanged 2 Iteration 263Q (14773.380000 sec): 76 clusters Score: Raw -24050617.541982 + Penalty 43967.514678 = -24006650.027304 nChanged 1 Iteration 264Q (14801.510000 sec): 76 clusters Score: Raw -24050625.929784 + Penalty 43967.514678 = -24006658.415105 nChanged 1 Iteration 265Q (14831.470000 sec): 76 clusters Score: Raw -24050666.652227 + Penalty 43967.514678 = -24006699.137549 nChanged 1 Iteration 266Q (14864.600000 sec): 76 clusters Score: Raw -24050679.635381 + Penalty 43967.514678 = -24006712.120703 nChanged 0 Iteration 267F (14903.760000 sec): 76 clusters Score: Raw -24050713.023127 + Penalty 43967.514678 = -24006745.508449 nChanged 2 Iteration 268Q (14931.550000 sec): 76 clusters Score: Raw -24050726.712205 + Penalty 43967.514678 = -24006759.197526 nChanged 1 Iteration 269Q (14964.160000 sec): 76 clusters Score: Raw -24050733.578979 + Penalty 43967.514678 = -24006766.064301 nChanged 0 Iteration 270F (15002.900000 sec): 76 clusters Score: Raw -24050748.091930 + Penalty 43967.514678 = -24006780.577252 nChanged 3 Iteration 271Q (15030.760000 sec): 76 clusters Score: Raw -24050808.995668 + Penalty 43967.514678 = -24006841.480990 nChanged 1 Iteration 272Q (15058.970000 sec): 76 clusters Score: Raw -24050810.793795 + Penalty 43967.514678 = -24006843.279117 nChanged 0 Iteration 273F (15094.640000 sec): 76 clusters Score: Raw -24050833.411313 + Penalty 43967.514678 = -24006865.896635 nChanged 2 Iteration 274Q (15121.240000 sec): 76 clusters Score: Raw -24050848.071464 + Penalty 43967.514678 = -24006880.556785 nChanged 0 Iteration 275F (15158.040000 sec): 76 clusters Score: Raw -24050850.611754 + Penalty 43967.514678 = -24006883.097076 nChanged 1 Iteration 276Q (15190.010000 sec): 76 clusters Score: Raw -24050863.385694 + Penalty 43967.514678 = -24006895.871016 nChanged 1 Iteration 277Q (15220.970000 sec): 76 clusters Score: Raw -24050869.938446 + Penalty 43967.514678 = -24006902.423768 nChanged 0 Iteration 278F (15258.080000 sec): 76 clusters Score: Raw -24050871.743238 + Penalty 43967.514678 = -24006904.228560 nChanged 1 Iteration 279Q (15286.420000 sec): 76 clusters Score: Raw -24050879.432675 + Penalty 43967.514678 = -24006911.917997 nChanged 0 Iteration 280F (15319.350000 sec): 76 clusters Score: Raw -24050879.432675 + Penalty 43967.514678 = -24006911.917997 nChanged 0 Compute initial score before splitting: Score: Raw -24050879.432675 + Penalty 43967.514678 = -24006911.917997 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15319.540000 sec): 2 clusters Score: Raw -2034804.070087 + Penalty 472.822323 = -2034331.247764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15319.850000 sec): 3 clusters Score: Raw -2013488.626110 + Penalty 945.644646 = -2012542.981465 nChanged 15509 SP:Iteration 1F (15320.060000 sec): 3 clusters Score: Raw -2022733.109677 + Penalty 945.644646 = -2021787.465031 nChanged 1606 SP:Iteration 2Q (15320.380000 sec): 3 clusters Score: Raw -2023449.483716 + Penalty 945.644646 = -2022503.839070 nChanged 1914 SP:Iteration 3F (15320.660000 sec): 3 clusters Score: Raw -2024548.346939 + Penalty 945.644646 = -2023602.702294 nChanged 2217 SP:Iteration 4F (15320.910000 sec): 3 clusters Score: Raw -2026163.925157 + Penalty 945.644646 = -2025218.280512 nChanged 2324 SP:Iteration 5F (15321.240000 sec): 3 clusters Score: Raw -2028125.736979 + Penalty 945.644646 = -2027180.092333 nChanged 2032 SP:Iteration 6F (15321.530000 sec): 3 clusters Score: Raw -2029965.019305 + Penalty 945.644646 = -2029019.374659 nChanged 1450 SP:Iteration 7Q (15321.850000 sec): 3 clusters Score: Raw -2031185.546394 + Penalty 945.644646 = -2030239.901749 nChanged 1022 SP:Iteration 8Q (15322.100000 sec): 3 clusters Score: Raw -2031958.573111 + Penalty 945.644646 = -2031012.928465 nChanged 773 SP:Iteration 9Q (15322.380000 sec): 3 clusters Score: Raw -2032567.475708 + Penalty 945.644646 = -2031621.831063 nChanged 578 SP:Iteration 10Q (15322.630000 sec): 3 clusters Score: Raw -2033092.109493 + Penalty 945.644646 = -2032146.464848 nChanged 465 SP:Iteration 11Q (15322.960000 sec): 3 clusters Score: Raw -2033512.492526 + Penalty 945.644646 = -2032566.847880 nChanged 380 SP:Iteration 12Q (15323.230000 sec): 3 clusters Score: Raw -2033842.862228 + Penalty 945.644646 = -2032897.217583 nChanged 304 SP:Iteration 13Q (15323.460000 sec): 3 clusters Score: Raw -2034074.465337 + Penalty 945.644646 = -2033128.820691 nChanged 236 SP:Iteration 14Q (15323.720000 sec): 3 clusters Score: Raw -2034253.883382 + Penalty 945.644646 = -2033308.238736 nChanged 204 SP:Iteration 15Q (15323.970000 sec): 3 clusters Score: Raw -2034390.584545 + Penalty 945.644646 = -2033444.939900 nChanged 186 SP:Iteration 16Q (15324.240000 sec): 3 clusters Score: Raw -2034488.067443 + Penalty 945.644646 = -2033542.422797 nChanged 166 SP:Iteration 17Q (15324.500000 sec): 3 clusters Score: Raw -2034578.795152 + Penalty 945.644646 = -2033633.150507 nChanged 151 SP:Iteration 18Q (15324.750000 sec): 3 clusters Score: Raw -2034654.758127 + Penalty 945.644646 = -2033709.113482 nChanged 138 SP:Iteration 19Q (15325.020000 sec): 3 clusters Score: Raw -2034716.398551 + Penalty 945.644646 = -2033770.753906 nChanged 102 SP:Iteration 20F (15325.240000 sec): 3 clusters Score: Raw -2034756.244612 + Penalty 945.644646 = -2033810.599967 nChanged 104 SP:Iteration 21Q (15325.530000 sec): 3 clusters Score: Raw -2034797.632082 + Penalty 945.644646 = -2033851.987437 nChanged 95 SP:Iteration 22Q (15325.840000 sec): 3 clusters Score: Raw -2034832.508494 + Penalty 945.644646 = -2033886.863848 nChanged 84 SP:Iteration 23Q (15326.120000 sec): 3 clusters Score: Raw -2034865.407734 + Penalty 945.644646 = -2033919.763088 nChanged 68 SP:Iteration 24Q (15326.400000 sec): 3 clusters Score: Raw -2034882.904353 + Penalty 945.644646 = -2033937.259708 nChanged 52 SP:Iteration 25Q (15326.710000 sec): 3 clusters Score: Raw -2034894.411219 + Penalty 945.644646 = -2033948.766574 nChanged 44 SP:Iteration 26Q (15326.960000 sec): 3 clusters Score: Raw -2034904.542247 + Penalty 945.644646 = -2033958.897602 nChanged 31 SP:Iteration 27Q (15327.280000 sec): 3 clusters Score: Raw -2034908.902057 + Penalty 945.644646 = -2033963.257411 nChanged 17 SP:Iteration 28Q (15327.510000 sec): 3 clusters Score: Raw -2034910.775425 + Penalty 945.644646 = -2033965.130779 nChanged 16 SP:Iteration 29Q (15327.820000 sec): 3 clusters Score: Raw -2034911.735882 + Penalty 945.644646 = -2033966.091237 nChanged 8 SP:Iteration 30Q (15328.090000 sec): 3 clusters Score: Raw -2034912.598993 + Penalty 945.644646 = -2033966.954347 nChanged 5 SP:Iteration 31Q (15328.380000 sec): 3 clusters Score: Raw -2034912.882918 + Penalty 945.644646 = -2033967.238272 nChanged 5 SP:Iteration 32Q (15328.680000 sec): 3 clusters Score: Raw -2034913.281384 + Penalty 945.644646 = -2033967.636738 nChanged 6 SP:Iteration 33Q (15328.950000 sec): 3 clusters Score: Raw -2034913.758863 + Penalty 945.644646 = -2033968.114218 nChanged 2 SP:Iteration 34Q (15329.320000 sec): 3 clusters Score: Raw -2034914.019423 + Penalty 945.644646 = -2033968.374778 nChanged 5 SP:Iteration 35Q (15329.590000 sec): 3 clusters Score: Raw -2034914.256598 + Penalty 945.644646 = -2033968.611953 nChanged 4 SP:Iteration 36Q (15329.900000 sec): 3 clusters Score: Raw -2034914.419096 + Penalty 945.644646 = -2033968.774450 nChanged 1 SP:Iteration 37Q (15330.160000 sec): 3 clusters Score: Raw -2034914.481511 + Penalty 945.644646 = -2033968.836866 nChanged 1 SP:Iteration 38Q (15330.440000 sec): 3 clusters Score: Raw -2034914.517403 + Penalty 945.644646 = -2033968.872758 nChanged 0 SP:Iteration 39F (15330.740000 sec): 3 clusters Score: Raw -2034914.517403 + Penalty 945.644646 = -2033968.872758 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15330.860000 sec): 2 clusters Score: Raw -79534.681611 + Penalty 325.570532 = -79209.111079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15331.050000 sec): 3 clusters Score: Raw -78875.399617 + Penalty 651.141063 = -78224.258553 nChanged 500 SP:Iteration 1F (15331.280000 sec): 3 clusters Score: Raw -79165.048182 + Penalty 651.141063 = -78513.907119 nChanged 131 SP:Iteration 2F (15331.430000 sec): 3 clusters Score: Raw -79227.369104 + Penalty 651.141063 = -78576.228040 nChanged 64 SP:Iteration 3Q (15331.660000 sec): 3 clusters Score: Raw -79254.911017 + Penalty 651.141063 = -78603.769954 nChanged 51 SP:Iteration 4Q (15331.790000 sec): 3 clusters Score: Raw -79280.934513 + Penalty 651.141063 = -78629.793449 nChanged 40 SP:Iteration 5Q (15331.950000 sec): 3 clusters Score: Raw -79297.291339 + Penalty 651.141063 = -78646.150276 nChanged 40 SP:Iteration 6Q (15332.110000 sec): 3 clusters Score: Raw -79314.030155 + Penalty 651.141063 = -78662.889092 nChanged 39 SP:Iteration 7Q (15332.250000 sec): 3 clusters Score: Raw -79330.819462 + Penalty 651.141063 = -78679.678399 nChanged 44 SP:Iteration 8Q (15332.390000 sec): 3 clusters Score: Raw -79352.413774 + Penalty 651.141063 = -78701.272711 nChanged 45 SP:Iteration 9Q (15332.530000 sec): 3 clusters Score: Raw -79380.210633 + Penalty 651.141063 = -78729.069569 nChanged 47 SP:Iteration 10Q (15332.630000 sec): 3 clusters Score: Raw -79411.222275 + Penalty 651.141063 = -78760.081212 nChanged 63 SP:Iteration 11Q (15332.810000 sec): 3 clusters Score: Raw -79467.406327 + Penalty 651.141063 = -78816.265263 nChanged 78 SP:Iteration 12F (15332.960000 sec): 3 clusters Score: Raw -79542.253962 + Penalty 651.141063 = -78891.112899 nChanged 53 SP:Iteration 13Q (15333.120000 sec): 3 clusters Score: Raw -79602.405594 + Penalty 651.141063 = -78951.264530 nChanged 39 SP:Iteration 14Q (15333.320000 sec): 3 clusters Score: Raw -79639.764190 + Penalty 651.141063 = -78988.623127 nChanged 29 SP:Iteration 15Q (15333.490000 sec): 3 clusters Score: Raw -79665.307947 + Penalty 651.141063 = -79014.166884 nChanged 18 SP:Iteration 16Q (15333.710000 sec): 3 clusters Score: Raw -79675.482996 + Penalty 651.141063 = -79024.341933 nChanged 10 SP:Iteration 17Q (15333.930000 sec): 3 clusters Score: Raw -79679.994386 + Penalty 651.141063 = -79028.853322 nChanged 5 SP:Iteration 18Q (15334.150000 sec): 3 clusters Score: Raw -79683.155479 + Penalty 651.141063 = -79032.014416 nChanged 4 SP:Iteration 19Q (15334.380000 sec): 3 clusters Score: Raw -79685.668736 + Penalty 651.141063 = -79034.527672 nChanged 5 SP:Iteration 20F (15334.590000 sec): 3 clusters Score: Raw -79688.078481 + Penalty 651.141063 = -79036.937417 nChanged 5 SP:Iteration 21Q (15334.770000 sec): 3 clusters Score: Raw -79690.944753 + Penalty 651.141063 = -79039.803689 nChanged 7 SP:Iteration 22Q (15334.960000 sec): 3 clusters Score: Raw -79696.654771 + Penalty 651.141063 = -79045.513708 nChanged 6 SP:Iteration 23Q (15335.140000 sec): 3 clusters Score: Raw -79700.407700 + Penalty 651.141063 = -79049.266637 nChanged 4 SP:Iteration 24Q (15335.350000 sec): 3 clusters Score: Raw -79704.726899 + Penalty 651.141063 = -79053.585835 nChanged 5 SP:Iteration 25Q (15335.530000 sec): 3 clusters Score: Raw -79707.678504 + Penalty 651.141063 = -79056.537440 nChanged 2 SP:Iteration 26Q (15335.760000 sec): 3 clusters Score: Raw -79708.695374 + Penalty 651.141063 = -79057.554310 nChanged 2 SP:Iteration 27Q (15335.930000 sec): 3 clusters Score: Raw -79709.641413 + Penalty 651.141063 = -79058.500349 nChanged 0 SP:Iteration 28F (15336.110000 sec): 3 clusters Score: Raw -79709.641413 + Penalty 651.141063 = -79058.500349 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15336.210000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15336.430000 sec): 3 clusters Score: Raw -3597.410217 + Penalty 392.891418 = -3204.518799 nChanged 9 SP:Iteration 1F (15336.590000 sec): 3 clusters Score: Raw -3626.439228 + Penalty 392.891418 = -3233.547809 nChanged 3 SP:Iteration 2Q (15336.790000 sec): 3 clusters Score: Raw -3631.905765 + Penalty 392.891418 = -3239.014346 nChanged 3 SP:Iteration 3Q (15336.940000 sec): 3 clusters Score: Raw -3638.686896 + Penalty 392.891418 = -3245.795477 nChanged 0 SP:Iteration 4F (15337.160000 sec): 3 clusters Score: Raw -3638.686896 + Penalty 392.891418 = -3245.795477 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15337.230000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15337.490000 sec): 3 clusters Score: Raw -8939.186537 + Penalty 461.840817 = -8477.345720 nChanged 41 SP:Iteration 1F (15337.670000 sec): 3 clusters Score: Raw -9006.751316 + Penalty 461.840817 = -8544.910499 nChanged 8 SP:Iteration 2Q (15337.850000 sec): 3 clusters Score: Raw -9023.229399 + Penalty 461.840817 = -8561.388582 nChanged 2 SP:Iteration 3Q (15337.990000 sec): 3 clusters Score: Raw -9028.068077 + Penalty 461.840817 = -8566.227260 nChanged 3 SP:Iteration 4Q (15338.220000 sec): 3 clusters Score: Raw -9031.483766 + Penalty 461.840817 = -8569.642949 nChanged 1 SP:Iteration 5Q (15338.410000 sec): 3 clusters Score: Raw -9038.088176 + Penalty 461.840817 = -8576.247359 nChanged 2 SP:Iteration 6Q (15338.590000 sec): 3 clusters Score: Raw -9045.731056 + Penalty 461.840817 = -8583.890239 nChanged 3 SP:Iteration 7Q (15338.790000 sec): 3 clusters Score: Raw -9052.083568 + Penalty 461.840817 = -8590.242751 nChanged 2 SP:Iteration 8Q (15338.960000 sec): 3 clusters Score: Raw -9056.072816 + Penalty 461.840817 = -8594.231998 nChanged 2 SP:Iteration 9Q (15339.130000 sec): 3 clusters Score: Raw -9059.674646 + Penalty 461.840817 = -8597.833828 nChanged 2 SP:Iteration 10Q (15339.310000 sec): 3 clusters Score: Raw -9066.901565 + Penalty 461.840817 = -8605.060748 nChanged 1 SP:Iteration 11Q (15339.470000 sec): 3 clusters Score: Raw -9068.991096 + Penalty 461.840817 = -8607.150279 nChanged 0 SP:Iteration 12F (15339.640000 sec): 3 clusters Score: Raw -9068.991096 + Penalty 461.840817 = -8607.150279 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15339.770000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15339.940000 sec): 3 clusters Score: Raw -24618.818973 + Penalty 552.015836 = -24066.803136 nChanged 143 SP:Iteration 1F (15340.110000 sec): 3 clusters Score: Raw -24747.834222 + Penalty 552.015836 = -24195.818386 nChanged 31 SP:Iteration 2F (15340.290000 sec): 3 clusters Score: Raw -24783.193366 + Penalty 552.015836 = -24231.177529 nChanged 22 SP:Iteration 3F (15340.490000 sec): 3 clusters Score: Raw -24818.554723 + Penalty 552.015836 = -24266.538886 nChanged 21 SP:Iteration 4Q (15340.690000 sec): 3 clusters Score: Raw -24848.430163 + Penalty 552.015836 = -24296.414327 nChanged 10 SP:Iteration 5Q (15340.880000 sec): 3 clusters Score: Raw -24866.192597 + Penalty 552.015836 = -24314.176761 nChanged 9 SP:Iteration 6Q (15341.060000 sec): 3 clusters Score: Raw -24883.463757 + Penalty 552.015836 = -24331.447921 nChanged 8 SP:Iteration 7Q (15341.270000 sec): 3 clusters Score: Raw -24886.976963 + Penalty 552.015836 = -24334.961126 nChanged 6 SP:Iteration 8Q (15341.450000 sec): 3 clusters Score: Raw -24890.786302 + Penalty 552.015836 = -24338.770466 nChanged 5 SP:Iteration 9Q (15341.650000 sec): 3 clusters Score: Raw -24896.542838 + Penalty 552.015836 = -24344.527002 nChanged 8 SP:Iteration 10Q (15341.890000 sec): 3 clusters Score: Raw -24905.476567 + Penalty 552.015836 = -24353.460731 nChanged 2 SP:Iteration 11Q (15342.080000 sec): 3 clusters Score: Raw -24907.168843 + Penalty 552.015836 = -24355.153006 nChanged 2 SP:Iteration 12Q (15342.270000 sec): 3 clusters Score: Raw -24909.569295 + Penalty 552.015836 = -24357.553458 nChanged 0 SP:Iteration 13F (15342.430000 sec): 3 clusters Score: Raw -24909.569295 + Penalty 552.015836 = -24357.553458 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15342.530000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15342.710000 sec): 3 clusters Score: Raw -242382.777060 + Penalty 745.372708 = -241637.404352 nChanged 1573 SP:Iteration 1F (15342.870000 sec): 3 clusters Score: Raw -243206.366249 + Penalty 745.372708 = -242460.993541 nChanged 195 SP:Iteration 2F (15343.070000 sec): 3 clusters Score: Raw -243289.231133 + Penalty 745.372708 = -242543.858425 nChanged 203 SP:Iteration 3F (15343.230000 sec): 3 clusters Score: Raw -243393.073064 + Penalty 745.372708 = -242647.700356 nChanged 204 SP:Iteration 4F (15343.430000 sec): 3 clusters Score: Raw -243537.723909 + Penalty 745.372708 = -242792.351201 nChanged 237 SP:Iteration 5F (15343.610000 sec): 3 clusters Score: Raw -243736.046264 + Penalty 745.372708 = -242990.673556 nChanged 220 SP:Iteration 6F (15343.810000 sec): 3 clusters Score: Raw -243945.595579 + Penalty 745.372708 = -243200.222871 nChanged 179 SP:Iteration 7Q (15344.020000 sec): 3 clusters Score: Raw -244122.751948 + Penalty 745.372708 = -243377.379240 nChanged 156 SP:Iteration 8Q (15344.230000 sec): 3 clusters Score: Raw -244276.897200 + Penalty 745.372708 = -243531.524492 nChanged 113 SP:Iteration 9Q (15344.410000 sec): 3 clusters Score: Raw -244379.656682 + Penalty 745.372708 = -243634.283974 nChanged 80 SP:Iteration 10Q (15344.570000 sec): 3 clusters Score: Raw -244438.772904 + Penalty 745.372708 = -243693.400196 nChanged 52 SP:Iteration 11Q (15344.750000 sec): 3 clusters Score: Raw -244477.775134 + Penalty 745.372708 = -243732.402425 nChanged 37 SP:Iteration 12Q (15344.930000 sec): 3 clusters Score: Raw -244497.926288 + Penalty 745.372708 = -243752.553580 nChanged 21 SP:Iteration 13Q (15345.110000 sec): 3 clusters Score: Raw -244511.723795 + Penalty 745.372708 = -243766.351087 nChanged 28 SP:Iteration 14Q (15345.290000 sec): 3 clusters Score: Raw -244531.157372 + Penalty 745.372708 = -243785.784664 nChanged 19 SP:Iteration 15Q (15345.470000 sec): 3 clusters Score: Raw -244544.726922 + Penalty 745.372708 = -243799.354214 nChanged 15 SP:Iteration 16Q (15345.650000 sec): 3 clusters Score: Raw -244552.309470 + Penalty 745.372708 = -243806.936762 nChanged 9 SP:Iteration 17Q (15345.870000 sec): 3 clusters Score: Raw -244556.790307 + Penalty 745.372708 = -243811.417599 nChanged 8 SP:Iteration 18Q (15346.040000 sec): 3 clusters Score: Raw -244560.206490 + Penalty 745.372708 = -243814.833782 nChanged 7 SP:Iteration 19Q (15346.230000 sec): 3 clusters Score: Raw -244562.077801 + Penalty 745.372708 = -243816.705093 nChanged 7 SP:Iteration 20F (15346.460000 sec): 3 clusters Score: Raw -244565.135885 + Penalty 745.372708 = -243819.763177 nChanged 7 SP:Iteration 21Q (15346.640000 sec): 3 clusters Score: Raw -244568.291698 + Penalty 745.372708 = -243822.918990 nChanged 5 SP:Iteration 22Q (15346.850000 sec): 3 clusters Score: Raw -244571.988666 + Penalty 745.372708 = -243826.615958 nChanged 9 SP:Iteration 23Q (15347.060000 sec): 3 clusters Score: Raw -244576.075864 + Penalty 745.372708 = -243830.703156 nChanged 3 SP:Iteration 24Q (15347.190000 sec): 3 clusters Score: Raw -244577.255574 + Penalty 745.372708 = -243831.882866 nChanged 2 SP:Iteration 25Q (15347.400000 sec): 3 clusters Score: Raw -244578.127891 + Penalty 745.372708 = -243832.755183 nChanged 0 SP:Iteration 26F (15347.590000 sec): 3 clusters Score: Raw -244578.127891 + Penalty 745.372708 = -243832.755183 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15347.700000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15347.890000 sec): 3 clusters Score: Raw -7200.628926 + Penalty 427.743713 = -6772.885213 nChanged 20 SP:Iteration 1F (15348.140000 sec): 3 clusters Score: Raw -7233.703955 + Penalty 427.743713 = -6805.960242 nChanged 5 SP:Iteration 2Q (15348.290000 sec): 3 clusters Score: Raw -7243.349078 + Penalty 427.743713 = -6815.605365 nChanged 1 SP:Iteration 3Q (15348.550000 sec): 3 clusters Score: Raw -7245.219091 + Penalty 427.743713 = -6817.475378 nChanged 0 SP:Iteration 4F (15348.750000 sec): 3 clusters Score: Raw -7245.219091 + Penalty 427.743713 = -6817.475378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15348.840000 sec): 2 clusters Score: Raw -4609.357408 + Penalty 206.719913 = -4402.637495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15349.060000 sec): 3 clusters Score: Raw -4691.433299 + Penalty 413.439825 = -4277.993474 nChanged 27 SP:Iteration 1F (15349.200000 sec): 3 clusters Score: Raw -4797.106424 + Penalty 413.439825 = -4383.666599 nChanged 5 SP:Iteration 2F (15349.420000 sec): 3 clusters Score: Raw -4820.414955 + Penalty 413.439825 = -4406.975129 nChanged 4 SP:Iteration 3Q (15349.640000 sec): 3 clusters Score: Raw -4880.720421 + Penalty 413.439825 = -4467.280595 nChanged 2 SP:Iteration 4Q (15349.790000 sec): 3 clusters Score: Raw -4893.723514 + Penalty 413.439825 = -4480.283689 nChanged 0 SP:Iteration 5F (15350.030000 sec): 3 clusters Score: Raw -4893.723514 + Penalty 413.439825 = -4480.283689 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15350.140000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15350.320000 sec): 3 clusters Score: Raw -4174.844327 + Penalty 382.627028 = -3792.217299 nChanged 12 SP:Iteration 1F (15350.500000 sec): 3 clusters Score: Raw -4209.025507 + Penalty 382.627028 = -3826.398479 nChanged 1 SP:Iteration 2Q (15350.740000 sec): 3 clusters Score: Raw -4212.135263 + Penalty 382.627028 = -3829.508235 nChanged 0 SP:Iteration 3F (15350.910000 sec): 3 clusters Score: Raw -4212.135263 + Penalty 382.627028 = -3829.508235 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15351.020000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15351.230000 sec): 3 clusters Score: Raw -13616.082607 + Penalty 497.208694 = -13118.873913 nChanged 73 SP:Iteration 1F (15351.430000 sec): 3 clusters Score: Raw -13736.383351 + Penalty 497.208694 = -13239.174656 nChanged 27 SP:Iteration 2F (15351.630000 sec): 3 clusters Score: Raw -13779.756748 + Penalty 497.208694 = -13282.548054 nChanged 10 SP:Iteration 3Q (15351.890000 sec): 3 clusters Score: Raw -13789.730473 + Penalty 497.208694 = -13292.521778 nChanged 5 SP:Iteration 4Q (15352.110000 sec): 3 clusters Score: Raw -13794.171778 + Penalty 497.208694 = -13296.963084 nChanged 2 SP:Iteration 5Q (15352.330000 sec): 3 clusters Score: Raw -13796.634188 + Penalty 497.208694 = -13299.425494 nChanged 1 SP:Iteration 6Q (15352.530000 sec): 3 clusters Score: Raw -13797.771557 + Penalty 497.208694 = -13300.562862 nChanged 0 SP:Iteration 7F (15352.750000 sec): 3 clusters Score: Raw -13797.771557 + Penalty 497.208694 = -13300.562862 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15352.980000 sec): 2 clusters Score: Raw -2078003.563111 + Penalty 471.414314 = -2077532.148796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15353.290000 sec): 3 clusters Score: Raw -2057387.482852 + Penalty 942.828628 = -2056444.654223 nChanged 15087 SP:Iteration 1F (15353.590000 sec): 3 clusters Score: Raw -2067031.489200 + Penalty 942.828628 = -2066088.660572 nChanged 2172 SP:Iteration 2F (15353.820000 sec): 3 clusters Score: Raw -2068330.124116 + Penalty 942.828628 = -2067387.295488 nChanged 2349 SP:Iteration 3F (15354.110000 sec): 3 clusters Score: Raw -2069857.534135 + Penalty 942.828628 = -2068914.705507 nChanged 2298 SP:Iteration 4F (15354.430000 sec): 3 clusters Score: Raw -2071184.435266 + Penalty 942.828628 = -2070241.606637 nChanged 1906 SP:Iteration 5F (15354.740000 sec): 3 clusters Score: Raw -2072191.314561 + Penalty 942.828628 = -2071248.485932 nChanged 1513 SP:Iteration 6Q (15355.010000 sec): 3 clusters Score: Raw -2072922.044392 + Penalty 942.828628 = -2071979.215764 nChanged 1233 SP:Iteration 7Q (15355.260000 sec): 3 clusters Score: Raw -2073524.819223 + Penalty 942.828628 = -2072581.990594 nChanged 1100 SP:Iteration 8Q (15355.550000 sec): 3 clusters Score: Raw -2074102.957097 + Penalty 942.828628 = -2073160.128469 nChanged 1041 SP:Iteration 9Q (15355.820000 sec): 3 clusters Score: Raw -2074702.027706 + Penalty 942.828628 = -2073759.199077 nChanged 985 SP:Iteration 10Q (15356.090000 sec): 3 clusters Score: Raw -2075280.074303 + Penalty 942.828628 = -2074337.245675 nChanged 875 SP:Iteration 11Q (15356.410000 sec): 3 clusters Score: Raw -2075810.136008 + Penalty 942.828628 = -2074867.307379 nChanged 781 SP:Iteration 12Q (15356.700000 sec): 3 clusters Score: Raw -2076306.844716 + Penalty 942.828628 = -2075364.016088 nChanged 713 SP:Iteration 13Q (15357.010000 sec): 3 clusters Score: Raw -2076793.002895 + Penalty 942.828628 = -2075850.174266 nChanged 568 SP:Iteration 14Q (15357.280000 sec): 3 clusters Score: Raw -2077184.720541 + Penalty 942.828628 = -2076241.891913 nChanged 446 SP:Iteration 15Q (15357.570000 sec): 3 clusters Score: Raw -2077478.557736 + Penalty 942.828628 = -2076535.729107 nChanged 326 SP:Iteration 16Q (15357.880000 sec): 3 clusters Score: Raw -2077687.623108 + Penalty 942.828628 = -2076744.794479 nChanged 237 SP:Iteration 17Q (15358.170000 sec): 3 clusters Score: Raw -2077833.040310 + Penalty 942.828628 = -2076890.211682 nChanged 157 SP:Iteration 18Q (15358.410000 sec): 3 clusters Score: Raw -2077929.063036 + Penalty 942.828628 = -2076986.234407 nChanged 107 SP:Iteration 19Q (15358.700000 sec): 3 clusters Score: Raw -2077989.753075 + Penalty 942.828628 = -2077046.924446 nChanged 61 SP:Iteration 20F (15359.020000 sec): 3 clusters Score: Raw -2078020.897241 + Penalty 942.828628 = -2077078.068612 nChanged 38 SP:Iteration 21Q (15359.320000 sec): 3 clusters Score: Raw -2078040.534051 + Penalty 942.828628 = -2077097.705423 nChanged 27 SP:Iteration 22Q (15359.560000 sec): 3 clusters Score: Raw -2078054.327395 + Penalty 942.828628 = -2077111.498766 nChanged 15 SP:Iteration 23Q (15359.880000 sec): 3 clusters Score: Raw -2078064.797163 + Penalty 942.828628 = -2077121.968535 nChanged 11 SP:Iteration 24Q (15360.190000 sec): 3 clusters Score: Raw -2078070.236081 + Penalty 942.828628 = -2077127.407453 nChanged 11 SP:Iteration 25Q (15360.460000 sec): 3 clusters Score: Raw -2078076.609195 + Penalty 942.828628 = -2077133.780566 nChanged 13 SP:Iteration 26Q (15360.740000 sec): 3 clusters Score: Raw -2078083.663130 + Penalty 942.828628 = -2077140.834502 nChanged 7 SP:Iteration 27Q (15361.040000 sec): 3 clusters Score: Raw -2078086.141112 + Penalty 942.828628 = -2077143.312483 nChanged 4 SP:Iteration 28Q (15361.300000 sec): 3 clusters Score: Raw -2078088.458747 + Penalty 942.828628 = -2077145.630119 nChanged 4 SP:Iteration 29Q (15361.540000 sec): 3 clusters Score: Raw -2078089.576721 + Penalty 942.828628 = -2077146.748092 nChanged 2 SP:Iteration 30Q (15361.820000 sec): 3 clusters Score: Raw -2078090.050741 + Penalty 942.828628 = -2077147.222113 nChanged 1 SP:Iteration 31Q (15362.120000 sec): 3 clusters Score: Raw -2078090.272907 + Penalty 942.828628 = -2077147.444279 nChanged 2 SP:Iteration 32Q (15362.430000 sec): 3 clusters Score: Raw -2078090.614872 + Penalty 942.828628 = -2077147.786243 nChanged 1 SP:Iteration 33Q (15362.720000 sec): 3 clusters Score: Raw -2078090.675091 + Penalty 942.828628 = -2077147.846463 nChanged 0 SP:Iteration 34F (15363.030000 sec): 3 clusters Score: Raw -2078090.675091 + Penalty 942.828628 = -2077147.846463 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15363.130000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15363.340000 sec): 3 clusters Score: Raw -7987.235703 + Penalty 444.334975 = -7542.900728 nChanged 29 SP:Iteration 1F (15363.550000 sec): 3 clusters Score: Raw -8025.982422 + Penalty 444.334975 = -7581.647447 nChanged 8 SP:Iteration 2F (15363.730000 sec): 3 clusters Score: Raw -8036.852741 + Penalty 444.334975 = -7592.517766 nChanged 2 SP:Iteration 3Q (15363.990000 sec): 3 clusters Score: Raw -8042.616733 + Penalty 444.334975 = -7598.281758 nChanged 3 SP:Iteration 4Q (15364.160000 sec): 3 clusters Score: Raw -8047.247756 + Penalty 444.334975 = -7602.912781 nChanged 1 SP:Iteration 5Q (15364.360000 sec): 3 clusters Score: Raw -8048.706124 + Penalty 444.334975 = -7604.371149 nChanged 1 SP:Iteration 6Q (15364.550000 sec): 3 clusters Score: Raw -8049.778597 + Penalty 444.334975 = -7605.443622 nChanged 1 SP:Iteration 7Q (15364.750000 sec): 3 clusters Score: Raw -8050.661007 + Penalty 444.334975 = -7606.326032 nChanged 1 SP:Iteration 8Q (15364.940000 sec): 3 clusters Score: Raw -8051.769902 + Penalty 444.334975 = -7607.434927 nChanged 0 SP:Iteration 9F (15365.150000 sec): 3 clusters Score: Raw -8051.769902 + Penalty 444.334975 = -7607.434927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15365.250000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15365.460000 sec): 3 clusters Score: Raw -6763.346154 + Penalty 437.908776 = -6325.437378 nChanged 26 SP:Iteration 1F (15365.610000 sec): 3 clusters Score: Raw -6818.759371 + Penalty 437.908776 = -6380.850595 nChanged 8 SP:Iteration 2F (15365.780000 sec): 3 clusters Score: Raw -6835.914115 + Penalty 437.908776 = -6398.005339 nChanged 2 SP:Iteration 3Q (15365.980000 sec): 3 clusters Score: Raw -6838.349745 + Penalty 437.908776 = -6400.440969 nChanged 0 SP:Iteration 4F (15366.120000 sec): 3 clusters Score: Raw -6838.349745 + Penalty 437.908776 = -6400.440969 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15366.260000 sec): 2 clusters Score: Raw -345131.431647 + Penalty 393.382184 = -344738.049463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15366.460000 sec): 3 clusters Score: Raw -341719.745073 + Penalty 786.764369 = -340932.980704 nChanged 2575 SP:Iteration 1F (15366.680000 sec): 3 clusters Score: Raw -343176.049218 + Penalty 786.764369 = -342389.284850 nChanged 337 SP:Iteration 2F (15366.860000 sec): 3 clusters Score: Raw -343362.483235 + Penalty 786.764369 = -342575.718867 nChanged 344 SP:Iteration 3F (15367.050000 sec): 3 clusters Score: Raw -343601.034916 + Penalty 786.764369 = -342814.270547 nChanged 372 SP:Iteration 4F (15367.250000 sec): 3 clusters Score: Raw -343903.648077 + Penalty 786.764369 = -343116.883708 nChanged 399 SP:Iteration 5F (15367.400000 sec): 3 clusters Score: Raw -344212.812638 + Penalty 786.764369 = -343426.048269 nChanged 335 SP:Iteration 6F (15367.630000 sec): 3 clusters Score: Raw -344472.043934 + Penalty 786.764369 = -343685.279565 nChanged 292 SP:Iteration 7F (15367.830000 sec): 3 clusters Score: Raw -344658.126641 + Penalty 786.764369 = -343871.362272 nChanged 225 SP:Iteration 8Q (15368.010000 sec): 3 clusters Score: Raw -344774.604052 + Penalty 786.764369 = -343987.839684 nChanged 162 SP:Iteration 9Q (15368.200000 sec): 3 clusters Score: Raw -344849.251867 + Penalty 786.764369 = -344062.487499 nChanged 128 SP:Iteration 10Q (15368.400000 sec): 3 clusters Score: Raw -344897.656519 + Penalty 786.764369 = -344110.892150 nChanged 102 SP:Iteration 11Q (15368.590000 sec): 3 clusters Score: Raw -344932.437504 + Penalty 786.764369 = -344145.673136 nChanged 86 SP:Iteration 12Q (15368.790000 sec): 3 clusters Score: Raw -344963.304530 + Penalty 786.764369 = -344176.540162 nChanged 86 SP:Iteration 13Q (15368.960000 sec): 3 clusters Score: Raw -344998.599483 + Penalty 786.764369 = -344211.835114 nChanged 78 SP:Iteration 14Q (15369.140000 sec): 3 clusters Score: Raw -345029.230624 + Penalty 786.764369 = -344242.466255 nChanged 89 SP:Iteration 15Q (15369.340000 sec): 3 clusters Score: Raw -345067.143859 + Penalty 786.764369 = -344280.379491 nChanged 76 SP:Iteration 16Q (15369.530000 sec): 3 clusters Score: Raw -345099.625665 + Penalty 786.764369 = -344312.861297 nChanged 62 SP:Iteration 17Q (15369.710000 sec): 3 clusters Score: Raw -345117.913780 + Penalty 786.764369 = -344331.149411 nChanged 51 SP:Iteration 18Q (15369.880000 sec): 3 clusters Score: Raw -345136.754326 + Penalty 786.764369 = -344349.989958 nChanged 53 SP:Iteration 19Q (15370.050000 sec): 3 clusters Score: Raw -345153.653170 + Penalty 786.764369 = -344366.888801 nChanged 44 SP:Iteration 20F (15370.270000 sec): 3 clusters Score: Raw -345168.342670 + Penalty 786.764369 = -344381.578301 nChanged 44 SP:Iteration 21Q (15370.430000 sec): 3 clusters Score: Raw -345181.553819 + Penalty 786.764369 = -344394.789450 nChanged 32 SP:Iteration 22Q (15370.640000 sec): 3 clusters Score: Raw -345188.367109 + Penalty 786.764369 = -344401.602740 nChanged 36 SP:Iteration 23Q (15370.820000 sec): 3 clusters Score: Raw -345195.750927 + Penalty 786.764369 = -344408.986559 nChanged 30 SP:Iteration 24Q (15370.960000 sec): 3 clusters Score: Raw -345203.782663 + Penalty 786.764369 = -344417.018294 nChanged 34 SP:Iteration 25Q (15371.190000 sec): 3 clusters Score: Raw -345212.016662 + Penalty 786.764369 = -344425.252293 nChanged 30 SP:Iteration 26Q (15371.340000 sec): 3 clusters Score: Raw -345220.089024 + Penalty 786.764369 = -344433.324655 nChanged 31 SP:Iteration 27Q (15371.530000 sec): 3 clusters Score: Raw -345226.291283 + Penalty 786.764369 = -344439.526914 nChanged 24 SP:Iteration 28Q (15371.700000 sec): 3 clusters Score: Raw -345231.509834 + Penalty 786.764369 = -344444.745466 nChanged 22 SP:Iteration 29Q (15371.890000 sec): 3 clusters Score: Raw -345237.517161 + Penalty 786.764369 = -344450.752793 nChanged 32 SP:Iteration 30Q (15372.050000 sec): 3 clusters Score: Raw -345243.931947 + Penalty 786.764369 = -344457.167578 nChanged 21 SP:Iteration 31Q (15372.260000 sec): 3 clusters Score: Raw -345247.719302 + Penalty 786.764369 = -344460.954934 nChanged 11 SP:Iteration 32Q (15372.460000 sec): 3 clusters Score: Raw -345250.857884 + Penalty 786.764369 = -344464.093515 nChanged 11 SP:Iteration 33Q (15372.610000 sec): 3 clusters Score: Raw -345253.259390 + Penalty 786.764369 = -344466.495021 nChanged 10 SP:Iteration 34Q (15372.820000 sec): 3 clusters Score: Raw -345256.130103 + Penalty 786.764369 = -344469.365734 nChanged 8 SP:Iteration 35Q (15372.990000 sec): 3 clusters Score: Raw -345257.412892 + Penalty 786.764369 = -344470.648524 nChanged 7 SP:Iteration 36Q (15373.190000 sec): 3 clusters Score: Raw -345259.078382 + Penalty 786.764369 = -344472.314013 nChanged 8 SP:Iteration 37Q (15373.390000 sec): 3 clusters Score: Raw -345260.469283 + Penalty 786.764369 = -344473.704915 nChanged 9 SP:Iteration 38Q (15373.520000 sec): 3 clusters Score: Raw -345261.438115 + Penalty 786.764369 = -344474.673746 nChanged 7 SP:Iteration 39Q (15373.750000 sec): 3 clusters Score: Raw -345262.193706 + Penalty 786.764369 = -344475.429337 nChanged 9 SP:Iteration 40F (15373.960000 sec): 3 clusters Score: Raw -345263.324812 + Penalty 786.764369 = -344476.560444 nChanged 7 SP:Iteration 41Q (15374.190000 sec): 3 clusters Score: Raw -345264.203442 + Penalty 786.764369 = -344477.439073 nChanged 4 SP:Iteration 42Q (15374.370000 sec): 3 clusters Score: Raw -345264.659585 + Penalty 786.764369 = -344477.895216 nChanged 3 SP:Iteration 43Q (15374.600000 sec): 3 clusters Score: Raw -345265.226617 + Penalty 786.764369 = -344478.462248 nChanged 4 SP:Iteration 44Q (15374.810000 sec): 3 clusters Score: Raw -345265.917039 + Penalty 786.764369 = -344479.152671 nChanged 4 SP:Iteration 45Q (15375.000000 sec): 3 clusters Score: Raw -345266.465182 + Penalty 786.764369 = -344479.700814 nChanged 7 SP:Iteration 46Q (15375.190000 sec): 3 clusters Score: Raw -345267.809504 + Penalty 786.764369 = -344481.045135 nChanged 6 SP:Iteration 47Q (15375.370000 sec): 3 clusters Score: Raw -345268.926726 + Penalty 786.764369 = -344482.162358 nChanged 10 SP:Iteration 48Q (15375.610000 sec): 3 clusters Score: Raw -345270.389371 + Penalty 786.764369 = -344483.625002 nChanged 7 SP:Iteration 49Q (15375.740000 sec): 3 clusters Score: Raw -345271.150236 + Penalty 786.764369 = -344484.385867 nChanged 5 SP:Iteration 50Q (15375.970000 sec): 3 clusters Score: Raw -345272.041778 + Penalty 786.764369 = -344485.277409 nChanged 6 SP:Iteration 51Q (15376.140000 sec): 3 clusters Score: Raw -345272.595313 + Penalty 786.764369 = -344485.830944 nChanged 5 SP:Iteration 52Q (15376.320000 sec): 3 clusters Score: Raw -345273.059511 + Penalty 786.764369 = -344486.295143 nChanged 6 SP:Iteration 53Q (15376.500000 sec): 3 clusters Score: Raw -345273.726478 + Penalty 786.764369 = -344486.962110 nChanged 2 SP:Iteration 54Q (15376.690000 sec): 3 clusters Score: Raw -345273.906006 + Penalty 786.764369 = -344487.141638 nChanged 3 SP:Iteration 55Q (15376.890000 sec): 3 clusters Score: Raw -345274.149748 + Penalty 786.764369 = -344487.385379 nChanged 2 SP:Iteration 56Q (15377.070000 sec): 3 clusters Score: Raw -345274.390418 + Penalty 786.764369 = -344487.626049 nChanged 1 SP:Iteration 57Q (15377.210000 sec): 3 clusters Score: Raw -345274.466777 + Penalty 786.764369 = -344487.702409 nChanged 0 SP:Iteration 58F (15377.410000 sec): 3 clusters Score: Raw -345274.466777 + Penalty 786.764369 = -344487.702409 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15378.260000 sec): 2 clusters Score: Raw -17691139.602009 + Penalty 570.596329 = -17690569.005680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15379.380000 sec): 3 clusters Score: Raw -17501557.434581 + Penalty 1141.192658 = -17500416.241923 nChanged 137816 SP:Iteration 1F (15380.510000 sec): 3 clusters Score: Raw -17584459.448003 + Penalty 1141.192658 = -17583318.255344 nChanged 8332 SP:Iteration 2Q (15381.600000 sec): 3 clusters Score: Raw -17586725.467019 + Penalty 1141.192658 = -17585584.274361 nChanged 10254 SP:Iteration 3Q (15382.700000 sec): 3 clusters Score: Raw -17590571.444943 + Penalty 1141.192658 = -17589430.252284 nChanged 12887 SP:Iteration 4Q (15384.010000 sec): 3 clusters Score: Raw -17597315.354758 + Penalty 1141.192658 = -17596174.162099 nChanged 16492 SP:Iteration 5F (15385.150000 sec): 3 clusters Score: Raw -17608694.653373 + Penalty 1141.192658 = -17607553.460714 nChanged 18974 SP:Iteration 6F (15386.420000 sec): 3 clusters Score: Raw -17623987.464839 + Penalty 1141.192658 = -17622846.272181 nChanged 18468 SP:Iteration 7F (15387.870000 sec): 3 clusters Score: Raw -17637746.940480 + Penalty 1141.192658 = -17636605.747822 nChanged 14281 SP:Iteration 8F (15389.340000 sec): 3 clusters Score: Raw -17645050.684659 + Penalty 1141.192658 = -17643909.492001 nChanged 9018 SP:Iteration 9Q (15390.510000 sec): 3 clusters Score: Raw -17648069.935946 + Penalty 1141.192658 = -17646928.743288 nChanged 6221 SP:Iteration 10Q (15391.610000 sec): 3 clusters Score: Raw -17650047.347934 + Penalty 1141.192658 = -17648906.155275 nChanged 5901 SP:Iteration 11Q (15392.600000 sec): 3 clusters Score: Raw -17652061.129037 + Penalty 1141.192658 = -17650919.936379 nChanged 6181 SP:Iteration 12Q (15393.570000 sec): 3 clusters Score: Raw -17654364.697124 + Penalty 1141.192658 = -17653223.504466 nChanged 6419 SP:Iteration 13Q (15394.510000 sec): 3 clusters Score: Raw -17657015.933191 + Penalty 1141.192658 = -17655874.740533 nChanged 6713 SP:Iteration 14Q (15395.470000 sec): 3 clusters Score: Raw -17660066.252579 + Penalty 1141.192658 = -17658925.059920 nChanged 6723 SP:Iteration 15Q (15396.400000 sec): 3 clusters Score: Raw -17663409.438814 + Penalty 1141.192658 = -17662268.246156 nChanged 6655 SP:Iteration 16Q (15397.250000 sec): 3 clusters Score: Raw -17667076.188546 + Penalty 1141.192658 = -17665934.995888 nChanged 6418 SP:Iteration 17Q (15398.110000 sec): 3 clusters Score: Raw -17670907.561658 + Penalty 1141.192658 = -17669766.369000 nChanged 5930 SP:Iteration 18Q (15398.950000 sec): 3 clusters Score: Raw -17674717.468317 + Penalty 1141.192658 = -17673576.275659 nChanged 5262 SP:Iteration 19Q (15399.790000 sec): 3 clusters Score: Raw -17678308.065180 + Penalty 1141.192658 = -17677166.872522 nChanged 4500 SP:Iteration 20F (15400.650000 sec): 3 clusters Score: Raw -17681538.795744 + Penalty 1141.192658 = -17680397.603086 nChanged 3788 SP:Iteration 21Q (15401.400000 sec): 3 clusters Score: Raw -17684436.101702 + Penalty 1141.192658 = -17683294.909044 nChanged 3056 SP:Iteration 22Q (15402.180000 sec): 3 clusters Score: Raw -17686903.526405 + Penalty 1141.192658 = -17685762.333746 nChanged 2309 SP:Iteration 23Q (15402.950000 sec): 3 clusters Score: Raw -17688826.286961 + Penalty 1141.192658 = -17687685.094302 nChanged 1530 SP:Iteration 24Q (15403.750000 sec): 3 clusters Score: Raw -17690082.601342 + Penalty 1141.192658 = -17688941.408683 nChanged 865 SP:Iteration 25Q (15404.680000 sec): 3 clusters Score: Raw -17690767.465243 + Penalty 1141.192658 = -17689626.272584 nChanged 355 SP:Iteration 26Q (15405.530000 sec): 3 clusters Score: Raw -17691033.108004 + Penalty 1141.192658 = -17689891.915345 nChanged 113 SP:Iteration 27Q (15406.360000 sec): 3 clusters Score: Raw -17691118.587067 + Penalty 1141.192658 = -17689977.394408 nChanged 55 SP:Iteration 28Q (15407.300000 sec): 3 clusters Score: Raw -17691170.895120 + Penalty 1141.192658 = -17690029.702461 nChanged 22 SP:Iteration 29Q (15408.140000 sec): 3 clusters Score: Raw -17691196.909739 + Penalty 1141.192658 = -17690055.717081 nChanged 10 SP:Iteration 30Q (15409.020000 sec): 3 clusters Score: Raw -17691213.851817 + Penalty 1141.192658 = -17690072.659159 nChanged 6 SP:Iteration 31Q (15409.880000 sec): 3 clusters Score: Raw -17691224.943058 + Penalty 1141.192658 = -17690083.750399 nChanged 5 SP:Iteration 32Q (15410.810000 sec): 3 clusters Score: Raw -17691227.958009 + Penalty 1141.192658 = -17690086.765350 nChanged 2 SP:Iteration 33Q (15411.630000 sec): 3 clusters Score: Raw -17691229.929972 + Penalty 1141.192658 = -17690088.737314 nChanged 0 SP:Iteration 34F (15412.660000 sec): 3 clusters Score: Raw -17691229.929972 + Penalty 1141.192658 = -17690088.737314 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15413.000000 sec): 2 clusters Score: Raw -35141.664574 + Penalty 291.588060 = -34850.076514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15413.210000 sec): 3 clusters Score: Raw -34882.733815 + Penalty 583.176120 = -34299.557695 nChanged 229 SP:Iteration 1F (15413.460000 sec): 3 clusters Score: Raw -35079.339460 + Penalty 583.176120 = -34496.163340 nChanged 61 SP:Iteration 2F (15413.630000 sec): 3 clusters Score: Raw -35154.608200 + Penalty 583.176120 = -34571.432080 nChanged 34 SP:Iteration 3F (15413.800000 sec): 3 clusters Score: Raw -35199.992149 + Penalty 583.176120 = -34616.816029 nChanged 32 SP:Iteration 4F (15413.930000 sec): 3 clusters Score: Raw -35237.612291 + Penalty 583.176120 = -34654.436171 nChanged 23 SP:Iteration 5Q (15414.140000 sec): 3 clusters Score: Raw -35259.971246 + Penalty 583.176120 = -34676.795126 nChanged 13 SP:Iteration 6Q (15414.310000 sec): 3 clusters Score: Raw -35268.563528 + Penalty 583.176120 = -34685.387408 nChanged 11 SP:Iteration 7Q (15414.480000 sec): 3 clusters Score: Raw -35276.207562 + Penalty 583.176120 = -34693.031442 nChanged 6 SP:Iteration 8Q (15414.720000 sec): 3 clusters Score: Raw -35278.389354 + Penalty 583.176120 = -34695.213234 nChanged 4 SP:Iteration 9Q (15414.930000 sec): 3 clusters Score: Raw -35279.575338 + Penalty 583.176120 = -34696.399218 nChanged 0 SP:Iteration 10F (15415.140000 sec): 3 clusters Score: Raw -35279.575338 + Penalty 583.176120 = -34696.399218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15415.240000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15415.410000 sec): 3 clusters Score: Raw -17198.626035 + Penalty 518.129625 = -16680.496411 nChanged 94 SP:Iteration 1F (15415.590000 sec): 3 clusters Score: Raw -17300.623512 + Penalty 518.129625 = -16782.493888 nChanged 25 SP:Iteration 2F (15415.730000 sec): 3 clusters Score: Raw -17329.661560 + Penalty 518.129625 = -16811.531935 nChanged 13 SP:Iteration 3Q (15415.930000 sec): 3 clusters Score: Raw -17344.363732 + Penalty 518.129625 = -16826.234107 nChanged 10 SP:Iteration 4Q (15416.120000 sec): 3 clusters Score: Raw -17356.807405 + Penalty 518.129625 = -16838.677780 nChanged 10 SP:Iteration 5Q (15416.280000 sec): 3 clusters Score: Raw -17370.304654 + Penalty 518.129625 = -16852.175029 nChanged 10 SP:Iteration 6Q (15416.450000 sec): 3 clusters Score: Raw -17383.242212 + Penalty 518.129625 = -16865.112587 nChanged 8 SP:Iteration 7Q (15416.660000 sec): 3 clusters Score: Raw -17392.774183 + Penalty 518.129625 = -16874.644558 nChanged 4 SP:Iteration 8Q (15416.850000 sec): 3 clusters Score: Raw -17405.214930 + Penalty 518.129625 = -16887.085305 nChanged 4 SP:Iteration 9Q (15417.010000 sec): 3 clusters Score: Raw -17408.690218 + Penalty 518.129625 = -16890.560593 nChanged 1 SP:Iteration 10Q (15417.160000 sec): 3 clusters Score: Raw -17409.338241 + Penalty 518.129625 = -16891.208616 nChanged 0 SP:Iteration 11F (15417.330000 sec): 3 clusters Score: Raw -17409.338241 + Penalty 518.129625 = -16891.208616 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15417.500000 sec): 2 clusters Score: Raw -262502.271556 + Penalty 378.933532 = -262123.338024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15417.660000 sec): 3 clusters Score: Raw -260029.281560 + Penalty 757.867064 = -259271.414497 nChanged 1856 SP:Iteration 1F (15417.860000 sec): 3 clusters Score: Raw -261074.730677 + Penalty 757.867064 = -260316.863613 nChanged 243 SP:Iteration 2F (15418.030000 sec): 3 clusters Score: Raw -261190.076470 + Penalty 757.867064 = -260432.209406 nChanged 243 SP:Iteration 3F (15418.200000 sec): 3 clusters Score: Raw -261353.755632 + Penalty 757.867064 = -260595.888568 nChanged 283 SP:Iteration 4F (15418.390000 sec): 3 clusters Score: Raw -261599.080809 + Penalty 757.867064 = -260841.213746 nChanged 301 SP:Iteration 5F (15418.570000 sec): 3 clusters Score: Raw -261870.211417 + Penalty 757.867064 = -261112.344353 nChanged 307 SP:Iteration 6F (15418.810000 sec): 3 clusters Score: Raw -262194.293200 + Penalty 757.867064 = -261436.426136 nChanged 262 SP:Iteration 7F (15419.010000 sec): 3 clusters Score: Raw -262464.797512 + Penalty 757.867064 = -261706.930448 nChanged 200 SP:Iteration 8Q (15419.230000 sec): 3 clusters Score: Raw -262620.961680 + Penalty 757.867064 = -261863.094616 nChanged 114 SP:Iteration 9Q (15419.390000 sec): 3 clusters Score: Raw -262711.337532 + Penalty 757.867064 = -261953.470468 nChanged 86 SP:Iteration 10Q (15419.560000 sec): 3 clusters Score: Raw -262784.437463 + Penalty 757.867064 = -262026.570399 nChanged 69 SP:Iteration 11Q (15419.740000 sec): 3 clusters Score: Raw -262822.015442 + Penalty 757.867064 = -262064.148378 nChanged 39 SP:Iteration 12Q (15419.950000 sec): 3 clusters Score: Raw -262833.447615 + Penalty 757.867064 = -262075.580552 nChanged 20 SP:Iteration 13Q (15420.180000 sec): 3 clusters Score: Raw -262837.011206 + Penalty 757.867064 = -262079.144142 nChanged 12 SP:Iteration 14Q (15420.340000 sec): 3 clusters Score: Raw -262838.914656 + Penalty 757.867064 = -262081.047593 nChanged 5 SP:Iteration 15Q (15420.500000 sec): 3 clusters Score: Raw -262839.477935 + Penalty 757.867064 = -262081.610871 nChanged 3 SP:Iteration 16Q (15420.790000 sec): 3 clusters Score: Raw -262839.802120 + Penalty 757.867064 = -262081.935056 nChanged 4 SP:Iteration 17Q (15420.990000 sec): 3 clusters Score: Raw -262840.654752 + Penalty 757.867064 = -262082.787688 nChanged 2 SP:Iteration 18Q (15421.210000 sec): 3 clusters Score: Raw -262840.941765 + Penalty 757.867064 = -262083.074702 nChanged 3 SP:Iteration 19Q (15421.410000 sec): 3 clusters Score: Raw -262841.309744 + Penalty 757.867064 = -262083.442680 nChanged 4 SP:Iteration 20F (15421.650000 sec): 3 clusters Score: Raw -262841.664748 + Penalty 757.867064 = -262083.797684 nChanged 5 SP:Iteration 21Q (15421.830000 sec): 3 clusters Score: Raw -262842.364150 + Penalty 757.867064 = -262084.497086 nChanged 3 SP:Iteration 22Q (15422.000000 sec): 3 clusters Score: Raw -262842.607212 + Penalty 757.867064 = -262084.740149 nChanged 3 SP:Iteration 23Q (15422.210000 sec): 3 clusters Score: Raw -262842.830893 + Penalty 757.867064 = -262084.963830 nChanged 1 SP:Iteration 24Q (15422.430000 sec): 3 clusters Score: Raw -262842.946849 + Penalty 757.867064 = -262085.079785 nChanged 2 SP:Iteration 25Q (15422.620000 sec): 3 clusters Score: Raw -262843.285128 + Penalty 757.867064 = -262085.418065 nChanged 3 SP:Iteration 26Q (15422.850000 sec): 3 clusters Score: Raw -262843.734561 + Penalty 757.867064 = -262085.867497 nChanged 5 SP:Iteration 27Q (15423.060000 sec): 3 clusters Score: Raw -262843.983804 + Penalty 757.867064 = -262086.116740 nChanged 0 SP:Iteration 28F (15423.280000 sec): 3 clusters Score: Raw -262843.983804 + Penalty 757.867064 = -262086.116740 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15423.360000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15423.550000 sec): 3 clusters Score: Raw -37200.004596 + Penalty 592.568825 = -36607.435771 nChanged 213 SP:Iteration 1F (15423.770000 sec): 3 clusters Score: Raw -37398.001276 + Penalty 592.568825 = -36805.432451 nChanged 61 SP:Iteration 2F (15423.900000 sec): 3 clusters Score: Raw -37467.896359 + Penalty 592.568825 = -36875.327534 nChanged 25 SP:Iteration 3Q (15424.110000 sec): 3 clusters Score: Raw -37499.050216 + Penalty 592.568825 = -36906.481391 nChanged 22 SP:Iteration 4Q (15424.290000 sec): 3 clusters Score: Raw -37540.064359 + Penalty 592.568825 = -36947.495534 nChanged 15 SP:Iteration 5Q (15424.490000 sec): 3 clusters Score: Raw -37553.665307 + Penalty 592.568825 = -36961.096482 nChanged 3 SP:Iteration 6Q (15424.670000 sec): 3 clusters Score: Raw -37561.961961 + Penalty 592.568825 = -36969.393136 nChanged 2 SP:Iteration 7Q (15424.870000 sec): 3 clusters Score: Raw -37569.598519 + Penalty 592.568825 = -36977.029694 nChanged 3 SP:Iteration 8Q (15425.100000 sec): 3 clusters Score: Raw -37576.393184 + Penalty 592.568825 = -36983.824359 nChanged 4 SP:Iteration 9Q (15425.290000 sec): 3 clusters Score: Raw -37581.155676 + Penalty 592.568825 = -36988.586851 nChanged 2 SP:Iteration 10Q (15425.510000 sec): 3 clusters Score: Raw -37582.548782 + Penalty 592.568825 = -36989.979957 nChanged 0 SP:Iteration 11F (15425.670000 sec): 3 clusters Score: Raw -37582.548782 + Penalty 592.568825 = -36989.979957 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15425.780000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15425.970000 sec): 3 clusters Score: Raw -13382.575315 + Penalty 492.459791 = -12890.115524 nChanged 59 SP:Iteration 1F (15426.160000 sec): 3 clusters Score: Raw -13447.203629 + Penalty 492.459791 = -12954.743838 nChanged 10 SP:Iteration 2Q (15426.350000 sec): 3 clusters Score: Raw -13464.083960 + Penalty 492.459791 = -12971.624169 nChanged 8 SP:Iteration 3Q (15426.490000 sec): 3 clusters Score: Raw -13479.750679 + Penalty 492.459791 = -12987.290888 nChanged 6 SP:Iteration 4Q (15426.710000 sec): 3 clusters Score: Raw -13493.084172 + Penalty 492.459791 = -13000.624381 nChanged 4 SP:Iteration 5Q (15426.900000 sec): 3 clusters Score: Raw -13499.572011 + Penalty 492.459791 = -13007.112220 nChanged 3 SP:Iteration 6Q (15427.050000 sec): 3 clusters Score: Raw -13505.074526 + Penalty 492.459791 = -13012.614736 nChanged 1 SP:Iteration 7Q (15427.250000 sec): 3 clusters Score: Raw -13505.788892 + Penalty 492.459791 = -13013.329102 nChanged 0 SP:Iteration 8F (15427.400000 sec): 3 clusters Score: Raw -13505.788892 + Penalty 492.459791 = -13013.329102 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15427.490000 sec): 2 clusters Score: Raw -8493.475578 + Penalty 240.154217 = -8253.321361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15427.660000 sec): 3 clusters Score: Raw -8512.493956 + Penalty 480.308434 = -8032.185522 nChanged 70 SP:Iteration 1F (15427.870000 sec): 3 clusters Score: Raw -8622.990076 + Penalty 480.308434 = -8142.681642 nChanged 13 SP:Iteration 2F (15428.040000 sec): 3 clusters Score: Raw -8639.037798 + Penalty 480.308434 = -8158.729364 nChanged 3 SP:Iteration 3Q (15428.210000 sec): 3 clusters Score: Raw -8640.829030 + Penalty 480.308434 = -8160.520596 nChanged 1 SP:Iteration 4Q (15428.380000 sec): 3 clusters Score: Raw -8641.143791 + Penalty 480.308434 = -8160.835357 nChanged 0 SP:Iteration 5F (15428.560000 sec): 3 clusters Score: Raw -8641.143791 + Penalty 480.308434 = -8160.835357 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15428.650000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15428.820000 sec): 3 clusters Score: Raw -3059.827571 + Penalty 362.997548 = -2696.830023 nChanged 7 SP:Iteration 1F (15429.050000 sec): 3 clusters Score: Raw -3080.885186 + Penalty 362.997548 = -2717.887638 nChanged 3 SP:Iteration 2F (15429.220000 sec): 3 clusters Score: Raw -3097.129074 + Penalty 362.997548 = -2734.131525 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15429.330000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15429.470000 sec): 3 clusters Score: Raw -11667.032204 + Penalty 479.842960 = -11187.189244 nChanged 47 SP:Iteration 1F (15429.670000 sec): 3 clusters Score: Raw -11724.963343 + Penalty 479.842960 = -11245.120383 nChanged 10 SP:Iteration 2F (15429.860000 sec): 3 clusters Score: Raw -11737.777769 + Penalty 479.842960 = -11257.934809 nChanged 8 SP:Iteration 3Q (15430.050000 sec): 3 clusters Score: Raw -11749.261875 + Penalty 479.842960 = -11269.418915 nChanged 4 SP:Iteration 4Q (15430.260000 sec): 3 clusters Score: Raw -11753.336940 + Penalty 479.842960 = -11273.493980 nChanged 4 SP:Iteration 5Q (15430.460000 sec): 3 clusters Score: Raw -11761.762897 + Penalty 479.842960 = -11281.919938 nChanged 3 SP:Iteration 6Q (15430.630000 sec): 3 clusters Score: Raw -11766.923479 + Penalty 479.842960 = -11287.080519 nChanged 2 SP:Iteration 7Q (15430.830000 sec): 3 clusters Score: Raw -11768.303678 + Penalty 479.842960 = -11288.460718 nChanged 3 SP:Iteration 8Q (15431.030000 sec): 3 clusters Score: Raw -11772.614091 + Penalty 479.842960 = -11292.771131 nChanged 1 SP:Iteration 9Q (15431.280000 sec): 3 clusters Score: Raw -11774.743528 + Penalty 479.842960 = -11294.900568 nChanged 2 SP:Iteration 10Q (15431.460000 sec): 3 clusters Score: Raw -11780.350086 + Penalty 479.842960 = -11300.507126 nChanged 2 SP:Iteration 11Q (15431.650000 sec): 3 clusters Score: Raw -11782.681464 + Penalty 479.842960 = -11302.838504 nChanged 2 SP:Iteration 12Q (15431.890000 sec): 3 clusters Score: Raw -11785.269499 + Penalty 479.842960 = -11305.426539 nChanged 1 SP:Iteration 13Q (15432.070000 sec): 3 clusters Score: Raw -11789.087968 + Penalty 479.842960 = -11309.245008 nChanged 0 SP:Iteration 14F (15432.240000 sec): 3 clusters Score: Raw -11789.087968 + Penalty 479.842960 = -11309.245008 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15432.360000 sec): 2 clusters Score: Raw -34891.447268 + Penalty 290.908379 = -34600.538888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15432.540000 sec): 3 clusters Score: Raw -34645.726698 + Penalty 581.816759 = -34063.909940 nChanged 218 SP:Iteration 1F (15432.730000 sec): 3 clusters Score: Raw -34823.148927 + Penalty 581.816759 = -34241.332169 nChanged 58 SP:Iteration 2F (15432.940000 sec): 3 clusters Score: Raw -34895.318584 + Penalty 581.816759 = -34313.501826 nChanged 49 SP:Iteration 3F (15433.120000 sec): 3 clusters Score: Raw -34968.798658 + Penalty 581.816759 = -34386.981899 nChanged 36 SP:Iteration 4F (15433.340000 sec): 3 clusters Score: Raw -35006.663751 + Penalty 581.816759 = -34424.846993 nChanged 22 SP:Iteration 5Q (15433.550000 sec): 3 clusters Score: Raw -35025.918114 + Penalty 581.816759 = -34444.101356 nChanged 12 SP:Iteration 6Q (15433.700000 sec): 3 clusters Score: Raw -35034.707094 + Penalty 581.816759 = -34452.890335 nChanged 7 SP:Iteration 7Q (15433.900000 sec): 3 clusters Score: Raw -35043.791020 + Penalty 581.816759 = -34461.974262 nChanged 5 SP:Iteration 8Q (15434.130000 sec): 3 clusters Score: Raw -35046.603733 + Penalty 581.816759 = -34464.786974 nChanged 1 SP:Iteration 9Q (15434.280000 sec): 3 clusters Score: Raw -35047.008727 + Penalty 581.816759 = -34465.191968 nChanged 0 SP:Iteration 10F (15434.510000 sec): 3 clusters Score: Raw -35047.008727 + Penalty 581.816759 = -34465.191968 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15434.570000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15434.800000 sec): 3 clusters Score: Raw -8719.921415 + Penalty 449.689460 = -8270.231955 nChanged 32 SP:Iteration 1F (15434.970000 sec): 3 clusters Score: Raw -8760.922129 + Penalty 449.689460 = -8311.232668 nChanged 7 SP:Iteration 2Q (15435.150000 sec): 3 clusters Score: Raw -8776.129914 + Penalty 449.689460 = -8326.440454 nChanged 3 SP:Iteration 3Q (15435.330000 sec): 3 clusters Score: Raw -8780.251110 + Penalty 449.689460 = -8330.561649 nChanged 5 SP:Iteration 4Q (15435.510000 sec): 3 clusters Score: Raw -8796.040908 + Penalty 449.689460 = -8346.351447 nChanged 2 SP:Iteration 5Q (15435.680000 sec): 3 clusters Score: Raw -8798.766559 + Penalty 449.689460 = -8349.077098 nChanged 2 SP:Iteration 6Q (15435.860000 sec): 3 clusters Score: Raw -8801.403429 + Penalty 449.689460 = -8351.713968 nChanged 0 SP:Iteration 7F (15436.040000 sec): 3 clusters Score: Raw -8801.403429 + Penalty 449.689460 = -8351.713968 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15436.170000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15436.370000 sec): 3 clusters Score: Raw -33894.582356 + Penalty 577.612418 = -33316.969938 nChanged 198 SP:Iteration 1F (15436.530000 sec): 3 clusters Score: Raw -34011.812109 + Penalty 577.612418 = -33434.199691 nChanged 35 SP:Iteration 2F (15436.740000 sec): 3 clusters Score: Raw -34030.286389 + Penalty 577.612418 = -33452.673971 nChanged 20 SP:Iteration 3Q (15436.930000 sec): 3 clusters Score: Raw -34041.952978 + Penalty 577.612418 = -33464.340560 nChanged 18 SP:Iteration 4Q (15437.090000 sec): 3 clusters Score: Raw -34054.669622 + Penalty 577.612418 = -33477.057204 nChanged 16 SP:Iteration 5Q (15437.270000 sec): 3 clusters Score: Raw -34063.996058 + Penalty 577.612418 = -33486.383640 nChanged 8 SP:Iteration 6Q (15437.490000 sec): 3 clusters Score: Raw -34069.089192 + Penalty 577.612418 = -33491.476774 nChanged 10 SP:Iteration 7Q (15437.670000 sec): 3 clusters Score: Raw -34075.837275 + Penalty 577.612418 = -33498.224857 nChanged 12 SP:Iteration 8Q (15437.860000 sec): 3 clusters Score: Raw -34082.540887 + Penalty 577.612418 = -33504.928469 nChanged 13 SP:Iteration 9Q (15438.050000 sec): 3 clusters Score: Raw -34089.024345 + Penalty 577.612418 = -33511.411927 nChanged 7 SP:Iteration 10Q (15438.200000 sec): 3 clusters Score: Raw -34094.576413 + Penalty 577.612418 = -33516.963995 nChanged 6 SP:Iteration 11Q (15438.380000 sec): 3 clusters Score: Raw -34097.052172 + Penalty 577.612418 = -33519.439754 nChanged 2 SP:Iteration 12Q (15438.570000 sec): 3 clusters Score: Raw -34097.667752 + Penalty 577.612418 = -33520.055334 nChanged 0 SP:Iteration 13F (15438.750000 sec): 3 clusters Score: Raw -34097.667752 + Penalty 577.612418 = -33520.055334 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15438.820000 sec): 2 clusters Score: Raw -57610.588582 + Penalty 317.296207 = -57293.292375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15439.050000 sec): 3 clusters Score: Raw -57069.195571 + Penalty 634.592415 = -56434.603157 nChanged 437 SP:Iteration 1F (15439.210000 sec): 3 clusters Score: Raw -57357.781883 + Penalty 634.592415 = -56723.189469 nChanged 91 SP:Iteration 2F (15439.400000 sec): 3 clusters Score: Raw -57425.165155 + Penalty 634.592415 = -56790.572740 nChanged 68 SP:Iteration 3F (15439.630000 sec): 3 clusters Score: Raw -57468.849477 + Penalty 634.592415 = -56834.257062 nChanged 55 SP:Iteration 4F (15439.850000 sec): 3 clusters Score: Raw -57505.585846 + Penalty 634.592415 = -56870.993431 nChanged 43 SP:Iteration 5Q (15440.120000 sec): 3 clusters Score: Raw -57534.504516 + Penalty 634.592415 = -56899.912101 nChanged 37 SP:Iteration 6Q (15440.280000 sec): 3 clusters Score: Raw -57560.065696 + Penalty 634.592415 = -56925.473281 nChanged 38 SP:Iteration 7Q (15440.440000 sec): 3 clusters Score: Raw -57586.014489 + Penalty 634.592415 = -56951.422074 nChanged 30 SP:Iteration 8Q (15440.640000 sec): 3 clusters Score: Raw -57610.138120 + Penalty 634.592415 = -56975.545705 nChanged 28 SP:Iteration 9Q (15440.780000 sec): 3 clusters Score: Raw -57626.745512 + Penalty 634.592415 = -56992.153097 nChanged 11 SP:Iteration 10Q (15441.040000 sec): 3 clusters Score: Raw -57632.701582 + Penalty 634.592415 = -56998.109167 nChanged 12 SP:Iteration 11Q (15441.190000 sec): 3 clusters Score: Raw -57636.503760 + Penalty 634.592415 = -57001.911346 nChanged 10 SP:Iteration 12Q (15441.370000 sec): 3 clusters Score: Raw -57639.919019 + Penalty 634.592415 = -57005.326604 nChanged 5 SP:Iteration 13Q (15441.510000 sec): 3 clusters Score: Raw -57641.130677 + Penalty 634.592415 = -57006.538262 nChanged 4 SP:Iteration 14Q (15441.730000 sec): 3 clusters Score: Raw -57642.519193 + Penalty 634.592415 = -57007.926778 nChanged 5 SP:Iteration 15Q (15441.860000 sec): 3 clusters Score: Raw -57645.103912 + Penalty 634.592415 = -57010.511497 nChanged 7 SP:Iteration 16Q (15442.030000 sec): 3 clusters Score: Raw -57647.401376 + Penalty 634.592415 = -57012.808961 nChanged 6 SP:Iteration 17Q (15442.200000 sec): 3 clusters Score: Raw -57649.504989 + Penalty 634.592415 = -57014.912574 nChanged 9 SP:Iteration 18Q (15442.380000 sec): 3 clusters Score: Raw -57652.566815 + Penalty 634.592415 = -57017.974401 nChanged 7 SP:Iteration 19Q (15442.570000 sec): 3 clusters Score: Raw -57656.580831 + Penalty 634.592415 = -57021.988416 nChanged 8 SP:Iteration 20F (15442.750000 sec): 3 clusters Score: Raw -57659.882183 + Penalty 634.592415 = -57025.289768 nChanged 4 SP:Iteration 21Q (15442.980000 sec): 3 clusters Score: Raw -57661.444935 + Penalty 634.592415 = -57026.852521 nChanged 4 SP:Iteration 22Q (15443.170000 sec): 3 clusters Score: Raw -57664.464316 + Penalty 634.592415 = -57029.871902 nChanged 5 SP:Iteration 23Q (15443.380000 sec): 3 clusters Score: Raw -57666.371598 + Penalty 634.592415 = -57031.779183 nChanged 1 SP:Iteration 24Q (15443.580000 sec): 3 clusters Score: Raw -57667.489112 + Penalty 634.592415 = -57032.896698 nChanged 4 SP:Iteration 25Q (15443.780000 sec): 3 clusters Score: Raw -57669.763472 + Penalty 634.592415 = -57035.171058 nChanged 6 SP:Iteration 26Q (15443.960000 sec): 3 clusters Score: Raw -57672.849954 + Penalty 634.592415 = -57038.257539 nChanged 5 SP:Iteration 27Q (15444.150000 sec): 3 clusters Score: Raw -57674.575573 + Penalty 634.592415 = -57039.983158 nChanged 2 SP:Iteration 28Q (15444.350000 sec): 3 clusters Score: Raw -57675.200685 + Penalty 634.592415 = -57040.608271 nChanged 0 SP:Iteration 29F (15444.560000 sec): 3 clusters Score: Raw -57675.200685 + Penalty 634.592415 = -57040.608271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15444.650000 sec): 2 clusters Score: Raw -205715.402660 + Penalty 367.791452 = -205347.611209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15444.850000 sec): 3 clusters Score: Raw -203851.303369 + Penalty 735.582903 = -203115.720466 nChanged 1385 SP:Iteration 1F (15445.000000 sec): 3 clusters Score: Raw -204577.537399 + Penalty 735.582903 = -203841.954496 nChanged 193 SP:Iteration 2F (15445.170000 sec): 3 clusters Score: Raw -204676.504406 + Penalty 735.582903 = -203940.921503 nChanged 188 SP:Iteration 3F (15445.410000 sec): 3 clusters Score: Raw -204783.999276 + Penalty 735.582903 = -204048.416373 nChanged 166 SP:Iteration 4F (15445.540000 sec): 3 clusters Score: Raw -204878.804384 + Penalty 735.582903 = -204143.221481 nChanged 171 SP:Iteration 5F (15445.670000 sec): 3 clusters Score: Raw -204999.341182 + Penalty 735.582903 = -204263.758278 nChanged 170 SP:Iteration 6F (15445.910000 sec): 3 clusters Score: Raw -205115.443825 + Penalty 735.582903 = -204379.860921 nChanged 146 SP:Iteration 7Q (15446.140000 sec): 3 clusters Score: Raw -205219.029271 + Penalty 735.582903 = -204483.446367 nChanged 140 SP:Iteration 8Q (15446.310000 sec): 3 clusters Score: Raw -205312.881165 + Penalty 735.582903 = -204577.298261 nChanged 124 SP:Iteration 9Q (15446.500000 sec): 3 clusters Score: Raw -205385.298758 + Penalty 735.582903 = -204649.715855 nChanged 111 SP:Iteration 10Q (15446.710000 sec): 3 clusters Score: Raw -205455.240825 + Penalty 735.582903 = -204719.657921 nChanged 100 SP:Iteration 11Q (15446.920000 sec): 3 clusters Score: Raw -205523.648356 + Penalty 735.582903 = -204788.065453 nChanged 92 SP:Iteration 12Q (15447.080000 sec): 3 clusters Score: Raw -205576.627364 + Penalty 735.582903 = -204841.044461 nChanged 72 SP:Iteration 13Q (15447.290000 sec): 3 clusters Score: Raw -205621.244920 + Penalty 735.582903 = -204885.662017 nChanged 72 SP:Iteration 14Q (15447.440000 sec): 3 clusters Score: Raw -205685.106510 + Penalty 735.582903 = -204949.523607 nChanged 69 SP:Iteration 15Q (15447.620000 sec): 3 clusters Score: Raw -205764.467730 + Penalty 735.582903 = -205028.884827 nChanged 73 SP:Iteration 16Q (15447.780000 sec): 3 clusters Score: Raw -205838.539324 + Penalty 735.582903 = -205102.956421 nChanged 63 SP:Iteration 17Q (15448.000000 sec): 3 clusters Score: Raw -205892.024648 + Penalty 735.582903 = -205156.441744 nChanged 50 SP:Iteration 18Q (15448.160000 sec): 3 clusters Score: Raw -205923.977630 + Penalty 735.582903 = -205188.394727 nChanged 36 SP:Iteration 19Q (15448.350000 sec): 3 clusters Score: Raw -205938.217833 + Penalty 735.582903 = -205202.634930 nChanged 18 SP:Iteration 20F (15448.560000 sec): 3 clusters Score: Raw -205943.035864 + Penalty 735.582903 = -205207.452961 nChanged 11 SP:Iteration 21Q (15448.760000 sec): 3 clusters Score: Raw -205945.802450 + Penalty 735.582903 = -205210.219546 nChanged 7 SP:Iteration 22Q (15448.950000 sec): 3 clusters Score: Raw -205947.209184 + Penalty 735.582903 = -205211.626280 nChanged 5 SP:Iteration 23Q (15449.150000 sec): 3 clusters Score: Raw -205948.183146 + Penalty 735.582903 = -205212.600243 nChanged 5 SP:Iteration 24Q (15449.340000 sec): 3 clusters Score: Raw -205949.056721 + Penalty 735.582903 = -205213.473818 nChanged 5 SP:Iteration 25Q (15449.530000 sec): 3 clusters Score: Raw -205949.740408 + Penalty 735.582903 = -205214.157504 nChanged 7 SP:Iteration 26Q (15449.740000 sec): 3 clusters Score: Raw -205951.765203 + Penalty 735.582903 = -205216.182299 nChanged 9 SP:Iteration 27Q (15449.880000 sec): 3 clusters Score: Raw -205954.321638 + Penalty 735.582903 = -205218.738735 nChanged 7 SP:Iteration 28Q (15450.110000 sec): 3 clusters Score: Raw -205955.956011 + Penalty 735.582903 = -205220.373107 nChanged 2 SP:Iteration 29Q (15450.280000 sec): 3 clusters Score: Raw -205956.193172 + Penalty 735.582903 = -205220.610269 nChanged 2 SP:Iteration 30Q (15450.500000 sec): 3 clusters Score: Raw -205956.315852 + Penalty 735.582903 = -205220.732949 nChanged 0 SP:Iteration 31F (15450.630000 sec): 3 clusters Score: Raw -205956.315852 + Penalty 735.582903 = -205220.732949 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15450.730000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15450.930000 sec): 3 clusters Score: Raw -8526.524706 + Penalty 452.253010 = -8074.271695 nChanged 38 SP:Iteration 1F (15451.070000 sec): 3 clusters Score: Raw -8577.938049 + Penalty 452.253010 = -8125.685038 nChanged 6 SP:Iteration 2Q (15451.260000 sec): 3 clusters Score: Raw -8588.869028 + Penalty 452.253010 = -8136.616018 nChanged 4 SP:Iteration 3Q (15451.420000 sec): 3 clusters Score: Raw -8595.148647 + Penalty 452.253010 = -8142.895637 nChanged 3 SP:Iteration 4Q (15451.600000 sec): 3 clusters Score: Raw -8602.299326 + Penalty 452.253010 = -8150.046316 nChanged 2 SP:Iteration 5Q (15451.790000 sec): 3 clusters Score: Raw -8606.030907 + Penalty 452.253010 = -8153.777897 nChanged 1 SP:Iteration 6Q (15451.970000 sec): 3 clusters Score: Raw -8610.507914 + Penalty 452.253010 = -8158.254904 nChanged 1 SP:Iteration 7Q (15452.220000 sec): 3 clusters Score: Raw -8616.989072 + Penalty 452.253010 = -8164.736061 nChanged 2 SP:Iteration 8Q (15452.430000 sec): 3 clusters Score: Raw -8620.158461 + Penalty 452.253010 = -8167.905451 nChanged 0 SP:Iteration 9F (15452.630000 sec): 3 clusters Score: Raw -8620.158461 + Penalty 452.253010 = -8167.905451 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15452.730000 sec): 2 clusters Score: Raw -6692.468363 + Penalty 221.121464 = -6471.346898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15452.960000 sec): 3 clusters Score: Raw -6682.276808 + Penalty 442.242929 = -6240.033879 nChanged 32 SP:Iteration 1F (15453.140000 sec): 3 clusters Score: Raw -6733.762619 + Penalty 442.242929 = -6291.519690 nChanged 9 SP:Iteration 2F (15453.360000 sec): 3 clusters Score: Raw -6751.312818 + Penalty 442.242929 = -6309.069889 nChanged 5 SP:Iteration 3Q (15453.560000 sec): 3 clusters Score: Raw -6763.853880 + Penalty 442.242929 = -6321.610952 nChanged 5 SP:Iteration 4Q (15453.780000 sec): 3 clusters Score: Raw -6771.225641 + Penalty 442.242929 = -6328.982712 nChanged 0 SP:Iteration 5F (15453.950000 sec): 3 clusters Score: Raw -6771.225641 + Penalty 442.242929 = -6328.982712 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15454.080000 sec): 2 clusters Score: Raw -332484.686970 + Penalty 390.890551 = -332093.796419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15454.260000 sec): 3 clusters Score: Raw -329240.443885 + Penalty 781.781102 = -328458.662783 nChanged 2480 SP:Iteration 1F (15454.500000 sec): 3 clusters Score: Raw -330635.707613 + Penalty 781.781102 = -329853.926511 nChanged 363 SP:Iteration 2F (15454.680000 sec): 3 clusters Score: Raw -330874.324255 + Penalty 781.781102 = -330092.543154 nChanged 336 SP:Iteration 3F (15454.890000 sec): 3 clusters Score: Raw -331153.760993 + Penalty 781.781102 = -330371.979891 nChanged 403 SP:Iteration 4F (15455.040000 sec): 3 clusters Score: Raw -331508.189279 + Penalty 781.781102 = -330726.408177 nChanged 382 SP:Iteration 5F (15455.240000 sec): 3 clusters Score: Raw -331839.792274 + Penalty 781.781102 = -331058.011172 nChanged 369 SP:Iteration 6F (15455.480000 sec): 3 clusters Score: Raw -332126.932686 + Penalty 781.781102 = -331345.151584 nChanged 282 SP:Iteration 7F (15455.710000 sec): 3 clusters Score: Raw -332304.090247 + Penalty 781.781102 = -331522.309145 nChanged 193 SP:Iteration 8Q (15455.890000 sec): 3 clusters Score: Raw -332408.107592 + Penalty 781.781102 = -331626.326490 nChanged 164 SP:Iteration 9Q (15456.110000 sec): 3 clusters Score: Raw -332500.650157 + Penalty 781.781102 = -331718.869055 nChanged 119 SP:Iteration 10Q (15456.420000 sec): 3 clusters Score: Raw -332571.824700 + Penalty 781.781102 = -331790.043598 nChanged 97 SP:Iteration 11Q (15456.600000 sec): 3 clusters Score: Raw -332631.289962 + Penalty 781.781102 = -331849.508861 nChanged 73 SP:Iteration 12Q (15456.790000 sec): 3 clusters Score: Raw -332662.558985 + Penalty 781.781102 = -331880.777883 nChanged 55 SP:Iteration 13Q (15457.070000 sec): 3 clusters Score: Raw -332679.005930 + Penalty 781.781102 = -331897.224829 nChanged 47 SP:Iteration 14Q (15457.240000 sec): 3 clusters Score: Raw -332690.148841 + Penalty 781.781102 = -331908.367739 nChanged 34 SP:Iteration 15Q (15457.500000 sec): 3 clusters Score: Raw -332695.095862 + Penalty 781.781102 = -331913.314760 nChanged 20 SP:Iteration 16Q (15457.660000 sec): 3 clusters Score: Raw -332697.949136 + Penalty 781.781102 = -331916.168034 nChanged 17 SP:Iteration 17Q (15457.830000 sec): 3 clusters Score: Raw -332700.111597 + Penalty 781.781102 = -331918.330495 nChanged 18 SP:Iteration 18Q (15458.040000 sec): 3 clusters Score: Raw -332703.135353 + Penalty 781.781102 = -331921.354251 nChanged 17 SP:Iteration 19Q (15458.210000 sec): 3 clusters Score: Raw -332704.903533 + Penalty 781.781102 = -331923.122431 nChanged 11 SP:Iteration 20F (15458.390000 sec): 3 clusters Score: Raw -332705.727648 + Penalty 781.781102 = -331923.946546 nChanged 4 SP:Iteration 21Q (15458.550000 sec): 3 clusters Score: Raw -332706.020758 + Penalty 781.781102 = -331924.239656 nChanged 2 SP:Iteration 22Q (15458.730000 sec): 3 clusters Score: Raw -332706.112914 + Penalty 781.781102 = -331924.331812 nChanged 1 SP:Iteration 23Q (15458.910000 sec): 3 clusters Score: Raw -332706.178140 + Penalty 781.781102 = -331924.397038 nChanged 3 SP:Iteration 24Q (15459.050000 sec): 3 clusters Score: Raw -332706.450674 + Penalty 781.781102 = -331924.669573 nChanged 3 SP:Iteration 25Q (15459.270000 sec): 3 clusters Score: Raw -332706.655188 + Penalty 781.781102 = -331924.874086 nChanged 2 SP:Iteration 26Q (15459.500000 sec): 3 clusters Score: Raw -332706.954147 + Penalty 781.781102 = -331925.173045 nChanged 3 SP:Iteration 27Q (15459.670000 sec): 3 clusters Score: Raw -332707.150193 + Penalty 781.781102 = -331925.369091 nChanged 3 SP:Iteration 28Q (15459.880000 sec): 3 clusters Score: Raw -332707.326226 + Penalty 781.781102 = -331925.545125 nChanged 4 SP:Iteration 29Q (15460.090000 sec): 3 clusters Score: Raw -332707.703234 + Penalty 781.781102 = -331925.922132 nChanged 4 SP:Iteration 30Q (15460.330000 sec): 3 clusters Score: Raw -332707.929169 + Penalty 781.781102 = -331926.148067 nChanged 3 SP:Iteration 31Q (15460.560000 sec): 3 clusters Score: Raw -332708.010927 + Penalty 781.781102 = -331926.229825 nChanged 1 SP:Iteration 32Q (15460.850000 sec): 3 clusters Score: Raw -332708.043211 + Penalty 781.781102 = -331926.262109 nChanged 1 SP:Iteration 33Q (15460.980000 sec): 3 clusters Score: Raw -332708.082787 + Penalty 781.781102 = -331926.301685 nChanged 1 SP:Iteration 34Q (15461.160000 sec): 3 clusters Score: Raw -332708.128280 + Penalty 781.781102 = -331926.347178 nChanged 2 SP:Iteration 35Q (15461.340000 sec): 3 clusters Score: Raw -332708.189404 + Penalty 781.781102 = -331926.408302 nChanged 2 SP:Iteration 36Q (15461.540000 sec): 3 clusters Score: Raw -332708.279098 + Penalty 781.781102 = -331926.497996 nChanged 0 SP:Iteration 37F (15461.740000 sec): 3 clusters Score: Raw -332708.279098 + Penalty 781.781102 = -331926.497996 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15461.830000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15462.000000 sec): 3 clusters Score: Raw -4718.381119 + Penalty 392.891418 = -4325.489701 nChanged 11 SP:Iteration 1F (15462.220000 sec): 3 clusters Score: Raw -4757.585055 + Penalty 392.891418 = -4364.693637 nChanged 3 SP:Iteration 2Q (15462.430000 sec): 3 clusters Score: Raw -4767.934062 + Penalty 392.891418 = -4375.042644 nChanged 2 SP:Iteration 3Q (15462.670000 sec): 3 clusters Score: Raw -4773.278974 + Penalty 392.891418 = -4380.387555 nChanged 1 SP:Iteration 4Q (15462.790000 sec): 3 clusters Score: Raw -4777.980017 + Penalty 392.891418 = -4385.088599 nChanged 0 SP:Iteration 5F (15463.000000 sec): 3 clusters Score: Raw -4777.980017 + Penalty 392.891418 = -4385.088599 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15463.130000 sec): 2 clusters Score: Raw -10939.539831 + Penalty 241.526180 = -10698.013650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15463.330000 sec): 3 clusters Score: Raw -10883.913532 + Penalty 483.052360 = -10400.861172 nChanged 56 SP:Iteration 1F (15463.500000 sec): 3 clusters Score: Raw -10988.682114 + Penalty 483.052360 = -10505.629753 nChanged 27 SP:Iteration 2F (15463.670000 sec): 3 clusters Score: Raw -11082.648550 + Penalty 483.052360 = -10599.596189 nChanged 13 SP:Iteration 3F (15463.920000 sec): 3 clusters Score: Raw -11115.775427 + Penalty 483.052360 = -10632.723066 nChanged 7 SP:Iteration 4Q (15464.080000 sec): 3 clusters Score: Raw -11138.758876 + Penalty 483.052360 = -10655.706515 nChanged 6 SP:Iteration 5Q (15464.230000 sec): 3 clusters Score: Raw -11160.885389 + Penalty 483.052360 = -10677.833029 nChanged 2 SP:Iteration 6Q (15464.400000 sec): 3 clusters Score: Raw -11166.261487 + Penalty 483.052360 = -10683.209126 nChanged 1 SP:Iteration 7Q (15464.590000 sec): 3 clusters Score: Raw -11167.854618 + Penalty 483.052360 = -10684.802257 nChanged 0 SP:Iteration 8F (15464.770000 sec): 3 clusters Score: Raw -11167.854618 + Penalty 483.052360 = -10684.802257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15464.860000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15465.050000 sec): 3 clusters Score: Raw -5218.222007 + Penalty 408.465910 = -4809.756098 nChanged 13 SP:Iteration 1F (15465.190000 sec): 3 clusters Score: Raw -5248.870310 + Penalty 408.465910 = -4840.404401 nChanged 3 SP:Iteration 2Q (15465.370000 sec): 3 clusters Score: Raw -5256.269265 + Penalty 408.465910 = -4847.803355 nChanged 3 SP:Iteration 3Q (15465.610000 sec): 3 clusters Score: Raw -5264.393522 + Penalty 408.465910 = -4855.927612 nChanged 0 SP:Iteration 4F (15465.770000 sec): 3 clusters Score: Raw -5264.393522 + Penalty 408.465910 = -4855.927612 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15465.830000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15466.030000 sec): 3 clusters Score: Raw -6942.481610 + Penalty 449.037128 = -6493.444482 nChanged 39 SP:Iteration 1F (15466.170000 sec): 3 clusters Score: Raw -7002.334429 + Penalty 449.037128 = -6553.297301 nChanged 10 SP:Iteration 2F (15466.430000 sec): 3 clusters Score: Raw -7027.179378 + Penalty 449.037128 = -6578.142250 nChanged 8 SP:Iteration 3F (15466.610000 sec): 3 clusters Score: Raw -7058.575724 + Penalty 449.037128 = -6609.538596 nChanged 1 SP:Iteration 4Q (15466.770000 sec): 3 clusters Score: Raw -7059.225639 + Penalty 449.037128 = -6610.188511 nChanged 0 SP:Iteration 5F (15467.010000 sec): 3 clusters Score: Raw -7059.225639 + Penalty 449.037128 = -6610.188511 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15467.140000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15467.330000 sec): 3 clusters Score: Raw -3169.845982 + Penalty 391.669923 = -2778.176058 nChanged 10 SP:Iteration 1F (15467.550000 sec): 3 clusters Score: Raw -3205.858824 + Penalty 391.669923 = -2814.188900 nChanged 5 SP:Iteration 2F (15467.740000 sec): 3 clusters Score: Raw -3227.940162 + Penalty 391.669923 = -2836.270238 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15467.830000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15467.970000 sec): 3 clusters Score: Raw -14555.735744 + Penalty 503.178047 = -14052.557697 nChanged 77 SP:Iteration 1F (15468.150000 sec): 3 clusters Score: Raw -14639.951107 + Penalty 503.178047 = -14136.773060 nChanged 18 SP:Iteration 2F (15468.310000 sec): 3 clusters Score: Raw -14658.110394 + Penalty 503.178047 = -14154.932347 nChanged 6 SP:Iteration 3Q (15468.500000 sec): 3 clusters Score: Raw -14666.039854 + Penalty 503.178047 = -14162.861807 nChanged 5 SP:Iteration 4Q (15468.710000 sec): 3 clusters Score: Raw -14670.695276 + Penalty 503.178047 = -14167.517229 nChanged 3 SP:Iteration 5Q (15468.890000 sec): 3 clusters Score: Raw -14672.746932 + Penalty 503.178047 = -14169.568885 nChanged 2 SP:Iteration 6Q (15469.090000 sec): 3 clusters Score: Raw -14674.846357 + Penalty 503.178047 = -14171.668310 nChanged 3 SP:Iteration 7Q (15469.260000 sec): 3 clusters Score: Raw -14677.501572 + Penalty 503.178047 = -14174.323525 nChanged 0 SP:Iteration 8F (15469.460000 sec): 3 clusters Score: Raw -14677.501572 + Penalty 503.178047 = -14174.323525 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15469.530000 sec): 2 clusters Score: Raw -37583.957916 + Penalty 291.437895 = -37292.520022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15469.730000 sec): 3 clusters Score: Raw -37331.207432 + Penalty 582.875790 = -36748.331642 nChanged 212 SP:Iteration 1F (15469.890000 sec): 3 clusters Score: Raw -37495.621372 + Penalty 582.875790 = -36912.745582 nChanged 56 SP:Iteration 2F (15470.070000 sec): 3 clusters Score: Raw -37547.187179 + Penalty 582.875790 = -36964.311389 nChanged 38 SP:Iteration 3F (15470.280000 sec): 3 clusters Score: Raw -37575.551326 + Penalty 582.875790 = -36992.675536 nChanged 15 SP:Iteration 4Q (15470.470000 sec): 3 clusters Score: Raw -37585.834100 + Penalty 582.875790 = -37002.958311 nChanged 17 SP:Iteration 5Q (15470.720000 sec): 3 clusters Score: Raw -37597.757258 + Penalty 582.875790 = -37014.881469 nChanged 15 SP:Iteration 6Q (15470.860000 sec): 3 clusters Score: Raw -37608.412877 + Penalty 582.875790 = -37025.537088 nChanged 14 SP:Iteration 7Q (15471.060000 sec): 3 clusters Score: Raw -37618.657420 + Penalty 582.875790 = -37035.781631 nChanged 9 SP:Iteration 8Q (15471.290000 sec): 3 clusters Score: Raw -37624.928730 + Penalty 582.875790 = -37042.052940 nChanged 10 SP:Iteration 9Q (15471.480000 sec): 3 clusters Score: Raw -37632.483507 + Penalty 582.875790 = -37049.607718 nChanged 7 SP:Iteration 10Q (15471.630000 sec): 3 clusters Score: Raw -37638.714769 + Penalty 582.875790 = -37055.838980 nChanged 7 SP:Iteration 11Q (15471.790000 sec): 3 clusters Score: Raw -37648.847273 + Penalty 582.875790 = -37065.971483 nChanged 6 SP:Iteration 12Q (15471.990000 sec): 3 clusters Score: Raw -37653.248321 + Penalty 582.875790 = -37070.372531 nChanged 7 SP:Iteration 13Q (15472.200000 sec): 3 clusters Score: Raw -37659.566280 + Penalty 582.875790 = -37076.690491 nChanged 4 SP:Iteration 14Q (15472.410000 sec): 3 clusters Score: Raw -37663.784926 + Penalty 582.875790 = -37080.909137 nChanged 2 SP:Iteration 15Q (15472.630000 sec): 3 clusters Score: Raw -37665.609633 + Penalty 582.875790 = -37082.733844 nChanged 2 SP:Iteration 16Q (15472.830000 sec): 3 clusters Score: Raw -37668.365592 + Penalty 582.875790 = -37085.489802 nChanged 1 SP:Iteration 17Q (15473.010000 sec): 3 clusters Score: Raw -37670.607440 + Penalty 582.875790 = -37087.731650 nChanged 3 SP:Iteration 18Q (15473.280000 sec): 3 clusters Score: Raw -37673.920341 + Penalty 582.875790 = -37091.044551 nChanged 3 SP:Iteration 19Q (15473.490000 sec): 3 clusters Score: Raw -37676.092645 + Penalty 582.875790 = -37093.216855 nChanged 1 SP:Iteration 20F (15473.660000 sec): 3 clusters Score: Raw -37677.251211 + Penalty 582.875790 = -37094.375421 nChanged 2 SP:Iteration 21Q (15473.880000 sec): 3 clusters Score: Raw -37678.479414 + Penalty 582.875790 = -37095.603624 nChanged 0 SP:Iteration 22F (15474.120000 sec): 3 clusters Score: Raw -37678.479414 + Penalty 582.875790 = -37095.603624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15474.230000 sec): 2 clusters Score: Raw -393254.301868 + Penalty 400.869126 = -392853.432742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15474.490000 sec): 3 clusters Score: Raw -389155.370639 + Penalty 801.738252 = -388353.632386 nChanged 3010 SP:Iteration 1F (15474.730000 sec): 3 clusters Score: Raw -390869.790379 + Penalty 801.738252 = -390068.052126 nChanged 471 SP:Iteration 2F (15474.990000 sec): 3 clusters Score: Raw -391126.464044 + Penalty 801.738252 = -390324.725791 nChanged 480 SP:Iteration 3F (15475.200000 sec): 3 clusters Score: Raw -391399.249011 + Penalty 801.738252 = -390597.510759 nChanged 467 SP:Iteration 4F (15475.440000 sec): 3 clusters Score: Raw -391695.781776 + Penalty 801.738252 = -390894.043524 nChanged 429 SP:Iteration 5F (15475.660000 sec): 3 clusters Score: Raw -391995.472021 + Penalty 801.738252 = -391193.733769 nChanged 359 SP:Iteration 6F (15475.890000 sec): 3 clusters Score: Raw -392261.224868 + Penalty 801.738252 = -391459.486616 nChanged 336 SP:Iteration 7F (15476.120000 sec): 3 clusters Score: Raw -392556.520828 + Penalty 801.738252 = -391754.782575 nChanged 286 SP:Iteration 8Q (15476.310000 sec): 3 clusters Score: Raw -392810.948370 + Penalty 801.738252 = -392009.210118 nChanged 202 SP:Iteration 9Q (15476.500000 sec): 3 clusters Score: Raw -392978.225177 + Penalty 801.738252 = -392176.486925 nChanged 120 SP:Iteration 10Q (15476.710000 sec): 3 clusters Score: Raw -393078.767739 + Penalty 801.738252 = -392277.029487 nChanged 95 SP:Iteration 11Q (15476.890000 sec): 3 clusters Score: Raw -393175.402972 + Penalty 801.738252 = -392373.664719 nChanged 63 SP:Iteration 12Q (15477.070000 sec): 3 clusters Score: Raw -393242.367923 + Penalty 801.738252 = -392440.629671 nChanged 37 SP:Iteration 13Q (15477.300000 sec): 3 clusters Score: Raw -393274.609370 + Penalty 801.738252 = -392472.871117 nChanged 24 SP:Iteration 14Q (15477.430000 sec): 3 clusters Score: Raw -393290.553261 + Penalty 801.738252 = -392488.815008 nChanged 13 SP:Iteration 15Q (15477.630000 sec): 3 clusters Score: Raw -393303.598619 + Penalty 801.738252 = -392501.860366 nChanged 13 SP:Iteration 16Q (15477.800000 sec): 3 clusters Score: Raw -393314.994333 + Penalty 801.738252 = -392513.256081 nChanged 6 SP:Iteration 17Q (15477.960000 sec): 3 clusters Score: Raw -393319.394203 + Penalty 801.738252 = -392517.655950 nChanged 5 SP:Iteration 18Q (15478.130000 sec): 3 clusters Score: Raw -393324.893142 + Penalty 801.738252 = -392523.154890 nChanged 9 SP:Iteration 19Q (15478.290000 sec): 3 clusters Score: Raw -393333.245181 + Penalty 801.738252 = -392531.506928 nChanged 3 SP:Iteration 20F (15478.440000 sec): 3 clusters Score: Raw -393335.944684 + Penalty 801.738252 = -392534.206432 nChanged 2 SP:Iteration 21Q (15478.590000 sec): 3 clusters Score: Raw -393336.871396 + Penalty 801.738252 = -392535.133144 nChanged 0 SP:Iteration 22F (15478.750000 sec): 3 clusters Score: Raw -393336.871396 + Penalty 801.738252 = -392535.133144 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15478.870000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15478.870000 sec): 1 clusters Score: Raw 73.095239 + Penalty 0.000000 = 73.095239 nChanged 23 SP:Iteration 1F (15478.870000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15479.020000 sec): 2 clusters Score: Raw -123741.203594 + Penalty 349.004498 = -123392.199097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15479.210000 sec): 3 clusters Score: Raw -122585.039014 + Penalty 698.008996 = -121887.030018 nChanged 894 SP:Iteration 1F (15479.370000 sec): 3 clusters Score: Raw -123153.287672 + Penalty 698.008996 = -122455.278677 nChanged 170 SP:Iteration 2F (15479.510000 sec): 3 clusters Score: Raw -123266.352531 + Penalty 698.008996 = -122568.343535 nChanged 139 SP:Iteration 3F (15479.690000 sec): 3 clusters Score: Raw -123365.085589 + Penalty 698.008996 = -122667.076594 nChanged 110 SP:Iteration 4F (15479.890000 sec): 3 clusters Score: Raw -123434.924498 + Penalty 698.008996 = -122736.915503 nChanged 93 SP:Iteration 5Q (15480.070000 sec): 3 clusters Score: Raw -123484.705001 + Penalty 698.008996 = -122786.696006 nChanged 90 SP:Iteration 6Q (15480.200000 sec): 3 clusters Score: Raw -123543.649220 + Penalty 698.008996 = -122845.640224 nChanged 88 SP:Iteration 7Q (15480.400000 sec): 3 clusters Score: Raw -123605.334403 + Penalty 698.008996 = -122907.325408 nChanged 83 SP:Iteration 8Q (15480.520000 sec): 3 clusters Score: Raw -123659.251786 + Penalty 698.008996 = -122961.242790 nChanged 80 SP:Iteration 9Q (15480.710000 sec): 3 clusters Score: Raw -123716.481808 + Penalty 698.008996 = -123018.472812 nChanged 70 SP:Iteration 10Q (15480.900000 sec): 3 clusters Score: Raw -123763.240158 + Penalty 698.008996 = -123065.231162 nChanged 51 SP:Iteration 11Q (15481.100000 sec): 3 clusters Score: Raw -123798.087558 + Penalty 698.008996 = -123100.078563 nChanged 45 SP:Iteration 12Q (15481.350000 sec): 3 clusters Score: Raw -123833.838041 + Penalty 698.008996 = -123135.829046 nChanged 35 SP:Iteration 13Q (15481.530000 sec): 3 clusters Score: Raw -123854.435666 + Penalty 698.008996 = -123156.426670 nChanged 23 SP:Iteration 14Q (15481.720000 sec): 3 clusters Score: Raw -123865.854745 + Penalty 698.008996 = -123167.845750 nChanged 12 SP:Iteration 15Q (15481.920000 sec): 3 clusters Score: Raw -123869.834301 + Penalty 698.008996 = -123171.825305 nChanged 5 SP:Iteration 16Q (15482.150000 sec): 3 clusters Score: Raw -123873.102713 + Penalty 698.008996 = -123175.093718 nChanged 6 SP:Iteration 17Q (15482.330000 sec): 3 clusters Score: Raw -123875.913902 + Penalty 698.008996 = -123177.904906 nChanged 4 SP:Iteration 18Q (15482.500000 sec): 3 clusters Score: Raw -123877.895127 + Penalty 698.008996 = -123179.886131 nChanged 0 SP:Iteration 19F (15482.670000 sec): 3 clusters Score: Raw -123878.371744 + Penalty 698.008996 = -123180.362749 nChanged 1 SP:Iteration 20F (15482.870000 sec): 3 clusters Score: Raw -123879.107548 + Penalty 698.008996 = -123181.098553 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15482.950000 sec): 2 clusters Score: Raw -7595.656646 + Penalty 230.920409 = -7364.736237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15483.130000 sec): 3 clusters Score: Raw -7621.908826 + Penalty 461.840817 = -7160.068008 nChanged 49 SP:Iteration 1F (15483.340000 sec): 3 clusters Score: Raw -7719.581572 + Penalty 461.840817 = -7257.740755 nChanged 16 SP:Iteration 2F (15483.550000 sec): 3 clusters Score: Raw -7759.435153 + Penalty 461.840817 = -7297.594336 nChanged 7 SP:Iteration 3Q (15483.720000 sec): 3 clusters Score: Raw -7774.352090 + Penalty 461.840817 = -7312.511273 nChanged 7 SP:Iteration 4Q (15483.910000 sec): 3 clusters Score: Raw -7786.294915 + Penalty 461.840817 = -7324.454098 nChanged 7 SP:Iteration 5Q (15484.090000 sec): 3 clusters Score: Raw -7806.937267 + Penalty 461.840817 = -7345.096449 nChanged 1 SP:Iteration 6Q (15484.270000 sec): 3 clusters Score: Raw -7807.514033 + Penalty 461.840817 = -7345.673216 nChanged 0 SP:Iteration 7F (15484.430000 sec): 3 clusters Score: Raw -7807.514033 + Penalty 461.840817 = -7345.673216 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15484.550000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15484.770000 sec): 3 clusters Score: Raw -13968.319938 + Penalty 493.670452 = -13474.649487 nChanged 57 SP:Iteration 1F (15484.950000 sec): 3 clusters Score: Raw -14021.080805 + Penalty 493.670452 = -13527.410354 nChanged 9 SP:Iteration 2Q (15485.130000 sec): 3 clusters Score: Raw -14030.679904 + Penalty 493.670452 = -13537.009453 nChanged 6 SP:Iteration 3Q (15485.320000 sec): 3 clusters Score: Raw -14044.182374 + Penalty 493.670452 = -13550.511923 nChanged 5 SP:Iteration 4Q (15485.570000 sec): 3 clusters Score: Raw -14049.454721 + Penalty 493.670452 = -13555.784269 nChanged 4 SP:Iteration 5Q (15485.710000 sec): 3 clusters Score: Raw -14054.188605 + Penalty 493.670452 = -13560.518153 nChanged 1 SP:Iteration 6Q (15485.890000 sec): 3 clusters Score: Raw -14056.563879 + Penalty 493.670452 = -13562.893428 nChanged 1 SP:Iteration 7Q (15486.070000 sec): 3 clusters Score: Raw -14057.474762 + Penalty 493.670452 = -13563.804311 nChanged 1 SP:Iteration 8Q (15486.290000 sec): 3 clusters Score: Raw -14059.502611 + Penalty 493.670452 = -13565.832160 nChanged 0 SP:Iteration 9F (15486.510000 sec): 3 clusters Score: Raw -14059.502611 + Penalty 493.670452 = -13565.832160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15486.590000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15486.770000 sec): 3 clusters Score: Raw -8045.814670 + Penalty 447.718264 = -7598.096405 nChanged 36 SP:Iteration 1F (15486.900000 sec): 3 clusters Score: Raw -8096.231700 + Penalty 447.718264 = -7648.513436 nChanged 4 SP:Iteration 2Q (15487.150000 sec): 3 clusters Score: Raw -8099.992985 + Penalty 447.718264 = -7652.274720 nChanged 0 SP:Iteration 3F (15487.350000 sec): 3 clusters Score: Raw -8099.992985 + Penalty 447.718264 = -7652.274720 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15487.420000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15487.610000 sec): 3 clusters Score: Raw -5318.390717 + Penalty 414.402797 = -4903.987920 nChanged 17 SP:Iteration 1F (15487.850000 sec): 3 clusters Score: Raw -5366.762934 + Penalty 414.402797 = -4952.360137 nChanged 4 SP:Iteration 2Q (15488.050000 sec): 3 clusters Score: Raw -5380.369499 + Penalty 414.402797 = -4965.966702 nChanged 4 SP:Iteration 3Q (15488.290000 sec): 3 clusters Score: Raw -5386.890702 + Penalty 414.402797 = -4972.487905 nChanged 0 SP:Iteration 4F (15488.450000 sec): 3 clusters Score: Raw -5386.890702 + Penalty 414.402797 = -4972.487905 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15488.580000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15488.760000 sec): 3 clusters Score: Raw -3413.440184 + Penalty 378.458361 = -3034.981824 nChanged 4 SP:Iteration 1F (15488.940000 sec): 3 clusters Score: Raw -3427.022773 + Penalty 378.458361 = -3048.564412 nChanged 3 SP:Iteration 2Q (15489.140000 sec): 3 clusters Score: Raw -3438.616924 + Penalty 378.458361 = -3060.158564 nChanged 0 SP:Iteration 3F (15489.310000 sec): 3 clusters Score: Raw -3438.616924 + Penalty 378.458361 = -3060.158564 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15489.450000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15489.650000 sec): 3 clusters Score: Raw -10604.744467 + Penalty 477.479191 = -10127.265276 nChanged 54 SP:Iteration 1F (15489.810000 sec): 3 clusters Score: Raw -10712.766847 + Penalty 477.479191 = -10235.287657 nChanged 21 SP:Iteration 2F (15489.980000 sec): 3 clusters Score: Raw -10750.896020 + Penalty 477.479191 = -10273.416829 nChanged 10 SP:Iteration 3F (15490.220000 sec): 3 clusters Score: Raw -10793.948604 + Penalty 477.479191 = -10316.469413 nChanged 5 SP:Iteration 4Q (15490.410000 sec): 3 clusters Score: Raw -10802.309231 + Penalty 477.479191 = -10324.830041 nChanged 5 SP:Iteration 5Q (15490.670000 sec): 3 clusters Score: Raw -10809.160382 + Penalty 477.479191 = -10331.681192 nChanged 2 SP:Iteration 6Q (15490.850000 sec): 3 clusters Score: Raw -10813.622531 + Penalty 477.479191 = -10336.143340 nChanged 2 SP:Iteration 7Q (15491.010000 sec): 3 clusters Score: Raw -10821.118088 + Penalty 477.479191 = -10343.638898 nChanged 1 SP:Iteration 8Q (15491.250000 sec): 3 clusters Score: Raw -10822.201657 + Penalty 477.479191 = -10344.722466 nChanged 1 SP:Iteration 9Q (15491.440000 sec): 3 clusters Score: Raw -10823.846325 + Penalty 477.479191 = -10346.367134 nChanged 0 SP:Iteration 10F (15491.630000 sec): 3 clusters Score: Raw -10823.846325 + Penalty 477.479191 = -10346.367134 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15491.770000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15491.920000 sec): 3 clusters Score: Raw -20105.608558 + Penalty 521.439080 = -19584.169477 nChanged 104 SP:Iteration 1F (15492.130000 sec): 3 clusters Score: Raw -20229.928864 + Penalty 521.439080 = -19708.489784 nChanged 29 SP:Iteration 2F (15492.280000 sec): 3 clusters Score: Raw -20260.586985 + Penalty 521.439080 = -19739.147905 nChanged 13 SP:Iteration 3Q (15492.450000 sec): 3 clusters Score: Raw -20277.404180 + Penalty 521.439080 = -19755.965100 nChanged 9 SP:Iteration 4Q (15492.600000 sec): 3 clusters Score: Raw -20292.603348 + Penalty 521.439080 = -19771.164268 nChanged 6 SP:Iteration 5Q (15492.750000 sec): 3 clusters Score: Raw -20303.362580 + Penalty 521.439080 = -19781.923500 nChanged 6 SP:Iteration 6Q (15492.960000 sec): 3 clusters Score: Raw -20308.300593 + Penalty 521.439080 = -19786.861513 nChanged 0 SP:Iteration 7F (15493.110000 sec): 3 clusters Score: Raw -20308.300593 + Penalty 521.439080 = -19786.861513 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15493.150000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15493.340000 sec): 3 clusters Score: Raw -18536.147110 + Penalty 518.740365 = -18017.406745 nChanged 86 SP:Iteration 1F (15493.550000 sec): 3 clusters Score: Raw -18613.099343 + Penalty 518.740365 = -18094.358978 nChanged 21 SP:Iteration 2F (15493.710000 sec): 3 clusters Score: Raw -18635.692673 + Penalty 518.740365 = -18116.952308 nChanged 8 SP:Iteration 3Q (15493.860000 sec): 3 clusters Score: Raw -18642.956753 + Penalty 518.740365 = -18124.216388 nChanged 3 SP:Iteration 4Q (15494.030000 sec): 3 clusters Score: Raw -18645.403957 + Penalty 518.740365 = -18126.663592 nChanged 0 SP:Iteration 5F (15494.230000 sec): 3 clusters Score: Raw -18645.403957 + Penalty 518.740365 = -18126.663592 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15494.350000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15494.520000 sec): 3 clusters Score: Raw -6202.542362 + Penalty 426.912657 = -5775.629705 nChanged 24 SP:Iteration 1F (15494.710000 sec): 3 clusters Score: Raw -6265.361996 + Penalty 426.912657 = -5838.449339 nChanged 9 SP:Iteration 2F (15494.890000 sec): 3 clusters Score: Raw -6287.269521 + Penalty 426.912657 = -5860.356863 nChanged 6 SP:Iteration 3F (15495.050000 sec): 3 clusters Score: Raw -6300.955382 + Penalty 426.912657 = -5874.042725 nChanged 2 SP:Iteration 4Q (15495.230000 sec): 3 clusters Score: Raw -6305.585278 + Penalty 426.912657 = -5878.672621 nChanged 1 SP:Iteration 5Q (15495.460000 sec): 3 clusters Score: Raw -6309.376349 + Penalty 426.912657 = -5882.463692 nChanged 0 SP:Iteration 6F (15495.610000 sec): 3 clusters Score: Raw -6309.376349 + Penalty 426.912657 = -5882.463692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15495.710000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15495.900000 sec): 3 clusters Score: Raw -8482.695035 + Penalty 448.380085 = -8034.314950 nChanged 33 SP:Iteration 1F (15496.080000 sec): 3 clusters Score: Raw -8539.404367 + Penalty 448.380085 = -8091.024281 nChanged 9 SP:Iteration 2F (15496.310000 sec): 3 clusters Score: Raw -8551.740888 + Penalty 448.380085 = -8103.360803 nChanged 1 SP:Iteration 3Q (15496.530000 sec): 3 clusters Score: Raw -8552.672869 + Penalty 448.380085 = -8104.292784 nChanged 0 SP:Iteration 4F (15496.740000 sec): 3 clusters Score: Raw -8552.672869 + Penalty 448.380085 = -8104.292784 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15496.840000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15497.000000 sec): 3 clusters Score: Raw -7115.361728 + Penalty 430.192292 = -6685.169437 nChanged 19 SP:Iteration 1F (15497.220000 sec): 3 clusters Score: Raw -7148.461361 + Penalty 430.192292 = -6718.269069 nChanged 5 SP:Iteration 2Q (15497.390000 sec): 3 clusters Score: Raw -7160.495451 + Penalty 430.192292 = -6730.303160 nChanged 0 SP:Iteration 3F (15497.560000 sec): 3 clusters Score: Raw -7160.495451 + Penalty 430.192292 = -6730.303160 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15497.670000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15497.820000 sec): 3 clusters Score: Raw -16031.835075 + Penalty 514.056656 = -15517.778419 nChanged 77 SP:Iteration 1F (15497.960000 sec): 3 clusters Score: Raw -16107.494863 + Penalty 514.056656 = -15593.438207 nChanged 18 SP:Iteration 2F (15498.140000 sec): 3 clusters Score: Raw -16130.913178 + Penalty 514.056656 = -15616.856522 nChanged 8 SP:Iteration 3Q (15498.320000 sec): 3 clusters Score: Raw -16139.615712 + Penalty 514.056656 = -15625.559056 nChanged 4 SP:Iteration 4Q (15498.490000 sec): 3 clusters Score: Raw -16146.711502 + Penalty 514.056656 = -15632.654847 nChanged 6 SP:Iteration 5Q (15498.700000 sec): 3 clusters Score: Raw -16154.972191 + Penalty 514.056656 = -15640.915536 nChanged 3 SP:Iteration 6Q (15498.900000 sec): 3 clusters Score: Raw -16157.426885 + Penalty 514.056656 = -15643.370229 nChanged 2 SP:Iteration 7Q (15499.080000 sec): 3 clusters Score: Raw -16160.472772 + Penalty 514.056656 = -15646.416116 nChanged 0 SP:Iteration 8F (15499.260000 sec): 3 clusters Score: Raw -16160.472772 + Penalty 514.056656 = -15646.416116 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15499.360000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15499.600000 sec): 3 clusters Score: Raw -2988.680867 + Penalty 375.569229 = -2613.111638 nChanged 7 SP:Iteration 1F (15499.780000 sec): 3 clusters Score: Raw -3011.420317 + Penalty 375.569229 = -2635.851088 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15499.830000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15500.030000 sec): 3 clusters Score: Raw -10173.953157 + Penalty 464.087845 = -9709.865312 nChanged 39 SP:Iteration 1F (15500.220000 sec): 3 clusters Score: Raw -10227.870285 + Penalty 464.087845 = -9763.782441 nChanged 10 SP:Iteration 2F (15500.440000 sec): 3 clusters Score: Raw -10250.609080 + Penalty 464.087845 = -9786.521235 nChanged 4 SP:Iteration 3Q (15500.610000 sec): 3 clusters Score: Raw -10259.287007 + Penalty 464.087845 = -9795.199162 nChanged 1 SP:Iteration 4Q (15500.840000 sec): 3 clusters Score: Raw -10260.617912 + Penalty 464.087845 = -9796.530067 nChanged 1 SP:Iteration 5Q (15501.040000 sec): 3 clusters Score: Raw -10261.038709 + Penalty 464.087845 = -9796.950864 nChanged 1 SP:Iteration 6Q (15501.230000 sec): 3 clusters Score: Raw -10266.593768 + Penalty 464.087845 = -9802.505923 nChanged 0 SP:Iteration 7F (15501.460000 sec): 3 clusters Score: Raw -10266.593768 + Penalty 464.087845 = -9802.505923 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15501.590000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15501.750000 sec): 3 clusters Score: Raw -17340.254950 + Penalty 519.044205 = -16821.210745 nChanged 101 SP:Iteration 1F (15501.950000 sec): 3 clusters Score: Raw -17434.877998 + Penalty 519.044205 = -16915.833792 nChanged 23 SP:Iteration 2F (15502.200000 sec): 3 clusters Score: Raw -17460.551315 + Penalty 519.044205 = -16941.507110 nChanged 10 SP:Iteration 3Q (15502.400000 sec): 3 clusters Score: Raw -17469.365044 + Penalty 519.044205 = -16950.320838 nChanged 8 SP:Iteration 4Q (15502.690000 sec): 3 clusters Score: Raw -17480.742709 + Penalty 519.044205 = -16961.698504 nChanged 4 SP:Iteration 5Q (15502.860000 sec): 3 clusters Score: Raw -17485.668722 + Penalty 519.044205 = -16966.624517 nChanged 3 SP:Iteration 6Q (15503.070000 sec): 3 clusters Score: Raw -17490.431386 + Penalty 519.044205 = -16971.387181 nChanged 1 SP:Iteration 7Q (15503.260000 sec): 3 clusters Score: Raw -17492.432553 + Penalty 519.044205 = -16973.388347 nChanged 1 SP:Iteration 8Q (15503.400000 sec): 3 clusters Score: Raw -17493.094818 + Penalty 519.044205 = -16974.050613 nChanged 0 SP:Iteration 9F (15503.580000 sec): 3 clusters Score: Raw -17493.094818 + Penalty 519.044205 = -16974.050613 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15503.620000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15503.830000 sec): 3 clusters Score: Raw -23190.529992 + Penalty 532.288555 = -22658.241437 nChanged 107 SP:Iteration 1F (15504.050000 sec): 3 clusters Score: Raw -23280.782092 + Penalty 532.288555 = -22748.493537 nChanged 30 SP:Iteration 2F (15504.250000 sec): 3 clusters Score: Raw -23319.873774 + Penalty 532.288555 = -22787.585219 nChanged 17 SP:Iteration 3Q (15504.440000 sec): 3 clusters Score: Raw -23339.903386 + Penalty 532.288555 = -22807.614831 nChanged 11 SP:Iteration 4Q (15504.660000 sec): 3 clusters Score: Raw -23352.419739 + Penalty 532.288555 = -22820.131184 nChanged 5 SP:Iteration 5Q (15504.820000 sec): 3 clusters Score: Raw -23356.904843 + Penalty 532.288555 = -22824.616288 nChanged 2 SP:Iteration 6Q (15504.990000 sec): 3 clusters Score: Raw -23358.840283 + Penalty 532.288555 = -22826.551728 nChanged 0 SP:Iteration 7F (15505.180000 sec): 3 clusters Score: Raw -23358.840283 + Penalty 532.288555 = -22826.551728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15505.240000 sec): 2 clusters Score: Raw -9805.783878 + Penalty 232.595444 = -9573.188434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15505.420000 sec): 3 clusters Score: Raw -9779.651104 + Penalty 465.190889 = -9314.460216 nChanged 39 SP:Iteration 1F (15505.620000 sec): 3 clusters Score: Raw -9837.691687 + Penalty 465.190889 = -9372.500798 nChanged 16 SP:Iteration 2F (15505.840000 sec): 3 clusters Score: Raw -9876.240912 + Penalty 465.190889 = -9411.050024 nChanged 10 SP:Iteration 3F (15506.100000 sec): 3 clusters Score: Raw -9893.389626 + Penalty 465.190889 = -9428.198737 nChanged 6 SP:Iteration 4Q (15506.240000 sec): 3 clusters Score: Raw -9909.364334 + Penalty 465.190889 = -9444.173445 nChanged 6 SP:Iteration 5Q (15506.460000 sec): 3 clusters Score: Raw -9932.082932 + Penalty 465.190889 = -9466.892043 nChanged 4 SP:Iteration 6Q (15506.630000 sec): 3 clusters Score: Raw -9938.999799 + Penalty 465.190889 = -9473.808910 nChanged 1 SP:Iteration 7Q (15506.790000 sec): 3 clusters Score: Raw -9940.497458 + Penalty 465.190889 = -9475.306569 nChanged 0 SP:Iteration 8F (15507.020000 sec): 3 clusters Score: Raw -9940.497458 + Penalty 465.190889 = -9475.306569 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15507.070000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15507.260000 sec): 3 clusters Score: Raw -9790.593459 + Penalty 462.407797 = -9328.185662 nChanged 36 SP:Iteration 1F (15507.440000 sec): 3 clusters Score: Raw -9862.000431 + Penalty 462.407797 = -9399.592634 nChanged 8 SP:Iteration 2Q (15507.680000 sec): 3 clusters Score: Raw -9882.470856 + Penalty 462.407797 = -9420.063058 nChanged 6 SP:Iteration 3Q (15507.890000 sec): 3 clusters Score: Raw -9901.904876 + Penalty 462.407797 = -9439.497078 nChanged 6 SP:Iteration 4Q (15508.040000 sec): 3 clusters Score: Raw -9915.103032 + Penalty 462.407797 = -9452.695235 nChanged 2 SP:Iteration 5Q (15508.250000 sec): 3 clusters Score: Raw -9922.140875 + Penalty 462.407797 = -9459.733077 nChanged 2 SP:Iteration 6Q (15508.450000 sec): 3 clusters Score: Raw -9927.898237 + Penalty 462.407797 = -9465.490439 nChanged 4 SP:Iteration 7Q (15508.670000 sec): 3 clusters Score: Raw -9943.941799 + Penalty 462.407797 = -9481.534002 nChanged 4 SP:Iteration 8Q (15508.860000 sec): 3 clusters Score: Raw -9952.760843 + Penalty 462.407797 = -9490.353045 nChanged 0 SP:Iteration 9F (15509.020000 sec): 3 clusters Score: Raw -9954.279856 + Penalty 462.407797 = -9491.872058 nChanged 1 SP:Iteration 10Q (15509.230000 sec): 3 clusters Score: Raw -9963.100003 + Penalty 462.407797 = -9500.692206 nChanged 0 SP:Iteration 11F (15509.380000 sec): 3 clusters Score: Raw -9963.100003 + Penalty 462.407797 = -9500.692206 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15509.500000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15509.660000 sec): 3 clusters Score: Raw -19289.364871 + Penalty 527.164238 = -18762.200632 nChanged 104 SP:Iteration 1F (15509.870000 sec): 3 clusters Score: Raw -19380.929994 + Penalty 527.164238 = -18853.765756 nChanged 29 SP:Iteration 2F (15510.020000 sec): 3 clusters Score: Raw -19412.386025 + Penalty 527.164238 = -18885.221787 nChanged 17 SP:Iteration 3F (15510.230000 sec): 3 clusters Score: Raw -19442.790214 + Penalty 527.164238 = -18915.625975 nChanged 26 SP:Iteration 4F (15510.410000 sec): 3 clusters Score: Raw -19498.773710 + Penalty 527.164238 = -18971.609471 nChanged 17 SP:Iteration 5F (15510.630000 sec): 3 clusters Score: Raw -19524.614277 + Penalty 527.164238 = -18997.450038 nChanged 9 SP:Iteration 6Q (15510.790000 sec): 3 clusters Score: Raw -19539.187950 + Penalty 527.164238 = -19012.023712 nChanged 8 SP:Iteration 7Q (15511.000000 sec): 3 clusters Score: Raw -19550.666871 + Penalty 527.164238 = -19023.502632 nChanged 12 SP:Iteration 8Q (15511.220000 sec): 3 clusters Score: Raw -19563.648237 + Penalty 527.164238 = -19036.483998 nChanged 6 SP:Iteration 9Q (15511.420000 sec): 3 clusters Score: Raw -19569.371316 + Penalty 527.164238 = -19042.207078 nChanged 3 SP:Iteration 10Q (15511.630000 sec): 3 clusters Score: Raw -19572.068288 + Penalty 527.164238 = -19044.904049 nChanged 4 SP:Iteration 11Q (15511.850000 sec): 3 clusters Score: Raw -19578.198180 + Penalty 527.164238 = -19051.033942 nChanged 1 SP:Iteration 12Q (15512.080000 sec): 3 clusters Score: Raw -19579.972914 + Penalty 527.164238 = -19052.808676 nChanged 1 SP:Iteration 13Q (15512.260000 sec): 3 clusters Score: Raw -19580.405427 + Penalty 527.164238 = -19053.241188 nChanged 0 SP:Iteration 14F (15512.430000 sec): 3 clusters Score: Raw -19580.405427 + Penalty 527.164238 = -19053.241188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15512.490000 sec): 2 clusters Score: Raw -8188.757794 + Penalty 222.167487 = -7966.590306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15512.660000 sec): 3 clusters Score: Raw -8178.455230 + Penalty 444.334975 = -7734.120255 nChanged 31 SP:Iteration 1F (15512.920000 sec): 3 clusters Score: Raw -8223.047742 + Penalty 444.334975 = -7778.712767 nChanged 8 SP:Iteration 2F (15513.100000 sec): 3 clusters Score: Raw -8231.865227 + Penalty 444.334975 = -7787.530252 nChanged 2 SP:Iteration 3Q (15513.260000 sec): 3 clusters Score: Raw -8235.254409 + Penalty 444.334975 = -7790.919434 nChanged 1 SP:Iteration 4Q (15513.430000 sec): 3 clusters Score: Raw -8235.432998 + Penalty 444.334975 = -7791.098023 nChanged 0 SP:Iteration 5F (15513.590000 sec): 3 clusters Score: Raw -8235.432998 + Penalty 444.334975 = -7791.098023 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15513.660000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15513.820000 sec): 3 clusters Score: Raw -7977.211173 + Penalty 444.334975 = -7532.876198 nChanged 36 SP:Iteration 1F (15514.010000 sec): 3 clusters Score: Raw -8016.647354 + Penalty 444.334975 = -7572.312379 nChanged 9 SP:Iteration 2F (15514.180000 sec): 3 clusters Score: Raw -8044.366621 + Penalty 444.334975 = -7600.031646 nChanged 1 SP:Iteration 3Q (15514.390000 sec): 3 clusters Score: Raw -8045.712874 + Penalty 444.334975 = -7601.377899 nChanged 0 SP:Iteration 4F (15514.530000 sec): 3 clusters Score: Raw -8045.712874 + Penalty 444.334975 = -7601.377899 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15514.670000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15514.820000 sec): 3 clusters Score: Raw -22800.088026 + Penalty 543.847933 = -22256.240093 nChanged 139 SP:Iteration 1F (15514.960000 sec): 3 clusters Score: Raw -22939.531606 + Penalty 543.847933 = -22395.683673 nChanged 46 SP:Iteration 2F (15515.140000 sec): 3 clusters Score: Raw -23000.173401 + Penalty 543.847933 = -22456.325468 nChanged 22 SP:Iteration 3F (15515.280000 sec): 3 clusters Score: Raw -23023.513155 + Penalty 543.847933 = -22479.665222 nChanged 15 SP:Iteration 4Q (15515.450000 sec): 3 clusters Score: Raw -23040.526765 + Penalty 543.847933 = -22496.678833 nChanged 13 SP:Iteration 5Q (15515.640000 sec): 3 clusters Score: Raw -23056.642980 + Penalty 543.847933 = -22512.795048 nChanged 6 SP:Iteration 6Q (15515.880000 sec): 3 clusters Score: Raw -23062.980968 + Penalty 543.847933 = -22519.133035 nChanged 6 SP:Iteration 7Q (15516.080000 sec): 3 clusters Score: Raw -23068.253081 + Penalty 543.847933 = -22524.405148 nChanged 5 SP:Iteration 8Q (15516.300000 sec): 3 clusters Score: Raw -23073.051358 + Penalty 543.847933 = -22529.203426 nChanged 4 SP:Iteration 9Q (15516.560000 sec): 3 clusters Score: Raw -23077.293442 + Penalty 543.847933 = -22533.445509 nChanged 4 SP:Iteration 10Q (15516.750000 sec): 3 clusters Score: Raw -23079.876386 + Penalty 543.847933 = -22536.028453 nChanged 3 SP:Iteration 11Q (15517.010000 sec): 3 clusters Score: Raw -23082.506706 + Penalty 543.847933 = -22538.658773 nChanged 1 SP:Iteration 12Q (15517.230000 sec): 3 clusters Score: Raw -23083.929085 + Penalty 543.847933 = -22540.081152 nChanged 2 SP:Iteration 13Q (15517.410000 sec): 3 clusters Score: Raw -23085.849854 + Penalty 543.847933 = -22542.001921 nChanged 3 SP:Iteration 14Q (15517.590000 sec): 3 clusters Score: Raw -23087.635017 + Penalty 543.847933 = -22543.787084 nChanged 0 SP:Iteration 15F (15517.730000 sec): 3 clusters Score: Raw -23087.635017 + Penalty 543.847933 = -22543.787084 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15517.820000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15518.010000 sec): 3 clusters Score: Raw -4908.226200 + Penalty 417.232041 = -4490.994160 nChanged 18 SP:Iteration 1F (15518.160000 sec): 3 clusters Score: Raw -4944.421511 + Penalty 417.232041 = -4527.189470 nChanged 3 SP:Iteration 2Q (15518.410000 sec): 3 clusters Score: Raw -4955.743085 + Penalty 417.232041 = -4538.511045 nChanged 3 SP:Iteration 3Q (15518.620000 sec): 3 clusters Score: Raw -4967.042499 + Penalty 417.232041 = -4549.810459 nChanged 4 SP:Iteration 4Q (15518.800000 sec): 3 clusters Score: Raw -4974.462914 + Penalty 417.232041 = -4557.230874 nChanged 2 SP:Iteration 5Q (15519.050000 sec): 3 clusters Score: Raw -4982.335588 + Penalty 417.232041 = -4565.103547 nChanged 0 SP:Iteration 6F (15519.250000 sec): 3 clusters Score: Raw -4982.335588 + Penalty 417.232041 = -4565.103547 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15519.310000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15519.540000 sec): 3 clusters Score: Raw -8181.358550 + Penalty 450.980262 = -7730.378287 nChanged 32 SP:Iteration 1F (15519.710000 sec): 3 clusters Score: Raw -8227.003963 + Penalty 450.980262 = -7776.023701 nChanged 12 SP:Iteration 2F (15519.910000 sec): 3 clusters Score: Raw -8254.144826 + Penalty 450.980262 = -7803.164563 nChanged 5 SP:Iteration 3Q (15520.110000 sec): 3 clusters Score: Raw -8259.939373 + Penalty 450.980262 = -7808.959111 nChanged 2 SP:Iteration 4Q (15520.310000 sec): 3 clusters Score: Raw -8265.386415 + Penalty 450.980262 = -7814.406153 nChanged 1 SP:Iteration 5Q (15520.530000 sec): 3 clusters Score: Raw -8266.700492 + Penalty 450.980262 = -7815.720230 nChanged 1 SP:Iteration 6Q (15520.680000 sec): 3 clusters Score: Raw -8268.098356 + Penalty 450.980262 = -7817.118094 nChanged 0 SP:Iteration 7F (15520.870000 sec): 3 clusters Score: Raw -8268.098356 + Penalty 450.980262 = -7817.118094 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15520.920000 sec): 2 clusters Score: Raw -4461.770618 + Penalty 206.719913 = -4255.050705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15521.100000 sec): 3 clusters Score: Raw -4495.645418 + Penalty 413.439825 = -4082.205593 nChanged 21 SP:Iteration 1F (15521.300000 sec): 3 clusters Score: Raw -4562.827678 + Penalty 413.439825 = -4149.387853 nChanged 3 SP:Iteration 2Q (15521.470000 sec): 3 clusters Score: Raw -4574.687928 + Penalty 413.439825 = -4161.248102 nChanged 1 SP:Iteration 3Q (15521.650000 sec): 3 clusters Score: Raw -4578.414638 + Penalty 413.439825 = -4164.974813 nChanged 1 SP:Iteration 4Q (15521.810000 sec): 3 clusters Score: Raw -4584.895949 + Penalty 413.439825 = -4171.456124 nChanged 0 SP:Iteration 5F (15522.030000 sec): 3 clusters Score: Raw -4584.895949 + Penalty 413.439825 = -4171.456124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15522.090000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15522.260000 sec): 3 clusters Score: Raw -8516.309577 + Penalty 448.380085 = -8067.929492 nChanged 30 SP:Iteration 1F (15522.490000 sec): 3 clusters Score: Raw -8563.639230 + Penalty 448.380085 = -8115.259144 nChanged 8 SP:Iteration 2F (15522.630000 sec): 3 clusters Score: Raw -8580.241729 + Penalty 448.380085 = -8131.861643 nChanged 2 SP:Iteration 3Q (15522.810000 sec): 3 clusters Score: Raw -8582.400471 + Penalty 448.380085 = -8134.020386 nChanged 1 SP:Iteration 4Q (15523.000000 sec): 3 clusters Score: Raw -8583.052776 + Penalty 448.380085 = -8134.672691 nChanged 0 SP:Iteration 5F (15523.200000 sec): 3 clusters Score: Raw -8583.052776 + Penalty 448.380085 = -8134.672691 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15523.290000 sec): 2 clusters Score: Raw -23694.328673 + Penalty 274.723127 = -23419.605546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15523.470000 sec): 3 clusters Score: Raw -23551.404204 + Penalty 549.446254 = -23001.957950 nChanged 148 SP:Iteration 1F (15523.660000 sec): 3 clusters Score: Raw -23646.697324 + Penalty 549.446254 = -23097.251070 nChanged 24 SP:Iteration 2F (15523.810000 sec): 3 clusters Score: Raw -23662.963668 + Penalty 549.446254 = -23113.517414 nChanged 16 SP:Iteration 3Q (15523.990000 sec): 3 clusters Score: Raw -23673.862262 + Penalty 549.446254 = -23124.416008 nChanged 9 SP:Iteration 4Q (15524.240000 sec): 3 clusters Score: Raw -23685.839267 + Penalty 549.446254 = -23136.393013 nChanged 11 SP:Iteration 5Q (15524.370000 sec): 3 clusters Score: Raw -23696.746869 + Penalty 549.446254 = -23147.300615 nChanged 6 SP:Iteration 6Q (15524.560000 sec): 3 clusters Score: Raw -23700.288518 + Penalty 549.446254 = -23150.842264 nChanged 5 SP:Iteration 7Q (15524.760000 sec): 3 clusters Score: Raw -23704.802583 + Penalty 549.446254 = -23155.356330 nChanged 3 SP:Iteration 8Q (15524.890000 sec): 3 clusters Score: Raw -23709.579752 + Penalty 549.446254 = -23160.133498 nChanged 7 SP:Iteration 9Q (15525.070000 sec): 3 clusters Score: Raw -23715.788846 + Penalty 549.446254 = -23166.342592 nChanged 9 SP:Iteration 10Q (15525.270000 sec): 3 clusters Score: Raw -23725.133656 + Penalty 549.446254 = -23175.687402 nChanged 6 SP:Iteration 11Q (15525.490000 sec): 3 clusters Score: Raw -23731.970500 + Penalty 549.446254 = -23182.524247 nChanged 5 SP:Iteration 12Q (15525.690000 sec): 3 clusters Score: Raw -23736.025505 + Penalty 549.446254 = -23186.579252 nChanged 4 SP:Iteration 13Q (15525.890000 sec): 3 clusters Score: Raw -23738.152257 + Penalty 549.446254 = -23188.706003 nChanged 2 SP:Iteration 14Q (15526.080000 sec): 3 clusters Score: Raw -23739.575195 + Penalty 549.446254 = -23190.128941 nChanged 3 SP:Iteration 15Q (15526.320000 sec): 3 clusters Score: Raw -23744.113717 + Penalty 549.446254 = -23194.667463 nChanged 4 SP:Iteration 16Q (15526.510000 sec): 3 clusters Score: Raw -23747.996306 + Penalty 549.446254 = -23198.550053 nChanged 4 SP:Iteration 17Q (15526.720000 sec): 3 clusters Score: Raw -23751.581733 + Penalty 549.446254 = -23202.135480 nChanged 3 SP:Iteration 18Q (15526.880000 sec): 3 clusters Score: Raw -23753.234482 + Penalty 549.446254 = -23203.788228 nChanged 1 SP:Iteration 19Q (15527.060000 sec): 3 clusters Score: Raw -23753.454270 + Penalty 549.446254 = -23204.008016 nChanged 1 SP:Iteration 20F (15527.270000 sec): 3 clusters Score: Raw -23753.580333 + Penalty 549.446254 = -23204.134079 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15527.320000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15527.490000 sec): 3 clusters Score: Raw -3271.334543 + Penalty 377.025260 = -2894.309282 nChanged 11 SP:Iteration 1F (15527.690000 sec): 3 clusters Score: Raw -3311.950749 + Penalty 377.025260 = -2934.925489 nChanged 5 SP:Iteration 2F (15527.850000 sec): 3 clusters Score: Raw -3335.631870 + Penalty 377.025260 = -2958.606610 nChanged 3 SP:Iteration 3Q (15527.990000 sec): 3 clusters Score: Raw -3356.250341 + Penalty 377.025260 = -2979.225080 nChanged 2 SP:Iteration 4Q (15528.160000 sec): 3 clusters Score: Raw -3370.885977 + Penalty 377.025260 = -2993.860717 nChanged 1 SP:Iteration 5Q (15528.350000 sec): 3 clusters Score: Raw -3379.828115 + Penalty 377.025260 = -3002.802855 nChanged 0 SP:Iteration 6F (15528.510000 sec): 3 clusters Score: Raw -3379.828115 + Penalty 377.025260 = -3002.802855 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15528.630000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15528.790000 sec): 3 clusters Score: Raw -6268.589163 + Penalty 439.376550 = -5829.212613 nChanged 33 SP:Iteration 1F (15528.990000 sec): 3 clusters Score: Raw -6331.202611 + Penalty 439.376550 = -5891.826061 nChanged 7 SP:Iteration 2F (15529.190000 sec): 3 clusters Score: Raw -6342.406964 + Penalty 439.376550 = -5903.030414 nChanged 3 SP:Iteration 3Q (15529.400000 sec): 3 clusters Score: Raw -6346.838616 + Penalty 439.376550 = -5907.462066 nChanged 2 SP:Iteration 4Q (15529.560000 sec): 3 clusters Score: Raw -6350.609190 + Penalty 439.376550 = -5911.232640 nChanged 1 SP:Iteration 5Q (15529.770000 sec): 3 clusters Score: Raw -6355.209284 + Penalty 439.376550 = -5915.832734 nChanged 0 SP:Iteration 6F (15529.970000 sec): 3 clusters Score: Raw -6355.209284 + Penalty 439.376550 = -5915.832734 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15530.050000 sec): 2 clusters Score: Raw -3702.939788 + Penalty 213.456329 = -3489.483460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15530.250000 sec): 3 clusters Score: Raw -3729.603841 + Penalty 426.912657 = -3302.691184 nChanged 33 SP:Iteration 1F (15530.430000 sec): 3 clusters Score: Raw -3868.378222 + Penalty 426.912657 = -3441.465565 nChanged 10 SP:Iteration 2F (15530.610000 sec): 3 clusters Score: Raw -3925.537928 + Penalty 426.912657 = -3498.625271 nChanged 3 SP:Iteration 3Q (15530.830000 sec): 3 clusters Score: Raw -3947.215375 + Penalty 426.912657 = -3520.302718 nChanged 1 SP:Iteration 4Q (15531.030000 sec): 3 clusters Score: Raw -3986.709104 + Penalty 426.912657 = -3559.796447 nChanged 2 SP:Iteration 5Q (15531.240000 sec): 3 clusters Score: Raw -3992.386747 + Penalty 426.912657 = -3565.474090 nChanged 0 SP:Iteration 6F (15531.440000 sec): 3 clusters Score: Raw -3992.386747 + Penalty 426.912657 = -3565.474090 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15531.550000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15531.760000 sec): 3 clusters Score: Raw -3753.413587 + Penalty 391.669923 = -3361.743664 nChanged 15 SP:Iteration 1F (15531.940000 sec): 3 clusters Score: Raw -3800.203522 + Penalty 391.669923 = -3408.533598 nChanged 3 SP:Iteration 2Q (15532.150000 sec): 3 clusters Score: Raw -3812.896548 + Penalty 391.669923 = -3421.226625 nChanged 0 SP:Iteration 3F (15532.370000 sec): 3 clusters Score: Raw -3812.896548 + Penalty 391.669923 = -3421.226625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15532.470000 sec): 2 clusters Score: Raw -5394.137354 + Penalty 225.168575 = -5168.968779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15532.630000 sec): 3 clusters Score: Raw -5408.475597 + Penalty 450.337150 = -4958.138447 nChanged 39 SP:Iteration 1F (15532.790000 sec): 3 clusters Score: Raw -5537.795495 + Penalty 450.337150 = -5087.458345 nChanged 16 SP:Iteration 2F (15532.990000 sec): 3 clusters Score: Raw -5606.650466 + Penalty 450.337150 = -5156.313316 nChanged 8 SP:Iteration 3F (15533.150000 sec): 3 clusters Score: Raw -5653.147292 + Penalty 450.337150 = -5202.810142 nChanged 5 SP:Iteration 4Q (15533.300000 sec): 3 clusters Score: Raw -5670.598605 + Penalty 450.337150 = -5220.261455 nChanged 4 SP:Iteration 5Q (15533.450000 sec): 3 clusters Score: Raw -5698.615311 + Penalty 450.337150 = -5248.278161 nChanged 7 SP:Iteration 6Q (15533.630000 sec): 3 clusters Score: Raw -5797.399125 + Penalty 450.337150 = -5347.061975 nChanged 4 SP:Iteration 7Q (15533.770000 sec): 3 clusters Score: Raw -5858.665193 + Penalty 450.337150 = -5408.328043 nChanged 0 SP:Iteration 8F (15533.910000 sec): 3 clusters Score: Raw -5858.665193 + Penalty 450.337150 = -5408.328043 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15534.020000 sec): 2 clusters Score: Raw -4876.165206 + Penalty 213.871857 = -4662.293350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15534.200000 sec): 3 clusters Score: Raw -4913.120332 + Penalty 427.743713 = -4485.376619 nChanged 29 SP:Iteration 1F (15534.380000 sec): 3 clusters Score: Raw -5061.515567 + Penalty 427.743713 = -4633.771854 nChanged 8 SP:Iteration 2F (15534.610000 sec): 3 clusters Score: Raw -5091.685712 + Penalty 427.743713 = -4663.941999 nChanged 4 SP:Iteration 3Q (15534.760000 sec): 3 clusters Score: Raw -5107.281420 + Penalty 427.743713 = -4679.537707 nChanged 3 SP:Iteration 4Q (15534.910000 sec): 3 clusters Score: Raw -5128.094453 + Penalty 427.743713 = -4700.350740 nChanged 1 SP:Iteration 5Q (15535.080000 sec): 3 clusters Score: Raw -5137.811539 + Penalty 427.743713 = -4710.067826 nChanged 0 SP:Iteration 6F (15535.270000 sec): 3 clusters Score: Raw -5137.811539 + Penalty 427.743713 = -4710.067826 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 79. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15535.370000 sec): 2 clusters Score: Raw -2500.808279 + Penalty 187.784615 = -2313.023665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15535.550000 sec): 3 clusters Score: Raw -2563.624271 + Penalty 375.569229 = -2188.055042 nChanged 15 SP:Iteration 1F (15535.710000 sec): 3 clusters Score: Raw -2629.359776 + Penalty 375.569229 = -2253.790547 nChanged 2 SP:Iteration 2Q (15535.890000 sec): 3 clusters Score: Raw -2648.909488 + Penalty 375.569229 = -2273.340259 nChanged 1 SP:Iteration 3Q (15536.060000 sec): 3 clusters Score: Raw -2654.654224 + Penalty 375.569229 = -2279.084995 nChanged 0 SP:Iteration 4F (15536.300000 sec): 3 clusters Score: Raw -2654.654224 + Penalty 375.569229 = -2279.084995 nChanged 0 Deleting Class 79 (17 points): Lose 291.992293 but Gain 586.233529 Iteration 281F (15572.090000 sec): 79 clusters Score: Raw -24051906.218963 + Penalty 45726.215265 = -24006180.003697 nChanged 24 Iteration 282F (15610.900000 sec): 79 clusters Score: Raw -24052064.997580 + Penalty 45726.215265 = -24006338.782315 nChanged 7 Iteration 283Q (15639.720000 sec): 79 clusters Score: Raw -24052179.259473 + Penalty 45726.215265 = -24006453.044207 nChanged 5 Iteration 284Q (15671.280000 sec): 79 clusters Score: Raw -24052233.112074 + Penalty 45726.215265 = -24006506.896808 nChanged 2 Iteration 285Q (15700.450000 sec): 79 clusters Score: Raw -24052253.883801 + Penalty 45726.215265 = -24006527.668536 nChanged 0 Iteration 286F (15740.490000 sec): 79 clusters Score: Raw -24052521.761322 + Penalty 45726.215265 = -24006795.546057 nChanged 20 Iteration 287Q (15774.230000 sec): 79 clusters Score: Raw -24052835.601335 + Penalty 45726.215265 = -24007109.386070 nChanged 4 Iteration 288Q (15805.460000 sec): 79 clusters Score: Raw -24052959.810963 + Penalty 45726.215265 = -24007233.595697 nChanged 0 Iteration 289F (15845.440000 sec): 79 clusters Score: Raw -24053241.043468 + Penalty 45726.215265 = -24007514.828202 nChanged 17 Iteration 290Q (15876.980000 sec): 79 clusters Score: Raw -24053497.661499 + Penalty 45726.215265 = -24007771.446234 nChanged 7 Iteration 291Q (15907.780000 sec): 79 clusters Score: Raw -24053549.753361 + Penalty 45726.215265 = -24007823.538096 nChanged 1 Iteration 292Q (15938.260000 sec): 79 clusters Score: Raw -24053551.479939 + Penalty 45726.215265 = -24007825.264673 nChanged 0 Iteration 293F (15978.340000 sec): 79 clusters Score: Raw -24053753.306220 + Penalty 45726.215265 = -24008027.090954 nChanged 13 Iteration 294Q (16009.960000 sec): 79 clusters Score: Raw -24053919.920429 + Penalty 45726.215265 = -24008193.705164 nChanged 5 Iteration 295Q (16043.440000 sec): 79 clusters Score: Raw -24053948.653657 + Penalty 45726.215265 = -24008222.438392 nChanged 0 Iteration 296F (16080.750000 sec): 79 clusters Score: Raw -24053960.441264 + Penalty 45726.215265 = -24008234.225999 nChanged 1 Iteration 297Q (16110.680000 sec): 79 clusters Score: Raw -24053965.098045 + Penalty 45726.215265 = -24008238.882780 nChanged 1 Iteration 298Q (16141.340000 sec): 79 clusters Score: Raw -24053969.969689 + Penalty 45726.215265 = -24008243.754424 nChanged 0 Writing temp clu file Because OldScore, -24008238.882780, is greater than current (better) Score,-24008243.754424 Compute initial score before splitting: Score: Raw -24053969.969689 + Penalty 45726.215265 = -24008243.754424 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16141.650000 sec): 2 clusters Score: Raw -2034804.070087 + Penalty 472.822323 = -2034331.247764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16141.930000 sec): 3 clusters Score: Raw -2013369.648460 + Penalty 945.644646 = -2012424.003814 nChanged 15695 SP:Iteration 1F (16142.160000 sec): 3 clusters Score: Raw -2022688.895589 + Penalty 945.644646 = -2021743.250943 nChanged 1494 SP:Iteration 2Q (16142.430000 sec): 3 clusters Score: Raw -2023284.580107 + Penalty 945.644646 = -2022338.935461 nChanged 1702 SP:Iteration 3F (16142.710000 sec): 3 clusters Score: Raw -2024228.055019 + Penalty 945.644646 = -2023282.410373 nChanged 1963 SP:Iteration 4F (16142.990000 sec): 3 clusters Score: Raw -2025680.556860 + Penalty 945.644646 = -2024734.912215 nChanged 2144 SP:Iteration 5F (16143.250000 sec): 3 clusters Score: Raw -2027605.895551 + Penalty 945.644646 = -2026660.250906 nChanged 1999 SP:Iteration 6F (16143.500000 sec): 3 clusters Score: Raw -2029331.147144 + Penalty 945.644646 = -2028385.502499 nChanged 1510 SP:Iteration 7Q (16143.800000 sec): 3 clusters Score: Raw -2030309.377012 + Penalty 945.644646 = -2029363.732366 nChanged 955 SP:Iteration 8Q (16144.040000 sec): 3 clusters Score: Raw -2030749.446205 + Penalty 945.644646 = -2029803.801559 nChanged 741 SP:Iteration 9Q (16144.330000 sec): 3 clusters Score: Raw -2031080.013924 + Penalty 945.644646 = -2030134.369278 nChanged 677 SP:Iteration 10Q (16144.620000 sec): 3 clusters Score: Raw -2031377.848495 + Penalty 945.644646 = -2030432.203850 nChanged 690 SP:Iteration 11Q (16144.930000 sec): 3 clusters Score: Raw -2031689.811019 + Penalty 945.644646 = -2030744.166374 nChanged 658 SP:Iteration 12Q (16145.190000 sec): 3 clusters Score: Raw -2032020.333651 + Penalty 945.644646 = -2031074.689006 nChanged 672 SP:Iteration 13Q (16145.510000 sec): 3 clusters Score: Raw -2032407.947369 + Penalty 945.644646 = -2031462.302724 nChanged 697 SP:Iteration 14Q (16145.820000 sec): 3 clusters Score: Raw -2032882.074585 + Penalty 945.644646 = -2031936.429939 nChanged 648 SP:Iteration 15Q (16146.130000 sec): 3 clusters Score: Raw -2033375.038101 + Penalty 945.644646 = -2032429.393456 nChanged 556 SP:Iteration 16Q (16146.410000 sec): 3 clusters Score: Raw -2033806.780595 + Penalty 945.644646 = -2032861.135949 nChanged 450 SP:Iteration 17Q (16146.690000 sec): 3 clusters Score: Raw -2034149.348919 + Penalty 945.644646 = -2033203.704273 nChanged 327 SP:Iteration 18Q (16146.920000 sec): 3 clusters Score: Raw -2034403.209466 + Penalty 945.644646 = -2033457.564821 nChanged 232 SP:Iteration 19Q (16147.120000 sec): 3 clusters Score: Raw -2034571.028592 + Penalty 945.644646 = -2033625.383947 nChanged 156 SP:Iteration 20F (16147.400000 sec): 3 clusters Score: Raw -2034671.987388 + Penalty 945.644646 = -2033726.342743 nChanged 106 SP:Iteration 21Q (16147.680000 sec): 3 clusters Score: Raw -2034734.760937 + Penalty 945.644646 = -2033789.116291 nChanged 64 SP:Iteration 22Q (16147.970000 sec): 3 clusters Score: Raw -2034768.475705 + Penalty 945.644646 = -2033822.831060 nChanged 55 SP:Iteration 23Q (16148.270000 sec): 3 clusters Score: Raw -2034796.905668 + Penalty 945.644646 = -2033851.261023 nChanged 43 SP:Iteration 24Q (16148.520000 sec): 3 clusters Score: Raw -2034822.390348 + Penalty 945.644646 = -2033876.745703 nChanged 35 SP:Iteration 25Q (16148.770000 sec): 3 clusters Score: Raw -2034846.506476 + Penalty 945.644646 = -2033900.861830 nChanged 24 SP:Iteration 26Q (16149.090000 sec): 3 clusters Score: Raw -2034857.217466 + Penalty 945.644646 = -2033911.572820 nChanged 15 SP:Iteration 27Q (16149.350000 sec): 3 clusters Score: Raw -2034864.291463 + Penalty 945.644646 = -2033918.646818 nChanged 8 SP:Iteration 28Q (16149.630000 sec): 3 clusters Score: Raw -2034867.050350 + Penalty 945.644646 = -2033921.405704 nChanged 9 SP:Iteration 29Q (16149.930000 sec): 3 clusters Score: Raw -2034870.888801 + Penalty 945.644646 = -2033925.244155 nChanged 4 SP:Iteration 30Q (16150.200000 sec): 3 clusters Score: Raw -2034872.129939 + Penalty 945.644646 = -2033926.485293 nChanged 9 SP:Iteration 31Q (16150.470000 sec): 3 clusters Score: Raw -2034875.042471 + Penalty 945.644646 = -2033929.397825 nChanged 7 SP:Iteration 32Q (16150.710000 sec): 3 clusters Score: Raw -2034877.764856 + Penalty 945.644646 = -2033932.120210 nChanged 10 SP:Iteration 33Q (16150.980000 sec): 3 clusters Score: Raw -2034883.510533 + Penalty 945.644646 = -2033937.865888 nChanged 11 SP:Iteration 34Q (16151.240000 sec): 3 clusters Score: Raw -2034888.924275 + Penalty 945.644646 = -2033943.279629 nChanged 7 SP:Iteration 35Q (16151.540000 sec): 3 clusters Score: Raw -2034891.100705 + Penalty 945.644646 = -2033945.456060 nChanged 6 SP:Iteration 36Q (16151.830000 sec): 3 clusters Score: Raw -2034893.100540 + Penalty 945.644646 = -2033947.455894 nChanged 3 SP:Iteration 37Q (16152.150000 sec): 3 clusters Score: Raw -2034894.278491 + Penalty 945.644646 = -2033948.633846 nChanged 4 SP:Iteration 38Q (16152.460000 sec): 3 clusters Score: Raw -2034897.650187 + Penalty 945.644646 = -2033952.005541 nChanged 5 SP:Iteration 39Q (16152.720000 sec): 3 clusters Score: Raw -2034901.721025 + Penalty 945.644646 = -2033956.076379 nChanged 5 SP:Iteration 40F (16153.030000 sec): 3 clusters Score: Raw -2034904.209452 + Penalty 945.644646 = -2033958.564807 nChanged 4 SP:Iteration 41Q (16153.260000 sec): 3 clusters Score: Raw -2034906.084513 + Penalty 945.644646 = -2033960.439867 nChanged 3 SP:Iteration 42Q (16153.560000 sec): 3 clusters Score: Raw -2034909.179794 + Penalty 945.644646 = -2033963.535148 nChanged 7 SP:Iteration 43Q (16153.790000 sec): 3 clusters Score: Raw -2034913.624006 + Penalty 945.644646 = -2033967.979361 nChanged 8 SP:Iteration 44Q (16154.060000 sec): 3 clusters Score: Raw -2034919.302686 + Penalty 945.644646 = -2033973.658041 nChanged 10 SP:Iteration 45Q (16154.390000 sec): 3 clusters Score: Raw -2034925.487640 + Penalty 945.644646 = -2033979.842995 nChanged 3 SP:Iteration 46Q (16154.720000 sec): 3 clusters Score: Raw -2034927.601244 + Penalty 945.644646 = -2033981.956599 nChanged 4 SP:Iteration 47Q (16154.990000 sec): 3 clusters Score: Raw -2034929.428803 + Penalty 945.644646 = -2033983.784158 nChanged 0 SP:Iteration 48F (16155.290000 sec): 3 clusters Score: Raw -2034929.428803 + Penalty 945.644646 = -2033983.784158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16155.450000 sec): 2 clusters Score: Raw -79534.681611 + Penalty 325.570532 = -79209.111079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16155.610000 sec): 3 clusters Score: Raw -78895.170853 + Penalty 651.141063 = -78244.029790 nChanged 520 SP:Iteration 1F (16155.780000 sec): 3 clusters Score: Raw -79273.417752 + Penalty 651.141063 = -78622.276689 nChanged 144 SP:Iteration 2F (16155.970000 sec): 3 clusters Score: Raw -79410.011695 + Penalty 651.141063 = -78758.870631 nChanged 114 SP:Iteration 3F (16156.140000 sec): 3 clusters Score: Raw -79522.795140 + Penalty 651.141063 = -78871.654077 nChanged 68 SP:Iteration 4F (16156.340000 sec): 3 clusters Score: Raw -79591.855284 + Penalty 651.141063 = -78940.714221 nChanged 57 SP:Iteration 5Q (16156.570000 sec): 3 clusters Score: Raw -79641.806596 + Penalty 651.141063 = -78990.665533 nChanged 44 SP:Iteration 6Q (16156.740000 sec): 3 clusters Score: Raw -79664.554716 + Penalty 651.141063 = -79013.413652 nChanged 27 SP:Iteration 7Q (16156.950000 sec): 3 clusters Score: Raw -79675.387553 + Penalty 651.141063 = -79024.246490 nChanged 11 SP:Iteration 8Q (16157.130000 sec): 3 clusters Score: Raw -79681.397880 + Penalty 651.141063 = -79030.256817 nChanged 12 SP:Iteration 9Q (16157.290000 sec): 3 clusters Score: Raw -79687.422382 + Penalty 651.141063 = -79036.281319 nChanged 13 SP:Iteration 10Q (16157.480000 sec): 3 clusters Score: Raw -79691.170590 + Penalty 651.141063 = -79040.029526 nChanged 10 SP:Iteration 11Q (16157.640000 sec): 3 clusters Score: Raw -79694.763465 + Penalty 651.141063 = -79043.622402 nChanged 12 SP:Iteration 12Q (16157.860000 sec): 3 clusters Score: Raw -79698.880513 + Penalty 651.141063 = -79047.739450 nChanged 4 SP:Iteration 13Q (16158.050000 sec): 3 clusters Score: Raw -79700.310353 + Penalty 651.141063 = -79049.169290 nChanged 3 SP:Iteration 14Q (16158.220000 sec): 3 clusters Score: Raw -79701.174967 + Penalty 651.141063 = -79050.033904 nChanged 3 SP:Iteration 15Q (16158.450000 sec): 3 clusters Score: Raw -79702.006506 + Penalty 651.141063 = -79050.865442 nChanged 1 SP:Iteration 16Q (16158.620000 sec): 3 clusters Score: Raw -79702.346099 + Penalty 651.141063 = -79051.205036 nChanged 1 SP:Iteration 17Q (16158.800000 sec): 3 clusters Score: Raw -79702.681318 + Penalty 651.141063 = -79051.540255 nChanged 1 SP:Iteration 18Q (16159.030000 sec): 3 clusters Score: Raw -79702.840521 + Penalty 651.141063 = -79051.699458 nChanged 2 SP:Iteration 19Q (16159.210000 sec): 3 clusters Score: Raw -79703.066104 + Penalty 651.141063 = -79051.925041 nChanged 1 SP:Iteration 20F (16159.410000 sec): 3 clusters Score: Raw -79703.240937 + Penalty 651.141063 = -79052.099874 nChanged 1 SP:Iteration 21Q (16159.530000 sec): 3 clusters Score: Raw -79703.367169 + Penalty 651.141063 = -79052.226106 nChanged 1 SP:Iteration 22Q (16159.740000 sec): 3 clusters Score: Raw -79703.923893 + Penalty 651.141063 = -79052.782830 nChanged 1 SP:Iteration 23Q (16159.900000 sec): 3 clusters Score: Raw -79704.022251 + Penalty 651.141063 = -79052.881187 nChanged 0 SP:Iteration 24F (16160.080000 sec): 3 clusters Score: Raw -79704.022251 + Penalty 651.141063 = -79052.881187 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16160.140000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16160.340000 sec): 3 clusters Score: Raw -3582.257288 + Penalty 392.891418 = -3189.365870 nChanged 13 SP:Iteration 1F (16160.530000 sec): 3 clusters Score: Raw -3615.159481 + Penalty 392.891418 = -3222.268062 nChanged 1 SP:Iteration 2Q (16160.680000 sec): 3 clusters Score: Raw -3616.885504 + Penalty 392.891418 = -3223.994086 nChanged 0 SP:Iteration 3F (16160.880000 sec): 3 clusters Score: Raw -3616.885504 + Penalty 392.891418 = -3223.994086 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16160.960000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16161.150000 sec): 3 clusters Score: Raw -8943.987794 + Penalty 461.840817 = -8482.146977 nChanged 43 SP:Iteration 1F (16161.370000 sec): 3 clusters Score: Raw -9007.695011 + Penalty 461.840817 = -8545.854193 nChanged 13 SP:Iteration 2F (16161.580000 sec): 3 clusters Score: Raw -9037.439957 + Penalty 461.840817 = -8575.599140 nChanged 9 SP:Iteration 3F (16161.860000 sec): 3 clusters Score: Raw -9066.942493 + Penalty 461.840817 = -8605.101676 nChanged 9 SP:Iteration 4F (16162.020000 sec): 3 clusters Score: Raw -9084.871387 + Penalty 461.840817 = -8623.030570 nChanged 3 SP:Iteration 5Q (16162.220000 sec): 3 clusters Score: Raw -9091.975856 + Penalty 461.840817 = -8630.135039 nChanged 1 SP:Iteration 6Q (16162.400000 sec): 3 clusters Score: Raw -9092.589571 + Penalty 461.840817 = -8630.748754 nChanged 1 SP:Iteration 7Q (16162.600000 sec): 3 clusters Score: Raw -9095.734583 + Penalty 461.840817 = -8633.893766 nChanged 1 SP:Iteration 8Q (16162.820000 sec): 3 clusters Score: Raw -9097.333646 + Penalty 461.840817 = -8635.492829 nChanged 1 SP:Iteration 9Q (16163.010000 sec): 3 clusters Score: Raw -9098.791724 + Penalty 461.840817 = -8636.950907 nChanged 0 SP:Iteration 10F (16163.220000 sec): 3 clusters Score: Raw -9098.791724 + Penalty 461.840817 = -8636.950907 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16163.340000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16163.500000 sec): 3 clusters Score: Raw -24615.385100 + Penalty 552.015836 = -24063.369264 nChanged 127 SP:Iteration 1F (16163.680000 sec): 3 clusters Score: Raw -24729.592754 + Penalty 552.015836 = -24177.576918 nChanged 37 SP:Iteration 2F (16163.890000 sec): 3 clusters Score: Raw -24768.046674 + Penalty 552.015836 = -24216.030838 nChanged 22 SP:Iteration 3F (16164.100000 sec): 3 clusters Score: Raw -24788.768575 + Penalty 552.015836 = -24236.752739 nChanged 22 SP:Iteration 4F (16164.300000 sec): 3 clusters Score: Raw -24811.880901 + Penalty 552.015836 = -24259.865065 nChanged 17 SP:Iteration 5Q (16164.510000 sec): 3 clusters Score: Raw -24831.621800 + Penalty 552.015836 = -24279.605964 nChanged 12 SP:Iteration 6Q (16164.680000 sec): 3 clusters Score: Raw -24846.950359 + Penalty 552.015836 = -24294.934523 nChanged 7 SP:Iteration 7Q (16164.870000 sec): 3 clusters Score: Raw -24853.357958 + Penalty 552.015836 = -24301.342122 nChanged 5 SP:Iteration 8Q (16165.060000 sec): 3 clusters Score: Raw -24860.008691 + Penalty 552.015836 = -24307.992855 nChanged 5 SP:Iteration 9Q (16165.220000 sec): 3 clusters Score: Raw -24866.290966 + Penalty 552.015836 = -24314.275130 nChanged 4 SP:Iteration 10Q (16165.400000 sec): 3 clusters Score: Raw -24869.359330 + Penalty 552.015836 = -24317.343494 nChanged 1 SP:Iteration 11Q (16165.600000 sec): 3 clusters Score: Raw -24869.740988 + Penalty 552.015836 = -24317.725152 nChanged 0 SP:Iteration 12F (16165.750000 sec): 3 clusters Score: Raw -24869.740988 + Penalty 552.015836 = -24317.725152 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16165.880000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16166.110000 sec): 3 clusters Score: Raw -242463.379402 + Penalty 745.372708 = -241718.006694 nChanged 1541 SP:Iteration 1F (16166.340000 sec): 3 clusters Score: Raw -243285.529685 + Penalty 745.372708 = -242540.156977 nChanged 201 SP:Iteration 2F (16166.580000 sec): 3 clusters Score: Raw -243365.585666 + Penalty 745.372708 = -242620.212957 nChanged 180 SP:Iteration 3Q (16166.740000 sec): 3 clusters Score: Raw -243468.156515 + Penalty 745.372708 = -242722.783807 nChanged 194 SP:Iteration 4F (16166.980000 sec): 3 clusters Score: Raw -243575.783770 + Penalty 745.372708 = -242830.411062 nChanged 188 SP:Iteration 5F (16167.200000 sec): 3 clusters Score: Raw -243712.638968 + Penalty 745.372708 = -242967.266260 nChanged 193 SP:Iteration 6F (16167.340000 sec): 3 clusters Score: Raw -243858.910126 + Penalty 745.372708 = -243113.537418 nChanged 165 SP:Iteration 7Q (16167.530000 sec): 3 clusters Score: Raw -244005.019823 + Penalty 745.372708 = -243259.647115 nChanged 151 SP:Iteration 8Q (16167.740000 sec): 3 clusters Score: Raw -244147.909402 + Penalty 745.372708 = -243402.536694 nChanged 132 SP:Iteration 9Q (16167.900000 sec): 3 clusters Score: Raw -244262.222934 + Penalty 745.372708 = -243516.850226 nChanged 105 SP:Iteration 10Q (16168.060000 sec): 3 clusters Score: Raw -244357.660066 + Penalty 745.372708 = -243612.287358 nChanged 70 SP:Iteration 11Q (16168.200000 sec): 3 clusters Score: Raw -244418.677013 + Penalty 745.372708 = -243673.304305 nChanged 50 SP:Iteration 12Q (16168.380000 sec): 3 clusters Score: Raw -244454.571591 + Penalty 745.372708 = -243709.198883 nChanged 55 SP:Iteration 13Q (16168.560000 sec): 3 clusters Score: Raw -244493.260441 + Penalty 745.372708 = -243747.887732 nChanged 32 SP:Iteration 14Q (16168.760000 sec): 3 clusters Score: Raw -244511.215867 + Penalty 745.372708 = -243765.843159 nChanged 26 SP:Iteration 15Q (16168.980000 sec): 3 clusters Score: Raw -244526.605193 + Penalty 745.372708 = -243781.232485 nChanged 29 SP:Iteration 16Q (16169.150000 sec): 3 clusters Score: Raw -244544.111133 + Penalty 745.372708 = -243798.738425 nChanged 25 SP:Iteration 17Q (16169.330000 sec): 3 clusters Score: Raw -244556.278176 + Penalty 745.372708 = -243810.905468 nChanged 16 SP:Iteration 18Q (16169.510000 sec): 3 clusters Score: Raw -244564.393522 + Penalty 745.372708 = -243819.020814 nChanged 12 SP:Iteration 19Q (16169.660000 sec): 3 clusters Score: Raw -244570.678137 + Penalty 745.372708 = -243825.305428 nChanged 13 SP:Iteration 20F (16169.920000 sec): 3 clusters Score: Raw -244577.916825 + Penalty 745.372708 = -243832.544117 nChanged 6 SP:Iteration 21Q (16170.140000 sec): 3 clusters Score: Raw -244581.709652 + Penalty 745.372708 = -243836.336944 nChanged 5 SP:Iteration 22Q (16170.340000 sec): 3 clusters Score: Raw -244583.157463 + Penalty 745.372708 = -243837.784755 nChanged 1 SP:Iteration 23Q (16170.540000 sec): 3 clusters Score: Raw -244583.330387 + Penalty 745.372708 = -243837.957679 nChanged 2 SP:Iteration 24Q (16170.740000 sec): 3 clusters Score: Raw -244583.755863 + Penalty 745.372708 = -243838.383155 nChanged 1 SP:Iteration 25Q (16170.920000 sec): 3 clusters Score: Raw -244584.035819 + Penalty 745.372708 = -243838.663111 nChanged 2 SP:Iteration 26Q (16171.120000 sec): 3 clusters Score: Raw -244584.679691 + Penalty 745.372708 = -243839.306983 nChanged 1 SP:Iteration 27Q (16171.330000 sec): 3 clusters Score: Raw -244584.860080 + Penalty 745.372708 = -243839.487372 nChanged 2 SP:Iteration 28Q (16171.520000 sec): 3 clusters Score: Raw -244585.216967 + Penalty 745.372708 = -243839.844258 nChanged 2 SP:Iteration 29Q (16171.660000 sec): 3 clusters Score: Raw -244585.856726 + Penalty 745.372708 = -243840.484018 nChanged 4 SP:Iteration 30Q (16171.870000 sec): 3 clusters Score: Raw -244587.768199 + Penalty 745.372708 = -243842.395491 nChanged 3 SP:Iteration 31Q (16172.020000 sec): 3 clusters Score: Raw -244589.012383 + Penalty 745.372708 = -243843.639675 nChanged 5 SP:Iteration 32Q (16172.260000 sec): 3 clusters Score: Raw -244591.251146 + Penalty 745.372708 = -243845.878438 nChanged 4 SP:Iteration 33Q (16172.410000 sec): 3 clusters Score: Raw -244592.306357 + Penalty 745.372708 = -243846.933649 nChanged 3 SP:Iteration 34Q (16172.560000 sec): 3 clusters Score: Raw -244593.301981 + Penalty 745.372708 = -243847.929273 nChanged 5 SP:Iteration 35Q (16172.730000 sec): 3 clusters Score: Raw -244594.832831 + Penalty 745.372708 = -243849.460123 nChanged 4 SP:Iteration 36Q (16172.900000 sec): 3 clusters Score: Raw -244596.534692 + Penalty 745.372708 = -243851.161984 nChanged 4 SP:Iteration 37Q (16173.100000 sec): 3 clusters Score: Raw -244598.832979 + Penalty 745.372708 = -243853.460271 nChanged 8 SP:Iteration 38Q (16173.250000 sec): 3 clusters Score: Raw -244601.117667 + Penalty 745.372708 = -243855.744959 nChanged 4 SP:Iteration 39Q (16173.450000 sec): 3 clusters Score: Raw -244602.870539 + Penalty 745.372708 = -243857.497831 nChanged 2 SP:Iteration 40F (16173.590000 sec): 3 clusters Score: Raw -244603.825537 + Penalty 745.372708 = -243858.452829 nChanged 2 SP:Iteration 41Q (16173.790000 sec): 3 clusters Score: Raw -244604.180509 + Penalty 745.372708 = -243858.807801 nChanged 0 SP:Iteration 42F (16173.980000 sec): 3 clusters Score: Raw -244604.180509 + Penalty 745.372708 = -243858.807801 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16174.090000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16174.280000 sec): 3 clusters Score: Raw -7191.047055 + Penalty 427.743713 = -6763.303342 nChanged 15 SP:Iteration 1F (16174.470000 sec): 3 clusters Score: Raw -7220.734721 + Penalty 427.743713 = -6792.991008 nChanged 5 SP:Iteration 2Q (16174.660000 sec): 3 clusters Score: Raw -7231.969355 + Penalty 427.743713 = -6804.225642 nChanged 4 SP:Iteration 3Q (16174.840000 sec): 3 clusters Score: Raw -7242.324065 + Penalty 427.743713 = -6814.580352 nChanged 2 SP:Iteration 4Q (16175.020000 sec): 3 clusters Score: Raw -7247.461478 + Penalty 427.743713 = -6819.717765 nChanged 3 SP:Iteration 5Q (16175.240000 sec): 3 clusters Score: Raw -7252.232438 + Penalty 427.743713 = -6824.488725 nChanged 2 SP:Iteration 6Q (16175.400000 sec): 3 clusters Score: Raw -7254.619898 + Penalty 427.743713 = -6826.876185 nChanged 2 SP:Iteration 7Q (16175.580000 sec): 3 clusters Score: Raw -7259.853894 + Penalty 427.743713 = -6832.110180 nChanged 2 SP:Iteration 8Q (16175.680000 sec): 3 clusters Score: Raw -7262.895065 + Penalty 427.743713 = -6835.151352 nChanged 2 SP:Iteration 9Q (16175.860000 sec): 3 clusters Score: Raw -7268.301984 + Penalty 427.743713 = -6840.558271 nChanged 0 SP:Iteration 10F (16175.960000 sec): 3 clusters Score: Raw -7268.301984 + Penalty 427.743713 = -6840.558271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16176.050000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16176.200000 sec): 3 clusters Score: Raw -3333.247362 + Penalty 371.055907 = -2962.191455 nChanged 9 SP:Iteration 1F (16176.400000 sec): 3 clusters Score: Raw -3360.842091 + Penalty 371.055907 = -2989.786183 nChanged 3 SP:Iteration 2F (16176.540000 sec): 3 clusters Score: Raw -3371.553147 + Penalty 371.055907 = -3000.497240 nChanged 2 SP:Iteration 3Q (16176.670000 sec): 3 clusters Score: Raw -3408.786474 + Penalty 371.055907 = -3037.730567 nChanged 0 SP:Iteration 4F (16176.820000 sec): 3 clusters Score: Raw -3408.786474 + Penalty 371.055907 = -3037.730567 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16176.910000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16177.140000 sec): 3 clusters Score: Raw -4172.384582 + Penalty 382.627028 = -3789.757554 nChanged 5 SP:Iteration 1F (16177.270000 sec): 3 clusters Score: Raw -4193.081228 + Penalty 382.627028 = -3810.454199 nChanged 2 SP:Iteration 2Q (16177.410000 sec): 3 clusters Score: Raw -4201.412365 + Penalty 382.627028 = -3818.785336 nChanged 0 SP:Iteration 3F (16177.550000 sec): 3 clusters Score: Raw -4201.412365 + Penalty 382.627028 = -3818.785336 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16177.640000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16177.780000 sec): 3 clusters Score: Raw -13617.108916 + Penalty 497.208694 = -13119.900221 nChanged 78 SP:Iteration 1F (16177.960000 sec): 3 clusters Score: Raw -13730.046801 + Penalty 497.208694 = -13232.838106 nChanged 15 SP:Iteration 2F (16178.080000 sec): 3 clusters Score: Raw -13748.334890 + Penalty 497.208694 = -13251.126196 nChanged 10 SP:Iteration 3Q (16178.250000 sec): 3 clusters Score: Raw -13763.536201 + Penalty 497.208694 = -13266.327507 nChanged 5 SP:Iteration 4Q (16178.400000 sec): 3 clusters Score: Raw -13768.183442 + Penalty 497.208694 = -13270.974748 nChanged 3 SP:Iteration 5Q (16178.540000 sec): 3 clusters Score: Raw -13771.638200 + Penalty 497.208694 = -13274.429506 nChanged 1 SP:Iteration 6Q (16178.680000 sec): 3 clusters Score: Raw -13774.905907 + Penalty 497.208694 = -13277.697213 nChanged 1 SP:Iteration 7Q (16178.820000 sec): 3 clusters Score: Raw -13776.842134 + Penalty 497.208694 = -13279.633440 nChanged 2 SP:Iteration 8Q (16179.000000 sec): 3 clusters Score: Raw -13777.898148 + Penalty 497.208694 = -13280.689454 nChanged 0 SP:Iteration 9F (16179.140000 sec): 3 clusters Score: Raw -13777.898148 + Penalty 497.208694 = -13280.689454 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16179.370000 sec): 2 clusters Score: Raw -2078003.563111 + Penalty 471.414314 = -2077532.148796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16179.630000 sec): 3 clusters Score: Raw -2057505.155056 + Penalty 942.828628 = -2056562.326427 nChanged 15188 SP:Iteration 1F (16179.880000 sec): 3 clusters Score: Raw -2068006.049078 + Penalty 942.828628 = -2067063.220449 nChanged 2143 SP:Iteration 2F (16180.200000 sec): 3 clusters Score: Raw -2069182.748440 + Penalty 942.828628 = -2068239.919812 nChanged 2045 SP:Iteration 3F (16180.500000 sec): 3 clusters Score: Raw -2070367.283267 + Penalty 942.828628 = -2069424.454639 nChanged 1885 SP:Iteration 4F (16180.770000 sec): 3 clusters Score: Raw -2071408.475008 + Penalty 942.828628 = -2070465.646379 nChanged 1531 SP:Iteration 5Q (16181.110000 sec): 3 clusters Score: Raw -2072154.302657 + Penalty 942.828628 = -2071211.474028 nChanged 1266 SP:Iteration 6Q (16181.410000 sec): 3 clusters Score: Raw -2072669.576012 + Penalty 942.828628 = -2071726.747383 nChanged 992 SP:Iteration 7Q (16181.690000 sec): 3 clusters Score: Raw -2073010.979626 + Penalty 942.828628 = -2072068.150998 nChanged 830 SP:Iteration 8Q (16181.980000 sec): 3 clusters Score: Raw -2073267.255016 + Penalty 942.828628 = -2072324.426387 nChanged 668 SP:Iteration 9Q (16182.260000 sec): 3 clusters Score: Raw -2073470.567170 + Penalty 942.828628 = -2072527.738541 nChanged 588 SP:Iteration 10Q (16182.520000 sec): 3 clusters Score: Raw -2073645.925300 + Penalty 942.828628 = -2072703.096671 nChanged 502 SP:Iteration 11Q (16182.800000 sec): 3 clusters Score: Raw -2073789.139100 + Penalty 942.828628 = -2072846.310472 nChanged 457 SP:Iteration 12Q (16183.060000 sec): 3 clusters Score: Raw -2073889.563044 + Penalty 942.828628 = -2072946.734416 nChanged 379 SP:Iteration 13Q (16183.330000 sec): 3 clusters Score: Raw -2073969.534302 + Penalty 942.828628 = -2073026.705673 nChanged 294 SP:Iteration 14Q (16183.630000 sec): 3 clusters Score: Raw -2074026.843957 + Penalty 942.828628 = -2073084.015328 nChanged 270 SP:Iteration 15Q (16183.900000 sec): 3 clusters Score: Raw -2074078.645279 + Penalty 942.828628 = -2073135.816650 nChanged 289 SP:Iteration 16Q (16184.230000 sec): 3 clusters Score: Raw -2074135.372207 + Penalty 942.828628 = -2073192.543579 nChanged 313 SP:Iteration 17Q (16184.510000 sec): 3 clusters Score: Raw -2074208.324759 + Penalty 942.828628 = -2073265.496131 nChanged 347 SP:Iteration 18Q (16184.800000 sec): 3 clusters Score: Raw -2074295.482635 + Penalty 942.828628 = -2073352.654007 nChanged 367 SP:Iteration 19Q (16185.110000 sec): 3 clusters Score: Raw -2074395.055562 + Penalty 942.828628 = -2073452.226934 nChanged 375 SP:Iteration 20F (16185.380000 sec): 3 clusters Score: Raw -2074501.904481 + Penalty 942.828628 = -2073559.075852 nChanged 407 SP:Iteration 21Q (16185.720000 sec): 3 clusters Score: Raw -2074629.381123 + Penalty 942.828628 = -2073686.552495 nChanged 451 SP:Iteration 22Q (16186.020000 sec): 3 clusters Score: Raw -2074785.684033 + Penalty 942.828628 = -2073842.855404 nChanged 466 SP:Iteration 23Q (16186.310000 sec): 3 clusters Score: Raw -2074944.559343 + Penalty 942.828628 = -2074001.730714 nChanged 440 SP:Iteration 24Q (16186.560000 sec): 3 clusters Score: Raw -2075092.231240 + Penalty 942.828628 = -2074149.402612 nChanged 433 SP:Iteration 25Q (16186.850000 sec): 3 clusters Score: Raw -2075237.853387 + Penalty 942.828628 = -2074295.024759 nChanged 432 SP:Iteration 26Q (16187.100000 sec): 3 clusters Score: Raw -2075382.540598 + Penalty 942.828628 = -2074439.711970 nChanged 424 SP:Iteration 27Q (16187.380000 sec): 3 clusters Score: Raw -2075528.134250 + Penalty 942.828628 = -2074585.305621 nChanged 421 SP:Iteration 28Q (16187.720000 sec): 3 clusters Score: Raw -2075678.724647 + Penalty 942.828628 = -2074735.896018 nChanged 432 SP:Iteration 29Q (16187.970000 sec): 3 clusters Score: Raw -2075831.583584 + Penalty 942.828628 = -2074888.754955 nChanged 402 SP:Iteration 30Q (16188.300000 sec): 3 clusters Score: Raw -2075970.939225 + Penalty 942.828628 = -2075028.110597 nChanged 400 SP:Iteration 31Q (16188.560000 sec): 3 clusters Score: Raw -2076117.194866 + Penalty 942.828628 = -2075174.366237 nChanged 399 SP:Iteration 32Q (16188.820000 sec): 3 clusters Score: Raw -2076274.577337 + Penalty 942.828628 = -2075331.748708 nChanged 396 SP:Iteration 33Q (16189.090000 sec): 3 clusters Score: Raw -2076435.180159 + Penalty 942.828628 = -2075492.351530 nChanged 377 SP:Iteration 34Q (16189.340000 sec): 3 clusters Score: Raw -2076597.800870 + Penalty 942.828628 = -2075654.972242 nChanged 374 SP:Iteration 35Q (16189.640000 sec): 3 clusters Score: Raw -2076761.834518 + Penalty 942.828628 = -2075819.005889 nChanged 351 SP:Iteration 36Q (16189.940000 sec): 3 clusters Score: Raw -2076916.443215 + Penalty 942.828628 = -2075973.614586 nChanged 328 SP:Iteration 37Q (16190.220000 sec): 3 clusters Score: Raw -2077073.281497 + Penalty 942.828628 = -2076130.452868 nChanged 299 SP:Iteration 38Q (16190.500000 sec): 3 clusters Score: Raw -2077206.179585 + Penalty 942.828628 = -2076263.350957 nChanged 245 SP:Iteration 39Q (16190.790000 sec): 3 clusters Score: Raw -2077311.354791 + Penalty 942.828628 = -2076368.526163 nChanged 221 SP:Iteration 40F (16191.070000 sec): 3 clusters Score: Raw -2077418.622238 + Penalty 942.828628 = -2076475.793609 nChanged 209 SP:Iteration 41Q (16191.410000 sec): 3 clusters Score: Raw -2077522.157945 + Penalty 942.828628 = -2076579.329316 nChanged 176 SP:Iteration 42Q (16191.680000 sec): 3 clusters Score: Raw -2077603.204941 + Penalty 942.828628 = -2076660.376313 nChanged 158 SP:Iteration 43Q (16191.980000 sec): 3 clusters Score: Raw -2077678.568703 + Penalty 942.828628 = -2076735.740075 nChanged 140 SP:Iteration 44Q (16192.260000 sec): 3 clusters Score: Raw -2077747.947638 + Penalty 942.828628 = -2076805.119009 nChanged 119 SP:Iteration 45Q (16192.580000 sec): 3 clusters Score: Raw -2077806.323591 + Penalty 942.828628 = -2076863.494963 nChanged 105 SP:Iteration 46Q (16192.920000 sec): 3 clusters Score: Raw -2077859.447857 + Penalty 942.828628 = -2076916.619228 nChanged 94 SP:Iteration 47Q (16193.190000 sec): 3 clusters Score: Raw -2077913.206794 + Penalty 942.828628 = -2076970.378165 nChanged 77 SP:Iteration 48Q (16193.570000 sec): 3 clusters Score: Raw -2077951.930380 + Penalty 942.828628 = -2077009.101751 nChanged 58 SP:Iteration 49Q (16193.820000 sec): 3 clusters Score: Raw -2077980.936870 + Penalty 942.828628 = -2077038.108242 nChanged 47 SP:Iteration 50Q (16194.140000 sec): 3 clusters Score: Raw -2078007.491063 + Penalty 942.828628 = -2077064.662434 nChanged 40 SP:Iteration 51Q (16194.460000 sec): 3 clusters Score: Raw -2078032.989334 + Penalty 942.828628 = -2077090.160706 nChanged 34 SP:Iteration 52Q (16194.750000 sec): 3 clusters Score: Raw -2078053.460592 + Penalty 942.828628 = -2077110.631964 nChanged 23 SP:Iteration 53Q (16195.060000 sec): 3 clusters Score: Raw -2078065.944730 + Penalty 942.828628 = -2077123.116102 nChanged 14 SP:Iteration 54Q (16195.280000 sec): 3 clusters Score: Raw -2078071.325728 + Penalty 942.828628 = -2077128.497099 nChanged 9 SP:Iteration 55Q (16195.530000 sec): 3 clusters Score: Raw -2078075.691202 + Penalty 942.828628 = -2077132.862573 nChanged 5 SP:Iteration 56Q (16195.770000 sec): 3 clusters Score: Raw -2078077.443481 + Penalty 942.828628 = -2077134.614852 nChanged 4 SP:Iteration 57Q (16196.050000 sec): 3 clusters Score: Raw -2078079.262337 + Penalty 942.828628 = -2077136.433708 nChanged 4 SP:Iteration 58Q (16196.340000 sec): 3 clusters Score: Raw -2078080.788717 + Penalty 942.828628 = -2077137.960089 nChanged 1 SP:Iteration 59Q (16196.600000 sec): 3 clusters Score: Raw -2078081.889320 + Penalty 942.828628 = -2077139.060692 nChanged 3 SP:Iteration 60F (16196.820000 sec): 3 clusters Score: Raw -2078083.494116 + Penalty 942.828628 = -2077140.665487 nChanged 4 SP:Iteration 61Q (16197.120000 sec): 3 clusters Score: Raw -2078088.005727 + Penalty 942.828628 = -2077145.177098 nChanged 3 SP:Iteration 62Q (16197.410000 sec): 3 clusters Score: Raw -2078089.568617 + Penalty 942.828628 = -2077146.739988 nChanged 1 SP:Iteration 63Q (16197.670000 sec): 3 clusters Score: Raw -2078089.984632 + Penalty 942.828628 = -2077147.156004 nChanged 1 SP:Iteration 64Q (16197.900000 sec): 3 clusters Score: Raw -2078090.603144 + Penalty 942.828628 = -2077147.774516 nChanged 2 SP:Iteration 65Q (16198.200000 sec): 3 clusters Score: Raw -2078091.254282 + Penalty 942.828628 = -2077148.425654 nChanged 0 SP:Iteration 66F (16198.470000 sec): 3 clusters Score: Raw -2078091.254282 + Penalty 942.828628 = -2077148.425654 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16198.580000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16198.740000 sec): 3 clusters Score: Raw -8015.259916 + Penalty 444.334975 = -7570.924941 nChanged 28 SP:Iteration 1F (16198.950000 sec): 3 clusters Score: Raw -8060.090385 + Penalty 444.334975 = -7615.755410 nChanged 7 SP:Iteration 2F (16199.090000 sec): 3 clusters Score: Raw -8072.904870 + Penalty 444.334975 = -7628.569895 nChanged 2 SP:Iteration 3Q (16199.240000 sec): 3 clusters Score: Raw -8077.337429 + Penalty 444.334975 = -7633.002454 nChanged 2 SP:Iteration 4Q (16199.410000 sec): 3 clusters Score: Raw -8082.737911 + Penalty 444.334975 = -7638.402936 nChanged 2 SP:Iteration 5Q (16199.600000 sec): 3 clusters Score: Raw -8089.200847 + Penalty 444.334975 = -7644.865872 nChanged 2 SP:Iteration 6Q (16199.710000 sec): 3 clusters Score: Raw -8092.800547 + Penalty 444.334975 = -7648.465572 nChanged 1 SP:Iteration 7Q (16199.880000 sec): 3 clusters Score: Raw -8093.009618 + Penalty 444.334975 = -7648.674643 nChanged 0 SP:Iteration 8F (16200.040000 sec): 3 clusters Score: Raw -8093.009618 + Penalty 444.334975 = -7648.674643 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16200.150000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16200.270000 sec): 3 clusters Score: Raw -6756.059935 + Penalty 437.908776 = -6318.151159 nChanged 32 SP:Iteration 1F (16200.450000 sec): 3 clusters Score: Raw -6820.100061 + Penalty 437.908776 = -6382.191285 nChanged 6 SP:Iteration 2Q (16200.630000 sec): 3 clusters Score: Raw -6839.474249 + Penalty 437.908776 = -6401.565473 nChanged 3 SP:Iteration 3Q (16200.800000 sec): 3 clusters Score: Raw -6847.665633 + Penalty 437.908776 = -6409.756857 nChanged 1 SP:Iteration 4Q (16201.000000 sec): 3 clusters Score: Raw -6848.102589 + Penalty 437.908776 = -6410.193813 nChanged 0 SP:Iteration 5F (16201.170000 sec): 3 clusters Score: Raw -6848.102589 + Penalty 437.908776 = -6410.193813 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16201.280000 sec): 2 clusters Score: Raw -345131.431647 + Penalty 393.382184 = -344738.049463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16201.440000 sec): 3 clusters Score: Raw -341685.022475 + Penalty 786.764369 = -340898.258107 nChanged 2601 SP:Iteration 1F (16201.610000 sec): 3 clusters Score: Raw -343333.808971 + Penalty 786.764369 = -342547.044602 nChanged 372 SP:Iteration 2F (16201.780000 sec): 3 clusters Score: Raw -343581.234216 + Penalty 786.764369 = -342794.469847 nChanged 369 SP:Iteration 3F (16201.960000 sec): 3 clusters Score: Raw -343839.061688 + Penalty 786.764369 = -343052.297320 nChanged 335 SP:Iteration 4F (16202.140000 sec): 3 clusters Score: Raw -344061.022177 + Penalty 786.764369 = -343274.257809 nChanged 291 SP:Iteration 5F (16202.320000 sec): 3 clusters Score: Raw -344238.544218 + Penalty 786.764369 = -343451.779849 nChanged 245 SP:Iteration 6Q (16202.500000 sec): 3 clusters Score: Raw -344368.263848 + Penalty 786.764369 = -343581.499479 nChanged 189 SP:Iteration 7Q (16202.660000 sec): 3 clusters Score: Raw -344455.732011 + Penalty 786.764369 = -343668.967643 nChanged 155 SP:Iteration 8Q (16202.890000 sec): 3 clusters Score: Raw -344511.096255 + Penalty 786.764369 = -343724.331886 nChanged 129 SP:Iteration 9Q (16203.070000 sec): 3 clusters Score: Raw -344559.457985 + Penalty 786.764369 = -343772.693616 nChanged 97 SP:Iteration 10Q (16203.250000 sec): 3 clusters Score: Raw -344593.391882 + Penalty 786.764369 = -343806.627514 nChanged 77 SP:Iteration 11Q (16203.420000 sec): 3 clusters Score: Raw -344618.782377 + Penalty 786.764369 = -343832.018008 nChanged 70 SP:Iteration 12Q (16203.640000 sec): 3 clusters Score: Raw -344643.807350 + Penalty 786.764369 = -343857.042982 nChanged 78 SP:Iteration 13Q (16203.850000 sec): 3 clusters Score: Raw -344667.223975 + Penalty 786.764369 = -343880.459606 nChanged 67 SP:Iteration 14Q (16204.020000 sec): 3 clusters Score: Raw -344687.462481 + Penalty 786.764369 = -343900.698112 nChanged 70 SP:Iteration 15Q (16204.180000 sec): 3 clusters Score: Raw -344718.041161 + Penalty 786.764369 = -343931.276792 nChanged 82 SP:Iteration 16Q (16204.430000 sec): 3 clusters Score: Raw -344756.510672 + Penalty 786.764369 = -343969.746303 nChanged 82 SP:Iteration 17Q (16204.590000 sec): 3 clusters Score: Raw -344792.228417 + Penalty 786.764369 = -344005.464048 nChanged 96 SP:Iteration 18Q (16204.750000 sec): 3 clusters Score: Raw -344832.039074 + Penalty 786.764369 = -344045.274706 nChanged 91 SP:Iteration 19Q (16204.940000 sec): 3 clusters Score: Raw -344867.258878 + Penalty 786.764369 = -344080.494510 nChanged 80 SP:Iteration 20F (16205.150000 sec): 3 clusters Score: Raw -344894.615634 + Penalty 786.764369 = -344107.851265 nChanged 62 SP:Iteration 21Q (16205.300000 sec): 3 clusters Score: Raw -344913.427046 + Penalty 786.764369 = -344126.662678 nChanged 60 SP:Iteration 22Q (16205.460000 sec): 3 clusters Score: Raw -344933.861885 + Penalty 786.764369 = -344147.097516 nChanged 63 SP:Iteration 23Q (16205.700000 sec): 3 clusters Score: Raw -344960.936743 + Penalty 786.764369 = -344174.172374 nChanged 82 SP:Iteration 24Q (16205.840000 sec): 3 clusters Score: Raw -345002.832871 + Penalty 786.764369 = -344216.068502 nChanged 82 SP:Iteration 25Q (16206.030000 sec): 3 clusters Score: Raw -345040.734913 + Penalty 786.764369 = -344253.970545 nChanged 67 SP:Iteration 26Q (16206.180000 sec): 3 clusters Score: Raw -345069.451956 + Penalty 786.764369 = -344282.687587 nChanged 65 SP:Iteration 27Q (16206.400000 sec): 3 clusters Score: Raw -345092.747485 + Penalty 786.764369 = -344305.983117 nChanged 49 SP:Iteration 28Q (16206.560000 sec): 3 clusters Score: Raw -345106.998162 + Penalty 786.764369 = -344320.233794 nChanged 39 SP:Iteration 29Q (16206.740000 sec): 3 clusters Score: Raw -345119.516855 + Penalty 786.764369 = -344332.752486 nChanged 36 SP:Iteration 30Q (16206.930000 sec): 3 clusters Score: Raw -345130.809362 + Penalty 786.764369 = -344344.044993 nChanged 36 SP:Iteration 31Q (16207.110000 sec): 3 clusters Score: Raw -345142.385901 + Penalty 786.764369 = -344355.621532 nChanged 37 SP:Iteration 32Q (16207.320000 sec): 3 clusters Score: Raw -345153.463371 + Penalty 786.764369 = -344366.699003 nChanged 30 SP:Iteration 33Q (16207.470000 sec): 3 clusters Score: Raw -345161.213325 + Penalty 786.764369 = -344374.448956 nChanged 23 SP:Iteration 34Q (16207.620000 sec): 3 clusters Score: Raw -345167.569287 + Penalty 786.764369 = -344380.804918 nChanged 23 SP:Iteration 35Q (16207.820000 sec): 3 clusters Score: Raw -345173.899447 + Penalty 786.764369 = -344387.135078 nChanged 22 SP:Iteration 36Q (16207.990000 sec): 3 clusters Score: Raw -345180.850991 + Penalty 786.764369 = -344394.086623 nChanged 22 SP:Iteration 37Q (16208.200000 sec): 3 clusters Score: Raw -345187.243097 + Penalty 786.764369 = -344400.478728 nChanged 27 SP:Iteration 38Q (16208.330000 sec): 3 clusters Score: Raw -345194.669142 + Penalty 786.764369 = -344407.904774 nChanged 22 SP:Iteration 39Q (16208.530000 sec): 3 clusters Score: Raw -345199.346666 + Penalty 786.764369 = -344412.582298 nChanged 17 SP:Iteration 40F (16208.750000 sec): 3 clusters Score: Raw -345202.840927 + Penalty 786.764369 = -344416.076558 nChanged 16 SP:Iteration 41Q (16208.940000 sec): 3 clusters Score: Raw -345206.885207 + Penalty 786.764369 = -344420.120838 nChanged 20 SP:Iteration 42Q (16209.120000 sec): 3 clusters Score: Raw -345214.763562 + Penalty 786.764369 = -344427.999194 nChanged 20 SP:Iteration 43Q (16209.320000 sec): 3 clusters Score: Raw -345228.567633 + Penalty 786.764369 = -344441.803265 nChanged 24 SP:Iteration 44Q (16209.460000 sec): 3 clusters Score: Raw -345239.541094 + Penalty 786.764369 = -344452.776726 nChanged 18 SP:Iteration 45Q (16209.660000 sec): 3 clusters Score: Raw -345247.384619 + Penalty 786.764369 = -344460.620251 nChanged 19 SP:Iteration 46Q (16209.880000 sec): 3 clusters Score: Raw -345252.965705 + Penalty 786.764369 = -344466.201336 nChanged 9 SP:Iteration 47Q (16210.060000 sec): 3 clusters Score: Raw -345254.145542 + Penalty 786.764369 = -344467.381174 nChanged 8 SP:Iteration 48Q (16210.290000 sec): 3 clusters Score: Raw -345255.048785 + Penalty 786.764369 = -344468.284417 nChanged 8 SP:Iteration 49Q (16210.500000 sec): 3 clusters Score: Raw -345256.748651 + Penalty 786.764369 = -344469.984283 nChanged 10 SP:Iteration 50Q (16210.670000 sec): 3 clusters Score: Raw -345259.360843 + Penalty 786.764369 = -344472.596474 nChanged 4 SP:Iteration 51Q (16210.860000 sec): 3 clusters Score: Raw -345259.931416 + Penalty 786.764369 = -344473.167047 nChanged 3 SP:Iteration 52Q (16211.060000 sec): 3 clusters Score: Raw -345260.966908 + Penalty 786.764369 = -344474.202540 nChanged 5 SP:Iteration 53Q (16211.220000 sec): 3 clusters Score: Raw -345261.797473 + Penalty 786.764369 = -344475.033104 nChanged 3 SP:Iteration 54Q (16211.390000 sec): 3 clusters Score: Raw -345262.480722 + Penalty 786.764369 = -344475.716354 nChanged 4 SP:Iteration 55Q (16211.560000 sec): 3 clusters Score: Raw -345263.686836 + Penalty 786.764369 = -344476.922467 nChanged 4 SP:Iteration 56Q (16211.750000 sec): 3 clusters Score: Raw -345264.257591 + Penalty 786.764369 = -344477.493222 nChanged 1 SP:Iteration 57Q (16211.930000 sec): 3 clusters Score: Raw -345264.501921 + Penalty 786.764369 = -344477.737552 nChanged 1 SP:Iteration 58Q (16212.120000 sec): 3 clusters Score: Raw -345264.699089 + Penalty 786.764369 = -344477.934721 nChanged 1 SP:Iteration 59Q (16212.280000 sec): 3 clusters Score: Raw -345264.781657 + Penalty 786.764369 = -344478.017288 nChanged 0 SP:Iteration 60F (16212.490000 sec): 3 clusters Score: Raw -345264.781657 + Penalty 786.764369 = -344478.017288 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16213.330000 sec): 2 clusters Score: Raw -17691139.602009 + Penalty 570.596329 = -17690569.005680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16214.300000 sec): 3 clusters Score: Raw -17501037.477170 + Penalty 1141.192658 = -17499896.284512 nChanged 137940 SP:Iteration 1F (16215.290000 sec): 3 clusters Score: Raw -17586982.215685 + Penalty 1141.192658 = -17585841.023026 nChanged 11651 SP:Iteration 2Q (16216.310000 sec): 3 clusters Score: Raw -17590872.116796 + Penalty 1141.192658 = -17589730.924138 nChanged 12933 SP:Iteration 3Q (16217.210000 sec): 3 clusters Score: Raw -17595879.982647 + Penalty 1141.192658 = -17594738.789988 nChanged 14170 SP:Iteration 4F (16218.230000 sec): 3 clusters Score: Raw -17602347.201757 + Penalty 1141.192658 = -17601206.009099 nChanged 15155 SP:Iteration 5F (16219.260000 sec): 3 clusters Score: Raw -17610498.877966 + Penalty 1141.192658 = -17609357.685308 nChanged 15589 SP:Iteration 6F (16220.240000 sec): 3 clusters Score: Raw -17620220.448216 + Penalty 1141.192658 = -17619079.255557 nChanged 15097 SP:Iteration 7F (16221.090000 sec): 3 clusters Score: Raw -17631766.164214 + Penalty 1141.192658 = -17630624.971555 nChanged 13776 SP:Iteration 8Q (16222.120000 sec): 3 clusters Score: Raw -17644605.168964 + Penalty 1141.192658 = -17643463.976306 nChanged 11893 SP:Iteration 9Q (16223.060000 sec): 3 clusters Score: Raw -17655280.803747 + Penalty 1141.192658 = -17654139.611089 nChanged 8830 SP:Iteration 10Q (16224.130000 sec): 3 clusters Score: Raw -17661101.717921 + Penalty 1141.192658 = -17659960.525263 nChanged 5919 SP:Iteration 11Q (16225.050000 sec): 3 clusters Score: Raw -17664286.364679 + Penalty 1141.192658 = -17663145.172021 nChanged 4907 SP:Iteration 12Q (16225.940000 sec): 3 clusters Score: Raw -17666927.734735 + Penalty 1141.192658 = -17665786.542076 nChanged 4744 SP:Iteration 13Q (16226.860000 sec): 3 clusters Score: Raw -17669509.262807 + Penalty 1141.192658 = -17668368.070149 nChanged 4453 SP:Iteration 14Q (16227.710000 sec): 3 clusters Score: Raw -17672062.471080 + Penalty 1141.192658 = -17670921.278422 nChanged 4169 SP:Iteration 15Q (16228.540000 sec): 3 clusters Score: Raw -17674495.195846 + Penalty 1141.192658 = -17673354.003188 nChanged 3855 SP:Iteration 16Q (16229.260000 sec): 3 clusters Score: Raw -17676711.804537 + Penalty 1141.192658 = -17675570.611879 nChanged 3474 SP:Iteration 17Q (16230.010000 sec): 3 clusters Score: Raw -17678666.822861 + Penalty 1141.192658 = -17677525.630202 nChanged 3019 SP:Iteration 18Q (16230.790000 sec): 3 clusters Score: Raw -17680345.180874 + Penalty 1141.192658 = -17679203.988215 nChanged 2640 SP:Iteration 19Q (16231.620000 sec): 3 clusters Score: Raw -17681719.143502 + Penalty 1141.192658 = -17680577.950844 nChanged 2331 SP:Iteration 20F (16232.480000 sec): 3 clusters Score: Raw -17682819.299672 + Penalty 1141.192658 = -17681678.107013 nChanged 2074 SP:Iteration 21Q (16233.290000 sec): 3 clusters Score: Raw -17683766.513874 + Penalty 1141.192658 = -17682625.321215 nChanged 1872 SP:Iteration 22Q (16234.040000 sec): 3 clusters Score: Raw -17684579.423786 + Penalty 1141.192658 = -17683438.231128 nChanged 1654 SP:Iteration 23Q (16234.890000 sec): 3 clusters Score: Raw -17685234.883311 + Penalty 1141.192658 = -17684093.690653 nChanged 1501 SP:Iteration 24Q (16235.670000 sec): 3 clusters Score: Raw -17685778.965206 + Penalty 1141.192658 = -17684637.772548 nChanged 1371 SP:Iteration 25Q (16236.360000 sec): 3 clusters Score: Raw -17686241.769524 + Penalty 1141.192658 = -17685100.576866 nChanged 1236 SP:Iteration 26Q (16237.390000 sec): 3 clusters Score: Raw -17686643.120813 + Penalty 1141.192658 = -17685501.928155 nChanged 1133 SP:Iteration 27Q (16238.130000 sec): 3 clusters Score: Raw -17686996.549817 + Penalty 1141.192658 = -17685855.357159 nChanged 1059 SP:Iteration 28Q (16238.950000 sec): 3 clusters Score: Raw -17687321.099069 + Penalty 1141.192658 = -17686179.906411 nChanged 986 SP:Iteration 29Q (16239.710000 sec): 3 clusters Score: Raw -17687612.538077 + Penalty 1141.192658 = -17686471.345418 nChanged 885 SP:Iteration 30Q (16240.670000 sec): 3 clusters Score: Raw -17687862.408844 + Penalty 1141.192658 = -17686721.216186 nChanged 832 SP:Iteration 31Q (16241.710000 sec): 3 clusters Score: Raw -17688096.517158 + Penalty 1141.192658 = -17686955.324500 nChanged 814 SP:Iteration 32Q (16242.720000 sec): 3 clusters Score: Raw -17688334.001356 + Penalty 1141.192658 = -17687192.808697 nChanged 766 SP:Iteration 33Q (16243.710000 sec): 3 clusters Score: Raw -17688550.602874 + Penalty 1141.192658 = -17687409.410215 nChanged 717 SP:Iteration 34Q (16244.690000 sec): 3 clusters Score: Raw -17688750.845753 + Penalty 1141.192658 = -17687609.653094 nChanged 675 SP:Iteration 35Q (16245.610000 sec): 3 clusters Score: Raw -17688950.031138 + Penalty 1141.192658 = -17687808.838479 nChanged 645 SP:Iteration 36Q (16246.550000 sec): 3 clusters Score: Raw -17689140.264807 + Penalty 1141.192658 = -17687999.072149 nChanged 622 SP:Iteration 37Q (16247.460000 sec): 3 clusters Score: Raw -17689318.761781 + Penalty 1141.192658 = -17688177.569122 nChanged 558 SP:Iteration 38Q (16248.450000 sec): 3 clusters Score: Raw -17689478.656658 + Penalty 1141.192658 = -17688337.464000 nChanged 529 SP:Iteration 39Q (16249.350000 sec): 3 clusters Score: Raw -17689625.416166 + Penalty 1141.192658 = -17688484.223508 nChanged 480 SP:Iteration 40F (16250.290000 sec): 3 clusters Score: Raw -17689754.294348 + Penalty 1141.192658 = -17688613.101689 nChanged 479 SP:Iteration 41Q (16251.300000 sec): 3 clusters Score: Raw -17689889.342626 + Penalty 1141.192658 = -17688748.149967 nChanged 428 SP:Iteration 42Q (16252.230000 sec): 3 clusters Score: Raw -17690013.702223 + Penalty 1141.192658 = -17688872.509564 nChanged 395 SP:Iteration 43Q (16253.220000 sec): 3 clusters Score: Raw -17690120.637906 + Penalty 1141.192658 = -17688979.445248 nChanged 374 SP:Iteration 44Q (16254.110000 sec): 3 clusters Score: Raw -17690212.994908 + Penalty 1141.192658 = -17689071.802249 nChanged 323 SP:Iteration 45Q (16255.010000 sec): 3 clusters Score: Raw -17690294.683191 + Penalty 1141.192658 = -17689153.490532 nChanged 321 SP:Iteration 46Q (16256.020000 sec): 3 clusters Score: Raw -17690376.577064 + Penalty 1141.192658 = -17689235.384406 nChanged 281 SP:Iteration 47Q (16256.950000 sec): 3 clusters Score: Raw -17690452.469149 + Penalty 1141.192658 = -17689311.276490 nChanged 259 SP:Iteration 48Q (16257.830000 sec): 3 clusters Score: Raw -17690515.952436 + Penalty 1141.192658 = -17689374.759777 nChanged 232 SP:Iteration 49Q (16258.710000 sec): 3 clusters Score: Raw -17690571.581355 + Penalty 1141.192658 = -17689430.388696 nChanged 217 SP:Iteration 50Q (16259.550000 sec): 3 clusters Score: Raw -17690622.779512 + Penalty 1141.192658 = -17689481.586853 nChanged 214 SP:Iteration 51Q (16260.460000 sec): 3 clusters Score: Raw -17690681.465132 + Penalty 1141.192658 = -17689540.272473 nChanged 209 SP:Iteration 52Q (16261.620000 sec): 3 clusters Score: Raw -17690737.439533 + Penalty 1141.192658 = -17689596.246875 nChanged 180 SP:Iteration 53Q (16262.770000 sec): 3 clusters Score: Raw -17690785.463348 + Penalty 1141.192658 = -17689644.270690 nChanged 177 SP:Iteration 54Q (16263.910000 sec): 3 clusters Score: Raw -17690831.740292 + Penalty 1141.192658 = -17689690.547634 nChanged 153 SP:Iteration 55Q (16264.950000 sec): 3 clusters Score: Raw -17690868.735810 + Penalty 1141.192658 = -17689727.543151 nChanged 140 SP:Iteration 56Q (16265.800000 sec): 3 clusters Score: Raw -17690900.833772 + Penalty 1141.192658 = -17689759.641114 nChanged 115 SP:Iteration 57Q (16266.680000 sec): 3 clusters Score: Raw -17690926.148016 + Penalty 1141.192658 = -17689784.955357 nChanged 107 SP:Iteration 58Q (16267.600000 sec): 3 clusters Score: Raw -17690950.760730 + Penalty 1141.192658 = -17689809.568072 nChanged 96 SP:Iteration 59Q (16268.490000 sec): 3 clusters Score: Raw -17690973.469837 + Penalty 1141.192658 = -17689832.277178 nChanged 89 SP:Iteration 60F (16269.520000 sec): 3 clusters Score: Raw -17690995.744542 + Penalty 1141.192658 = -17689854.551884 nChanged 97 SP:Iteration 61Q (16270.600000 sec): 3 clusters Score: Raw -17691021.306802 + Penalty 1141.192658 = -17689880.114143 nChanged 78 SP:Iteration 62Q (16271.530000 sec): 3 clusters Score: Raw -17691039.502037 + Penalty 1141.192658 = -17689898.309379 nChanged 65 SP:Iteration 63Q (16272.480000 sec): 3 clusters Score: Raw -17691054.536893 + Penalty 1141.192658 = -17689913.344234 nChanged 57 SP:Iteration 64Q (16273.370000 sec): 3 clusters Score: Raw -17691070.615058 + Penalty 1141.192658 = -17689929.422400 nChanged 68 SP:Iteration 65Q (16274.270000 sec): 3 clusters Score: Raw -17691086.814749 + Penalty 1141.192658 = -17689945.622091 nChanged 61 SP:Iteration 66Q (16275.170000 sec): 3 clusters Score: Raw -17691101.867356 + Penalty 1141.192658 = -17689960.674697 nChanged 48 SP:Iteration 67Q (16276.140000 sec): 3 clusters Score: Raw -17691112.516347 + Penalty 1141.192658 = -17689971.323688 nChanged 42 SP:Iteration 68Q (16277.000000 sec): 3 clusters Score: Raw -17691120.769028 + Penalty 1141.192658 = -17689979.576370 nChanged 34 SP:Iteration 69Q (16278.080000 sec): 3 clusters Score: Raw -17691125.248003 + Penalty 1141.192658 = -17689984.055344 nChanged 30 SP:Iteration 70Q (16279.000000 sec): 3 clusters Score: Raw -17691129.492785 + Penalty 1141.192658 = -17689988.300126 nChanged 26 SP:Iteration 71Q (16279.890000 sec): 3 clusters Score: Raw -17691133.780249 + Penalty 1141.192658 = -17689992.587591 nChanged 27 SP:Iteration 72Q (16280.630000 sec): 3 clusters Score: Raw -17691138.053065 + Penalty 1141.192658 = -17689996.860407 nChanged 30 SP:Iteration 73Q (16281.340000 sec): 3 clusters Score: Raw -17691145.470999 + Penalty 1141.192658 = -17690004.278341 nChanged 35 SP:Iteration 74Q (16282.180000 sec): 3 clusters Score: Raw -17691155.254790 + Penalty 1141.192658 = -17690014.062131 nChanged 37 SP:Iteration 75Q (16282.980000 sec): 3 clusters Score: Raw -17691163.991555 + Penalty 1141.192658 = -17690022.798897 nChanged 35 SP:Iteration 76Q (16283.840000 sec): 3 clusters Score: Raw -17691171.043891 + Penalty 1141.192658 = -17690029.851233 nChanged 24 SP:Iteration 77Q (16284.700000 sec): 3 clusters Score: Raw -17691177.688757 + Penalty 1141.192658 = -17690036.496098 nChanged 19 SP:Iteration 78Q (16285.540000 sec): 3 clusters Score: Raw -17691182.392356 + Penalty 1141.192658 = -17690041.199698 nChanged 19 SP:Iteration 79Q (16286.520000 sec): 3 clusters Score: Raw -17691186.379500 + Penalty 1141.192658 = -17690045.186841 nChanged 23 SP:Iteration 80F (16287.620000 sec): 3 clusters Score: Raw -17691191.121898 + Penalty 1141.192658 = -17690049.929240 nChanged 21 SP:Iteration 81Q (16288.760000 sec): 3 clusters Score: Raw -17691196.404536 + Penalty 1141.192658 = -17690055.211877 nChanged 16 SP:Iteration 82Q (16289.800000 sec): 3 clusters Score: Raw -17691199.671122 + Penalty 1141.192658 = -17690058.478464 nChanged 17 SP:Iteration 83Q (16290.870000 sec): 3 clusters Score: Raw -17691202.283351 + Penalty 1141.192658 = -17690061.090693 nChanged 14 SP:Iteration 84Q (16291.890000 sec): 3 clusters Score: Raw -17691204.623873 + Penalty 1141.192658 = -17690063.431215 nChanged 15 SP:Iteration 85Q (16292.800000 sec): 3 clusters Score: Raw -17691209.395923 + Penalty 1141.192658 = -17690068.203264 nChanged 22 SP:Iteration 86Q (16293.790000 sec): 3 clusters Score: Raw -17691216.273343 + Penalty 1141.192658 = -17690075.080685 nChanged 20 SP:Iteration 87Q (16294.750000 sec): 3 clusters Score: Raw -17691221.278133 + Penalty 1141.192658 = -17690080.085475 nChanged 18 SP:Iteration 88Q (16295.610000 sec): 3 clusters Score: Raw -17691225.877506 + Penalty 1141.192658 = -17690084.684848 nChanged 22 SP:Iteration 89Q (16296.440000 sec): 3 clusters Score: Raw -17691230.438541 + Penalty 1141.192658 = -17690089.245882 nChanged 16 SP:Iteration 90Q (16297.350000 sec): 3 clusters Score: Raw -17691234.545251 + Penalty 1141.192658 = -17690093.352593 nChanged 12 SP:Iteration 91Q (16298.180000 sec): 3 clusters Score: Raw -17691240.207201 + Penalty 1141.192658 = -17690099.014543 nChanged 14 SP:Iteration 92Q (16299.170000 sec): 3 clusters Score: Raw -17691246.375797 + Penalty 1141.192658 = -17690105.183139 nChanged 13 SP:Iteration 93Q (16300.030000 sec): 3 clusters Score: Raw -17691249.860156 + Penalty 1141.192658 = -17690108.667497 nChanged 10 SP:Iteration 94Q (16300.750000 sec): 3 clusters Score: Raw -17691252.099406 + Penalty 1141.192658 = -17690110.906748 nChanged 8 SP:Iteration 95Q (16301.450000 sec): 3 clusters Score: Raw -17691254.161420 + Penalty 1141.192658 = -17690112.968762 nChanged 9 SP:Iteration 96Q (16302.240000 sec): 3 clusters Score: Raw -17691256.825226 + Penalty 1141.192658 = -17690115.632568 nChanged 7 SP:Iteration 97Q (16303.100000 sec): 3 clusters Score: Raw -17691258.189124 + Penalty 1141.192658 = -17690116.996466 nChanged 3 SP:Iteration 98Q (16303.970000 sec): 3 clusters Score: Raw -17691259.383549 + Penalty 1141.192658 = -17690118.190891 nChanged 3 SP:Iteration 99Q (16304.900000 sec): 3 clusters Score: Raw -17691259.872378 + Penalty 1141.192658 = -17690118.679720 nChanged 4 SP:Iteration 100F (16305.850000 sec): 3 clusters Score: Raw -17691261.375518 + Penalty 1141.192658 = -17690120.182859 nChanged 6 SP:Iteration 101Q (16306.710000 sec): 3 clusters Score: Raw -17691263.629527 + Penalty 1141.192658 = -17690122.436869 nChanged 7 SP:Iteration 102Q (16307.600000 sec): 3 clusters Score: Raw -17691264.848288 + Penalty 1141.192658 = -17690123.655629 nChanged 6 SP:Iteration 103Q (16308.450000 sec): 3 clusters Score: Raw -17691266.713251 + Penalty 1141.192658 = -17690125.520592 nChanged 2 SP:Iteration 104Q (16309.360000 sec): 3 clusters Score: Raw -17691267.142885 + Penalty 1141.192658 = -17690125.950227 nChanged 1 SP:Iteration 105Q (16310.190000 sec): 3 clusters Score: Raw -17691267.321575 + Penalty 1141.192658 = -17690126.128916 nChanged 1 SP:Iteration 106Q (16311.090000 sec): 3 clusters Score: Raw -17691267.416067 + Penalty 1141.192658 = -17690126.223409 nChanged 1 SP:Iteration 107Q (16312.110000 sec): 3 clusters Score: Raw -17691267.579794 + Penalty 1141.192658 = -17690126.387136 nChanged 3 SP:Iteration 108Q (16313.210000 sec): 3 clusters Score: Raw -17691268.016464 + Penalty 1141.192658 = -17690126.823805 nChanged 3 SP:Iteration 109Q (16314.330000 sec): 3 clusters Score: Raw -17691268.496845 + Penalty 1141.192658 = -17690127.304187 nChanged 2 SP:Iteration 110Q (16315.410000 sec): 3 clusters Score: Raw -17691269.060644 + Penalty 1141.192658 = -17690127.867985 nChanged 2 SP:Iteration 111Q (16316.450000 sec): 3 clusters Score: Raw -17691269.662201 + Penalty 1141.192658 = -17690128.469542 nChanged 4 SP:Iteration 112Q (16317.440000 sec): 3 clusters Score: Raw -17691270.686690 + Penalty 1141.192658 = -17690129.494031 nChanged 3 SP:Iteration 113Q (16318.460000 sec): 3 clusters Score: Raw -17691271.179759 + Penalty 1141.192658 = -17690129.987100 nChanged 1 SP:Iteration 114Q (16319.320000 sec): 3 clusters Score: Raw -17691271.320950 + Penalty 1141.192658 = -17690130.128292 nChanged 2 SP:Iteration 115Q (16320.270000 sec): 3 clusters Score: Raw -17691271.735833 + Penalty 1141.192658 = -17690130.543175 nChanged 3 SP:Iteration 116Q (16321.300000 sec): 3 clusters Score: Raw -17691272.126102 + Penalty 1141.192658 = -17690130.933444 nChanged 2 SP:Iteration 117Q (16322.230000 sec): 3 clusters Score: Raw -17691272.391712 + Penalty 1141.192658 = -17690131.199054 nChanged 1 SP:Iteration 118Q (16323.140000 sec): 3 clusters Score: Raw -17691272.571175 + Penalty 1141.192658 = -17690131.378516 nChanged 2 SP:Iteration 119Q (16324.060000 sec): 3 clusters Score: Raw -17691273.032199 + Penalty 1141.192658 = -17690131.839540 nChanged 3 SP:Iteration 120F (16325.010000 sec): 3 clusters Score: Raw -17691273.480303 + Penalty 1141.192658 = -17690132.287644 nChanged 1 SP:Iteration 121Q (16325.890000 sec): 3 clusters Score: Raw -17691274.201455 + Penalty 1141.192658 = -17690133.008796 nChanged 1 SP:Iteration 122Q (16326.820000 sec): 3 clusters Score: Raw -17691274.405787 + Penalty 1141.192658 = -17690133.213128 nChanged 2 SP:Iteration 123Q (16327.800000 sec): 3 clusters Score: Raw -17691274.631834 + Penalty 1141.192658 = -17690133.439176 nChanged 2 SP:Iteration 124Q (16328.610000 sec): 3 clusters Score: Raw -17691275.098694 + Penalty 1141.192658 = -17690133.906036 nChanged 2 SP:Iteration 125Q (16329.530000 sec): 3 clusters Score: Raw -17691275.406866 + Penalty 1141.192658 = -17690134.214207 nChanged 1 SP:Iteration 126Q (16330.430000 sec): 3 clusters Score: Raw -17691275.745064 + Penalty 1141.192658 = -17690134.552406 nChanged 1 SP:Iteration 127Q (16331.400000 sec): 3 clusters Score: Raw -17691275.862337 + Penalty 1141.192658 = -17690134.669678 nChanged 2 SP:Iteration 128Q (16332.370000 sec): 3 clusters Score: Raw -17691276.126347 + Penalty 1141.192658 = -17690134.933688 nChanged 1 SP:Iteration 129Q (16333.310000 sec): 3 clusters Score: Raw -17691276.345044 + Penalty 1141.192658 = -17690135.152385 nChanged 0 SP:Iteration 130F (16334.310000 sec): 3 clusters Score: Raw -17691276.345044 + Penalty 1141.192658 = -17690135.152385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16334.570000 sec): 2 clusters Score: Raw -35087.456788 + Penalty 291.513039 = -34795.943749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16334.830000 sec): 3 clusters Score: Raw -34832.518978 + Penalty 583.026079 = -34249.492899 nChanged 237 SP:Iteration 1F (16335.040000 sec): 3 clusters Score: Raw -35085.354313 + Penalty 583.026079 = -34502.328234 nChanged 57 SP:Iteration 2F (16335.220000 sec): 3 clusters Score: Raw -35137.871424 + Penalty 583.026079 = -34554.845345 nChanged 28 SP:Iteration 3Q (16335.420000 sec): 3 clusters Score: Raw -35166.443492 + Penalty 583.026079 = -34583.417413 nChanged 23 SP:Iteration 4Q (16335.620000 sec): 3 clusters Score: Raw -35182.925469 + Penalty 583.026079 = -34599.899391 nChanged 14 SP:Iteration 5Q (16335.810000 sec): 3 clusters Score: Raw -35189.686655 + Penalty 583.026079 = -34606.660576 nChanged 10 SP:Iteration 6Q (16335.980000 sec): 3 clusters Score: Raw -35198.131508 + Penalty 583.026079 = -34615.105430 nChanged 12 SP:Iteration 7Q (16336.160000 sec): 3 clusters Score: Raw -35208.058539 + Penalty 583.026079 = -34625.032460 nChanged 11 SP:Iteration 8Q (16336.340000 sec): 3 clusters Score: Raw -35215.725009 + Penalty 583.026079 = -34632.698930 nChanged 7 SP:Iteration 9Q (16336.570000 sec): 3 clusters Score: Raw -35222.774806 + Penalty 583.026079 = -34639.748728 nChanged 5 SP:Iteration 10Q (16336.750000 sec): 3 clusters Score: Raw -35226.660091 + Penalty 583.026079 = -34643.634013 nChanged 4 SP:Iteration 11Q (16336.950000 sec): 3 clusters Score: Raw -35229.344735 + Penalty 583.026079 = -34646.318656 nChanged 1 SP:Iteration 12Q (16337.140000 sec): 3 clusters Score: Raw -35231.056065 + Penalty 583.026079 = -34648.029987 nChanged 1 SP:Iteration 13Q (16337.270000 sec): 3 clusters Score: Raw -35231.402649 + Penalty 583.026079 = -34648.376570 nChanged 0 SP:Iteration 14F (16337.480000 sec): 3 clusters Score: Raw -35231.402649 + Penalty 583.026079 = -34648.376570 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16337.580000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16337.780000 sec): 3 clusters Score: Raw -17220.764772 + Penalty 518.129625 = -16702.635147 nChanged 93 SP:Iteration 1F (16337.930000 sec): 3 clusters Score: Raw -17295.656711 + Penalty 518.129625 = -16777.527087 nChanged 17 SP:Iteration 2F (16338.090000 sec): 3 clusters Score: Raw -17316.736546 + Penalty 518.129625 = -16798.606921 nChanged 15 SP:Iteration 3F (16338.280000 sec): 3 clusters Score: Raw -17333.161542 + Penalty 518.129625 = -16815.031918 nChanged 5 SP:Iteration 4Q (16338.490000 sec): 3 clusters Score: Raw -17345.024934 + Penalty 518.129625 = -16826.895309 nChanged 6 SP:Iteration 5Q (16338.680000 sec): 3 clusters Score: Raw -17356.556260 + Penalty 518.129625 = -16838.426636 nChanged 6 SP:Iteration 6Q (16338.830000 sec): 3 clusters Score: Raw -17369.682494 + Penalty 518.129625 = -16851.552870 nChanged 7 SP:Iteration 7Q (16339.020000 sec): 3 clusters Score: Raw -17377.718031 + Penalty 518.129625 = -16859.588407 nChanged 4 SP:Iteration 8Q (16339.280000 sec): 3 clusters Score: Raw -17381.277194 + Penalty 518.129625 = -16863.147570 nChanged 6 SP:Iteration 9Q (16339.490000 sec): 3 clusters Score: Raw -17385.584081 + Penalty 518.129625 = -16867.454457 nChanged 4 SP:Iteration 10Q (16339.670000 sec): 3 clusters Score: Raw -17388.974927 + Penalty 518.129625 = -16870.845302 nChanged 7 SP:Iteration 11Q (16339.890000 sec): 3 clusters Score: Raw -17394.257281 + Penalty 518.129625 = -16876.127657 nChanged 4 SP:Iteration 12Q (16340.050000 sec): 3 clusters Score: Raw -17395.809039 + Penalty 518.129625 = -16877.679414 nChanged 1 SP:Iteration 13Q (16340.210000 sec): 3 clusters Score: Raw -17396.436971 + Penalty 518.129625 = -16878.307346 nChanged 2 SP:Iteration 14Q (16340.430000 sec): 3 clusters Score: Raw -17398.829156 + Penalty 518.129625 = -16880.699531 nChanged 1 SP:Iteration 15Q (16340.630000 sec): 3 clusters Score: Raw -17399.541661 + Penalty 518.129625 = -16881.412037 nChanged 0 SP:Iteration 16F (16340.860000 sec): 3 clusters Score: Raw -17399.541661 + Penalty 518.129625 = -16881.412037 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16340.940000 sec): 2 clusters Score: Raw -262502.271556 + Penalty 378.933532 = -262123.338024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16341.160000 sec): 3 clusters Score: Raw -260030.788924 + Penalty 757.867064 = -259272.921860 nChanged 1881 SP:Iteration 1F (16341.320000 sec): 3 clusters Score: Raw -261157.231881 + Penalty 757.867064 = -260399.364818 nChanged 323 SP:Iteration 2F (16341.460000 sec): 3 clusters Score: Raw -261384.512896 + Penalty 757.867064 = -260626.645832 nChanged 332 SP:Iteration 3F (16341.660000 sec): 3 clusters Score: Raw -261703.887174 + Penalty 757.867064 = -260946.020110 nChanged 344 SP:Iteration 4F (16341.820000 sec): 3 clusters Score: Raw -262058.870280 + Penalty 757.867064 = -261301.003216 nChanged 280 SP:Iteration 5F (16342.000000 sec): 3 clusters Score: Raw -262316.744907 + Penalty 757.867064 = -261558.877843 nChanged 199 SP:Iteration 6Q (16342.200000 sec): 3 clusters Score: Raw -262478.993508 + Penalty 757.867064 = -261721.126445 nChanged 134 SP:Iteration 7Q (16342.400000 sec): 3 clusters Score: Raw -262583.401128 + Penalty 757.867064 = -261825.534064 nChanged 77 SP:Iteration 8Q (16342.600000 sec): 3 clusters Score: Raw -262642.713238 + Penalty 757.867064 = -261884.846174 nChanged 64 SP:Iteration 9Q (16342.810000 sec): 3 clusters Score: Raw -262692.302434 + Penalty 757.867064 = -261934.435370 nChanged 58 SP:Iteration 10Q (16343.000000 sec): 3 clusters Score: Raw -262723.507736 + Penalty 757.867064 = -261965.640672 nChanged 42 SP:Iteration 11Q (16343.200000 sec): 3 clusters Score: Raw -262741.101658 + Penalty 757.867064 = -261983.234595 nChanged 30 SP:Iteration 12Q (16343.380000 sec): 3 clusters Score: Raw -262755.384571 + Penalty 757.867064 = -261997.517507 nChanged 32 SP:Iteration 13Q (16343.580000 sec): 3 clusters Score: Raw -262772.276399 + Penalty 757.867064 = -262014.409335 nChanged 33 SP:Iteration 14Q (16343.830000 sec): 3 clusters Score: Raw -262783.638221 + Penalty 757.867064 = -262025.771157 nChanged 24 SP:Iteration 15Q (16344.000000 sec): 3 clusters Score: Raw -262792.874188 + Penalty 757.867064 = -262035.007125 nChanged 28 SP:Iteration 16Q (16344.210000 sec): 3 clusters Score: Raw -262799.688157 + Penalty 757.867064 = -262041.821094 nChanged 12 SP:Iteration 17Q (16344.400000 sec): 3 clusters Score: Raw -262802.384573 + Penalty 757.867064 = -262044.517509 nChanged 9 SP:Iteration 18Q (16344.580000 sec): 3 clusters Score: Raw -262803.280747 + Penalty 757.867064 = -262045.413683 nChanged 2 SP:Iteration 19Q (16344.730000 sec): 3 clusters Score: Raw -262803.756694 + Penalty 757.867064 = -262045.889630 nChanged 2 SP:Iteration 20F (16344.890000 sec): 3 clusters Score: Raw -262803.926707 + Penalty 757.867064 = -262046.059643 nChanged 2 SP:Iteration 21Q (16345.040000 sec): 3 clusters Score: Raw -262804.005519 + Penalty 757.867064 = -262046.138455 nChanged 0 SP:Iteration 22F (16345.200000 sec): 3 clusters Score: Raw -262804.005519 + Penalty 757.867064 = -262046.138455 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16345.250000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16345.410000 sec): 3 clusters Score: Raw -37176.486032 + Penalty 592.568825 = -36583.917207 nChanged 254 SP:Iteration 1F (16345.570000 sec): 3 clusters Score: Raw -37344.565790 + Penalty 592.568825 = -36751.996965 nChanged 52 SP:Iteration 2F (16345.780000 sec): 3 clusters Score: Raw -37377.007542 + Penalty 592.568825 = -36784.438717 nChanged 20 SP:Iteration 3Q (16345.950000 sec): 3 clusters Score: Raw -37386.195237 + Penalty 592.568825 = -36793.626412 nChanged 11 SP:Iteration 4Q (16346.120000 sec): 3 clusters Score: Raw -37393.424142 + Penalty 592.568825 = -36800.855317 nChanged 8 SP:Iteration 5Q (16346.280000 sec): 3 clusters Score: Raw -37399.664697 + Penalty 592.568825 = -36807.095872 nChanged 6 SP:Iteration 6Q (16346.410000 sec): 3 clusters Score: Raw -37402.066341 + Penalty 592.568825 = -36809.497516 nChanged 9 SP:Iteration 7Q (16346.600000 sec): 3 clusters Score: Raw -37406.092618 + Penalty 592.568825 = -36813.523793 nChanged 5 SP:Iteration 8Q (16346.750000 sec): 3 clusters Score: Raw -37410.318337 + Penalty 592.568825 = -36817.749512 nChanged 11 SP:Iteration 9Q (16346.910000 sec): 3 clusters Score: Raw -37418.863520 + Penalty 592.568825 = -36826.294695 nChanged 14 SP:Iteration 10Q (16347.060000 sec): 3 clusters Score: Raw -37429.119796 + Penalty 592.568825 = -36836.550971 nChanged 14 SP:Iteration 11Q (16347.170000 sec): 3 clusters Score: Raw -37438.075595 + Penalty 592.568825 = -36845.506770 nChanged 12 SP:Iteration 12Q (16347.320000 sec): 3 clusters Score: Raw -37443.198081 + Penalty 592.568825 = -36850.629256 nChanged 9 SP:Iteration 13Q (16347.490000 sec): 3 clusters Score: Raw -37446.974771 + Penalty 592.568825 = -36854.405946 nChanged 8 SP:Iteration 14Q (16347.620000 sec): 3 clusters Score: Raw -37450.704439 + Penalty 592.568825 = -36858.135614 nChanged 6 SP:Iteration 15Q (16347.880000 sec): 3 clusters Score: Raw -37452.878203 + Penalty 592.568825 = -36860.309378 nChanged 6 SP:Iteration 16Q (16348.130000 sec): 3 clusters Score: Raw -37455.060258 + Penalty 592.568825 = -36862.491433 nChanged 6 SP:Iteration 17Q (16348.240000 sec): 3 clusters Score: Raw -37456.987544 + Penalty 592.568825 = -36864.418719 nChanged 5 SP:Iteration 18Q (16348.440000 sec): 3 clusters Score: Raw -37458.182612 + Penalty 592.568825 = -36865.613787 nChanged 4 SP:Iteration 19Q (16348.630000 sec): 3 clusters Score: Raw -37460.509850 + Penalty 592.568825 = -36867.941025 nChanged 5 SP:Iteration 20F (16348.810000 sec): 3 clusters Score: Raw -37464.342465 + Penalty 592.568825 = -36871.773640 nChanged 1 SP:Iteration 21Q (16348.980000 sec): 3 clusters Score: Raw -37466.045991 + Penalty 592.568825 = -36873.477166 nChanged 2 SP:Iteration 22Q (16349.160000 sec): 3 clusters Score: Raw -37467.331481 + Penalty 592.568825 = -36874.762656 nChanged 3 SP:Iteration 23Q (16349.330000 sec): 3 clusters Score: Raw -37468.902444 + Penalty 592.568825 = -36876.333619 nChanged 1 SP:Iteration 24Q (16349.530000 sec): 3 clusters Score: Raw -37469.079228 + Penalty 592.568825 = -36876.510403 nChanged 1 SP:Iteration 25Q (16349.720000 sec): 3 clusters Score: Raw -37469.977837 + Penalty 592.568825 = -36877.409012 nChanged 5 SP:Iteration 26Q (16349.930000 sec): 3 clusters Score: Raw -37472.831979 + Penalty 592.568825 = -36880.263154 nChanged 5 SP:Iteration 27Q (16350.140000 sec): 3 clusters Score: Raw -37476.970008 + Penalty 592.568825 = -36884.401183 nChanged 5 SP:Iteration 28Q (16350.320000 sec): 3 clusters Score: Raw -37480.480920 + Penalty 592.568825 = -36887.912095 nChanged 7 SP:Iteration 29Q (16350.490000 sec): 3 clusters Score: Raw -37486.703301 + Penalty 592.568825 = -36894.134476 nChanged 6 SP:Iteration 30Q (16350.680000 sec): 3 clusters Score: Raw -37491.718350 + Penalty 592.568825 = -36899.149525 nChanged 9 SP:Iteration 31Q (16350.860000 sec): 3 clusters Score: Raw -37498.905074 + Penalty 592.568825 = -36906.336249 nChanged 10 SP:Iteration 32Q (16351.040000 sec): 3 clusters Score: Raw -37505.277292 + Penalty 592.568825 = -36912.708467 nChanged 6 SP:Iteration 33Q (16351.240000 sec): 3 clusters Score: Raw -37509.045532 + Penalty 592.568825 = -36916.476707 nChanged 5 SP:Iteration 34Q (16351.440000 sec): 3 clusters Score: Raw -37514.821716 + Penalty 592.568825 = -36922.252891 nChanged 5 SP:Iteration 35Q (16351.610000 sec): 3 clusters Score: Raw -37517.033690 + Penalty 592.568825 = -36924.464865 nChanged 4 SP:Iteration 36Q (16351.770000 sec): 3 clusters Score: Raw -37519.236833 + Penalty 592.568825 = -36926.668008 nChanged 4 SP:Iteration 37Q (16351.980000 sec): 3 clusters Score: Raw -37521.552878 + Penalty 592.568825 = -36928.984053 nChanged 4 SP:Iteration 38Q (16352.130000 sec): 3 clusters Score: Raw -37527.097000 + Penalty 592.568825 = -36934.528175 nChanged 7 SP:Iteration 39Q (16352.290000 sec): 3 clusters Score: Raw -37532.322598 + Penalty 592.568825 = -36939.753773 nChanged 4 SP:Iteration 40F (16352.460000 sec): 3 clusters Score: Raw -37535.336986 + Penalty 592.568825 = -36942.768161 nChanged 4 SP:Iteration 41Q (16352.720000 sec): 3 clusters Score: Raw -37537.283177 + Penalty 592.568825 = -36944.714352 nChanged 2 SP:Iteration 42Q (16352.920000 sec): 3 clusters Score: Raw -37538.784904 + Penalty 592.568825 = -36946.216079 nChanged 3 SP:Iteration 43Q (16353.130000 sec): 3 clusters Score: Raw -37541.855246 + Penalty 592.568825 = -36949.286421 nChanged 4 SP:Iteration 44Q (16353.340000 sec): 3 clusters Score: Raw -37545.083497 + Penalty 592.568825 = -36952.514672 nChanged 0 SP:Iteration 45F (16353.550000 sec): 3 clusters Score: Raw -37545.083497 + Penalty 592.568825 = -36952.514672 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16353.620000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16353.840000 sec): 3 clusters Score: Raw -13368.526408 + Penalty 492.459791 = -12876.066617 nChanged 67 SP:Iteration 1F (16354.020000 sec): 3 clusters Score: Raw -13446.468271 + Penalty 492.459791 = -12954.008481 nChanged 16 SP:Iteration 2F (16354.130000 sec): 3 clusters Score: Raw -13471.466493 + Penalty 492.459791 = -12979.006703 nChanged 9 SP:Iteration 3Q (16354.340000 sec): 3 clusters Score: Raw -13486.649864 + Penalty 492.459791 = -12994.190073 nChanged 10 SP:Iteration 4Q (16354.500000 sec): 3 clusters Score: Raw -13497.849409 + Penalty 492.459791 = -13005.389618 nChanged 6 SP:Iteration 5Q (16354.670000 sec): 3 clusters Score: Raw -13503.204064 + Penalty 492.459791 = -13010.744273 nChanged 4 SP:Iteration 6Q (16354.850000 sec): 3 clusters Score: Raw -13510.371567 + Penalty 492.459791 = -13017.911777 nChanged 3 SP:Iteration 7Q (16355.040000 sec): 3 clusters Score: Raw -13518.105383 + Penalty 492.459791 = -13025.645592 nChanged 3 SP:Iteration 8Q (16355.230000 sec): 3 clusters Score: Raw -13520.654392 + Penalty 492.459791 = -13028.194601 nChanged 1 SP:Iteration 9Q (16355.440000 sec): 3 clusters Score: Raw -13522.300165 + Penalty 492.459791 = -13029.840374 nChanged 0 SP:Iteration 10F (16355.660000 sec): 3 clusters Score: Raw -13522.300165 + Penalty 492.459791 = -13029.840374 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16355.730000 sec): 2 clusters Score: Raw -8457.641978 + Penalty 239.921480 = -8217.720498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16355.900000 sec): 3 clusters Score: Raw -8527.209659 + Penalty 479.842960 = -8047.366699 nChanged 66 SP:Iteration 1F (16356.070000 sec): 3 clusters Score: Raw -8643.854589 + Penalty 479.842960 = -8164.011629 nChanged 8 SP:Iteration 2Q (16356.280000 sec): 3 clusters Score: Raw -8658.333116 + Penalty 479.842960 = -8178.490156 nChanged 6 SP:Iteration 3Q (16356.420000 sec): 3 clusters Score: Raw -8687.748893 + Penalty 479.842960 = -8207.905933 nChanged 2 SP:Iteration 4Q (16356.570000 sec): 3 clusters Score: Raw -8698.017876 + Penalty 479.842960 = -8218.174916 nChanged 0 SP:Iteration 5F (16356.770000 sec): 3 clusters Score: Raw -8698.017876 + Penalty 479.842960 = -8218.174916 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 79. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16356.860000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16357.070000 sec): 3 clusters Score: Raw -3033.183421 + Penalty 362.997548 = -2670.185873 nChanged 5 SP:Iteration 1F (16357.220000 sec): 3 clusters Score: Raw -3047.035543 + Penalty 362.997548 = -2684.037994 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16357.350000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16357.550000 sec): 3 clusters Score: Raw -11672.976008 + Penalty 479.842960 = -11193.133048 nChanged 56 SP:Iteration 1F (16357.720000 sec): 3 clusters Score: Raw -11741.966284 + Penalty 479.842960 = -11262.123324 nChanged 10 SP:Iteration 2F (16357.910000 sec): 3 clusters Score: Raw -11757.252652 + Penalty 479.842960 = -11277.409692 nChanged 5 SP:Iteration 3Q (16358.140000 sec): 3 clusters Score: Raw -11764.523552 + Penalty 479.842960 = -11284.680592 nChanged 3 SP:Iteration 4Q (16358.290000 sec): 3 clusters Score: Raw -11770.402766 + Penalty 479.842960 = -11290.559806 nChanged 6 SP:Iteration 5Q (16358.500000 sec): 3 clusters Score: Raw -11783.764652 + Penalty 479.842960 = -11303.921693 nChanged 5 SP:Iteration 6Q (16358.670000 sec): 3 clusters Score: Raw -11791.319507 + Penalty 479.842960 = -11311.476547 nChanged 3 SP:Iteration 7Q (16358.820000 sec): 3 clusters Score: Raw -11795.767852 + Penalty 479.842960 = -11315.924892 nChanged 1 SP:Iteration 8Q (16359.040000 sec): 3 clusters Score: Raw -11797.121593 + Penalty 479.842960 = -11317.278633 nChanged 1 SP:Iteration 9Q (16359.240000 sec): 3 clusters Score: Raw -11798.427494 + Penalty 479.842960 = -11318.584534 nChanged 1 SP:Iteration 10Q (16359.440000 sec): 3 clusters Score: Raw -11799.862917 + Penalty 479.842960 = -11320.019958 nChanged 0 SP:Iteration 11F (16359.620000 sec): 3 clusters Score: Raw -11799.862917 + Penalty 479.842960 = -11320.019958 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16359.750000 sec): 2 clusters Score: Raw -34891.447268 + Penalty 290.908379 = -34600.538888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16359.900000 sec): 3 clusters Score: Raw -34648.337963 + Penalty 581.816759 = -34066.521205 nChanged 221 SP:Iteration 1F (16360.080000 sec): 3 clusters Score: Raw -34843.482180 + Penalty 581.816759 = -34261.665421 nChanged 56 SP:Iteration 2F (16360.240000 sec): 3 clusters Score: Raw -34896.184083 + Penalty 581.816759 = -34314.367325 nChanged 36 SP:Iteration 3F (16360.390000 sec): 3 clusters Score: Raw -34929.902056 + Penalty 581.816759 = -34348.085297 nChanged 23 SP:Iteration 4Q (16360.570000 sec): 3 clusters Score: Raw -34953.377965 + Penalty 581.816759 = -34371.561206 nChanged 15 SP:Iteration 5Q (16360.770000 sec): 3 clusters Score: Raw -34971.476424 + Penalty 581.816759 = -34389.659666 nChanged 18 SP:Iteration 6Q (16361.000000 sec): 3 clusters Score: Raw -34992.530825 + Penalty 581.816759 = -34410.714066 nChanged 18 SP:Iteration 7Q (16361.160000 sec): 3 clusters Score: Raw -35021.846572 + Penalty 581.816759 = -34440.029813 nChanged 18 SP:Iteration 8Q (16361.400000 sec): 3 clusters Score: Raw -35035.752795 + Penalty 581.816759 = -34453.936036 nChanged 9 SP:Iteration 9Q (16361.610000 sec): 3 clusters Score: Raw -35039.992980 + Penalty 581.816759 = -34458.176221 nChanged 6 SP:Iteration 10Q (16361.800000 sec): 3 clusters Score: Raw -35043.927255 + Penalty 581.816759 = -34462.110496 nChanged 9 SP:Iteration 11Q (16361.980000 sec): 3 clusters Score: Raw -35054.338901 + Penalty 581.816759 = -34472.522142 nChanged 8 SP:Iteration 12Q (16362.170000 sec): 3 clusters Score: Raw -35059.795029 + Penalty 581.816759 = -34477.978271 nChanged 7 SP:Iteration 13Q (16362.400000 sec): 3 clusters Score: Raw -35064.685668 + Penalty 581.816759 = -34482.868909 nChanged 8 SP:Iteration 14Q (16362.530000 sec): 3 clusters Score: Raw -35075.391258 + Penalty 581.816759 = -34493.574499 nChanged 8 SP:Iteration 15Q (16362.710000 sec): 3 clusters Score: Raw -35087.976356 + Penalty 581.816759 = -34506.159597 nChanged 6 SP:Iteration 16Q (16362.910000 sec): 3 clusters Score: Raw -35101.901930 + Penalty 581.816759 = -34520.085171 nChanged 7 SP:Iteration 17Q (16363.140000 sec): 3 clusters Score: Raw -35123.191573 + Penalty 581.816759 = -34541.374814 nChanged 10 SP:Iteration 18Q (16363.280000 sec): 3 clusters Score: Raw -35137.765150 + Penalty 581.816759 = -34555.948392 nChanged 6 SP:Iteration 19Q (16363.460000 sec): 3 clusters Score: Raw -35142.896537 + Penalty 581.816759 = -34561.079779 nChanged 0 SP:Iteration 20F (16363.690000 sec): 3 clusters Score: Raw -35142.896537 + Penalty 581.816759 = -34561.079779 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16363.800000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16363.970000 sec): 3 clusters Score: Raw -8708.967701 + Penalty 449.689460 = -8259.278240 nChanged 25 SP:Iteration 1F (16364.140000 sec): 3 clusters Score: Raw -8740.350387 + Penalty 449.689460 = -8290.660926 nChanged 8 SP:Iteration 2F (16364.380000 sec): 3 clusters Score: Raw -8758.216183 + Penalty 449.689460 = -8308.526722 nChanged 3 SP:Iteration 3Q (16364.570000 sec): 3 clusters Score: Raw -8763.668311 + Penalty 449.689460 = -8313.978851 nChanged 3 SP:Iteration 4Q (16364.830000 sec): 3 clusters Score: Raw -8768.499145 + Penalty 449.689460 = -8318.809684 nChanged 2 SP:Iteration 5Q (16364.970000 sec): 3 clusters Score: Raw -8772.709287 + Penalty 449.689460 = -8323.019827 nChanged 1 SP:Iteration 6Q (16365.200000 sec): 3 clusters Score: Raw -8773.696016 + Penalty 449.689460 = -8324.006555 nChanged 0 SP:Iteration 7F (16365.390000 sec): 3 clusters Score: Raw -8773.696016 + Penalty 449.689460 = -8324.006555 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16365.470000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16365.640000 sec): 3 clusters Score: Raw -33897.540816 + Penalty 577.612418 = -33319.928398 nChanged 205 SP:Iteration 1F (16365.860000 sec): 3 clusters Score: Raw -34025.462331 + Penalty 577.612418 = -33447.849913 nChanged 40 SP:Iteration 2F (16366.040000 sec): 3 clusters Score: Raw -34064.427517 + Penalty 577.612418 = -33486.815099 nChanged 30 SP:Iteration 3F (16366.190000 sec): 3 clusters Score: Raw -34088.386166 + Penalty 577.612418 = -33510.773748 nChanged 19 SP:Iteration 4Q (16366.390000 sec): 3 clusters Score: Raw -34101.880310 + Penalty 577.612418 = -33524.267892 nChanged 12 SP:Iteration 5Q (16366.600000 sec): 3 clusters Score: Raw -34108.417495 + Penalty 577.612418 = -33530.805077 nChanged 9 SP:Iteration 6Q (16366.760000 sec): 3 clusters Score: Raw -34112.411837 + Penalty 577.612418 = -33534.799419 nChanged 7 SP:Iteration 7Q (16366.950000 sec): 3 clusters Score: Raw -34117.635001 + Penalty 577.612418 = -33540.022583 nChanged 5 SP:Iteration 8Q (16367.080000 sec): 3 clusters Score: Raw -34119.580618 + Penalty 577.612418 = -33541.968200 nChanged 2 SP:Iteration 9Q (16367.270000 sec): 3 clusters Score: Raw -34120.425697 + Penalty 577.612418 = -33542.813279 nChanged 3 SP:Iteration 10Q (16367.450000 sec): 3 clusters Score: Raw -34122.027981 + Penalty 577.612418 = -33544.415563 nChanged 3 SP:Iteration 11Q (16367.590000 sec): 3 clusters Score: Raw -34123.199878 + Penalty 577.612418 = -33545.587460 nChanged 4 SP:Iteration 12Q (16367.790000 sec): 3 clusters Score: Raw -34124.190586 + Penalty 577.612418 = -33546.578167 nChanged 1 SP:Iteration 13Q (16367.930000 sec): 3 clusters Score: Raw -34124.341363 + Penalty 577.612418 = -33546.728945 nChanged 0 SP:Iteration 14F (16368.060000 sec): 3 clusters Score: Raw -34124.341363 + Penalty 577.612418 = -33546.728945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16368.170000 sec): 2 clusters Score: Raw -57610.588582 + Penalty 317.296207 = -57293.292375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16368.310000 sec): 3 clusters Score: Raw -57088.676482 + Penalty 634.592415 = -56454.084067 nChanged 384 SP:Iteration 1F (16368.510000 sec): 3 clusters Score: Raw -57299.640027 + Penalty 634.592415 = -56665.047612 nChanged 89 SP:Iteration 2F (16368.730000 sec): 3 clusters Score: Raw -57355.777721 + Penalty 634.592415 = -56721.185306 nChanged 55 SP:Iteration 3F (16368.920000 sec): 3 clusters Score: Raw -57391.302900 + Penalty 634.592415 = -56756.710486 nChanged 42 SP:Iteration 4Q (16369.090000 sec): 3 clusters Score: Raw -57416.162536 + Penalty 634.592415 = -56781.570121 nChanged 31 SP:Iteration 5Q (16369.260000 sec): 3 clusters Score: Raw -57435.450232 + Penalty 634.592415 = -56800.857817 nChanged 29 SP:Iteration 6Q (16369.420000 sec): 3 clusters Score: Raw -57456.674837 + Penalty 634.592415 = -56822.082422 nChanged 30 SP:Iteration 7Q (16369.610000 sec): 3 clusters Score: Raw -57469.169278 + Penalty 634.592415 = -56834.576863 nChanged 19 SP:Iteration 8Q (16369.840000 sec): 3 clusters Score: Raw -57479.529694 + Penalty 634.592415 = -56844.937279 nChanged 24 SP:Iteration 9Q (16370.030000 sec): 3 clusters Score: Raw -57490.004788 + Penalty 634.592415 = -56855.412373 nChanged 18 SP:Iteration 10Q (16370.210000 sec): 3 clusters Score: Raw -57496.254296 + Penalty 634.592415 = -56861.661881 nChanged 11 SP:Iteration 11Q (16370.420000 sec): 3 clusters Score: Raw -57499.455955 + Penalty 634.592415 = -56864.863540 nChanged 7 SP:Iteration 12Q (16370.600000 sec): 3 clusters Score: Raw -57501.516605 + Penalty 634.592415 = -56866.924190 nChanged 5 SP:Iteration 13Q (16370.770000 sec): 3 clusters Score: Raw -57502.810949 + Penalty 634.592415 = -56868.218534 nChanged 6 SP:Iteration 14Q (16370.920000 sec): 3 clusters Score: Raw -57504.355963 + Penalty 634.592415 = -56869.763548 nChanged 7 SP:Iteration 15Q (16371.100000 sec): 3 clusters Score: Raw -57507.927025 + Penalty 634.592415 = -56873.334611 nChanged 13 SP:Iteration 16Q (16371.270000 sec): 3 clusters Score: Raw -57516.489268 + Penalty 634.592415 = -56881.896853 nChanged 20 SP:Iteration 17Q (16371.430000 sec): 3 clusters Score: Raw -57530.255659 + Penalty 634.592415 = -56895.663244 nChanged 21 SP:Iteration 18Q (16371.630000 sec): 3 clusters Score: Raw -57541.119879 + Penalty 634.592415 = -56906.527464 nChanged 20 SP:Iteration 19Q (16371.780000 sec): 3 clusters Score: Raw -57552.093457 + Penalty 634.592415 = -56917.501042 nChanged 17 SP:Iteration 20F (16371.960000 sec): 3 clusters Score: Raw -57562.397391 + Penalty 634.592415 = -56927.804977 nChanged 15 SP:Iteration 21Q (16372.150000 sec): 3 clusters Score: Raw -57570.644406 + Penalty 634.592415 = -56936.051991 nChanged 12 SP:Iteration 22Q (16372.330000 sec): 3 clusters Score: Raw -57578.519634 + Penalty 634.592415 = -56943.927219 nChanged 5 SP:Iteration 23Q (16372.460000 sec): 3 clusters Score: Raw -57582.430909 + Penalty 634.592415 = -56947.838494 nChanged 8 SP:Iteration 24Q (16372.660000 sec): 3 clusters Score: Raw -57587.712566 + Penalty 634.592415 = -56953.120151 nChanged 14 SP:Iteration 25Q (16372.840000 sec): 3 clusters Score: Raw -57594.430669 + Penalty 634.592415 = -56959.838254 nChanged 13 SP:Iteration 26Q (16373.080000 sec): 3 clusters Score: Raw -57601.423163 + Penalty 634.592415 = -56966.830749 nChanged 11 SP:Iteration 27Q (16373.260000 sec): 3 clusters Score: Raw -57606.223388 + Penalty 634.592415 = -56971.630973 nChanged 11 SP:Iteration 28Q (16373.450000 sec): 3 clusters Score: Raw -57610.442713 + Penalty 634.592415 = -56975.850299 nChanged 10 SP:Iteration 29Q (16373.620000 sec): 3 clusters Score: Raw -57614.235012 + Penalty 634.592415 = -56979.642597 nChanged 10 SP:Iteration 30Q (16373.840000 sec): 3 clusters Score: Raw -57618.045094 + Penalty 634.592415 = -56983.452679 nChanged 8 SP:Iteration 31Q (16374.010000 sec): 3 clusters Score: Raw -57620.465799 + Penalty 634.592415 = -56985.873384 nChanged 7 SP:Iteration 32Q (16374.200000 sec): 3 clusters Score: Raw -57623.285732 + Penalty 634.592415 = -56988.693317 nChanged 4 SP:Iteration 33Q (16374.420000 sec): 3 clusters Score: Raw -57624.962116 + Penalty 634.592415 = -56990.369701 nChanged 7 SP:Iteration 34Q (16374.590000 sec): 3 clusters Score: Raw -57628.185667 + Penalty 634.592415 = -56993.593252 nChanged 6 SP:Iteration 35Q (16374.800000 sec): 3 clusters Score: Raw -57630.816635 + Penalty 634.592415 = -56996.224220 nChanged 4 SP:Iteration 36Q (16374.990000 sec): 3 clusters Score: Raw -57633.349278 + Penalty 634.592415 = -56998.756863 nChanged 5 SP:Iteration 37Q (16375.160000 sec): 3 clusters Score: Raw -57634.844623 + Penalty 634.592415 = -57000.252208 nChanged 1 SP:Iteration 38Q (16375.330000 sec): 3 clusters Score: Raw -57635.085342 + Penalty 634.592415 = -57000.492927 nChanged 0 SP:Iteration 39F (16375.510000 sec): 3 clusters Score: Raw -57635.085342 + Penalty 634.592415 = -57000.492927 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16375.600000 sec): 2 clusters Score: Raw -205715.402660 + Penalty 367.791452 = -205347.611209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16375.800000 sec): 3 clusters Score: Raw -203882.394261 + Penalty 735.582903 = -203146.811357 nChanged 1437 SP:Iteration 1F (16375.950000 sec): 3 clusters Score: Raw -204644.794866 + Penalty 735.582903 = -203909.211963 nChanged 183 SP:Iteration 2F (16376.110000 sec): 3 clusters Score: Raw -204730.725821 + Penalty 735.582903 = -203995.142918 nChanged 184 SP:Iteration 3F (16376.280000 sec): 3 clusters Score: Raw -204835.307250 + Penalty 735.582903 = -204099.724347 nChanged 189 SP:Iteration 4F (16376.420000 sec): 3 clusters Score: Raw -204927.780602 + Penalty 735.582903 = -204192.197699 nChanged 153 SP:Iteration 5Q (16376.570000 sec): 3 clusters Score: Raw -205014.946012 + Penalty 735.582903 = -204279.363108 nChanged 165 SP:Iteration 6F (16376.800000 sec): 3 clusters Score: Raw -205122.201100 + Penalty 735.582903 = -204386.618197 nChanged 169 SP:Iteration 7F (16376.940000 sec): 3 clusters Score: Raw -205239.058362 + Penalty 735.582903 = -204503.475459 nChanged 153 SP:Iteration 8Q (16377.110000 sec): 3 clusters Score: Raw -205344.604263 + Penalty 735.582903 = -204609.021360 nChanged 139 SP:Iteration 9Q (16377.320000 sec): 3 clusters Score: Raw -205446.903625 + Penalty 735.582903 = -204711.320722 nChanged 114 SP:Iteration 10Q (16377.460000 sec): 3 clusters Score: Raw -205532.077013 + Penalty 735.582903 = -204796.494110 nChanged 86 SP:Iteration 11Q (16377.650000 sec): 3 clusters Score: Raw -205602.582995 + Penalty 735.582903 = -204867.000092 nChanged 62 SP:Iteration 12Q (16377.850000 sec): 3 clusters Score: Raw -205647.641927 + Penalty 735.582903 = -204912.059024 nChanged 50 SP:Iteration 13Q (16378.010000 sec): 3 clusters Score: Raw -205682.693033 + Penalty 735.582903 = -204947.110130 nChanged 33 SP:Iteration 14Q (16378.160000 sec): 3 clusters Score: Raw -205706.427198 + Penalty 735.582903 = -204970.844295 nChanged 25 SP:Iteration 15Q (16378.390000 sec): 3 clusters Score: Raw -205722.575071 + Penalty 735.582903 = -204986.992167 nChanged 23 SP:Iteration 16Q (16378.590000 sec): 3 clusters Score: Raw -205740.208170 + Penalty 735.582903 = -205004.625267 nChanged 18 SP:Iteration 17Q (16378.740000 sec): 3 clusters Score: Raw -205751.613524 + Penalty 735.582903 = -205016.030620 nChanged 12 SP:Iteration 18Q (16378.930000 sec): 3 clusters Score: Raw -205760.554274 + Penalty 735.582903 = -205024.971371 nChanged 13 SP:Iteration 19Q (16379.110000 sec): 3 clusters Score: Raw -205769.760866 + Penalty 735.582903 = -205034.177962 nChanged 5 SP:Iteration 20F (16379.300000 sec): 3 clusters Score: Raw -205772.855940 + Penalty 735.582903 = -205037.273036 nChanged 4 SP:Iteration 21Q (16379.440000 sec): 3 clusters Score: Raw -205775.959400 + Penalty 735.582903 = -205040.376496 nChanged 4 SP:Iteration 22Q (16379.600000 sec): 3 clusters Score: Raw -205777.121668 + Penalty 735.582903 = -205041.538765 nChanged 2 SP:Iteration 23Q (16379.780000 sec): 3 clusters Score: Raw -205777.948887 + Penalty 735.582903 = -205042.365984 nChanged 4 SP:Iteration 24Q (16379.940000 sec): 3 clusters Score: Raw -205779.593569 + Penalty 735.582903 = -205044.010666 nChanged 2 SP:Iteration 25Q (16380.120000 sec): 3 clusters Score: Raw -205779.847367 + Penalty 735.582903 = -205044.264464 nChanged 1 SP:Iteration 26Q (16380.330000 sec): 3 clusters Score: Raw -205780.190288 + Penalty 735.582903 = -205044.607384 nChanged 1 SP:Iteration 27Q (16380.500000 sec): 3 clusters Score: Raw -205780.218866 + Penalty 735.582903 = -205044.635962 nChanged 0 SP:Iteration 28F (16380.700000 sec): 3 clusters Score: Raw -205780.218866 + Penalty 735.582903 = -205044.635962 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16380.800000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16380.970000 sec): 3 clusters Score: Raw -8542.262076 + Penalty 452.253010 = -8090.009066 nChanged 32 SP:Iteration 1F (16381.190000 sec): 3 clusters Score: Raw -8585.979287 + Penalty 452.253010 = -8133.726277 nChanged 4 SP:Iteration 2Q (16381.380000 sec): 3 clusters Score: Raw -8592.075687 + Penalty 452.253010 = -8139.822677 nChanged 1 SP:Iteration 3Q (16381.560000 sec): 3 clusters Score: Raw -8593.316102 + Penalty 452.253010 = -8141.063092 nChanged 0 SP:Iteration 4F (16381.730000 sec): 3 clusters Score: Raw -8593.316102 + Penalty 452.253010 = -8141.063092 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16381.840000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16382.020000 sec): 3 clusters Score: Raw -6726.755139 + Penalty 442.945635 = -6283.809504 nChanged 34 SP:Iteration 1F (16382.200000 sec): 3 clusters Score: Raw -6785.471379 + Penalty 442.945635 = -6342.525744 nChanged 9 SP:Iteration 2F (16382.360000 sec): 3 clusters Score: Raw -6802.872737 + Penalty 442.945635 = -6359.927102 nChanged 3 SP:Iteration 3Q (16382.550000 sec): 3 clusters Score: Raw -6807.380165 + Penalty 442.945635 = -6364.434530 nChanged 1 SP:Iteration 4Q (16382.720000 sec): 3 clusters Score: Raw -6808.083637 + Penalty 442.945635 = -6365.138002 nChanged 0 SP:Iteration 5F (16382.940000 sec): 3 clusters Score: Raw -6808.083637 + Penalty 442.945635 = -6365.138002 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16383.070000 sec): 2 clusters Score: Raw -332484.686970 + Penalty 390.890551 = -332093.796419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16383.310000 sec): 3 clusters Score: Raw -329190.396375 + Penalty 781.781102 = -328408.615273 nChanged 2460 SP:Iteration 1F (16383.500000 sec): 3 clusters Score: Raw -330633.553582 + Penalty 781.781102 = -329851.772480 nChanged 328 SP:Iteration 2F (16383.690000 sec): 3 clusters Score: Raw -330831.184297 + Penalty 781.781102 = -330049.403195 nChanged 312 SP:Iteration 3F (16383.960000 sec): 3 clusters Score: Raw -331070.948819 + Penalty 781.781102 = -330289.167717 nChanged 318 SP:Iteration 4F (16384.110000 sec): 3 clusters Score: Raw -331343.911535 + Penalty 781.781102 = -330562.130433 nChanged 330 SP:Iteration 5F (16384.280000 sec): 3 clusters Score: Raw -331620.797646 + Penalty 781.781102 = -330839.016544 nChanged 309 SP:Iteration 6F (16384.520000 sec): 3 clusters Score: Raw -331871.688198 + Penalty 781.781102 = -331089.907096 nChanged 308 SP:Iteration 7F (16384.710000 sec): 3 clusters Score: Raw -332077.571466 + Penalty 781.781102 = -331295.790365 nChanged 237 SP:Iteration 8Q (16384.880000 sec): 3 clusters Score: Raw -332213.005969 + Penalty 781.781102 = -331431.224867 nChanged 163 SP:Iteration 9Q (16385.050000 sec): 3 clusters Score: Raw -332277.777840 + Penalty 781.781102 = -331495.996739 nChanged 104 SP:Iteration 10Q (16385.270000 sec): 3 clusters Score: Raw -332312.201538 + Penalty 781.781102 = -331530.420436 nChanged 87 SP:Iteration 11Q (16385.490000 sec): 3 clusters Score: Raw -332343.662506 + Penalty 781.781102 = -331561.881405 nChanged 82 SP:Iteration 12Q (16385.650000 sec): 3 clusters Score: Raw -332372.518754 + Penalty 781.781102 = -331590.737652 nChanged 84 SP:Iteration 13Q (16385.900000 sec): 3 clusters Score: Raw -332403.433711 + Penalty 781.781102 = -331621.652609 nChanged 87 SP:Iteration 14Q (16386.070000 sec): 3 clusters Score: Raw -332434.012250 + Penalty 781.781102 = -331652.231148 nChanged 73 SP:Iteration 15Q (16386.290000 sec): 3 clusters Score: Raw -332461.284917 + Penalty 781.781102 = -331679.503815 nChanged 74 SP:Iteration 16Q (16386.480000 sec): 3 clusters Score: Raw -332487.732682 + Penalty 781.781102 = -331705.951581 nChanged 71 SP:Iteration 17Q (16386.670000 sec): 3 clusters Score: Raw -332513.610133 + Penalty 781.781102 = -331731.829031 nChanged 69 SP:Iteration 18Q (16386.870000 sec): 3 clusters Score: Raw -332535.978695 + Penalty 781.781102 = -331754.197593 nChanged 62 SP:Iteration 19Q (16387.050000 sec): 3 clusters Score: Raw -332558.955310 + Penalty 781.781102 = -331777.174208 nChanged 57 SP:Iteration 20F (16387.240000 sec): 3 clusters Score: Raw -332582.361583 + Penalty 781.781102 = -331800.580481 nChanged 59 SP:Iteration 21Q (16387.500000 sec): 3 clusters Score: Raw -332598.402950 + Penalty 781.781102 = -331816.621848 nChanged 44 SP:Iteration 22Q (16387.680000 sec): 3 clusters Score: Raw -332608.083848 + Penalty 781.781102 = -331826.302746 nChanged 28 SP:Iteration 23Q (16387.900000 sec): 3 clusters Score: Raw -332613.948479 + Penalty 781.781102 = -331832.167377 nChanged 28 SP:Iteration 24Q (16388.100000 sec): 3 clusters Score: Raw -332621.275794 + Penalty 781.781102 = -331839.494692 nChanged 27 SP:Iteration 25Q (16388.300000 sec): 3 clusters Score: Raw -332625.678017 + Penalty 781.781102 = -331843.896916 nChanged 20 SP:Iteration 26Q (16388.490000 sec): 3 clusters Score: Raw -332628.609317 + Penalty 781.781102 = -331846.828215 nChanged 31 SP:Iteration 27Q (16388.670000 sec): 3 clusters Score: Raw -332633.905737 + Penalty 781.781102 = -331852.124635 nChanged 27 SP:Iteration 28Q (16388.860000 sec): 3 clusters Score: Raw -332638.247489 + Penalty 781.781102 = -331856.466387 nChanged 20 SP:Iteration 29Q (16389.030000 sec): 3 clusters Score: Raw -332641.069143 + Penalty 781.781102 = -331859.288041 nChanged 17 SP:Iteration 30Q (16389.240000 sec): 3 clusters Score: Raw -332642.546711 + Penalty 781.781102 = -331860.765609 nChanged 13 SP:Iteration 31Q (16389.390000 sec): 3 clusters Score: Raw -332643.474523 + Penalty 781.781102 = -331861.693421 nChanged 14 SP:Iteration 32Q (16389.580000 sec): 3 clusters Score: Raw -332644.895142 + Penalty 781.781102 = -331863.114040 nChanged 13 SP:Iteration 33Q (16389.750000 sec): 3 clusters Score: Raw -332647.333723 + Penalty 781.781102 = -331865.552621 nChanged 23 SP:Iteration 34Q (16389.930000 sec): 3 clusters Score: Raw -332652.333244 + Penalty 781.781102 = -331870.552142 nChanged 25 SP:Iteration 35Q (16390.090000 sec): 3 clusters Score: Raw -332656.262698 + Penalty 781.781102 = -331874.481596 nChanged 19 SP:Iteration 36Q (16390.280000 sec): 3 clusters Score: Raw -332658.703846 + Penalty 781.781102 = -331876.922744 nChanged 16 SP:Iteration 37Q (16390.420000 sec): 3 clusters Score: Raw -332661.286521 + Penalty 781.781102 = -331879.505420 nChanged 20 SP:Iteration 38Q (16390.620000 sec): 3 clusters Score: Raw -332664.560434 + Penalty 781.781102 = -331882.779333 nChanged 16 SP:Iteration 39Q (16390.770000 sec): 3 clusters Score: Raw -332666.630905 + Penalty 781.781102 = -331884.849804 nChanged 14 SP:Iteration 40F (16390.910000 sec): 3 clusters Score: Raw -332668.090502 + Penalty 781.781102 = -331886.309400 nChanged 13 SP:Iteration 41Q (16391.060000 sec): 3 clusters Score: Raw -332669.129669 + Penalty 781.781102 = -331887.348567 nChanged 12 SP:Iteration 42Q (16391.250000 sec): 3 clusters Score: Raw -332670.501027 + Penalty 781.781102 = -331888.719925 nChanged 10 SP:Iteration 43Q (16391.390000 sec): 3 clusters Score: Raw -332671.300770 + Penalty 781.781102 = -331889.519668 nChanged 13 SP:Iteration 44Q (16391.540000 sec): 3 clusters Score: Raw -332673.182611 + Penalty 781.781102 = -331891.401509 nChanged 12 SP:Iteration 45Q (16391.730000 sec): 3 clusters Score: Raw -332674.617085 + Penalty 781.781102 = -331892.835983 nChanged 15 SP:Iteration 46Q (16391.870000 sec): 3 clusters Score: Raw -332676.478759 + Penalty 781.781102 = -331894.697657 nChanged 12 SP:Iteration 47Q (16392.030000 sec): 3 clusters Score: Raw -332677.474441 + Penalty 781.781102 = -331895.693339 nChanged 10 SP:Iteration 48Q (16392.220000 sec): 3 clusters Score: Raw -332679.352427 + Penalty 781.781102 = -331897.571325 nChanged 15 SP:Iteration 49Q (16392.440000 sec): 3 clusters Score: Raw -332681.431186 + Penalty 781.781102 = -331899.650085 nChanged 15 SP:Iteration 50Q (16392.620000 sec): 3 clusters Score: Raw -332682.930834 + Penalty 781.781102 = -331901.149732 nChanged 15 SP:Iteration 51Q (16392.820000 sec): 3 clusters Score: Raw -332685.240659 + Penalty 781.781102 = -331903.459557 nChanged 19 SP:Iteration 52Q (16393.050000 sec): 3 clusters Score: Raw -332688.248101 + Penalty 781.781102 = -331906.466999 nChanged 16 SP:Iteration 53Q (16393.220000 sec): 3 clusters Score: Raw -332690.051799 + Penalty 781.781102 = -331908.270698 nChanged 14 SP:Iteration 54Q (16393.370000 sec): 3 clusters Score: Raw -332691.394331 + Penalty 781.781102 = -331909.613229 nChanged 9 SP:Iteration 55Q (16393.580000 sec): 3 clusters Score: Raw -332692.114261 + Penalty 781.781102 = -331910.333159 nChanged 3 SP:Iteration 56Q (16393.750000 sec): 3 clusters Score: Raw -332692.270557 + Penalty 781.781102 = -331910.489456 nChanged 2 SP:Iteration 57Q (16393.930000 sec): 3 clusters Score: Raw -332692.386800 + Penalty 781.781102 = -331910.605698 nChanged 2 SP:Iteration 58Q (16394.100000 sec): 3 clusters Score: Raw -332692.438048 + Penalty 781.781102 = -331910.656946 nChanged 2 SP:Iteration 59Q (16394.260000 sec): 3 clusters Score: Raw -332692.507065 + Penalty 781.781102 = -331910.725963 nChanged 3 SP:Iteration 60F (16394.450000 sec): 3 clusters Score: Raw -332692.645691 + Penalty 781.781102 = -331910.864589 nChanged 3 SP:Iteration 61Q (16394.580000 sec): 3 clusters Score: Raw -332693.008078 + Penalty 781.781102 = -331911.226977 nChanged 4 SP:Iteration 62Q (16394.770000 sec): 3 clusters Score: Raw -332693.350798 + Penalty 781.781102 = -331911.569696 nChanged 4 SP:Iteration 63Q (16394.950000 sec): 3 clusters Score: Raw -332693.649045 + Penalty 781.781102 = -331911.867943 nChanged 3 SP:Iteration 64Q (16395.140000 sec): 3 clusters Score: Raw -332693.746159 + Penalty 781.781102 = -331911.965058 nChanged 1 SP:Iteration 65Q (16395.330000 sec): 3 clusters Score: Raw -332693.795651 + Penalty 781.781102 = -331912.014549 nChanged 3 SP:Iteration 66Q (16395.560000 sec): 3 clusters Score: Raw -332693.936438 + Penalty 781.781102 = -331912.155336 nChanged 1 SP:Iteration 67Q (16395.780000 sec): 3 clusters Score: Raw -332693.980903 + Penalty 781.781102 = -331912.199801 nChanged 0 SP:Iteration 68F (16395.940000 sec): 3 clusters Score: Raw -332693.980903 + Penalty 781.781102 = -331912.199801 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16396.040000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16396.220000 sec): 3 clusters Score: Raw -4731.728383 + Penalty 392.891418 = -4338.836964 nChanged 11 SP:Iteration 1F (16396.450000 sec): 3 clusters Score: Raw -4764.822419 + Penalty 392.891418 = -4371.931001 nChanged 2 SP:Iteration 2Q (16396.640000 sec): 3 clusters Score: Raw -4769.794968 + Penalty 392.891418 = -4376.903550 nChanged 0 SP:Iteration 3F (16396.800000 sec): 3 clusters Score: Raw -4769.794968 + Penalty 392.891418 = -4376.903550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16396.920000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16397.100000 sec): 3 clusters Score: Raw -10818.646311 + Penalty 482.146880 = -10336.499431 nChanged 64 SP:Iteration 1F (16397.260000 sec): 3 clusters Score: Raw -10962.455612 + Penalty 482.146880 = -10480.308732 nChanged 16 SP:Iteration 2F (16397.440000 sec): 3 clusters Score: Raw -10993.925390 + Penalty 482.146880 = -10511.778510 nChanged 11 SP:Iteration 3F (16397.620000 sec): 3 clusters Score: Raw -11029.505046 + Penalty 482.146880 = -10547.358166 nChanged 4 SP:Iteration 4Q (16397.810000 sec): 3 clusters Score: Raw -11048.761871 + Penalty 482.146880 = -10566.614991 nChanged 3 SP:Iteration 5Q (16397.990000 sec): 3 clusters Score: Raw -11062.050644 + Penalty 482.146880 = -10579.903763 nChanged 4 SP:Iteration 6Q (16398.170000 sec): 3 clusters Score: Raw -11068.632977 + Penalty 482.146880 = -10586.486097 nChanged 6 SP:Iteration 7Q (16398.330000 sec): 3 clusters Score: Raw -11081.631338 + Penalty 482.146880 = -10599.484457 nChanged 4 SP:Iteration 8Q (16398.560000 sec): 3 clusters Score: Raw -11090.799018 + Penalty 482.146880 = -10608.652137 nChanged 3 SP:Iteration 9Q (16398.740000 sec): 3 clusters Score: Raw -11098.881216 + Penalty 482.146880 = -10616.734335 nChanged 1 SP:Iteration 10Q (16398.940000 sec): 3 clusters Score: Raw -11100.106811 + Penalty 482.146880 = -10617.959930 nChanged 0 SP:Iteration 11F (16399.110000 sec): 3 clusters Score: Raw -11100.106811 + Penalty 482.146880 = -10617.959930 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16399.180000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16399.400000 sec): 3 clusters Score: Raw -5211.212545 + Penalty 408.465910 = -4802.746636 nChanged 13 SP:Iteration 1F (16399.580000 sec): 3 clusters Score: Raw -5249.822035 + Penalty 408.465910 = -4841.356125 nChanged 4 SP:Iteration 2Q (16399.740000 sec): 3 clusters Score: Raw -5264.658648 + Penalty 408.465910 = -4856.192738 nChanged 1 SP:Iteration 3Q (16399.910000 sec): 3 clusters Score: Raw -5268.803032 + Penalty 408.465910 = -4860.337122 nChanged 1 SP:Iteration 4Q (16400.110000 sec): 3 clusters Score: Raw -5271.078472 + Penalty 408.465910 = -4862.612562 nChanged 0 SP:Iteration 5F (16400.350000 sec): 3 clusters Score: Raw -5271.078472 + Penalty 408.465910 = -4862.612562 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16400.400000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16400.590000 sec): 3 clusters Score: Raw -6953.969107 + Penalty 449.037128 = -6504.931979 nChanged 35 SP:Iteration 1F (16400.730000 sec): 3 clusters Score: Raw -7026.483016 + Penalty 449.037128 = -6577.445888 nChanged 8 SP:Iteration 2F (16400.910000 sec): 3 clusters Score: Raw -7060.862083 + Penalty 449.037128 = -6611.824955 nChanged 4 SP:Iteration 3Q (16401.110000 sec): 3 clusters Score: Raw -7072.321882 + Penalty 449.037128 = -6623.284754 nChanged 3 SP:Iteration 4Q (16401.290000 sec): 3 clusters Score: Raw -7080.072415 + Penalty 449.037128 = -6631.035287 nChanged 2 SP:Iteration 5Q (16401.470000 sec): 3 clusters Score: Raw -7082.819028 + Penalty 449.037128 = -6633.781900 nChanged 1 SP:Iteration 6Q (16401.660000 sec): 3 clusters Score: Raw -7086.711079 + Penalty 449.037128 = -6637.673951 nChanged 1 SP:Iteration 7Q (16401.860000 sec): 3 clusters Score: Raw -7088.793611 + Penalty 449.037128 = -6639.756483 nChanged 0 SP:Iteration 8F (16402.100000 sec): 3 clusters Score: Raw -7088.793611 + Penalty 449.037128 = -6639.756483 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16402.210000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16402.390000 sec): 3 clusters Score: Raw -3166.220675 + Penalty 391.669923 = -2774.550751 nChanged 13 SP:Iteration 1F (16402.620000 sec): 3 clusters Score: Raw -3191.577172 + Penalty 391.669923 = -2799.907248 nChanged 1 SP:Iteration 2Q (16402.820000 sec): 3 clusters Score: Raw -3193.731301 + Penalty 391.669923 = -2802.061378 nChanged 1 SP:Iteration 3Q (16402.980000 sec): 3 clusters Score: Raw -3203.264785 + Penalty 391.669923 = -2811.594861 nChanged 1 SP:Iteration 4Q (16403.100000 sec): 3 clusters Score: Raw -3207.310574 + Penalty 391.669923 = -2815.640651 nChanged 0 SP:Iteration 5F (16403.270000 sec): 3 clusters Score: Raw -3207.310574 + Penalty 391.669923 = -2815.640651 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16403.360000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16403.480000 sec): 3 clusters Score: Raw -14547.761393 + Penalty 503.178047 = -14044.583346 nChanged 72 SP:Iteration 1F (16403.700000 sec): 3 clusters Score: Raw -14621.940001 + Penalty 503.178047 = -14118.761954 nChanged 20 SP:Iteration 2F (16403.920000 sec): 3 clusters Score: Raw -14640.464713 + Penalty 503.178047 = -14137.286666 nChanged 4 SP:Iteration 3Q (16404.070000 sec): 3 clusters Score: Raw -14644.852738 + Penalty 503.178047 = -14141.674691 nChanged 4 SP:Iteration 4Q (16404.250000 sec): 3 clusters Score: Raw -14648.665663 + Penalty 503.178047 = -14145.487616 nChanged 3 SP:Iteration 5Q (16404.450000 sec): 3 clusters Score: Raw -14657.165751 + Penalty 503.178047 = -14153.987704 nChanged 3 SP:Iteration 6Q (16404.620000 sec): 3 clusters Score: Raw -14659.215979 + Penalty 503.178047 = -14156.037932 nChanged 3 SP:Iteration 7Q (16404.750000 sec): 3 clusters Score: Raw -14665.270360 + Penalty 503.178047 = -14162.092313 nChanged 4 SP:Iteration 8Q (16404.930000 sec): 3 clusters Score: Raw -14670.880160 + Penalty 503.178047 = -14167.702113 nChanged 1 SP:Iteration 9Q (16405.120000 sec): 3 clusters Score: Raw -14671.941106 + Penalty 503.178047 = -14168.763059 nChanged 0 SP:Iteration 10F (16405.260000 sec): 3 clusters Score: Raw -14671.941106 + Penalty 503.178047 = -14168.763059 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16405.360000 sec): 2 clusters Score: Raw -37583.957916 + Penalty 291.437895 = -37292.520022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16405.530000 sec): 3 clusters Score: Raw -37314.524269 + Penalty 582.875790 = -36731.648479 nChanged 222 SP:Iteration 1F (16405.660000 sec): 3 clusters Score: Raw -37501.806528 + Penalty 582.875790 = -36918.930738 nChanged 51 SP:Iteration 2F (16405.890000 sec): 3 clusters Score: Raw -37556.870314 + Penalty 582.875790 = -36973.994525 nChanged 35 SP:Iteration 3F (16406.040000 sec): 3 clusters Score: Raw -37587.808612 + Penalty 582.875790 = -37004.932823 nChanged 23 SP:Iteration 4Q (16406.230000 sec): 3 clusters Score: Raw -37615.541245 + Penalty 582.875790 = -37032.665455 nChanged 18 SP:Iteration 5Q (16406.400000 sec): 3 clusters Score: Raw -37635.699804 + Penalty 582.875790 = -37052.824014 nChanged 20 SP:Iteration 6Q (16406.560000 sec): 3 clusters Score: Raw -37649.936402 + Penalty 582.875790 = -37067.060613 nChanged 19 SP:Iteration 7Q (16406.750000 sec): 3 clusters Score: Raw -37665.076698 + Penalty 582.875790 = -37082.200908 nChanged 11 SP:Iteration 8Q (16406.880000 sec): 3 clusters Score: Raw -37672.134148 + Penalty 582.875790 = -37089.258358 nChanged 4 SP:Iteration 9Q (16407.060000 sec): 3 clusters Score: Raw -37673.870543 + Penalty 582.875790 = -37090.994753 nChanged 1 SP:Iteration 10Q (16407.230000 sec): 3 clusters Score: Raw -37674.280186 + Penalty 582.875790 = -37091.404396 nChanged 0 SP:Iteration 11F (16407.390000 sec): 3 clusters Score: Raw -37674.280186 + Penalty 582.875790 = -37091.404396 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16407.540000 sec): 2 clusters Score: Raw -393254.301868 + Penalty 400.869126 = -392853.432742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16407.670000 sec): 3 clusters Score: Raw -389166.058111 + Penalty 801.738252 = -388364.319859 nChanged 3076 SP:Iteration 1F (16407.860000 sec): 3 clusters Score: Raw -390822.805549 + Penalty 801.738252 = -390021.067297 nChanged 339 SP:Iteration 2F (16408.070000 sec): 3 clusters Score: Raw -390967.249918 + Penalty 801.738252 = -390165.511665 nChanged 369 SP:Iteration 3F (16408.280000 sec): 3 clusters Score: Raw -391135.434707 + Penalty 801.738252 = -390333.696454 nChanged 364 SP:Iteration 4F (16408.460000 sec): 3 clusters Score: Raw -391304.182190 + Penalty 801.738252 = -390502.443938 nChanged 328 SP:Iteration 5Q (16408.600000 sec): 3 clusters Score: Raw -391437.999860 + Penalty 801.738252 = -390636.261608 nChanged 297 SP:Iteration 6Q (16408.740000 sec): 3 clusters Score: Raw -391551.548016 + Penalty 801.738252 = -390749.809763 nChanged 261 SP:Iteration 7Q (16408.880000 sec): 3 clusters Score: Raw -391646.971744 + Penalty 801.738252 = -390845.233492 nChanged 249 SP:Iteration 8Q (16409.020000 sec): 3 clusters Score: Raw -391739.902360 + Penalty 801.738252 = -390938.164107 nChanged 223 SP:Iteration 9Q (16409.150000 sec): 3 clusters Score: Raw -391822.057187 + Penalty 801.738252 = -391020.318934 nChanged 202 SP:Iteration 10Q (16409.350000 sec): 3 clusters Score: Raw -391885.740599 + Penalty 801.738252 = -391084.002347 nChanged 174 SP:Iteration 11Q (16409.570000 sec): 3 clusters Score: Raw -391942.877566 + Penalty 801.738252 = -391141.139314 nChanged 165 SP:Iteration 12Q (16409.760000 sec): 3 clusters Score: Raw -391993.226902 + Penalty 801.738252 = -391191.488649 nChanged 149 SP:Iteration 13Q (16409.930000 sec): 3 clusters Score: Raw -392036.221079 + Penalty 801.738252 = -391234.482827 nChanged 134 SP:Iteration 14Q (16410.100000 sec): 3 clusters Score: Raw -392075.335026 + Penalty 801.738252 = -391273.596774 nChanged 136 SP:Iteration 15Q (16410.270000 sec): 3 clusters Score: Raw -392109.605669 + Penalty 801.738252 = -391307.867416 nChanged 128 SP:Iteration 16Q (16410.390000 sec): 3 clusters Score: Raw -392138.093987 + Penalty 801.738252 = -391336.355735 nChanged 116 SP:Iteration 17Q (16410.550000 sec): 3 clusters Score: Raw -392169.604784 + Penalty 801.738252 = -391367.866532 nChanged 125 SP:Iteration 18Q (16410.750000 sec): 3 clusters Score: Raw -392210.482404 + Penalty 801.738252 = -391408.744151 nChanged 138 SP:Iteration 19Q (16410.950000 sec): 3 clusters Score: Raw -392261.240583 + Penalty 801.738252 = -391459.502331 nChanged 132 SP:Iteration 20F (16411.130000 sec): 3 clusters Score: Raw -392302.268091 + Penalty 801.738252 = -391500.529838 nChanged 129 SP:Iteration 21Q (16411.360000 sec): 3 clusters Score: Raw -392341.387758 + Penalty 801.738252 = -391539.649506 nChanged 107 SP:Iteration 22Q (16411.570000 sec): 3 clusters Score: Raw -392368.182726 + Penalty 801.738252 = -391566.444473 nChanged 87 SP:Iteration 23Q (16411.750000 sec): 3 clusters Score: Raw -392389.325778 + Penalty 801.738252 = -391587.587525 nChanged 78 SP:Iteration 24Q (16411.980000 sec): 3 clusters Score: Raw -392404.880041 + Penalty 801.738252 = -391603.141789 nChanged 61 SP:Iteration 25Q (16412.180000 sec): 3 clusters Score: Raw -392416.941162 + Penalty 801.738252 = -391615.202910 nChanged 63 SP:Iteration 26Q (16412.390000 sec): 3 clusters Score: Raw -392431.199400 + Penalty 801.738252 = -391629.461147 nChanged 70 SP:Iteration 27Q (16412.550000 sec): 3 clusters Score: Raw -392444.599872 + Penalty 801.738252 = -391642.861620 nChanged 55 SP:Iteration 28Q (16412.730000 sec): 3 clusters Score: Raw -392454.385872 + Penalty 801.738252 = -391652.647619 nChanged 54 SP:Iteration 29Q (16412.910000 sec): 3 clusters Score: Raw -392462.538757 + Penalty 801.738252 = -391660.800505 nChanged 55 SP:Iteration 30Q (16413.040000 sec): 3 clusters Score: Raw -392470.735013 + Penalty 801.738252 = -391668.996761 nChanged 27 SP:Iteration 31Q (16413.270000 sec): 3 clusters Score: Raw -392473.151689 + Penalty 801.738252 = -391671.413437 nChanged 13 SP:Iteration 32Q (16413.490000 sec): 3 clusters Score: Raw -392473.978665 + Penalty 801.738252 = -391672.240412 nChanged 13 SP:Iteration 33Q (16413.640000 sec): 3 clusters Score: Raw -392474.853752 + Penalty 801.738252 = -391673.115499 nChanged 9 SP:Iteration 34Q (16413.830000 sec): 3 clusters Score: Raw -392475.893942 + Penalty 801.738252 = -391674.155690 nChanged 12 SP:Iteration 35Q (16413.980000 sec): 3 clusters Score: Raw -392476.844263 + Penalty 801.738252 = -391675.106010 nChanged 12 SP:Iteration 36Q (16414.160000 sec): 3 clusters Score: Raw -392477.892203 + Penalty 801.738252 = -391676.153951 nChanged 11 SP:Iteration 37Q (16414.350000 sec): 3 clusters Score: Raw -392478.972002 + Penalty 801.738252 = -391677.233749 nChanged 21 SP:Iteration 38Q (16414.570000 sec): 3 clusters Score: Raw -392480.788766 + Penalty 801.738252 = -391679.050514 nChanged 13 SP:Iteration 39Q (16414.770000 sec): 3 clusters Score: Raw -392481.560710 + Penalty 801.738252 = -391679.822458 nChanged 11 SP:Iteration 40F (16414.990000 sec): 3 clusters Score: Raw -392482.227371 + Penalty 801.738252 = -391680.489118 nChanged 11 SP:Iteration 41Q (16415.220000 sec): 3 clusters Score: Raw -392482.997958 + Penalty 801.738252 = -391681.259705 nChanged 14 SP:Iteration 42Q (16415.420000 sec): 3 clusters Score: Raw -392484.321501 + Penalty 801.738252 = -391682.583248 nChanged 12 SP:Iteration 43Q (16415.630000 sec): 3 clusters Score: Raw -392484.903344 + Penalty 801.738252 = -391683.165092 nChanged 7 SP:Iteration 44Q (16415.750000 sec): 3 clusters Score: Raw -392485.485908 + Penalty 801.738252 = -391683.747656 nChanged 4 SP:Iteration 45Q (16415.920000 sec): 3 clusters Score: Raw -392485.897592 + Penalty 801.738252 = -391684.159340 nChanged 6 SP:Iteration 46Q (16416.090000 sec): 3 clusters Score: Raw -392486.086895 + Penalty 801.738252 = -391684.348643 nChanged 2 SP:Iteration 47Q (16416.260000 sec): 3 clusters Score: Raw -392486.133921 + Penalty 801.738252 = -391684.395669 nChanged 2 SP:Iteration 48Q (16416.430000 sec): 3 clusters Score: Raw -392486.290448 + Penalty 801.738252 = -391684.552195 nChanged 4 SP:Iteration 49Q (16416.610000 sec): 3 clusters Score: Raw -392486.745596 + Penalty 801.738252 = -391685.007343 nChanged 5 SP:Iteration 50Q (16416.850000 sec): 3 clusters Score: Raw -392486.913787 + Penalty 801.738252 = -391685.175535 nChanged 1 SP:Iteration 51Q (16417.030000 sec): 3 clusters Score: Raw -392486.963616 + Penalty 801.738252 = -391685.225363 nChanged 3 SP:Iteration 52Q (16417.210000 sec): 3 clusters Score: Raw -392487.112891 + Penalty 801.738252 = -391685.374639 nChanged 2 SP:Iteration 53Q (16417.400000 sec): 3 clusters Score: Raw -392487.214561 + Penalty 801.738252 = -391685.476309 nChanged 0 SP:Iteration 54F (16417.570000 sec): 3 clusters Score: Raw -392487.214561 + Penalty 801.738252 = -391685.476309 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16417.670000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16417.820000 sec): 2 clusters Score: Raw -990.401029 + Penalty 142.664987 = -847.736042 nChanged 8 SP:Iteration 1F (16417.890000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16418.020000 sec): 2 clusters Score: Raw -123741.203594 + Penalty 349.004498 = -123392.199097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16418.200000 sec): 3 clusters Score: Raw -122543.905677 + Penalty 698.008996 = -121845.896681 nChanged 922 SP:Iteration 1F (16418.350000 sec): 3 clusters Score: Raw -123126.139652 + Penalty 698.008996 = -122428.130657 nChanged 188 SP:Iteration 2F (16418.540000 sec): 3 clusters Score: Raw -123267.820466 + Penalty 698.008996 = -122569.811470 nChanged 148 SP:Iteration 3F (16418.750000 sec): 3 clusters Score: Raw -123372.250741 + Penalty 698.008996 = -122674.241745 nChanged 134 SP:Iteration 4F (16418.940000 sec): 3 clusters Score: Raw -123474.655347 + Penalty 698.008996 = -122776.646351 nChanged 154 SP:Iteration 5F (16419.150000 sec): 3 clusters Score: Raw -123630.072801 + Penalty 698.008996 = -122932.063806 nChanged 141 SP:Iteration 6F (16419.380000 sec): 3 clusters Score: Raw -123765.238372 + Penalty 698.008996 = -123067.229376 nChanged 96 SP:Iteration 7Q (16419.570000 sec): 3 clusters Score: Raw -123838.150815 + Penalty 698.008996 = -123140.141819 nChanged 60 SP:Iteration 8Q (16419.730000 sec): 3 clusters Score: Raw -123872.836662 + Penalty 698.008996 = -123174.827666 nChanged 29 SP:Iteration 9Q (16419.950000 sec): 3 clusters Score: Raw -123882.308189 + Penalty 698.008996 = -123184.299194 nChanged 17 SP:Iteration 10Q (16420.140000 sec): 3 clusters Score: Raw -123888.591980 + Penalty 698.008996 = -123190.582984 nChanged 14 SP:Iteration 11Q (16420.340000 sec): 3 clusters Score: Raw -123893.141484 + Penalty 698.008996 = -123195.132489 nChanged 12 SP:Iteration 12Q (16420.450000 sec): 3 clusters Score: Raw -123897.338147 + Penalty 698.008996 = -123199.329152 nChanged 6 SP:Iteration 13Q (16420.620000 sec): 3 clusters Score: Raw -123898.483332 + Penalty 698.008996 = -123200.474336 nChanged 5 SP:Iteration 14Q (16420.740000 sec): 3 clusters Score: Raw -123899.494650 + Penalty 698.008996 = -123201.485655 nChanged 1 SP:Iteration 15Q (16420.940000 sec): 3 clusters Score: Raw -123899.604908 + Penalty 698.008996 = -123201.595912 nChanged 1 SP:Iteration 16Q (16421.100000 sec): 3 clusters Score: Raw -123899.741421 + Penalty 698.008996 = -123201.732425 nChanged 2 SP:Iteration 17Q (16421.300000 sec): 3 clusters Score: Raw -123899.878170 + Penalty 698.008996 = -123201.869175 nChanged 0 SP:Iteration 18F (16421.490000 sec): 3 clusters Score: Raw -123899.878170 + Penalty 698.008996 = -123201.869175 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16421.570000 sec): 2 clusters Score: Raw -7595.656646 + Penalty 230.920409 = -7364.736237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16421.710000 sec): 3 clusters Score: Raw -7584.690893 + Penalty 461.840817 = -7122.850076 nChanged 45 SP:Iteration 1F (16421.950000 sec): 3 clusters Score: Raw -7693.426716 + Penalty 461.840817 = -7231.585899 nChanged 20 SP:Iteration 2F (16422.110000 sec): 3 clusters Score: Raw -7757.309851 + Penalty 461.840817 = -7295.469034 nChanged 5 SP:Iteration 3Q (16422.300000 sec): 3 clusters Score: Raw -7781.333626 + Penalty 461.840817 = -7319.492809 nChanged 0 SP:Iteration 4F (16422.470000 sec): 3 clusters Score: Raw -7781.333626 + Penalty 461.840817 = -7319.492809 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16422.560000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16422.810000 sec): 3 clusters Score: Raw -13975.113955 + Penalty 493.670452 = -13481.443503 nChanged 56 SP:Iteration 1F (16422.970000 sec): 3 clusters Score: Raw -14038.388643 + Penalty 493.670452 = -13544.718192 nChanged 12 SP:Iteration 2F (16423.190000 sec): 3 clusters Score: Raw -14049.801721 + Penalty 493.670452 = -13556.131270 nChanged 3 SP:Iteration 3Q (16423.370000 sec): 3 clusters Score: Raw -14051.725722 + Penalty 493.670452 = -13558.055270 nChanged 2 SP:Iteration 4Q (16423.560000 sec): 3 clusters Score: Raw -14053.827974 + Penalty 493.670452 = -13560.157522 nChanged 0 SP:Iteration 5F (16423.760000 sec): 3 clusters Score: Raw -14053.827974 + Penalty 493.670452 = -13560.157522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16423.880000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16424.100000 sec): 3 clusters Score: Raw -8032.428544 + Penalty 447.718264 = -7584.710280 nChanged 39 SP:Iteration 1F (16424.310000 sec): 3 clusters Score: Raw -8095.734886 + Penalty 447.718264 = -7648.016622 nChanged 3 SP:Iteration 2Q (16424.560000 sec): 3 clusters Score: Raw -8097.521680 + Penalty 447.718264 = -7649.803416 nChanged 0 SP:Iteration 3F (16424.760000 sec): 3 clusters Score: Raw -8097.521680 + Penalty 447.718264 = -7649.803416 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16424.880000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16425.050000 sec): 3 clusters Score: Raw -5291.023068 + Penalty 414.402797 = -4876.620271 nChanged 12 SP:Iteration 1F (16425.240000 sec): 3 clusters Score: Raw -5328.864727 + Penalty 414.402797 = -4914.461930 nChanged 4 SP:Iteration 2Q (16425.440000 sec): 3 clusters Score: Raw -5334.406803 + Penalty 414.402797 = -4920.004006 nChanged 2 SP:Iteration 3Q (16425.600000 sec): 3 clusters Score: Raw -5339.740276 + Penalty 414.402797 = -4925.337479 nChanged 0 SP:Iteration 4F (16425.840000 sec): 3 clusters Score: Raw -5339.740276 + Penalty 414.402797 = -4925.337479 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16425.920000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16426.130000 sec): 3 clusters Score: Raw -3406.507466 + Penalty 378.458361 = -3028.049105 nChanged 6 SP:Iteration 1F (16426.290000 sec): 3 clusters Score: Raw -3424.302057 + Penalty 378.458361 = -3045.843696 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16426.410000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16426.580000 sec): 3 clusters Score: Raw -10583.015138 + Penalty 477.479191 = -10105.535948 nChanged 58 SP:Iteration 1F (16426.720000 sec): 3 clusters Score: Raw -10663.300693 + Penalty 477.479191 = -10185.821502 nChanged 16 SP:Iteration 2F (16426.880000 sec): 3 clusters Score: Raw -10683.238059 + Penalty 477.479191 = -10205.758868 nChanged 7 SP:Iteration 3Q (16427.060000 sec): 3 clusters Score: Raw -10693.599803 + Penalty 477.479191 = -10216.120613 nChanged 6 SP:Iteration 4Q (16427.230000 sec): 3 clusters Score: Raw -10707.402259 + Penalty 477.479191 = -10229.923068 nChanged 5 SP:Iteration 5Q (16427.420000 sec): 3 clusters Score: Raw -10730.620430 + Penalty 477.479191 = -10253.141239 nChanged 6 SP:Iteration 6Q (16427.570000 sec): 3 clusters Score: Raw -10745.243179 + Penalty 477.479191 = -10267.763988 nChanged 3 SP:Iteration 7Q (16427.740000 sec): 3 clusters Score: Raw -10753.486563 + Penalty 477.479191 = -10276.007372 nChanged 4 SP:Iteration 8Q (16427.940000 sec): 3 clusters Score: Raw -10771.536546 + Penalty 477.479191 = -10294.057356 nChanged 3 SP:Iteration 9Q (16428.100000 sec): 3 clusters Score: Raw -10798.132549 + Penalty 477.479191 = -10320.653359 nChanged 3 SP:Iteration 10Q (16428.380000 sec): 3 clusters Score: Raw -10805.278391 + Penalty 477.479191 = -10327.799200 nChanged 0 SP:Iteration 11F (16428.580000 sec): 3 clusters Score: Raw -10805.278391 + Penalty 477.479191 = -10327.799200 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16428.630000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16428.800000 sec): 3 clusters Score: Raw -20102.802868 + Penalty 521.439080 = -19581.363788 nChanged 85 SP:Iteration 1F (16428.970000 sec): 3 clusters Score: Raw -20168.104824 + Penalty 521.439080 = -19646.665744 nChanged 17 SP:Iteration 2F (16429.280000 sec): 3 clusters Score: Raw -20177.745508 + Penalty 521.439080 = -19656.306428 nChanged 7 SP:Iteration 3Q (16429.460000 sec): 3 clusters Score: Raw -20183.159465 + Penalty 521.439080 = -19661.720385 nChanged 4 SP:Iteration 4Q (16429.690000 sec): 3 clusters Score: Raw -20188.873635 + Penalty 521.439080 = -19667.434555 nChanged 4 SP:Iteration 5Q (16429.940000 sec): 3 clusters Score: Raw -20193.312344 + Penalty 521.439080 = -19671.873264 nChanged 7 SP:Iteration 6Q (16430.120000 sec): 3 clusters Score: Raw -20200.227868 + Penalty 521.439080 = -19678.788787 nChanged 8 SP:Iteration 7Q (16430.300000 sec): 3 clusters Score: Raw -20206.659695 + Penalty 521.439080 = -19685.220614 nChanged 8 SP:Iteration 8Q (16430.500000 sec): 3 clusters Score: Raw -20226.335204 + Penalty 521.439080 = -19704.896123 nChanged 8 SP:Iteration 9Q (16430.690000 sec): 3 clusters Score: Raw -20244.155888 + Penalty 521.439080 = -19722.716808 nChanged 10 SP:Iteration 10Q (16430.900000 sec): 3 clusters Score: Raw -20254.361055 + Penalty 521.439080 = -19732.921974 nChanged 4 SP:Iteration 11Q (16431.130000 sec): 3 clusters Score: Raw -20260.397468 + Penalty 521.439080 = -19738.958388 nChanged 4 SP:Iteration 12Q (16431.340000 sec): 3 clusters Score: Raw -20264.660444 + Penalty 521.439080 = -19743.221364 nChanged 5 SP:Iteration 13Q (16431.520000 sec): 3 clusters Score: Raw -20270.858097 + Penalty 521.439080 = -19749.419017 nChanged 6 SP:Iteration 14Q (16431.700000 sec): 3 clusters Score: Raw -20282.095034 + Penalty 521.439080 = -19760.655954 nChanged 8 SP:Iteration 15Q (16431.860000 sec): 3 clusters Score: Raw -20294.555618 + Penalty 521.439080 = -19773.116538 nChanged 6 SP:Iteration 16Q (16432.030000 sec): 3 clusters Score: Raw -20307.588643 + Penalty 521.439080 = -19786.149563 nChanged 6 SP:Iteration 17Q (16432.220000 sec): 3 clusters Score: Raw -20315.665217 + Penalty 521.439080 = -19794.226137 nChanged 2 SP:Iteration 18Q (16432.350000 sec): 3 clusters Score: Raw -20316.560500 + Penalty 521.439080 = -19795.121419 nChanged 1 SP:Iteration 19Q (16432.580000 sec): 3 clusters Score: Raw -20317.671673 + Penalty 521.439080 = -19796.232592 nChanged 0 SP:Iteration 20F (16432.730000 sec): 3 clusters Score: Raw -20317.671673 + Penalty 521.439080 = -19796.232592 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16432.810000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16432.970000 sec): 3 clusters Score: Raw -18519.070424 + Penalty 518.740365 = -18000.330058 nChanged 85 SP:Iteration 1F (16433.140000 sec): 3 clusters Score: Raw -18602.603761 + Penalty 518.740365 = -18083.863396 nChanged 18 SP:Iteration 2F (16433.320000 sec): 3 clusters Score: Raw -18614.617632 + Penalty 518.740365 = -18095.877267 nChanged 7 SP:Iteration 3Q (16433.530000 sec): 3 clusters Score: Raw -18619.557301 + Penalty 518.740365 = -18100.816936 nChanged 6 SP:Iteration 4Q (16433.710000 sec): 3 clusters Score: Raw -18623.135155 + Penalty 518.740365 = -18104.394790 nChanged 3 SP:Iteration 5Q (16433.870000 sec): 3 clusters Score: Raw -18624.724874 + Penalty 518.740365 = -18105.984509 nChanged 1 SP:Iteration 6Q (16434.060000 sec): 3 clusters Score: Raw -18625.251842 + Penalty 518.740365 = -18106.511477 nChanged 0 SP:Iteration 7F (16434.250000 sec): 3 clusters Score: Raw -18625.251842 + Penalty 518.740365 = -18106.511477 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16434.330000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16434.530000 sec): 3 clusters Score: Raw -6207.585948 + Penalty 426.912657 = -5780.673291 nChanged 23 SP:Iteration 1F (16434.720000 sec): 3 clusters Score: Raw -6256.266930 + Penalty 426.912657 = -5829.354273 nChanged 2 SP:Iteration 2Q (16434.910000 sec): 3 clusters Score: Raw -6263.151147 + Penalty 426.912657 = -5836.238489 nChanged 3 SP:Iteration 3Q (16435.100000 sec): 3 clusters Score: Raw -6272.598518 + Penalty 426.912657 = -5845.685861 nChanged 1 SP:Iteration 4Q (16435.300000 sec): 3 clusters Score: Raw -6273.036396 + Penalty 426.912657 = -5846.123738 nChanged 0 SP:Iteration 5F (16435.530000 sec): 3 clusters Score: Raw -6273.036396 + Penalty 426.912657 = -5846.123738 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16435.590000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16435.780000 sec): 3 clusters Score: Raw -8489.183925 + Penalty 448.380085 = -8040.803839 nChanged 31 SP:Iteration 1F (16435.960000 sec): 3 clusters Score: Raw -8549.660601 + Penalty 448.380085 = -8101.280516 nChanged 6 SP:Iteration 2Q (16436.170000 sec): 3 clusters Score: Raw -8565.867882 + Penalty 448.380085 = -8117.487797 nChanged 2 SP:Iteration 3Q (16436.380000 sec): 3 clusters Score: Raw -8571.395820 + Penalty 448.380085 = -8123.015735 nChanged 4 SP:Iteration 4Q (16436.590000 sec): 3 clusters Score: Raw -8580.108942 + Penalty 448.380085 = -8131.728857 nChanged 1 SP:Iteration 5Q (16436.750000 sec): 3 clusters Score: Raw -8582.078765 + Penalty 448.380085 = -8133.698679 nChanged 0 SP:Iteration 6F (16436.900000 sec): 3 clusters Score: Raw -8582.078765 + Penalty 448.380085 = -8133.698679 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16437.050000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16437.230000 sec): 3 clusters Score: Raw -7116.890540 + Penalty 430.192292 = -6686.698248 nChanged 24 SP:Iteration 1F (16437.440000 sec): 3 clusters Score: Raw -7151.908720 + Penalty 430.192292 = -6721.716428 nChanged 1 SP:Iteration 2Q (16437.580000 sec): 3 clusters Score: Raw -7153.732902 + Penalty 430.192292 = -6723.540610 nChanged 1 SP:Iteration 3Q (16437.800000 sec): 3 clusters Score: Raw -7158.085763 + Penalty 430.192292 = -6727.893471 nChanged 3 SP:Iteration 4Q (16437.970000 sec): 3 clusters Score: Raw -7165.197392 + Penalty 430.192292 = -6735.005101 nChanged 0 SP:Iteration 5F (16438.180000 sec): 3 clusters Score: Raw -7165.197392 + Penalty 430.192292 = -6735.005101 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16438.270000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16438.490000 sec): 3 clusters Score: Raw -16019.528404 + Penalty 514.056656 = -15505.471748 nChanged 93 SP:Iteration 1F (16438.700000 sec): 3 clusters Score: Raw -16103.436882 + Penalty 514.056656 = -15589.380226 nChanged 20 SP:Iteration 2F (16438.890000 sec): 3 clusters Score: Raw -16127.757320 + Penalty 514.056656 = -15613.700665 nChanged 17 SP:Iteration 3F (16439.130000 sec): 3 clusters Score: Raw -16150.980684 + Penalty 514.056656 = -15636.924029 nChanged 9 SP:Iteration 4Q (16439.280000 sec): 3 clusters Score: Raw -16172.108024 + Penalty 514.056656 = -15658.051368 nChanged 12 SP:Iteration 5Q (16439.490000 sec): 3 clusters Score: Raw -16193.104738 + Penalty 514.056656 = -15679.048082 nChanged 9 SP:Iteration 6Q (16439.750000 sec): 3 clusters Score: Raw -16203.450128 + Penalty 514.056656 = -15689.393473 nChanged 5 SP:Iteration 7Q (16439.990000 sec): 3 clusters Score: Raw -16214.183880 + Penalty 514.056656 = -15700.127224 nChanged 7 SP:Iteration 8Q (16440.150000 sec): 3 clusters Score: Raw -16225.414138 + Penalty 514.056656 = -15711.357482 nChanged 4 SP:Iteration 9Q (16440.310000 sec): 3 clusters Score: Raw -16227.822796 + Penalty 514.056656 = -15713.766140 nChanged 1 SP:Iteration 10Q (16440.530000 sec): 3 clusters Score: Raw -16228.693568 + Penalty 514.056656 = -15714.636912 nChanged 2 SP:Iteration 11Q (16440.710000 sec): 3 clusters Score: Raw -16232.584720 + Penalty 514.056656 = -15718.528064 nChanged 2 SP:Iteration 12Q (16440.950000 sec): 3 clusters Score: Raw -16237.282550 + Penalty 514.056656 = -15723.225895 nChanged 2 SP:Iteration 13Q (16441.130000 sec): 3 clusters Score: Raw -16238.613903 + Penalty 514.056656 = -15724.557247 nChanged 1 SP:Iteration 14Q (16441.330000 sec): 3 clusters Score: Raw -16239.298631 + Penalty 514.056656 = -15725.241975 nChanged 1 SP:Iteration 15Q (16441.520000 sec): 3 clusters Score: Raw -16240.343564 + Penalty 514.056656 = -15726.286908 nChanged 0 SP:Iteration 16F (16441.730000 sec): 3 clusters Score: Raw -16240.343564 + Penalty 514.056656 = -15726.286908 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16441.770000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16441.960000 sec): 3 clusters Score: Raw -2992.938121 + Penalty 375.569229 = -2617.368892 nChanged 10 SP:Iteration 1F (16442.120000 sec): 3 clusters Score: Raw -3027.587560 + Penalty 375.569229 = -2652.018331 nChanged 2 SP:Iteration 2Q (16442.300000 sec): 3 clusters Score: Raw -3033.003227 + Penalty 375.569229 = -2657.433998 nChanged 0 SP:Iteration 3F (16442.520000 sec): 3 clusters Score: Raw -3033.003227 + Penalty 375.569229 = -2657.433998 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16442.570000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16442.740000 sec): 3 clusters Score: Raw -10174.218791 + Penalty 464.087845 = -9710.130946 nChanged 37 SP:Iteration 1F (16442.920000 sec): 3 clusters Score: Raw -10228.776229 + Penalty 464.087845 = -9764.688384 nChanged 11 SP:Iteration 2F (16443.130000 sec): 3 clusters Score: Raw -10246.120854 + Penalty 464.087845 = -9782.033009 nChanged 4 SP:Iteration 3Q (16443.300000 sec): 3 clusters Score: Raw -10253.566263 + Penalty 464.087845 = -9789.478418 nChanged 0 SP:Iteration 4F (16443.470000 sec): 3 clusters Score: Raw -10253.566263 + Penalty 464.087845 = -9789.478418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16443.530000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16443.720000 sec): 3 clusters Score: Raw -17357.743098 + Penalty 519.044205 = -16838.698893 nChanged 88 SP:Iteration 1F (16443.900000 sec): 3 clusters Score: Raw -17427.001240 + Penalty 519.044205 = -16907.957034 nChanged 23 SP:Iteration 2F (16444.100000 sec): 3 clusters Score: Raw -17441.730228 + Penalty 519.044205 = -16922.686023 nChanged 7 SP:Iteration 3Q (16444.280000 sec): 3 clusters Score: Raw -17447.518873 + Penalty 519.044205 = -16928.474668 nChanged 7 SP:Iteration 4Q (16444.500000 sec): 3 clusters Score: Raw -17451.648830 + Penalty 519.044205 = -16932.604624 nChanged 3 SP:Iteration 5Q (16444.660000 sec): 3 clusters Score: Raw -17453.434545 + Penalty 519.044205 = -16934.390340 nChanged 3 SP:Iteration 6Q (16444.770000 sec): 3 clusters Score: Raw -17457.154524 + Penalty 519.044205 = -16938.110319 nChanged 4 SP:Iteration 7Q (16444.950000 sec): 3 clusters Score: Raw -17458.956826 + Penalty 519.044205 = -16939.912621 nChanged 1 SP:Iteration 8Q (16445.150000 sec): 3 clusters Score: Raw -17460.140863 + Penalty 519.044205 = -16941.096657 nChanged 2 SP:Iteration 9Q (16445.330000 sec): 3 clusters Score: Raw -17463.000602 + Penalty 519.044205 = -16943.956396 nChanged 5 SP:Iteration 10Q (16445.530000 sec): 3 clusters Score: Raw -17469.843862 + Penalty 519.044205 = -16950.799657 nChanged 3 SP:Iteration 11Q (16445.720000 sec): 3 clusters Score: Raw -17471.874271 + Penalty 519.044205 = -16952.830066 nChanged 0 SP:Iteration 12F (16445.880000 sec): 3 clusters Score: Raw -17471.874271 + Penalty 519.044205 = -16952.830066 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16445.980000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16446.150000 sec): 3 clusters Score: Raw -23165.944747 + Penalty 532.288555 = -22633.656192 nChanged 102 SP:Iteration 1F (16446.370000 sec): 3 clusters Score: Raw -23245.922779 + Penalty 532.288555 = -22713.634224 nChanged 24 SP:Iteration 2F (16446.560000 sec): 3 clusters Score: Raw -23263.722937 + Penalty 532.288555 = -22731.434382 nChanged 15 SP:Iteration 3Q (16446.720000 sec): 3 clusters Score: Raw -23279.324684 + Penalty 532.288555 = -22747.036130 nChanged 9 SP:Iteration 4Q (16446.900000 sec): 3 clusters Score: Raw -23289.627953 + Penalty 532.288555 = -22757.339398 nChanged 8 SP:Iteration 5Q (16447.060000 sec): 3 clusters Score: Raw -23295.350532 + Penalty 532.288555 = -22763.061977 nChanged 7 SP:Iteration 6Q (16447.240000 sec): 3 clusters Score: Raw -23300.232554 + Penalty 532.288555 = -22767.943999 nChanged 8 SP:Iteration 7Q (16447.410000 sec): 3 clusters Score: Raw -23311.972353 + Penalty 532.288555 = -22779.683798 nChanged 12 SP:Iteration 8Q (16447.580000 sec): 3 clusters Score: Raw -23327.746970 + Penalty 532.288555 = -22795.458415 nChanged 13 SP:Iteration 9Q (16447.740000 sec): 3 clusters Score: Raw -23341.487792 + Penalty 532.288555 = -22809.199237 nChanged 10 SP:Iteration 10Q (16447.930000 sec): 3 clusters Score: Raw -23348.064477 + Penalty 532.288555 = -22815.775922 nChanged 3 SP:Iteration 11Q (16448.080000 sec): 3 clusters Score: Raw -23350.850433 + Penalty 532.288555 = -22818.561878 nChanged 2 SP:Iteration 12Q (16448.240000 sec): 3 clusters Score: Raw -23353.713327 + Penalty 532.288555 = -22821.424772 nChanged 2 SP:Iteration 13Q (16448.400000 sec): 3 clusters Score: Raw -23356.995009 + Penalty 532.288555 = -22824.706454 nChanged 3 SP:Iteration 14Q (16448.580000 sec): 3 clusters Score: Raw -23360.212298 + Penalty 532.288555 = -22827.923743 nChanged 6 SP:Iteration 15Q (16448.760000 sec): 3 clusters Score: Raw -23364.254621 + Penalty 532.288555 = -22831.966066 nChanged 1 SP:Iteration 16Q (16448.930000 sec): 3 clusters Score: Raw -23367.259724 + Penalty 532.288555 = -22834.971169 nChanged 2 SP:Iteration 17Q (16449.130000 sec): 3 clusters Score: Raw -23372.123171 + Penalty 532.288555 = -22839.834616 nChanged 2 SP:Iteration 18Q (16449.330000 sec): 3 clusters Score: Raw -23373.193762 + Penalty 532.288555 = -22840.905207 nChanged 2 SP:Iteration 19Q (16449.520000 sec): 3 clusters Score: Raw -23374.385401 + Penalty 532.288555 = -22842.096846 nChanged 0 SP:Iteration 20F (16449.740000 sec): 3 clusters Score: Raw -23374.385401 + Penalty 532.288555 = -22842.096846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16449.800000 sec): 2 clusters Score: Raw -9805.783878 + Penalty 232.595444 = -9573.188434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16449.990000 sec): 3 clusters Score: Raw -9777.570547 + Penalty 465.190889 = -9312.379658 nChanged 34 SP:Iteration 1F (16450.230000 sec): 3 clusters Score: Raw -9822.124789 + Penalty 465.190889 = -9356.933901 nChanged 9 SP:Iteration 2F (16450.410000 sec): 3 clusters Score: Raw -9840.928574 + Penalty 465.190889 = -9375.737685 nChanged 8 SP:Iteration 3Q (16450.560000 sec): 3 clusters Score: Raw -9871.172753 + Penalty 465.190889 = -9405.981864 nChanged 3 SP:Iteration 4Q (16450.760000 sec): 3 clusters Score: Raw -9884.538591 + Penalty 465.190889 = -9419.347702 nChanged 4 SP:Iteration 5Q (16450.910000 sec): 3 clusters Score: Raw -9890.853672 + Penalty 465.190889 = -9425.662783 nChanged 1 SP:Iteration 6Q (16451.160000 sec): 3 clusters Score: Raw -9891.252719 + Penalty 465.190889 = -9426.061831 nChanged 0 SP:Iteration 7F (16451.330000 sec): 3 clusters Score: Raw -9891.252719 + Penalty 465.190889 = -9426.061831 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16451.420000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16451.620000 sec): 3 clusters Score: Raw -9764.281947 + Penalty 462.407797 = -9301.874149 nChanged 39 SP:Iteration 1F (16451.830000 sec): 3 clusters Score: Raw -9821.801240 + Penalty 462.407797 = -9359.393442 nChanged 10 SP:Iteration 2F (16452.000000 sec): 3 clusters Score: Raw -9842.401430 + Penalty 462.407797 = -9379.993633 nChanged 7 SP:Iteration 3Q (16452.180000 sec): 3 clusters Score: Raw -9856.118412 + Penalty 462.407797 = -9393.710615 nChanged 2 SP:Iteration 4Q (16452.360000 sec): 3 clusters Score: Raw -9861.371580 + Penalty 462.407797 = -9398.963783 nChanged 2 SP:Iteration 5Q (16452.530000 sec): 3 clusters Score: Raw -9863.383177 + Penalty 462.407797 = -9400.975380 nChanged 3 SP:Iteration 6Q (16452.710000 sec): 3 clusters Score: Raw -9865.866864 + Penalty 462.407797 = -9403.459066 nChanged 1 SP:Iteration 7Q (16452.900000 sec): 3 clusters Score: Raw -9866.354798 + Penalty 462.407797 = -9403.947000 nChanged 0 SP:Iteration 8F (16453.100000 sec): 3 clusters Score: Raw -9866.354798 + Penalty 462.407797 = -9403.947000 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16453.180000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16453.350000 sec): 3 clusters Score: Raw -19292.791238 + Penalty 527.164238 = -18765.627000 nChanged 107 SP:Iteration 1F (16453.540000 sec): 3 clusters Score: Raw -19413.403657 + Penalty 527.164238 = -18886.239418 nChanged 28 SP:Iteration 2F (16453.690000 sec): 3 clusters Score: Raw -19452.362019 + Penalty 527.164238 = -18925.197781 nChanged 21 SP:Iteration 3F (16453.900000 sec): 3 clusters Score: Raw -19488.079516 + Penalty 527.164238 = -18960.915278 nChanged 17 SP:Iteration 4F (16454.070000 sec): 3 clusters Score: Raw -19502.730345 + Penalty 527.164238 = -18975.566107 nChanged 4 SP:Iteration 5Q (16454.240000 sec): 3 clusters Score: Raw -19507.637401 + Penalty 527.164238 = -18980.473163 nChanged 3 SP:Iteration 6Q (16454.420000 sec): 3 clusters Score: Raw -19510.184888 + Penalty 527.164238 = -18983.020650 nChanged 1 SP:Iteration 7Q (16454.600000 sec): 3 clusters Score: Raw -19510.673641 + Penalty 527.164238 = -18983.509403 nChanged 0 SP:Iteration 8F (16454.780000 sec): 3 clusters Score: Raw -19510.673641 + Penalty 527.164238 = -18983.509403 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16454.850000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16454.990000 sec): 3 clusters Score: Raw -8129.609915 + Penalty 443.642956 = -7685.966959 nChanged 31 SP:Iteration 1F (16455.200000 sec): 3 clusters Score: Raw -8190.153205 + Penalty 443.642956 = -7746.510249 nChanged 8 SP:Iteration 2F (16455.360000 sec): 3 clusters Score: Raw -8207.317852 + Penalty 443.642956 = -7763.674896 nChanged 7 SP:Iteration 3F (16455.540000 sec): 3 clusters Score: Raw -8232.096014 + Penalty 443.642956 = -7788.453058 nChanged 4 SP:Iteration 4Q (16455.740000 sec): 3 clusters Score: Raw -8241.917649 + Penalty 443.642956 = -7798.274693 nChanged 3 SP:Iteration 5Q (16455.950000 sec): 3 clusters Score: Raw -8246.346350 + Penalty 443.642956 = -7802.703393 nChanged 2 SP:Iteration 6Q (16456.120000 sec): 3 clusters Score: Raw -8250.937172 + Penalty 443.642956 = -7807.294215 nChanged 0 SP:Iteration 7F (16456.330000 sec): 3 clusters Score: Raw -8250.937172 + Penalty 443.642956 = -7807.294215 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16456.380000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16456.550000 sec): 3 clusters Score: Raw -7972.585044 + Penalty 444.334975 = -7528.250069 nChanged 22 SP:Iteration 1F (16456.740000 sec): 3 clusters Score: Raw -8003.222192 + Penalty 444.334975 = -7558.887217 nChanged 10 SP:Iteration 2F (16456.930000 sec): 3 clusters Score: Raw -8018.625821 + Penalty 444.334975 = -7574.290846 nChanged 3 SP:Iteration 3Q (16457.110000 sec): 3 clusters Score: Raw -8023.667841 + Penalty 444.334975 = -7579.332866 nChanged 2 SP:Iteration 4Q (16457.260000 sec): 3 clusters Score: Raw -8024.915994 + Penalty 444.334975 = -7580.581019 nChanged 1 SP:Iteration 5Q (16457.440000 sec): 3 clusters Score: Raw -8025.649727 + Penalty 444.334975 = -7581.314752 nChanged 0 SP:Iteration 6F (16457.620000 sec): 3 clusters Score: Raw -8025.649727 + Penalty 444.334975 = -7581.314752 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16457.670000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16457.860000 sec): 3 clusters Score: Raw -22808.655430 + Penalty 543.847933 = -22264.807497 nChanged 130 SP:Iteration 1F (16458.070000 sec): 3 clusters Score: Raw -22927.399319 + Penalty 543.847933 = -22383.551386 nChanged 38 SP:Iteration 2F (16458.260000 sec): 3 clusters Score: Raw -22981.730783 + Penalty 543.847933 = -22437.882850 nChanged 31 SP:Iteration 3F (16458.420000 sec): 3 clusters Score: Raw -23036.826636 + Penalty 543.847933 = -22492.978703 nChanged 22 SP:Iteration 4F (16458.620000 sec): 3 clusters Score: Raw -23063.102865 + Penalty 543.847933 = -22519.254932 nChanged 10 SP:Iteration 5Q (16458.830000 sec): 3 clusters Score: Raw -23071.334221 + Penalty 543.847933 = -22527.486288 nChanged 4 SP:Iteration 6Q (16459.010000 sec): 3 clusters Score: Raw -23082.590636 + Penalty 543.847933 = -22538.742703 nChanged 8 SP:Iteration 7Q (16459.140000 sec): 3 clusters Score: Raw -23107.546022 + Penalty 543.847933 = -22563.698090 nChanged 6 SP:Iteration 8Q (16459.370000 sec): 3 clusters Score: Raw -23120.042695 + Penalty 543.847933 = -22576.194762 nChanged 5 SP:Iteration 9Q (16459.500000 sec): 3 clusters Score: Raw -23125.556237 + Penalty 543.847933 = -22581.708304 nChanged 4 SP:Iteration 10Q (16459.680000 sec): 3 clusters Score: Raw -23128.205194 + Penalty 543.847933 = -22584.357261 nChanged 2 SP:Iteration 11Q (16459.870000 sec): 3 clusters Score: Raw -23130.219275 + Penalty 543.847933 = -22586.371342 nChanged 3 SP:Iteration 12Q (16459.960000 sec): 3 clusters Score: Raw -23132.563092 + Penalty 543.847933 = -22588.715159 nChanged 2 SP:Iteration 13Q (16460.150000 sec): 3 clusters Score: Raw -23134.211964 + Penalty 543.847933 = -22590.364031 nChanged 2 SP:Iteration 14Q (16460.400000 sec): 3 clusters Score: Raw -23136.682230 + Penalty 543.847933 = -22592.834297 nChanged 2 SP:Iteration 15Q (16460.530000 sec): 3 clusters Score: Raw -23140.348291 + Penalty 543.847933 = -22596.500358 nChanged 2 SP:Iteration 16Q (16460.760000 sec): 3 clusters Score: Raw -23141.649207 + Penalty 543.847933 = -22597.801275 nChanged 1 SP:Iteration 17Q (16460.980000 sec): 3 clusters Score: Raw -23142.064247 + Penalty 543.847933 = -22598.216315 nChanged 0 SP:Iteration 18F (16461.160000 sec): 3 clusters Score: Raw -23142.064247 + Penalty 543.847933 = -22598.216315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16461.260000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16461.420000 sec): 3 clusters Score: Raw -4899.237492 + Penalty 417.232041 = -4482.005451 nChanged 18 SP:Iteration 1F (16461.600000 sec): 3 clusters Score: Raw -4942.713751 + Penalty 417.232041 = -4525.481710 nChanged 7 SP:Iteration 2F (16461.790000 sec): 3 clusters Score: Raw -4967.100519 + Penalty 417.232041 = -4549.868479 nChanged 5 SP:Iteration 3F (16461.970000 sec): 3 clusters Score: Raw -4993.281842 + Penalty 417.232041 = -4576.049802 nChanged 4 SP:Iteration 4Q (16462.200000 sec): 3 clusters Score: Raw -5003.311910 + Penalty 417.232041 = -4586.079869 nChanged 2 SP:Iteration 5Q (16462.330000 sec): 3 clusters Score: Raw -5006.854012 + Penalty 417.232041 = -4589.621972 nChanged 1 SP:Iteration 6Q (16462.530000 sec): 3 clusters Score: Raw -5009.289032 + Penalty 417.232041 = -4592.056992 nChanged 2 SP:Iteration 7Q (16462.710000 sec): 3 clusters Score: Raw -5019.446679 + Penalty 417.232041 = -4602.214638 nChanged 1 SP:Iteration 8Q (16462.910000 sec): 3 clusters Score: Raw -5030.881833 + Penalty 417.232041 = -4613.649793 nChanged 1 SP:Iteration 9Q (16463.100000 sec): 3 clusters Score: Raw -5042.477975 + Penalty 417.232041 = -4625.245934 nChanged 1 SP:Iteration 10Q (16463.280000 sec): 3 clusters Score: Raw -5043.874551 + Penalty 417.232041 = -4626.642510 nChanged 0 SP:Iteration 11F (16463.470000 sec): 3 clusters Score: Raw -5043.874551 + Penalty 417.232041 = -4626.642510 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16463.520000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16463.660000 sec): 3 clusters Score: Raw -8197.463457 + Penalty 450.980262 = -7746.483194 nChanged 31 SP:Iteration 1F (16463.860000 sec): 3 clusters Score: Raw -8238.382816 + Penalty 450.980262 = -7787.402554 nChanged 7 SP:Iteration 2Q (16464.030000 sec): 3 clusters Score: Raw -8252.876574 + Penalty 450.980262 = -7801.896312 nChanged 2 SP:Iteration 3Q (16464.200000 sec): 3 clusters Score: Raw -8256.539882 + Penalty 450.980262 = -7805.559619 nChanged 3 SP:Iteration 4Q (16464.390000 sec): 3 clusters Score: Raw -8260.468178 + Penalty 450.980262 = -7809.487916 nChanged 1 SP:Iteration 5Q (16464.610000 sec): 3 clusters Score: Raw -8261.072766 + Penalty 450.980262 = -7810.092504 nChanged 0 SP:Iteration 6F (16464.770000 sec): 3 clusters Score: Raw -8261.072766 + Penalty 450.980262 = -7810.092504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16464.890000 sec): 2 clusters Score: Raw -4461.770618 + Penalty 206.719913 = -4255.050705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16465.060000 sec): 3 clusters Score: Raw -4483.477684 + Penalty 413.439825 = -4070.037859 nChanged 20 SP:Iteration 1F (16465.240000 sec): 3 clusters Score: Raw -4523.942464 + Penalty 413.439825 = -4110.502639 nChanged 4 SP:Iteration 2Q (16465.420000 sec): 3 clusters Score: Raw -4534.787543 + Penalty 413.439825 = -4121.347717 nChanged 2 SP:Iteration 3Q (16465.600000 sec): 3 clusters Score: Raw -4544.394457 + Penalty 413.439825 = -4130.954632 nChanged 0 SP:Iteration 4F (16465.780000 sec): 3 clusters Score: Raw -4544.394457 + Penalty 413.439825 = -4130.954632 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16465.860000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16466.070000 sec): 3 clusters Score: Raw -8498.039500 + Penalty 448.380085 = -8049.659415 nChanged 27 SP:Iteration 1F (16466.300000 sec): 3 clusters Score: Raw -8534.338189 + Penalty 448.380085 = -8085.958104 nChanged 8 SP:Iteration 2F (16466.490000 sec): 3 clusters Score: Raw -8547.261592 + Penalty 448.380085 = -8098.881506 nChanged 2 SP:Iteration 3Q (16466.740000 sec): 3 clusters Score: Raw -8550.994025 + Penalty 448.380085 = -8102.613940 nChanged 0 SP:Iteration 4F (16466.910000 sec): 3 clusters Score: Raw -8550.994025 + Penalty 448.380085 = -8102.613940 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16466.960000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16467.180000 sec): 3 clusters Score: Raw -2020.932109 + Penalty 337.935058 = -1682.997050 nChanged 2 SP:Iteration 1Q (16467.340000 sec): 3 clusters Score: Raw -2037.642131 + Penalty 337.935058 = -1699.707073 nChanged 0 SP:Iteration 2F (16467.530000 sec): 3 clusters Score: Raw -2037.642131 + Penalty 337.935058 = -1699.707073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16467.580000 sec): 2 clusters Score: Raw -23694.328673 + Penalty 274.723127 = -23419.605546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16467.760000 sec): 3 clusters Score: Raw -23529.925888 + Penalty 549.446254 = -22980.479634 nChanged 144 SP:Iteration 1F (16467.990000 sec): 3 clusters Score: Raw -23629.627879 + Penalty 549.446254 = -23080.181625 nChanged 35 SP:Iteration 2F (16468.150000 sec): 3 clusters Score: Raw -23664.790579 + Penalty 549.446254 = -23115.344326 nChanged 19 SP:Iteration 3Q (16468.310000 sec): 3 clusters Score: Raw -23675.566958 + Penalty 549.446254 = -23126.120705 nChanged 14 SP:Iteration 4Q (16468.490000 sec): 3 clusters Score: Raw -23685.776593 + Penalty 549.446254 = -23136.330340 nChanged 5 SP:Iteration 5Q (16468.650000 sec): 3 clusters Score: Raw -23690.565487 + Penalty 549.446254 = -23141.119234 nChanged 2 SP:Iteration 6Q (16468.830000 sec): 3 clusters Score: Raw -23694.246383 + Penalty 549.446254 = -23144.800129 nChanged 7 SP:Iteration 7Q (16469.020000 sec): 3 clusters Score: Raw -23697.667884 + Penalty 549.446254 = -23148.221631 nChanged 1 SP:Iteration 8Q (16469.230000 sec): 3 clusters Score: Raw -23697.920036 + Penalty 549.446254 = -23148.473782 nChanged 0 SP:Iteration 9F (16469.390000 sec): 3 clusters Score: Raw -23697.920036 + Penalty 549.446254 = -23148.473782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16469.490000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16469.650000 sec): 3 clusters Score: Raw -3268.894924 + Penalty 377.025260 = -2891.869664 nChanged 14 SP:Iteration 1F (16469.880000 sec): 3 clusters Score: Raw -3305.885172 + Penalty 377.025260 = -2928.859912 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16469.980000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16470.150000 sec): 3 clusters Score: Raw -6230.233901 + Penalty 439.376550 = -5790.857351 nChanged 30 SP:Iteration 1F (16470.350000 sec): 3 clusters Score: Raw -6270.232418 + Penalty 439.376550 = -5830.855868 nChanged 11 SP:Iteration 2F (16470.500000 sec): 3 clusters Score: Raw -6291.673760 + Penalty 439.376550 = -5852.297210 nChanged 3 SP:Iteration 3Q (16470.700000 sec): 3 clusters Score: Raw -6293.996470 + Penalty 439.376550 = -5854.619920 nChanged 2 SP:Iteration 4Q (16470.900000 sec): 3 clusters Score: Raw -6297.032619 + Penalty 439.376550 = -5857.656069 nChanged 1 SP:Iteration 5Q (16471.050000 sec): 3 clusters Score: Raw -6297.714282 + Penalty 439.376550 = -5858.337732 nChanged 1 SP:Iteration 6Q (16471.190000 sec): 3 clusters Score: Raw -6298.023988 + Penalty 439.376550 = -5858.647438 nChanged 0 SP:Iteration 7F (16471.350000 sec): 3 clusters Score: Raw -6298.023988 + Penalty 439.376550 = -5858.647438 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16471.470000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16471.630000 sec): 3 clusters Score: Raw -3212.286186 + Penalty 404.281264 = -2808.004922 nChanged 16 SP:Iteration 1F (16471.820000 sec): 3 clusters Score: Raw -3257.001787 + Penalty 404.281264 = -2852.720523 nChanged 5 SP:Iteration 2F (16472.000000 sec): 3 clusters Score: Raw -3290.912945 + Penalty 404.281264 = -2886.631681 nChanged 5 SP:Iteration 3F (16472.180000 sec): 3 clusters Score: Raw -3318.930015 + Penalty 404.281264 = -2914.648751 nChanged 1 SP:Iteration 4Q (16472.360000 sec): 3 clusters Score: Raw -3324.730210 + Penalty 404.281264 = -2920.448946 nChanged 1 SP:Iteration 5Q (16472.540000 sec): 3 clusters Score: Raw -3333.415755 + Penalty 404.281264 = -2929.134491 nChanged 1 SP:Iteration 6Q (16472.720000 sec): 3 clusters Score: Raw -3337.620975 + Penalty 404.281264 = -2933.339710 nChanged 0 SP:Iteration 7F (16472.890000 sec): 3 clusters Score: Raw -3337.620975 + Penalty 404.281264 = -2933.339710 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16473.020000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16473.170000 sec): 3 clusters Score: Raw -3753.826154 + Penalty 391.669923 = -3362.156230 nChanged 10 SP:Iteration 1F (16473.370000 sec): 3 clusters Score: Raw -3776.216356 + Penalty 391.669923 = -3384.546433 nChanged 3 SP:Iteration 2Q (16473.520000 sec): 3 clusters Score: Raw -3779.712400 + Penalty 391.669923 = -3388.042477 nChanged 0 SP:Iteration 3F (16473.660000 sec): 3 clusters Score: Raw -3779.712400 + Penalty 391.669923 = -3388.042477 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16473.780000 sec): 2 clusters Score: Raw -2793.480380 + Penalty 198.809877 = -2594.670503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16474.000000 sec): 3 clusters Score: Raw -2852.563181 + Penalty 397.619755 = -2454.943426 nChanged 13 SP:Iteration 1F (16474.180000 sec): 3 clusters Score: Raw -2879.686191 + Penalty 397.619755 = -2482.066437 nChanged 3 SP:Iteration 2Q (16474.410000 sec): 3 clusters Score: Raw -2910.732332 + Penalty 397.619755 = -2513.112577 nChanged 1 SP:Iteration 3Q (16474.590000 sec): 3 clusters Score: Raw -2926.641450 + Penalty 397.619755 = -2529.021695 nChanged 2 SP:Iteration 4Q (16474.740000 sec): 3 clusters Score: Raw -2936.929960 + Penalty 397.619755 = -2539.310205 nChanged 3 SP:Iteration 5Q (16474.900000 sec): 3 clusters Score: Raw -2972.023865 + Penalty 397.619755 = -2574.404110 nChanged 2 SP:Iteration 6Q (16475.080000 sec): 3 clusters Score: Raw -2984.163718 + Penalty 397.619755 = -2586.543963 nChanged 2 SP:Iteration 7Q (16475.260000 sec): 3 clusters Score: Raw -2994.502759 + Penalty 397.619755 = -2596.883005 nChanged 0 SP:Iteration 8F (16475.400000 sec): 3 clusters Score: Raw -2995.354212 + Penalty 397.619755 = -2597.734458 nChanged 1 SP:Iteration 9Q (16475.610000 sec): 3 clusters Score: Raw -3004.246414 + Penalty 397.619755 = -2606.626659 nChanged 2 SP:Iteration 10Q (16475.810000 sec): 3 clusters Score: Raw -3023.130273 + Penalty 397.619755 = -2625.510519 nChanged 0 SP:Iteration 11F (16476.020000 sec): 3 clusters Score: Raw -3023.130273 + Penalty 397.619755 = -2625.510519 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 80. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16476.130000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16476.300000 sec): 3 clusters Score: Raw -4844.909430 + Penalty 421.760338 = -4423.149092 nChanged 25 SP:Iteration 1F (16476.470000 sec): 3 clusters Score: Raw -4890.437141 + Penalty 421.760338 = -4468.676803 nChanged 5 SP:Iteration 2Q (16476.680000 sec): 3 clusters Score: Raw -4902.182309 + Penalty 421.760338 = -4480.421971 nChanged 2 SP:Iteration 3Q (16476.900000 sec): 3 clusters Score: Raw -4907.703240 + Penalty 421.760338 = -4485.942902 nChanged 5 SP:Iteration 4Q (16477.050000 sec): 3 clusters Score: Raw -4923.212507 + Penalty 421.760338 = -4501.452170 nChanged 0 SP:Iteration 5F (16477.240000 sec): 3 clusters Score: Raw -4923.212507 + Penalty 421.760338 = -4501.452170 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16477.350000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16477.540000 sec): 3 clusters Score: Raw -2574.106203 + Penalty 377.025260 = -2197.080943 nChanged 12 SP:Iteration 1F (16477.710000 sec): 3 clusters Score: Raw -2619.132042 + Penalty 377.025260 = -2242.106782 nChanged 1 SP:Iteration 2Q (16477.920000 sec): 3 clusters Score: Raw -2623.323393 + Penalty 377.025260 = -2246.298132 nChanged 1 SP:Iteration 3Q (16478.070000 sec): 3 clusters Score: Raw -2627.647475 + Penalty 377.025260 = -2250.622215 nChanged 0 SP:Iteration 4F (16478.200000 sec): 3 clusters Score: Raw -2627.647475 + Penalty 377.025260 = -2250.622215 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16478.290000 sec): 2 clusters Score: Raw -2528.432391 + Penalty 198.809877 = -2329.622514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16478.440000 sec): 3 clusters Score: Raw -2601.282687 + Penalty 397.619755 = -2203.662933 nChanged 23 SP:Iteration 1F (16478.640000 sec): 3 clusters Score: Raw -2686.781297 + Penalty 397.619755 = -2289.161542 nChanged 5 SP:Iteration 2F (16478.840000 sec): 3 clusters Score: Raw -2769.091924 + Penalty 397.619755 = -2371.472169 nChanged 3 SP:Iteration 3Q (16478.970000 sec): 3 clusters Score: Raw -2795.462391 + Penalty 397.619755 = -2397.842637 nChanged 2 SP:Iteration 4Q (16479.180000 sec): 3 clusters Score: Raw -2809.579604 + Penalty 397.619755 = -2411.959850 nChanged 0 SP:Iteration 5F (16479.330000 sec): 3 clusters Score: Raw -2809.579604 + Penalty 397.619755 = -2411.959850 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 81. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16479.430000 sec): 2 clusters Score: Raw -3802.606264 + Penalty 201.057248 = -3601.549016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16479.630000 sec): 3 clusters Score: Raw -3856.065003 + Penalty 402.114495 = -3453.950507 nChanged 16 SP:Iteration 1F (16479.810000 sec): 3 clusters Score: Raw -3908.162698 + Penalty 402.114495 = -3506.048203 nChanged 4 SP:Iteration 2Q (16480.070000 sec): 3 clusters Score: Raw -3914.383650 + Penalty 402.114495 = -3512.269154 nChanged 3 SP:Iteration 3Q (16480.210000 sec): 3 clusters Score: Raw -3929.331691 + Penalty 402.114495 = -3527.217196 nChanged 3 SP:Iteration 4Q (16480.400000 sec): 3 clusters Score: Raw -3964.976916 + Penalty 402.114495 = -3562.862421 nChanged 2 SP:Iteration 5Q (16480.600000 sec): 3 clusters Score: Raw -3982.284479 + Penalty 402.114495 = -3580.169984 nChanged 0 SP:Iteration 6F (16480.840000 sec): 3 clusters Score: Raw -3982.284479 + Penalty 402.114495 = -3580.169984 nChanged 0 Iteration 299F (16520.770000 sec): 82 clusters Score: Raw -24054740.191443 + Penalty 47484.915853 = -24007255.275591 nChanged 22 Iteration 300F (16560.970000 sec): 82 clusters Score: Raw -24054758.212903 + Penalty 47484.915853 = -24007273.297050 nChanged 21 Iteration 301Q (16593.010000 sec): 82 clusters Score: Raw -24054776.068224 + Penalty 47484.915853 = -24007291.152371 nChanged 27 Iteration 302Q (16626.970000 sec): 82 clusters Score: Raw -24054784.557482 + Penalty 47484.915853 = -24007299.641630 nChanged 26 Iteration 303Q (16671.390000 sec): 82 clusters Score: Raw -24054802.112068 + Penalty 47484.915853 = -24007317.196215 nChanged 44 Iteration 304Q (16704.450000 sec): 82 clusters Score: Raw -24054815.668136 + Penalty 47484.915853 = -24007330.752284 nChanged 42 Iteration 305Q (16735.760000 sec): 82 clusters Score: Raw -24054827.026052 + Penalty 47484.915853 = -24007342.110200 nChanged 40 Iteration 306Q (16766.950000 sec): 82 clusters Score: Raw -24054836.517264 + Penalty 47484.915853 = -24007351.601411 nChanged 51 Iteration 307Q (16798.520000 sec): 82 clusters Score: Raw -24054849.942254 + Penalty 47484.915853 = -24007365.026402 nChanged 49 Iteration 308Q (16828.880000 sec): 82 clusters Score: Raw -24054853.917585 + Penalty 47484.915853 = -24007369.001732 nChanged 43 Iteration 309Q (16857.110000 sec): 82 clusters Score: Raw -24054856.796180 + Penalty 47484.915853 = -24007371.880328 nChanged 30 Iteration 310Q (16887.430000 sec): 82 clusters Score: Raw -24054859.570819 + Penalty 47484.915853 = -24007374.654966 nChanged 38 Iteration 311Q (16915.810000 sec): 82 clusters Score: Raw -24054861.627799 + Penalty 47484.915853 = -24007376.711947 nChanged 36 Iteration 312Q (16942.990000 sec): 82 clusters Score: Raw -24054863.824770 + Penalty 47484.915853 = -24007378.908917 nChanged 39 Iteration 313Q (16970.230000 sec): 82 clusters Score: Raw -24054865.667943 + Penalty 47484.915853 = -24007380.752090 nChanged 35 Iteration 314Q (16998.070000 sec): 82 clusters Score: Raw -24054867.153108 + Penalty 47484.915853 = -24007382.237255 nChanged 32 Iteration 315Q (17026.540000 sec): 82 clusters Score: Raw -24054868.171256 + Penalty 47484.915853 = -24007383.255404 nChanged 21 Iteration 316Q (17055.420000 sec): 82 clusters Score: Raw -24054869.282657 + Penalty 47484.915853 = -24007384.366804 nChanged 18 Iteration 317Q (17084.770000 sec): 82 clusters Score: Raw -24054870.681512 + Penalty 47484.915853 = -24007385.765659 nChanged 16 Iteration 318Q (17108.880000 sec): 82 clusters Score: Raw -24054870.882235 + Penalty 47484.915853 = -24007385.966382 nChanged 10 Iteration 319Q (17139.380000 sec): 82 clusters Score: Raw -24054871.035042 + Penalty 47484.915853 = -24007386.119190 nChanged 8 Iteration 320F (17176.670000 sec): 82 clusters Score: Raw -24054871.887189 + Penalty 47484.915853 = -24007386.971336 nChanged 16 Iteration 321Q (17204.370000 sec): 82 clusters Score: Raw -24054873.142520 + Penalty 47484.915853 = -24007388.226668 nChanged 10 Iteration 322Q (17237.720000 sec): 82 clusters Score: Raw -24054873.455649 + Penalty 47484.915853 = -24007388.539797 nChanged 5 Iteration 323Q (17270.330000 sec): 82 clusters Score: Raw -24054873.647579 + Penalty 47484.915853 = -24007388.731727 nChanged 7 Iteration 324Q (17300.030000 sec): 82 clusters Score: Raw -24054874.029795 + Penalty 47484.915853 = -24007389.113942 nChanged 7 Iteration 325Q (17336.560000 sec): 82 clusters Score: Raw -24054874.168530 + Penalty 47484.915853 = -24007389.252678 nChanged 6 Iteration 326Q (17369.530000 sec): 82 clusters Score: Raw -24054874.325782 + Penalty 47484.915853 = -24007389.409930 nChanged 5 Iteration 327Q (17402.640000 sec): 82 clusters Score: Raw -24054874.516534 + Penalty 47484.915853 = -24007389.600682 nChanged 7 Iteration 328Q (17433.070000 sec): 82 clusters Score: Raw -24054874.977315 + Penalty 47484.915853 = -24007390.061463 nChanged 4 Iteration 329Q (17465.760000 sec): 82 clusters Score: Raw -24054875.098416 + Penalty 47484.915853 = -24007390.182563 nChanged 4 Iteration 330Q (17500.730000 sec): 82 clusters Score: Raw -24054875.140250 + Penalty 47484.915853 = -24007390.224398 nChanged 4 Iteration 331Q (17531.370000 sec): 82 clusters Score: Raw -24054875.338565 + Penalty 47484.915853 = -24007390.422713 nChanged 3 Iteration 332Q (17564.920000 sec): 82 clusters Score: Raw -24054875.483563 + Penalty 47484.915853 = -24007390.567710 nChanged 3 Iteration 333Q (17600.650000 sec): 82 clusters Score: Raw -24054875.610093 + Penalty 47484.915853 = -24007390.694240 nChanged 2 Iteration 334Q (17632.840000 sec): 82 clusters Score: Raw -24054875.883792 + Penalty 47484.915853 = -24007390.967939 nChanged 5 Iteration 335Q (17666.380000 sec): 82 clusters Score: Raw -24054876.264186 + Penalty 47484.915853 = -24007391.348333 nChanged 5 Iteration 336Q (17703.310000 sec): 82 clusters Score: Raw -24054876.784769 + Penalty 47484.915853 = -24007391.868916 nChanged 3 Iteration 337Q (17737.480000 sec): 82 clusters Score: Raw -24054877.065310 + Penalty 47484.915853 = -24007392.149457 nChanged 5 Iteration 338Q (17768.850000 sec): 82 clusters Score: Raw -24054877.378642 + Penalty 47484.915853 = -24007392.462789 nChanged 4 Writing temp clu file Because OldScore, -24007392.149457, is greater than current (better) Score,-24007392.462789 Compute initial score before splitting: Score: Raw -24054877.378642 + Penalty 47484.915853 = -24007392.462789 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17769.120000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17769.400000 sec): 3 clusters Score: Raw -2007022.893563 + Penalty 945.348165 = -2006077.545399 nChanged 15637 SP:Iteration 1F (17769.650000 sec): 3 clusters Score: Raw -2016215.357510 + Penalty 945.348165 = -2015270.009345 nChanged 1154 SP:Iteration 2Q (17769.980000 sec): 3 clusters Score: Raw -2016583.089045 + Penalty 945.348165 = -2015637.740880 nChanged 1250 SP:Iteration 3Q (17770.240000 sec): 3 clusters Score: Raw -2017009.782768 + Penalty 945.348165 = -2016064.434603 nChanged 1374 SP:Iteration 4Q (17770.520000 sec): 3 clusters Score: Raw -2017579.171426 + Penalty 945.348165 = -2016633.823261 nChanged 1499 SP:Iteration 5Q (17770.800000 sec): 3 clusters Score: Raw -2018324.950845 + Penalty 945.348165 = -2017379.602681 nChanged 1732 SP:Iteration 6F (17771.090000 sec): 3 clusters Score: Raw -2019400.800902 + Penalty 945.348165 = -2018455.452737 nChanged 1885 SP:Iteration 7F (17771.360000 sec): 3 clusters Score: Raw -2020733.211334 + Penalty 945.348165 = -2019787.863169 nChanged 1809 SP:Iteration 8F (17771.710000 sec): 3 clusters Score: Raw -2021921.228565 + Penalty 945.348165 = -2020975.880400 nChanged 1426 SP:Iteration 9Q (17771.960000 sec): 3 clusters Score: Raw -2022554.898286 + Penalty 945.348165 = -2021609.550122 nChanged 876 SP:Iteration 10Q (17772.260000 sec): 3 clusters Score: Raw -2022773.345645 + Penalty 945.348165 = -2021827.997481 nChanged 510 SP:Iteration 11Q (17772.560000 sec): 3 clusters Score: Raw -2022852.953240 + Penalty 945.348165 = -2021907.605076 nChanged 339 SP:Iteration 12Q (17772.930000 sec): 3 clusters Score: Raw -2022899.483581 + Penalty 945.348165 = -2021954.135417 nChanged 275 SP:Iteration 13Q (17773.170000 sec): 3 clusters Score: Raw -2022940.397392 + Penalty 945.348165 = -2021995.049227 nChanged 250 SP:Iteration 14Q (17773.480000 sec): 3 clusters Score: Raw -2022975.889629 + Penalty 945.348165 = -2022030.541464 nChanged 262 SP:Iteration 15Q (17773.720000 sec): 3 clusters Score: Raw -2023014.993000 + Penalty 945.348165 = -2022069.644836 nChanged 283 SP:Iteration 16Q (17774.060000 sec): 3 clusters Score: Raw -2023058.751239 + Penalty 945.348165 = -2022113.403074 nChanged 287 SP:Iteration 17Q (17774.360000 sec): 3 clusters Score: Raw -2023104.498833 + Penalty 945.348165 = -2022159.150668 nChanged 295 SP:Iteration 18Q (17774.670000 sec): 3 clusters Score: Raw -2023159.002707 + Penalty 945.348165 = -2022213.654542 nChanged 359 SP:Iteration 19Q (17775.030000 sec): 3 clusters Score: Raw -2023235.425694 + Penalty 945.348165 = -2022290.077530 nChanged 398 SP:Iteration 20F (17775.300000 sec): 3 clusters Score: Raw -2023320.003468 + Penalty 945.348165 = -2022374.655303 nChanged 412 SP:Iteration 21Q (17775.640000 sec): 3 clusters Score: Raw -2023409.561401 + Penalty 945.348165 = -2022464.213236 nChanged 442 SP:Iteration 22Q (17775.900000 sec): 3 clusters Score: Raw -2023517.255080 + Penalty 945.348165 = -2022571.906916 nChanged 471 SP:Iteration 23Q (17776.160000 sec): 3 clusters Score: Raw -2023637.238341 + Penalty 945.348165 = -2022691.890176 nChanged 452 SP:Iteration 24Q (17776.490000 sec): 3 clusters Score: Raw -2023760.103680 + Penalty 945.348165 = -2022814.755516 nChanged 499 SP:Iteration 25Q (17776.810000 sec): 3 clusters Score: Raw -2023912.815729 + Penalty 945.348165 = -2022967.467565 nChanged 551 SP:Iteration 26Q (17777.110000 sec): 3 clusters Score: Raw -2024100.076947 + Penalty 945.348165 = -2023154.728783 nChanged 573 SP:Iteration 27Q (17777.320000 sec): 3 clusters Score: Raw -2024311.378562 + Penalty 945.348165 = -2023366.030397 nChanged 589 SP:Iteration 28Q (17777.600000 sec): 3 clusters Score: Raw -2024546.436886 + Penalty 945.348165 = -2023601.088722 nChanged 598 SP:Iteration 29Q (17777.890000 sec): 3 clusters Score: Raw -2024803.030259 + Penalty 945.348165 = -2023857.682094 nChanged 601 SP:Iteration 30Q (17778.160000 sec): 3 clusters Score: Raw -2025122.498785 + Penalty 945.348165 = -2024177.150620 nChanged 612 SP:Iteration 31Q (17778.420000 sec): 3 clusters Score: Raw -2025504.799671 + Penalty 945.348165 = -2024559.451507 nChanged 623 SP:Iteration 32Q (17778.760000 sec): 3 clusters Score: Raw -2025943.264431 + Penalty 945.348165 = -2024997.916266 nChanged 600 SP:Iteration 33Q (17779.010000 sec): 3 clusters Score: Raw -2026396.999657 + Penalty 945.348165 = -2025451.651492 nChanged 575 SP:Iteration 34Q (17779.320000 sec): 3 clusters Score: Raw -2026842.368217 + Penalty 945.348165 = -2025897.020053 nChanged 509 SP:Iteration 35Q (17779.630000 sec): 3 clusters Score: Raw -2027239.533494 + Penalty 945.348165 = -2026294.185329 nChanged 484 SP:Iteration 36Q (17779.940000 sec): 3 clusters Score: Raw -2027554.230515 + Penalty 945.348165 = -2026608.882350 nChanged 418 SP:Iteration 37Q (17780.260000 sec): 3 clusters Score: Raw -2027795.176455 + Penalty 945.348165 = -2026849.828290 nChanged 318 SP:Iteration 38Q (17780.560000 sec): 3 clusters Score: Raw -2027934.881003 + Penalty 945.348165 = -2026989.532838 nChanged 236 SP:Iteration 39Q (17780.840000 sec): 3 clusters Score: Raw -2028028.700679 + Penalty 945.348165 = -2027083.352515 nChanged 178 SP:Iteration 40F (17781.120000 sec): 3 clusters Score: Raw -2028124.093586 + Penalty 945.348165 = -2027178.745421 nChanged 158 SP:Iteration 41Q (17781.360000 sec): 3 clusters Score: Raw -2028166.398989 + Penalty 945.348165 = -2027221.050825 nChanged 134 SP:Iteration 42Q (17781.620000 sec): 3 clusters Score: Raw -2028193.287770 + Penalty 945.348165 = -2027247.939605 nChanged 106 SP:Iteration 43Q (17781.900000 sec): 3 clusters Score: Raw -2028210.470160 + Penalty 945.348165 = -2027265.121995 nChanged 74 SP:Iteration 44Q (17782.140000 sec): 3 clusters Score: Raw -2028221.586954 + Penalty 945.348165 = -2027276.238790 nChanged 54 SP:Iteration 45Q (17782.430000 sec): 3 clusters Score: Raw -2028229.222844 + Penalty 945.348165 = -2027283.874680 nChanged 52 SP:Iteration 46Q (17782.720000 sec): 3 clusters Score: Raw -2028234.900795 + Penalty 945.348165 = -2027289.552630 nChanged 56 SP:Iteration 47Q (17783.030000 sec): 3 clusters Score: Raw -2028241.037687 + Penalty 945.348165 = -2027295.689523 nChanged 55 SP:Iteration 48Q (17783.360000 sec): 3 clusters Score: Raw -2028247.790421 + Penalty 945.348165 = -2027302.442256 nChanged 50 SP:Iteration 49Q (17783.640000 sec): 3 clusters Score: Raw -2028254.016897 + Penalty 945.348165 = -2027308.668732 nChanged 61 SP:Iteration 50Q (17783.930000 sec): 3 clusters Score: Raw -2028262.010093 + Penalty 945.348165 = -2027316.661929 nChanged 53 SP:Iteration 51Q (17784.210000 sec): 3 clusters Score: Raw -2028268.320075 + Penalty 945.348165 = -2027322.971911 nChanged 49 SP:Iteration 52Q (17784.540000 sec): 3 clusters Score: Raw -2028273.398641 + Penalty 945.348165 = -2027328.050476 nChanged 52 SP:Iteration 53Q (17784.820000 sec): 3 clusters Score: Raw -2028279.392181 + Penalty 945.348165 = -2027334.044017 nChanged 50 SP:Iteration 54Q (17785.140000 sec): 3 clusters Score: Raw -2028284.243630 + Penalty 945.348165 = -2027338.895465 nChanged 45 SP:Iteration 55Q (17785.440000 sec): 3 clusters Score: Raw -2028288.406654 + Penalty 945.348165 = -2027343.058489 nChanged 46 SP:Iteration 56Q (17785.700000 sec): 3 clusters Score: Raw -2028292.685645 + Penalty 945.348165 = -2027347.337480 nChanged 40 SP:Iteration 57Q (17786.080000 sec): 3 clusters Score: Raw -2028297.296358 + Penalty 945.348165 = -2027351.948193 nChanged 48 SP:Iteration 58Q (17786.380000 sec): 3 clusters Score: Raw -2028302.589806 + Penalty 945.348165 = -2027357.241642 nChanged 43 SP:Iteration 59Q (17786.670000 sec): 3 clusters Score: Raw -2028306.832643 + Penalty 945.348165 = -2027361.484479 nChanged 32 SP:Iteration 60F (17787.000000 sec): 3 clusters Score: Raw -2028310.328060 + Penalty 945.348165 = -2027364.979896 nChanged 32 SP:Iteration 61Q (17787.230000 sec): 3 clusters Score: Raw -2028312.751187 + Penalty 945.348165 = -2027367.403022 nChanged 35 SP:Iteration 62Q (17787.570000 sec): 3 clusters Score: Raw -2028315.944987 + Penalty 945.348165 = -2027370.596822 nChanged 40 SP:Iteration 63Q (17787.850000 sec): 3 clusters Score: Raw -2028320.125768 + Penalty 945.348165 = -2027374.777604 nChanged 35 SP:Iteration 64Q (17788.170000 sec): 3 clusters Score: Raw -2028324.322200 + Penalty 945.348165 = -2027378.974036 nChanged 35 SP:Iteration 65Q (17788.420000 sec): 3 clusters Score: Raw -2028328.706460 + Penalty 945.348165 = -2027383.358295 nChanged 41 SP:Iteration 66Q (17788.740000 sec): 3 clusters Score: Raw -2028333.394233 + Penalty 945.348165 = -2027388.046068 nChanged 37 SP:Iteration 67Q (17789.080000 sec): 3 clusters Score: Raw -2028336.541632 + Penalty 945.348165 = -2027391.193468 nChanged 23 SP:Iteration 68Q (17789.390000 sec): 3 clusters Score: Raw -2028338.260362 + Penalty 945.348165 = -2027392.912198 nChanged 31 SP:Iteration 69Q (17789.690000 sec): 3 clusters Score: Raw -2028340.603437 + Penalty 945.348165 = -2027395.255272 nChanged 23 SP:Iteration 70Q (17790.020000 sec): 3 clusters Score: Raw -2028341.995493 + Penalty 945.348165 = -2027396.647328 nChanged 22 SP:Iteration 71Q (17790.350000 sec): 3 clusters Score: Raw -2028343.867675 + Penalty 945.348165 = -2027398.519510 nChanged 24 SP:Iteration 72Q (17790.650000 sec): 3 clusters Score: Raw -2028346.420278 + Penalty 945.348165 = -2027401.072113 nChanged 30 SP:Iteration 73Q (17790.940000 sec): 3 clusters Score: Raw -2028350.379558 + Penalty 945.348165 = -2027405.031394 nChanged 46 SP:Iteration 74Q (17791.290000 sec): 3 clusters Score: Raw -2028356.437880 + Penalty 945.348165 = -2027411.089715 nChanged 43 SP:Iteration 75Q (17791.600000 sec): 3 clusters Score: Raw -2028361.987516 + Penalty 945.348165 = -2027416.639352 nChanged 40 SP:Iteration 76Q (17791.920000 sec): 3 clusters Score: Raw -2028366.668129 + Penalty 945.348165 = -2027421.319964 nChanged 48 SP:Iteration 77Q (17792.150000 sec): 3 clusters Score: Raw -2028372.522429 + Penalty 945.348165 = -2027427.174265 nChanged 41 SP:Iteration 78Q (17792.410000 sec): 3 clusters Score: Raw -2028377.607249 + Penalty 945.348165 = -2027432.259084 nChanged 43 SP:Iteration 79Q (17792.730000 sec): 3 clusters Score: Raw -2028383.280883 + Penalty 945.348165 = -2027437.932718 nChanged 43 SP:Iteration 80F (17792.980000 sec): 3 clusters Score: Raw -2028389.148816 + Penalty 945.348165 = -2027443.800651 nChanged 40 SP:Iteration 81Q (17793.290000 sec): 3 clusters Score: Raw -2028394.309831 + Penalty 945.348165 = -2027448.961667 nChanged 42 SP:Iteration 82Q (17793.550000 sec): 3 clusters Score: Raw -2028399.781376 + Penalty 945.348165 = -2027454.433211 nChanged 35 SP:Iteration 83Q (17793.820000 sec): 3 clusters Score: Raw -2028403.873385 + Penalty 945.348165 = -2027458.525220 nChanged 35 SP:Iteration 84Q (17794.060000 sec): 3 clusters Score: Raw -2028407.834005 + Penalty 945.348165 = -2027462.485841 nChanged 34 SP:Iteration 85Q (17794.370000 sec): 3 clusters Score: Raw -2028411.585505 + Penalty 945.348165 = -2027466.237341 nChanged 24 SP:Iteration 86Q (17794.650000 sec): 3 clusters Score: Raw -2028414.973364 + Penalty 945.348165 = -2027469.625199 nChanged 31 SP:Iteration 87Q (17794.910000 sec): 3 clusters Score: Raw -2028419.007459 + Penalty 945.348165 = -2027473.659294 nChanged 28 SP:Iteration 88Q (17795.180000 sec): 3 clusters Score: Raw -2028422.334398 + Penalty 945.348165 = -2027476.986233 nChanged 31 SP:Iteration 89Q (17795.500000 sec): 3 clusters Score: Raw -2028425.986747 + Penalty 945.348165 = -2027480.638582 nChanged 25 SP:Iteration 90Q (17795.790000 sec): 3 clusters Score: Raw -2028427.966014 + Penalty 945.348165 = -2027482.617849 nChanged 10 SP:Iteration 91Q (17796.030000 sec): 3 clusters Score: Raw -2028428.576428 + Penalty 945.348165 = -2027483.228263 nChanged 10 SP:Iteration 92Q (17796.330000 sec): 3 clusters Score: Raw -2028429.424332 + Penalty 945.348165 = -2027484.076167 nChanged 10 SP:Iteration 93Q (17796.550000 sec): 3 clusters Score: Raw -2028430.354379 + Penalty 945.348165 = -2027485.006215 nChanged 13 SP:Iteration 94Q (17796.830000 sec): 3 clusters Score: Raw -2028431.282587 + Penalty 945.348165 = -2027485.934423 nChanged 10 SP:Iteration 95Q (17797.120000 sec): 3 clusters Score: Raw -2028431.948875 + Penalty 945.348165 = -2027486.600710 nChanged 11 SP:Iteration 96Q (17797.340000 sec): 3 clusters Score: Raw -2028432.750481 + Penalty 945.348165 = -2027487.402316 nChanged 5 SP:Iteration 97Q (17797.580000 sec): 3 clusters Score: Raw -2028432.954488 + Penalty 945.348165 = -2027487.606324 nChanged 5 SP:Iteration 98Q (17797.860000 sec): 3 clusters Score: Raw -2028433.376345 + Penalty 945.348165 = -2027488.028180 nChanged 17 SP:Iteration 99Q (17798.080000 sec): 3 clusters Score: Raw -2028435.067343 + Penalty 945.348165 = -2027489.719179 nChanged 13 SP:Iteration 100F (17798.330000 sec): 3 clusters Score: Raw -2028436.295260 + Penalty 945.348165 = -2027490.947096 nChanged 12 SP:Iteration 101Q (17798.570000 sec): 3 clusters Score: Raw -2028437.321811 + Penalty 945.348165 = -2027491.973646 nChanged 13 SP:Iteration 102Q (17798.820000 sec): 3 clusters Score: Raw -2028438.373646 + Penalty 945.348165 = -2027493.025481 nChanged 12 SP:Iteration 103Q (17799.050000 sec): 3 clusters Score: Raw -2028439.335198 + Penalty 945.348165 = -2027493.987033 nChanged 11 SP:Iteration 104Q (17799.330000 sec): 3 clusters Score: Raw -2028439.903429 + Penalty 945.348165 = -2027494.555265 nChanged 9 SP:Iteration 105Q (17799.560000 sec): 3 clusters Score: Raw -2028440.259498 + Penalty 945.348165 = -2027494.911334 nChanged 5 SP:Iteration 106Q (17799.810000 sec): 3 clusters Score: Raw -2028440.633358 + Penalty 945.348165 = -2027495.285193 nChanged 3 SP:Iteration 107Q (17800.050000 sec): 3 clusters Score: Raw -2028440.805362 + Penalty 945.348165 = -2027495.457197 nChanged 3 SP:Iteration 108Q (17800.360000 sec): 3 clusters Score: Raw -2028440.918513 + Penalty 945.348165 = -2027495.570348 nChanged 2 SP:Iteration 109Q (17800.650000 sec): 3 clusters Score: Raw -2028441.017726 + Penalty 945.348165 = -2027495.669561 nChanged 2 SP:Iteration 110Q (17800.890000 sec): 3 clusters Score: Raw -2028441.228618 + Penalty 945.348165 = -2027495.880453 nChanged 5 SP:Iteration 111Q (17801.190000 sec): 3 clusters Score: Raw -2028441.565835 + Penalty 945.348165 = -2027496.217671 nChanged 6 SP:Iteration 112Q (17801.450000 sec): 3 clusters Score: Raw -2028441.833538 + Penalty 945.348165 = -2027496.485373 nChanged 4 SP:Iteration 113Q (17801.750000 sec): 3 clusters Score: Raw -2028441.963060 + Penalty 945.348165 = -2027496.614896 nChanged 2 SP:Iteration 114Q (17802.040000 sec): 3 clusters Score: Raw -2028442.129149 + Penalty 945.348165 = -2027496.780984 nChanged 2 SP:Iteration 115Q (17802.290000 sec): 3 clusters Score: Raw -2028442.177565 + Penalty 945.348165 = -2027496.829401 nChanged 2 SP:Iteration 116Q (17802.630000 sec): 3 clusters Score: Raw -2028442.238587 + Penalty 945.348165 = -2027496.890423 nChanged 0 SP:Iteration 117F (17802.950000 sec): 3 clusters Score: Raw -2028442.238587 + Penalty 945.348165 = -2027496.890423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17803.100000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17803.310000 sec): 3 clusters Score: Raw -78807.944016 + Penalty 651.069997 = -78156.874019 nChanged 531 SP:Iteration 1F (17803.510000 sec): 3 clusters Score: Raw -79130.680792 + Penalty 651.069997 = -78479.610794 nChanged 104 SP:Iteration 2F (17803.680000 sec): 3 clusters Score: Raw -79193.191138 + Penalty 651.069997 = -78542.121141 nChanged 77 SP:Iteration 3F (17803.910000 sec): 3 clusters Score: Raw -79235.702070 + Penalty 651.069997 = -78584.632073 nChanged 48 SP:Iteration 4Q (17804.110000 sec): 3 clusters Score: Raw -79256.518162 + Penalty 651.069997 = -78605.448165 nChanged 31 SP:Iteration 5Q (17804.330000 sec): 3 clusters Score: Raw -79268.407139 + Penalty 651.069997 = -78617.337142 nChanged 33 SP:Iteration 6Q (17804.490000 sec): 3 clusters Score: Raw -79282.798505 + Penalty 651.069997 = -78631.728507 nChanged 43 SP:Iteration 7Q (17804.700000 sec): 3 clusters Score: Raw -79304.806939 + Penalty 651.069997 = -78653.736942 nChanged 44 SP:Iteration 8Q (17804.880000 sec): 3 clusters Score: Raw -79336.220273 + Penalty 651.069997 = -78685.150275 nChanged 54 SP:Iteration 9Q (17805.120000 sec): 3 clusters Score: Raw -79385.169049 + Penalty 651.069997 = -78734.099052 nChanged 67 SP:Iteration 10F (17805.310000 sec): 3 clusters Score: Raw -79435.211264 + Penalty 651.069997 = -78784.141267 nChanged 54 SP:Iteration 11Q (17805.480000 sec): 3 clusters Score: Raw -79482.124492 + Penalty 651.069997 = -78831.054494 nChanged 53 SP:Iteration 12Q (17805.670000 sec): 3 clusters Score: Raw -79525.769611 + Penalty 651.069997 = -78874.699614 nChanged 42 SP:Iteration 13Q (17805.830000 sec): 3 clusters Score: Raw -79562.202772 + Penalty 651.069997 = -78911.132774 nChanged 41 SP:Iteration 14Q (17806.020000 sec): 3 clusters Score: Raw -79599.074890 + Penalty 651.069997 = -78948.004893 nChanged 28 SP:Iteration 15Q (17806.260000 sec): 3 clusters Score: Raw -79619.523297 + Penalty 651.069997 = -78968.453300 nChanged 14 SP:Iteration 16Q (17806.420000 sec): 3 clusters Score: Raw -79627.802901 + Penalty 651.069997 = -78976.732903 nChanged 10 SP:Iteration 17Q (17806.620000 sec): 3 clusters Score: Raw -79630.967749 + Penalty 651.069997 = -78979.897752 nChanged 4 SP:Iteration 18Q (17806.840000 sec): 3 clusters Score: Raw -79633.119388 + Penalty 651.069997 = -78982.049390 nChanged 5 SP:Iteration 19Q (17807.030000 sec): 3 clusters Score: Raw -79634.075807 + Penalty 651.069997 = -78983.005809 nChanged 2 SP:Iteration 20F (17807.190000 sec): 3 clusters Score: Raw -79636.888858 + Penalty 651.069997 = -78985.818860 nChanged 2 SP:Iteration 21Q (17807.390000 sec): 3 clusters Score: Raw -79637.883690 + Penalty 651.069997 = -78986.813693 nChanged 2 SP:Iteration 22Q (17807.580000 sec): 3 clusters Score: Raw -79638.524236 + Penalty 651.069997 = -78987.454238 nChanged 1 SP:Iteration 23Q (17807.790000 sec): 3 clusters Score: Raw -79638.920054 + Penalty 651.069997 = -78987.850057 nChanged 2 SP:Iteration 24Q (17807.980000 sec): 3 clusters Score: Raw -79639.406077 + Penalty 651.069997 = -78988.336079 nChanged 3 SP:Iteration 25Q (17808.180000 sec): 3 clusters Score: Raw -79640.930828 + Penalty 651.069997 = -78989.860830 nChanged 1 SP:Iteration 26Q (17808.360000 sec): 3 clusters Score: Raw -79641.007323 + Penalty 651.069997 = -78989.937326 nChanged 0 SP:Iteration 27F (17808.510000 sec): 3 clusters Score: Raw -79641.007323 + Penalty 651.069997 = -78989.937326 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17808.600000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17808.780000 sec): 3 clusters Score: Raw -3576.901772 + Penalty 392.891418 = -3184.010354 nChanged 10 SP:Iteration 1F (17808.920000 sec): 3 clusters Score: Raw -3623.671778 + Penalty 392.891418 = -3230.780360 nChanged 4 SP:Iteration 2F (17809.100000 sec): 3 clusters Score: Raw -3647.264161 + Penalty 392.891418 = -3254.372743 nChanged 4 SP:Iteration 3F (17809.300000 sec): 3 clusters Score: Raw -3657.835291 + Penalty 392.891418 = -3264.943872 nChanged 2 SP:Iteration 4Q (17809.520000 sec): 3 clusters Score: Raw -3659.505762 + Penalty 392.891418 = -3266.614344 nChanged 0 SP:Iteration 5F (17809.660000 sec): 3 clusters Score: Raw -3659.505762 + Penalty 392.891418 = -3266.614344 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17809.750000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17809.960000 sec): 3 clusters Score: Raw -8915.828239 + Penalty 461.840817 = -8453.987422 nChanged 41 SP:Iteration 1F (17810.160000 sec): 3 clusters Score: Raw -8991.641191 + Penalty 461.840817 = -8529.800374 nChanged 14 SP:Iteration 2F (17810.360000 sec): 3 clusters Score: Raw -9026.230431 + Penalty 461.840817 = -8564.389614 nChanged 6 SP:Iteration 3Q (17810.590000 sec): 3 clusters Score: Raw -9033.025497 + Penalty 461.840817 = -8571.184679 nChanged 4 SP:Iteration 4Q (17810.780000 sec): 3 clusters Score: Raw -9038.291164 + Penalty 461.840817 = -8576.450347 nChanged 2 SP:Iteration 5Q (17811.020000 sec): 3 clusters Score: Raw -9039.346749 + Penalty 461.840817 = -8577.505932 nChanged 1 SP:Iteration 6Q (17811.190000 sec): 3 clusters Score: Raw -9042.022009 + Penalty 461.840817 = -8580.181192 nChanged 1 SP:Iteration 7Q (17811.420000 sec): 3 clusters Score: Raw -9044.702069 + Penalty 461.840817 = -8582.861252 nChanged 1 SP:Iteration 8Q (17811.670000 sec): 3 clusters Score: Raw -9047.587451 + Penalty 461.840817 = -8585.746634 nChanged 0 SP:Iteration 9F (17811.820000 sec): 3 clusters Score: Raw -9047.587451 + Penalty 461.840817 = -8585.746634 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17811.920000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17812.100000 sec): 3 clusters Score: Raw -24621.306609 + Penalty 552.015836 = -24069.290773 nChanged 145 SP:Iteration 1F (17812.290000 sec): 3 clusters Score: Raw -24747.730721 + Penalty 552.015836 = -24195.714885 nChanged 34 SP:Iteration 2F (17812.510000 sec): 3 clusters Score: Raw -24779.535562 + Penalty 552.015836 = -24227.519726 nChanged 18 SP:Iteration 3Q (17812.750000 sec): 3 clusters Score: Raw -24800.191825 + Penalty 552.015836 = -24248.175988 nChanged 14 SP:Iteration 4Q (17812.940000 sec): 3 clusters Score: Raw -24814.630470 + Penalty 552.015836 = -24262.614634 nChanged 10 SP:Iteration 5Q (17813.140000 sec): 3 clusters Score: Raw -24828.043829 + Penalty 552.015836 = -24276.027992 nChanged 6 SP:Iteration 6Q (17813.320000 sec): 3 clusters Score: Raw -24834.102997 + Penalty 552.015836 = -24282.087161 nChanged 5 SP:Iteration 7Q (17813.530000 sec): 3 clusters Score: Raw -24844.693492 + Penalty 552.015836 = -24292.677655 nChanged 9 SP:Iteration 8Q (17813.720000 sec): 3 clusters Score: Raw -24860.118593 + Penalty 552.015836 = -24308.102757 nChanged 9 SP:Iteration 9Q (17813.940000 sec): 3 clusters Score: Raw -24875.174915 + Penalty 552.015836 = -24323.159079 nChanged 9 SP:Iteration 10Q (17814.110000 sec): 3 clusters Score: Raw -24880.995433 + Penalty 552.015836 = -24328.979597 nChanged 6 SP:Iteration 11Q (17814.300000 sec): 3 clusters Score: Raw -24885.732027 + Penalty 552.015836 = -24333.716190 nChanged 5 SP:Iteration 12Q (17814.480000 sec): 3 clusters Score: Raw -24890.610371 + Penalty 552.015836 = -24338.594535 nChanged 6 SP:Iteration 13Q (17814.720000 sec): 3 clusters Score: Raw -24903.387839 + Penalty 552.015836 = -24351.372003 nChanged 5 SP:Iteration 14Q (17814.900000 sec): 3 clusters Score: Raw -24907.251853 + Penalty 552.015836 = -24355.236016 nChanged 3 SP:Iteration 15Q (17815.110000 sec): 3 clusters Score: Raw -24908.245386 + Penalty 552.015836 = -24356.229550 nChanged 0 SP:Iteration 16F (17815.360000 sec): 3 clusters Score: Raw -24908.245386 + Penalty 552.015836 = -24356.229550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17815.450000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17815.690000 sec): 3 clusters Score: Raw -242461.627708 + Penalty 745.372708 = -241716.255000 nChanged 1567 SP:Iteration 1F (17815.870000 sec): 3 clusters Score: Raw -243308.339388 + Penalty 745.372708 = -242562.966680 nChanged 199 SP:Iteration 2F (17816.050000 sec): 3 clusters Score: Raw -243387.564856 + Penalty 745.372708 = -242642.192147 nChanged 172 SP:Iteration 3Q (17816.270000 sec): 3 clusters Score: Raw -243465.816535 + Penalty 745.372708 = -242720.443827 nChanged 200 SP:Iteration 4F (17816.490000 sec): 3 clusters Score: Raw -243582.256510 + Penalty 745.372708 = -242836.883802 nChanged 201 SP:Iteration 5F (17816.670000 sec): 3 clusters Score: Raw -243707.232892 + Penalty 745.372708 = -242961.860184 nChanged 209 SP:Iteration 6F (17816.810000 sec): 3 clusters Score: Raw -243863.461854 + Penalty 745.372708 = -243118.089145 nChanged 198 SP:Iteration 7F (17817.010000 sec): 3 clusters Score: Raw -244036.881422 + Penalty 745.372708 = -243291.508713 nChanged 185 SP:Iteration 8F (17817.220000 sec): 3 clusters Score: Raw -244226.643151 + Penalty 745.372708 = -243481.270443 nChanged 146 SP:Iteration 9Q (17817.420000 sec): 3 clusters Score: Raw -244388.407280 + Penalty 745.372708 = -243643.034572 nChanged 80 SP:Iteration 10Q (17817.650000 sec): 3 clusters Score: Raw -244473.827791 + Penalty 745.372708 = -243728.455083 nChanged 38 SP:Iteration 11Q (17817.840000 sec): 3 clusters Score: Raw -244513.041014 + Penalty 745.372708 = -243767.668306 nChanged 18 SP:Iteration 12Q (17818.060000 sec): 3 clusters Score: Raw -244524.110975 + Penalty 745.372708 = -243778.738267 nChanged 11 SP:Iteration 13Q (17818.250000 sec): 3 clusters Score: Raw -244534.837980 + Penalty 745.372708 = -243789.465272 nChanged 6 SP:Iteration 14Q (17818.410000 sec): 3 clusters Score: Raw -244537.970250 + Penalty 745.372708 = -243792.597542 nChanged 1 SP:Iteration 15Q (17818.580000 sec): 3 clusters Score: Raw -244538.497073 + Penalty 745.372708 = -243793.124365 nChanged 1 SP:Iteration 16Q (17818.780000 sec): 3 clusters Score: Raw -244538.733114 + Penalty 745.372708 = -243793.360406 nChanged 0 SP:Iteration 17F (17818.940000 sec): 3 clusters Score: Raw -244538.733114 + Penalty 745.372708 = -243793.360406 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17819.030000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17819.210000 sec): 3 clusters Score: Raw -7213.057327 + Penalty 427.743713 = -6785.313614 nChanged 21 SP:Iteration 1F (17819.390000 sec): 3 clusters Score: Raw -7246.261086 + Penalty 427.743713 = -6818.517373 nChanged 5 SP:Iteration 2Q (17819.560000 sec): 3 clusters Score: Raw -7255.555473 + Penalty 427.743713 = -6827.811760 nChanged 2 SP:Iteration 3Q (17819.720000 sec): 3 clusters Score: Raw -7257.240264 + Penalty 427.743713 = -6829.496550 nChanged 0 SP:Iteration 4F (17819.880000 sec): 3 clusters Score: Raw -7257.240264 + Penalty 427.743713 = -6829.496550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17819.990000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17820.160000 sec): 3 clusters Score: Raw -3335.221210 + Penalty 371.055907 = -2964.165302 nChanged 10 SP:Iteration 1F (17820.330000 sec): 3 clusters Score: Raw -3369.276232 + Penalty 371.055907 = -2998.220325 nChanged 1 SP:Iteration 2Q (17820.530000 sec): 3 clusters Score: Raw -3370.281120 + Penalty 371.055907 = -2999.225212 nChanged 0 SP:Iteration 3F (17820.720000 sec): 3 clusters Score: Raw -3370.281120 + Penalty 371.055907 = -2999.225212 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17820.760000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17820.930000 sec): 3 clusters Score: Raw -4172.352493 + Penalty 382.627028 = -3789.725465 nChanged 6 SP:Iteration 1F (17821.070000 sec): 3 clusters Score: Raw -4185.246370 + Penalty 382.627028 = -3802.619342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17821.170000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17821.340000 sec): 3 clusters Score: Raw -13618.249735 + Penalty 497.208694 = -13121.041041 nChanged 55 SP:Iteration 1F (17821.550000 sec): 3 clusters Score: Raw -13678.570384 + Penalty 497.208694 = -13181.361690 nChanged 13 SP:Iteration 2F (17821.700000 sec): 3 clusters Score: Raw -13696.813714 + Penalty 497.208694 = -13199.605019 nChanged 3 SP:Iteration 3Q (17821.890000 sec): 3 clusters Score: Raw -13699.639458 + Penalty 497.208694 = -13202.430763 nChanged 0 SP:Iteration 4F (17822.060000 sec): 3 clusters Score: Raw -13699.639458 + Penalty 497.208694 = -13202.430763 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17822.270000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17822.560000 sec): 3 clusters Score: Raw -2057288.723472 + Penalty 942.825748 = -2056345.897723 nChanged 15097 SP:Iteration 1F (17822.910000 sec): 3 clusters Score: Raw -2066640.359036 + Penalty 942.825748 = -2065697.533288 nChanged 1779 SP:Iteration 2F (17823.150000 sec): 3 clusters Score: Raw -2067564.749514 + Penalty 942.825748 = -2066621.923765 nChanged 1884 SP:Iteration 3F (17823.490000 sec): 3 clusters Score: Raw -2068772.312952 + Penalty 942.825748 = -2067829.487204 nChanged 2067 SP:Iteration 4F (17823.780000 sec): 3 clusters Score: Raw -2070353.536843 + Penalty 942.825748 = -2069410.711095 nChanged 2259 SP:Iteration 5F (17824.010000 sec): 3 clusters Score: Raw -2072420.388846 + Penalty 942.825748 = -2071477.563098 nChanged 2157 SP:Iteration 6F (17824.300000 sec): 3 clusters Score: Raw -2074383.957273 + Penalty 942.825748 = -2073441.131524 nChanged 1694 SP:Iteration 7F (17824.570000 sec): 3 clusters Score: Raw -2075816.049374 + Penalty 942.825748 = -2074873.223626 nChanged 1205 SP:Iteration 8Q (17824.870000 sec): 3 clusters Score: Raw -2076746.461803 + Penalty 942.825748 = -2075803.636055 nChanged 770 SP:Iteration 9Q (17825.130000 sec): 3 clusters Score: Raw -2077272.714239 + Penalty 942.825748 = -2076329.888491 nChanged 441 SP:Iteration 10Q (17825.430000 sec): 3 clusters Score: Raw -2077532.406966 + Penalty 942.825748 = -2076589.581217 nChanged 294 SP:Iteration 11Q (17825.690000 sec): 3 clusters Score: Raw -2077705.235882 + Penalty 942.825748 = -2076762.410133 nChanged 217 SP:Iteration 12Q (17825.970000 sec): 3 clusters Score: Raw -2077825.284539 + Penalty 942.825748 = -2076882.458791 nChanged 136 SP:Iteration 13Q (17826.240000 sec): 3 clusters Score: Raw -2077894.183013 + Penalty 942.825748 = -2076951.357265 nChanged 85 SP:Iteration 14Q (17826.480000 sec): 3 clusters Score: Raw -2077936.950638 + Penalty 942.825748 = -2076994.124890 nChanged 57 SP:Iteration 15Q (17826.770000 sec): 3 clusters Score: Raw -2077968.894900 + Penalty 942.825748 = -2077026.069152 nChanged 52 SP:Iteration 16Q (17827.020000 sec): 3 clusters Score: Raw -2077995.936801 + Penalty 942.825748 = -2077053.111053 nChanged 43 SP:Iteration 17Q (17827.320000 sec): 3 clusters Score: Raw -2078012.930716 + Penalty 942.825748 = -2077070.104968 nChanged 27 SP:Iteration 18Q (17827.570000 sec): 3 clusters Score: Raw -2078022.368512 + Penalty 942.825748 = -2077079.542764 nChanged 22 SP:Iteration 19Q (17827.870000 sec): 3 clusters Score: Raw -2078029.721840 + Penalty 942.825748 = -2077086.896092 nChanged 22 SP:Iteration 20F (17828.130000 sec): 3 clusters Score: Raw -2078038.204738 + Penalty 942.825748 = -2077095.378990 nChanged 18 SP:Iteration 21Q (17828.370000 sec): 3 clusters Score: Raw -2078043.678586 + Penalty 942.825748 = -2077100.852838 nChanged 13 SP:Iteration 22Q (17828.630000 sec): 3 clusters Score: Raw -2078047.162972 + Penalty 942.825748 = -2077104.337224 nChanged 5 SP:Iteration 23Q (17828.950000 sec): 3 clusters Score: Raw -2078048.615158 + Penalty 942.825748 = -2077105.789409 nChanged 5 SP:Iteration 24Q (17829.210000 sec): 3 clusters Score: Raw -2078050.244796 + Penalty 942.825748 = -2077107.419048 nChanged 6 SP:Iteration 25Q (17829.490000 sec): 3 clusters Score: Raw -2078052.226241 + Penalty 942.825748 = -2077109.400493 nChanged 7 SP:Iteration 26Q (17829.810000 sec): 3 clusters Score: Raw -2078053.562871 + Penalty 942.825748 = -2077110.737122 nChanged 2 SP:Iteration 27Q (17830.030000 sec): 3 clusters Score: Raw -2078053.933035 + Penalty 942.825748 = -2077111.107286 nChanged 3 SP:Iteration 28Q (17830.320000 sec): 3 clusters Score: Raw -2078054.809805 + Penalty 942.825748 = -2077111.984057 nChanged 5 SP:Iteration 29Q (17830.610000 sec): 3 clusters Score: Raw -2078056.873164 + Penalty 942.825748 = -2077114.047416 nChanged 2 SP:Iteration 30Q (17830.870000 sec): 3 clusters Score: Raw -2078057.428291 + Penalty 942.825748 = -2077114.602542 nChanged 3 SP:Iteration 31Q (17831.140000 sec): 3 clusters Score: Raw -2078058.056067 + Penalty 942.825748 = -2077115.230319 nChanged 2 SP:Iteration 32Q (17831.360000 sec): 3 clusters Score: Raw -2078058.536637 + Penalty 942.825748 = -2077115.710889 nChanged 3 SP:Iteration 33Q (17831.630000 sec): 3 clusters Score: Raw -2078059.218616 + Penalty 942.825748 = -2077116.392868 nChanged 2 SP:Iteration 34Q (17831.830000 sec): 3 clusters Score: Raw -2078059.564543 + Penalty 942.825748 = -2077116.738795 nChanged 2 SP:Iteration 35Q (17832.080000 sec): 3 clusters Score: Raw -2078059.741591 + Penalty 942.825748 = -2077116.915843 nChanged 1 SP:Iteration 36Q (17832.320000 sec): 3 clusters Score: Raw -2078059.855781 + Penalty 942.825748 = -2077117.030033 nChanged 0 SP:Iteration 37F (17832.590000 sec): 3 clusters Score: Raw -2078059.855781 + Penalty 942.825748 = -2077117.030033 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17832.710000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17832.850000 sec): 3 clusters Score: Raw -7993.717258 + Penalty 444.334975 = -7549.382283 nChanged 29 SP:Iteration 1F (17833.080000 sec): 3 clusters Score: Raw -8032.475505 + Penalty 444.334975 = -7588.140531 nChanged 7 SP:Iteration 2F (17833.210000 sec): 3 clusters Score: Raw -8044.496389 + Penalty 444.334975 = -7600.161414 nChanged 2 SP:Iteration 3Q (17833.370000 sec): 3 clusters Score: Raw -8045.748809 + Penalty 444.334975 = -7601.413834 nChanged 1 SP:Iteration 4Q (17833.590000 sec): 3 clusters Score: Raw -8046.212838 + Penalty 444.334975 = -7601.877863 nChanged 0 SP:Iteration 5F (17833.740000 sec): 3 clusters Score: Raw -8046.212838 + Penalty 444.334975 = -7601.877863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17833.830000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17834.010000 sec): 3 clusters Score: Raw -6765.184067 + Penalty 437.908776 = -6327.275290 nChanged 25 SP:Iteration 1F (17834.190000 sec): 3 clusters Score: Raw -6822.639312 + Penalty 437.908776 = -6384.730535 nChanged 5 SP:Iteration 2Q (17834.340000 sec): 3 clusters Score: Raw -6838.247055 + Penalty 437.908776 = -6400.338279 nChanged 3 SP:Iteration 3Q (17834.580000 sec): 3 clusters Score: Raw -6845.691913 + Penalty 437.908776 = -6407.783136 nChanged 1 SP:Iteration 4Q (17834.780000 sec): 3 clusters Score: Raw -6847.510653 + Penalty 437.908776 = -6409.601877 nChanged 0 SP:Iteration 5F (17835.030000 sec): 3 clusters Score: Raw -6847.510653 + Penalty 437.908776 = -6409.601877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17835.110000 sec): 2 clusters Score: Raw -345892.007379 + Penalty 393.366177 = -345498.641202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17835.320000 sec): 3 clusters Score: Raw -342484.137734 + Penalty 786.732355 = -341697.405379 nChanged 2570 SP:Iteration 1F (17835.500000 sec): 3 clusters Score: Raw -343989.124209 + Penalty 786.732355 = -343202.391854 nChanged 427 SP:Iteration 2F (17835.700000 sec): 3 clusters Score: Raw -344245.160483 + Penalty 786.732355 = -343458.428129 nChanged 429 SP:Iteration 3F (17835.930000 sec): 3 clusters Score: Raw -344547.844228 + Penalty 786.732355 = -343761.111873 nChanged 414 SP:Iteration 4F (17836.140000 sec): 3 clusters Score: Raw -344897.016632 + Penalty 786.732355 = -344110.284277 nChanged 347 SP:Iteration 5F (17836.320000 sec): 3 clusters Score: Raw -345211.778403 + Penalty 786.732355 = -344425.046049 nChanged 274 SP:Iteration 6Q (17836.560000 sec): 3 clusters Score: Raw -345492.565201 + Penalty 786.732355 = -344705.832847 nChanged 163 SP:Iteration 7Q (17836.790000 sec): 3 clusters Score: Raw -345679.808092 + Penalty 786.732355 = -344893.075737 nChanged 94 SP:Iteration 8Q (17836.980000 sec): 3 clusters Score: Raw -345768.658974 + Penalty 786.732355 = -344981.926619 nChanged 55 SP:Iteration 9Q (17837.180000 sec): 3 clusters Score: Raw -345806.900384 + Penalty 786.732355 = -345020.168030 nChanged 40 SP:Iteration 10Q (17837.360000 sec): 3 clusters Score: Raw -345830.741577 + Penalty 786.732355 = -345044.009222 nChanged 23 SP:Iteration 11Q (17837.540000 sec): 3 clusters Score: Raw -345843.531092 + Penalty 786.732355 = -345056.798737 nChanged 24 SP:Iteration 12Q (17837.740000 sec): 3 clusters Score: Raw -345859.439940 + Penalty 786.732355 = -345072.707585 nChanged 23 SP:Iteration 13Q (17837.920000 sec): 3 clusters Score: Raw -345870.123784 + Penalty 786.732355 = -345083.391430 nChanged 20 SP:Iteration 14Q (17838.090000 sec): 3 clusters Score: Raw -345881.397507 + Penalty 786.732355 = -345094.665152 nChanged 20 SP:Iteration 15Q (17838.320000 sec): 3 clusters Score: Raw -345890.309129 + Penalty 786.732355 = -345103.576774 nChanged 13 SP:Iteration 16Q (17838.520000 sec): 3 clusters Score: Raw -345894.136142 + Penalty 786.732355 = -345107.403787 nChanged 10 SP:Iteration 17Q (17838.730000 sec): 3 clusters Score: Raw -345896.624799 + Penalty 786.732355 = -345109.892444 nChanged 5 SP:Iteration 18Q (17838.940000 sec): 3 clusters Score: Raw -345898.367020 + Penalty 786.732355 = -345111.634665 nChanged 6 SP:Iteration 19Q (17839.110000 sec): 3 clusters Score: Raw -345901.731087 + Penalty 786.732355 = -345114.998732 nChanged 7 SP:Iteration 20F (17839.310000 sec): 3 clusters Score: Raw -345904.078249 + Penalty 786.732355 = -345117.345895 nChanged 8 SP:Iteration 21Q (17839.560000 sec): 3 clusters Score: Raw -345907.965273 + Penalty 786.732355 = -345121.232919 nChanged 8 SP:Iteration 22Q (17839.750000 sec): 3 clusters Score: Raw -345911.433201 + Penalty 786.732355 = -345124.700846 nChanged 7 SP:Iteration 23Q (17839.970000 sec): 3 clusters Score: Raw -345914.091274 + Penalty 786.732355 = -345127.358920 nChanged 7 SP:Iteration 24Q (17840.200000 sec): 3 clusters Score: Raw -345917.165593 + Penalty 786.732355 = -345130.433239 nChanged 7 SP:Iteration 25Q (17840.370000 sec): 3 clusters Score: Raw -345919.796735 + Penalty 786.732355 = -345133.064380 nChanged 4 SP:Iteration 26Q (17840.610000 sec): 3 clusters Score: Raw -345921.001060 + Penalty 786.732355 = -345134.268706 nChanged 4 SP:Iteration 27Q (17840.780000 sec): 3 clusters Score: Raw -345922.723035 + Penalty 786.732355 = -345135.990681 nChanged 4 SP:Iteration 28Q (17841.010000 sec): 3 clusters Score: Raw -345923.614863 + Penalty 786.732355 = -345136.882509 nChanged 5 SP:Iteration 29Q (17841.190000 sec): 3 clusters Score: Raw -345924.411199 + Penalty 786.732355 = -345137.678845 nChanged 1 SP:Iteration 30Q (17841.420000 sec): 3 clusters Score: Raw -345924.677002 + Penalty 786.732355 = -345137.944648 nChanged 4 SP:Iteration 31Q (17841.650000 sec): 3 clusters Score: Raw -345925.976722 + Penalty 786.732355 = -345139.244367 nChanged 5 SP:Iteration 32Q (17841.880000 sec): 3 clusters Score: Raw -345927.293804 + Penalty 786.732355 = -345140.561449 nChanged 5 SP:Iteration 33Q (17842.120000 sec): 3 clusters Score: Raw -345928.956744 + Penalty 786.732355 = -345142.224389 nChanged 6 SP:Iteration 34Q (17842.350000 sec): 3 clusters Score: Raw -345931.249678 + Penalty 786.732355 = -345144.517324 nChanged 5 SP:Iteration 35Q (17842.480000 sec): 3 clusters Score: Raw -345933.559058 + Penalty 786.732355 = -345146.826704 nChanged 4 SP:Iteration 36Q (17842.690000 sec): 3 clusters Score: Raw -345936.227902 + Penalty 786.732355 = -345149.495547 nChanged 2 SP:Iteration 37Q (17842.910000 sec): 3 clusters Score: Raw -345937.046956 + Penalty 786.732355 = -345150.314602 nChanged 3 SP:Iteration 38Q (17843.170000 sec): 3 clusters Score: Raw -345938.030348 + Penalty 786.732355 = -345151.297993 nChanged 1 SP:Iteration 39Q (17843.350000 sec): 3 clusters Score: Raw -345938.676534 + Penalty 786.732355 = -345151.944179 nChanged 1 SP:Iteration 40F (17843.570000 sec): 3 clusters Score: Raw -345938.941845 + Penalty 786.732355 = -345152.209491 nChanged 2 SP:Iteration 41Q (17843.790000 sec): 3 clusters Score: Raw -345939.834718 + Penalty 786.732355 = -345153.102364 nChanged 2 SP:Iteration 42Q (17843.980000 sec): 3 clusters Score: Raw -345941.085120 + Penalty 786.732355 = -345154.352765 nChanged 8 SP:Iteration 43Q (17844.150000 sec): 3 clusters Score: Raw -345945.019397 + Penalty 786.732355 = -345158.287042 nChanged 6 SP:Iteration 44Q (17844.320000 sec): 3 clusters Score: Raw -345948.945207 + Penalty 786.732355 = -345162.212853 nChanged 5 SP:Iteration 45Q (17844.510000 sec): 3 clusters Score: Raw -345951.201153 + Penalty 786.732355 = -345164.468798 nChanged 2 SP:Iteration 46Q (17844.730000 sec): 3 clusters Score: Raw -345951.591802 + Penalty 786.732355 = -345164.859447 nChanged 2 SP:Iteration 47Q (17844.890000 sec): 3 clusters Score: Raw -345952.135147 + Penalty 786.732355 = -345165.402792 nChanged 4 SP:Iteration 48Q (17845.070000 sec): 3 clusters Score: Raw -345953.142119 + Penalty 786.732355 = -345166.409764 nChanged 1 SP:Iteration 49Q (17845.300000 sec): 3 clusters Score: Raw -345953.278305 + Penalty 786.732355 = -345166.545950 nChanged 0 SP:Iteration 50F (17845.480000 sec): 3 clusters Score: Raw -345953.278305 + Penalty 786.732355 = -345166.545950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17846.520000 sec): 2 clusters Score: Raw -17684855.055058 + Penalty 570.578904 = -17684284.476154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17847.560000 sec): 3 clusters Score: Raw -17494724.817766 + Penalty 1141.157808 = -17493583.659958 nChanged 137893 SP:Iteration 1F (17848.560000 sec): 3 clusters Score: Raw -17578961.532367 + Penalty 1141.157808 = -17577820.374558 nChanged 9575 SP:Iteration 2Q (17849.480000 sec): 3 clusters Score: Raw -17582206.775378 + Penalty 1141.157808 = -17581065.617570 nChanged 12452 SP:Iteration 3Q (17850.460000 sec): 3 clusters Score: Raw -17587969.315872 + Penalty 1141.157808 = -17586828.158063 nChanged 16148 SP:Iteration 4F (17851.460000 sec): 3 clusters Score: Raw -17597927.337028 + Penalty 1141.157808 = -17596786.179220 nChanged 20245 SP:Iteration 5F (17852.460000 sec): 3 clusters Score: Raw -17613375.271668 + Penalty 1141.157808 = -17612234.113860 nChanged 22509 SP:Iteration 6F (17853.410000 sec): 3 clusters Score: Raw -17632989.230941 + Penalty 1141.157808 = -17631848.073133 nChanged 20729 SP:Iteration 7F (17854.400000 sec): 3 clusters Score: Raw -17652174.987398 + Penalty 1141.157808 = -17651033.829590 nChanged 15601 SP:Iteration 8F (17855.480000 sec): 3 clusters Score: Raw -17666850.237424 + Penalty 1141.157808 = -17665709.079616 nChanged 9505 SP:Iteration 9Q (17856.370000 sec): 3 clusters Score: Raw -17675525.954619 + Penalty 1141.157808 = -17674384.796811 nChanged 5276 SP:Iteration 10Q (17857.090000 sec): 3 clusters Score: Raw -17679909.888326 + Penalty 1141.157808 = -17678768.730518 nChanged 2958 SP:Iteration 11Q (17857.820000 sec): 3 clusters Score: Raw -17682023.288545 + Penalty 1141.157808 = -17680882.130736 nChanged 1867 SP:Iteration 12Q (17858.630000 sec): 3 clusters Score: Raw -17683197.147520 + Penalty 1141.157808 = -17682055.989711 nChanged 1180 SP:Iteration 13Q (17859.340000 sec): 3 clusters Score: Raw -17683874.042157 + Penalty 1141.157808 = -17682732.884349 nChanged 780 SP:Iteration 14Q (17860.160000 sec): 3 clusters Score: Raw -17684289.396383 + Penalty 1141.157808 = -17683148.238575 nChanged 520 SP:Iteration 15Q (17860.900000 sec): 3 clusters Score: Raw -17684552.563350 + Penalty 1141.157808 = -17683411.405542 nChanged 346 SP:Iteration 16Q (17861.550000 sec): 3 clusters Score: Raw -17684713.486522 + Penalty 1141.157808 = -17683572.328713 nChanged 236 SP:Iteration 17Q (17862.350000 sec): 3 clusters Score: Raw -17684814.109137 + Penalty 1141.157808 = -17683672.951328 nChanged 182 SP:Iteration 18Q (17863.290000 sec): 3 clusters Score: Raw -17684884.572038 + Penalty 1141.157808 = -17683743.414230 nChanged 135 SP:Iteration 19Q (17864.080000 sec): 3 clusters Score: Raw -17684930.739868 + Penalty 1141.157808 = -17683789.582059 nChanged 104 SP:Iteration 20F (17865.050000 sec): 3 clusters Score: Raw -17684965.560787 + Penalty 1141.157808 = -17683824.402979 nChanged 72 SP:Iteration 21Q (17865.920000 sec): 3 clusters Score: Raw -17684982.872150 + Penalty 1141.157808 = -17683841.714342 nChanged 49 SP:Iteration 22Q (17866.830000 sec): 3 clusters Score: Raw -17684991.214046 + Penalty 1141.157808 = -17683850.056237 nChanged 31 SP:Iteration 23Q (17867.710000 sec): 3 clusters Score: Raw -17684998.421018 + Penalty 1141.157808 = -17683857.263210 nChanged 31 SP:Iteration 24Q (17868.550000 sec): 3 clusters Score: Raw -17685005.229763 + Penalty 1141.157808 = -17683864.071955 nChanged 32 SP:Iteration 25Q (17869.490000 sec): 3 clusters Score: Raw -17685013.458133 + Penalty 1141.157808 = -17683872.300325 nChanged 34 SP:Iteration 26Q (17870.570000 sec): 3 clusters Score: Raw -17685019.662186 + Penalty 1141.157808 = -17683878.504378 nChanged 27 SP:Iteration 27Q (17871.560000 sec): 3 clusters Score: Raw -17685025.367927 + Penalty 1141.157808 = -17683884.210119 nChanged 28 SP:Iteration 28Q (17872.480000 sec): 3 clusters Score: Raw -17685032.414758 + Penalty 1141.157808 = -17683891.256949 nChanged 25 SP:Iteration 29Q (17873.330000 sec): 3 clusters Score: Raw -17685038.237042 + Penalty 1141.157808 = -17683897.079234 nChanged 24 SP:Iteration 30Q (17874.200000 sec): 3 clusters Score: Raw -17685046.128780 + Penalty 1141.157808 = -17683904.970972 nChanged 19 SP:Iteration 31Q (17875.120000 sec): 3 clusters Score: Raw -17685049.708844 + Penalty 1141.157808 = -17683908.551036 nChanged 15 SP:Iteration 32Q (17876.100000 sec): 3 clusters Score: Raw -17685051.844461 + Penalty 1141.157808 = -17683910.686653 nChanged 12 SP:Iteration 33Q (17877.150000 sec): 3 clusters Score: Raw -17685054.453349 + Penalty 1141.157808 = -17683913.295540 nChanged 18 SP:Iteration 34Q (17878.000000 sec): 3 clusters Score: Raw -17685058.235640 + Penalty 1141.157808 = -17683917.077832 nChanged 16 SP:Iteration 35Q (17878.940000 sec): 3 clusters Score: Raw -17685061.184771 + Penalty 1141.157808 = -17683920.026963 nChanged 10 SP:Iteration 36Q (17879.880000 sec): 3 clusters Score: Raw -17685062.381776 + Penalty 1141.157808 = -17683921.223968 nChanged 4 SP:Iteration 37Q (17880.630000 sec): 3 clusters Score: Raw -17685062.975353 + Penalty 1141.157808 = -17683921.817545 nChanged 3 SP:Iteration 38Q (17881.400000 sec): 3 clusters Score: Raw -17685063.310142 + Penalty 1141.157808 = -17683922.152333 nChanged 3 SP:Iteration 39Q (17882.260000 sec): 3 clusters Score: Raw -17685063.703970 + Penalty 1141.157808 = -17683922.546162 nChanged 1 SP:Iteration 40F (17883.160000 sec): 3 clusters Score: Raw -17685063.841934 + Penalty 1141.157808 = -17683922.684125 nChanged 1 SP:Iteration 41Q (17884.120000 sec): 3 clusters Score: Raw -17685063.927704 + Penalty 1141.157808 = -17683922.769896 nChanged 1 SP:Iteration 42Q (17884.950000 sec): 3 clusters Score: Raw -17685064.039385 + Penalty 1141.157808 = -17683922.881577 nChanged 1 SP:Iteration 43Q (17885.900000 sec): 3 clusters Score: Raw -17685064.171446 + Penalty 1141.157808 = -17683923.013638 nChanged 1 SP:Iteration 44Q (17886.840000 sec): 3 clusters Score: Raw -17685064.224384 + Penalty 1141.157808 = -17683923.066575 nChanged 0 SP:Iteration 45F (17887.860000 sec): 3 clusters Score: Raw -17685064.224384 + Penalty 1141.157808 = -17683923.066575 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17888.160000 sec): 2 clusters Score: Raw -34981.319160 + Penalty 291.362626 = -34689.956534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17888.400000 sec): 3 clusters Score: Raw -34702.138934 + Penalty 582.725252 = -34119.413682 nChanged 226 SP:Iteration 1F (17888.610000 sec): 3 clusters Score: Raw -34895.962521 + Penalty 582.725252 = -34313.237269 nChanged 76 SP:Iteration 2F (17888.840000 sec): 3 clusters Score: Raw -34996.620465 + Penalty 582.725252 = -34413.895213 nChanged 46 SP:Iteration 3F (17889.070000 sec): 3 clusters Score: Raw -35067.874504 + Penalty 582.725252 = -34485.149252 nChanged 40 SP:Iteration 4F (17889.320000 sec): 3 clusters Score: Raw -35113.899943 + Penalty 582.725252 = -34531.174691 nChanged 21 SP:Iteration 5Q (17889.500000 sec): 3 clusters Score: Raw -35132.297119 + Penalty 582.725252 = -34549.571867 nChanged 13 SP:Iteration 6Q (17889.770000 sec): 3 clusters Score: Raw -35141.855180 + Penalty 582.725252 = -34559.129928 nChanged 12 SP:Iteration 7Q (17889.970000 sec): 3 clusters Score: Raw -35152.512278 + Penalty 582.725252 = -34569.787026 nChanged 10 SP:Iteration 8Q (17890.160000 sec): 3 clusters Score: Raw -35159.333114 + Penalty 582.725252 = -34576.607862 nChanged 8 SP:Iteration 9Q (17890.380000 sec): 3 clusters Score: Raw -35163.660085 + Penalty 582.725252 = -34580.934833 nChanged 4 SP:Iteration 10Q (17890.590000 sec): 3 clusters Score: Raw -35164.997278 + Penalty 582.725252 = -34582.272026 nChanged 0 SP:Iteration 11F (17890.810000 sec): 3 clusters Score: Raw -35164.997278 + Penalty 582.725252 = -34582.272026 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17890.880000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17891.070000 sec): 3 clusters Score: Raw -17201.386983 + Penalty 518.129625 = -16683.257358 nChanged 89 SP:Iteration 1F (17891.230000 sec): 3 clusters Score: Raw -17291.257920 + Penalty 518.129625 = -16773.128296 nChanged 18 SP:Iteration 2F (17891.420000 sec): 3 clusters Score: Raw -17309.570796 + Penalty 518.129625 = -16791.441171 nChanged 17 SP:Iteration 3F (17891.610000 sec): 3 clusters Score: Raw -17333.132870 + Penalty 518.129625 = -16815.003245 nChanged 15 SP:Iteration 4F (17891.860000 sec): 3 clusters Score: Raw -17367.182931 + Penalty 518.129625 = -16849.053306 nChanged 10 SP:Iteration 5Q (17892.010000 sec): 3 clusters Score: Raw -17379.500742 + Penalty 518.129625 = -16861.371117 nChanged 6 SP:Iteration 6Q (17892.190000 sec): 3 clusters Score: Raw -17389.006824 + Penalty 518.129625 = -16870.877200 nChanged 6 SP:Iteration 7Q (17892.410000 sec): 3 clusters Score: Raw -17394.564133 + Penalty 518.129625 = -16876.434508 nChanged 6 SP:Iteration 8Q (17892.610000 sec): 3 clusters Score: Raw -17401.485371 + Penalty 518.129625 = -16883.355747 nChanged 4 SP:Iteration 9Q (17892.810000 sec): 3 clusters Score: Raw -17405.062781 + Penalty 518.129625 = -16886.933156 nChanged 2 SP:Iteration 10Q (17893.040000 sec): 3 clusters Score: Raw -17409.496950 + Penalty 518.129625 = -16891.367326 nChanged 2 SP:Iteration 11Q (17893.270000 sec): 3 clusters Score: Raw -17415.547460 + Penalty 518.129625 = -16897.417836 nChanged 3 SP:Iteration 12Q (17893.470000 sec): 3 clusters Score: Raw -17418.348628 + Penalty 518.129625 = -16900.219003 nChanged 2 SP:Iteration 13Q (17893.740000 sec): 3 clusters Score: Raw -17421.427564 + Penalty 518.129625 = -16903.297939 nChanged 5 SP:Iteration 14Q (17893.910000 sec): 3 clusters Score: Raw -17425.748041 + Penalty 518.129625 = -16907.618417 nChanged 3 SP:Iteration 15Q (17894.110000 sec): 3 clusters Score: Raw -17428.327146 + Penalty 518.129625 = -16910.197521 nChanged 4 SP:Iteration 16Q (17894.340000 sec): 3 clusters Score: Raw -17433.783128 + Penalty 518.129625 = -16915.653503 nChanged 4 SP:Iteration 17Q (17894.560000 sec): 3 clusters Score: Raw -17440.654974 + Penalty 518.129625 = -16922.525350 nChanged 1 SP:Iteration 18Q (17894.730000 sec): 3 clusters Score: Raw -17441.990272 + Penalty 518.129625 = -16923.860647 nChanged 3 SP:Iteration 19Q (17894.920000 sec): 3 clusters Score: Raw -17443.834801 + Penalty 518.129625 = -16925.705176 nChanged 0 SP:Iteration 20F (17895.140000 sec): 3 clusters Score: Raw -17443.834801 + Penalty 518.129625 = -16925.705176 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17895.280000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17895.470000 sec): 3 clusters Score: Raw -261004.493606 + Penalty 758.196257 = -260246.297349 nChanged 1855 SP:Iteration 1F (17895.670000 sec): 3 clusters Score: Raw -261991.766601 + Penalty 758.196257 = -261233.570344 nChanged 296 SP:Iteration 2F (17895.930000 sec): 3 clusters Score: Raw -262146.535619 + Penalty 758.196257 = -261388.339362 nChanged 312 SP:Iteration 3F (17896.100000 sec): 3 clusters Score: Raw -262342.463393 + Penalty 758.196257 = -261584.267136 nChanged 346 SP:Iteration 4F (17896.330000 sec): 3 clusters Score: Raw -262640.587316 + Penalty 758.196257 = -261882.391058 nChanged 345 SP:Iteration 5F (17896.560000 sec): 3 clusters Score: Raw -262963.542572 + Penalty 758.196257 = -262205.346315 nChanged 255 SP:Iteration 6F (17896.790000 sec): 3 clusters Score: Raw -263212.378394 + Penalty 758.196257 = -262454.182137 nChanged 163 SP:Iteration 7Q (17896.980000 sec): 3 clusters Score: Raw -263365.582029 + Penalty 758.196257 = -262607.385772 nChanged 81 SP:Iteration 8Q (17897.210000 sec): 3 clusters Score: Raw -263434.489327 + Penalty 758.196257 = -262676.293070 nChanged 44 SP:Iteration 9Q (17897.400000 sec): 3 clusters Score: Raw -263475.023656 + Penalty 758.196257 = -262716.827399 nChanged 28 SP:Iteration 10Q (17897.650000 sec): 3 clusters Score: Raw -263503.569129 + Penalty 758.196257 = -262745.372871 nChanged 13 SP:Iteration 11Q (17897.800000 sec): 3 clusters Score: Raw -263515.047330 + Penalty 758.196257 = -262756.851073 nChanged 9 SP:Iteration 12Q (17898.030000 sec): 3 clusters Score: Raw -263522.322552 + Penalty 758.196257 = -262764.126294 nChanged 7 SP:Iteration 13Q (17898.290000 sec): 3 clusters Score: Raw -263529.493516 + Penalty 758.196257 = -262771.297259 nChanged 5 SP:Iteration 14Q (17898.470000 sec): 3 clusters Score: Raw -263531.987209 + Penalty 758.196257 = -262773.790952 nChanged 3 SP:Iteration 15Q (17898.670000 sec): 3 clusters Score: Raw -263532.667455 + Penalty 758.196257 = -262774.471197 nChanged 1 SP:Iteration 16Q (17898.900000 sec): 3 clusters Score: Raw -263533.149628 + Penalty 758.196257 = -262774.953371 nChanged 0 SP:Iteration 17F (17899.110000 sec): 3 clusters Score: Raw -263533.149628 + Penalty 758.196257 = -262774.953371 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17899.230000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17899.410000 sec): 3 clusters Score: Raw -37184.021283 + Penalty 592.568825 = -36591.452458 nChanged 236 SP:Iteration 1F (17899.570000 sec): 3 clusters Score: Raw -37345.549406 + Penalty 592.568825 = -36752.980581 nChanged 60 SP:Iteration 2F (17899.790000 sec): 3 clusters Score: Raw -37383.117304 + Penalty 592.568825 = -36790.548479 nChanged 27 SP:Iteration 3Q (17899.970000 sec): 3 clusters Score: Raw -37403.686934 + Penalty 592.568825 = -36811.118109 nChanged 22 SP:Iteration 4Q (17900.160000 sec): 3 clusters Score: Raw -37415.766483 + Penalty 592.568825 = -36823.197658 nChanged 16 SP:Iteration 5Q (17900.350000 sec): 3 clusters Score: Raw -37427.188276 + Penalty 592.568825 = -36834.619451 nChanged 14 SP:Iteration 6Q (17900.540000 sec): 3 clusters Score: Raw -37442.821373 + Penalty 592.568825 = -36850.252548 nChanged 13 SP:Iteration 7Q (17900.690000 sec): 3 clusters Score: Raw -37450.006316 + Penalty 592.568825 = -36857.437491 nChanged 9 SP:Iteration 8Q (17900.880000 sec): 3 clusters Score: Raw -37460.510786 + Penalty 592.568825 = -36867.941961 nChanged 10 SP:Iteration 9Q (17901.090000 sec): 3 clusters Score: Raw -37468.851436 + Penalty 592.568825 = -36876.282611 nChanged 7 SP:Iteration 10Q (17901.270000 sec): 3 clusters Score: Raw -37472.396808 + Penalty 592.568825 = -36879.827983 nChanged 8 SP:Iteration 11Q (17901.440000 sec): 3 clusters Score: Raw -37478.636058 + Penalty 592.568825 = -36886.067233 nChanged 9 SP:Iteration 12Q (17901.610000 sec): 3 clusters Score: Raw -37488.002567 + Penalty 592.568825 = -36895.433742 nChanged 9 SP:Iteration 13Q (17901.820000 sec): 3 clusters Score: Raw -37496.346354 + Penalty 592.568825 = -36903.777530 nChanged 9 SP:Iteration 14Q (17901.950000 sec): 3 clusters Score: Raw -37501.736118 + Penalty 592.568825 = -36909.167293 nChanged 7 SP:Iteration 15Q (17902.150000 sec): 3 clusters Score: Raw -37506.667862 + Penalty 592.568825 = -36914.099037 nChanged 11 SP:Iteration 16Q (17902.350000 sec): 3 clusters Score: Raw -37514.807433 + Penalty 592.568825 = -36922.238608 nChanged 11 SP:Iteration 17Q (17902.530000 sec): 3 clusters Score: Raw -37522.595934 + Penalty 592.568825 = -36930.027109 nChanged 10 SP:Iteration 18Q (17902.710000 sec): 3 clusters Score: Raw -37527.652694 + Penalty 592.568825 = -36935.083869 nChanged 4 SP:Iteration 19Q (17902.910000 sec): 3 clusters Score: Raw -37529.623963 + Penalty 592.568825 = -36937.055138 nChanged 2 SP:Iteration 20F (17903.090000 sec): 3 clusters Score: Raw -37530.105010 + Penalty 592.568825 = -36937.536185 nChanged 2 SP:Iteration 21Q (17903.270000 sec): 3 clusters Score: Raw -37530.647990 + Penalty 592.568825 = -36938.079165 nChanged 1 SP:Iteration 22Q (17903.460000 sec): 3 clusters Score: Raw -37530.970938 + Penalty 592.568825 = -36938.402113 nChanged 1 SP:Iteration 23Q (17903.690000 sec): 3 clusters Score: Raw -37531.109965 + Penalty 592.568825 = -36938.541140 nChanged 1 SP:Iteration 24Q (17903.900000 sec): 3 clusters Score: Raw -37531.458823 + Penalty 592.568825 = -36938.889998 nChanged 0 SP:Iteration 25F (17904.070000 sec): 3 clusters Score: Raw -37531.458823 + Penalty 592.568825 = -36938.889998 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17904.170000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17904.370000 sec): 3 clusters Score: Raw -13379.544272 + Penalty 492.459791 = -12887.084481 nChanged 65 SP:Iteration 1F (17904.540000 sec): 3 clusters Score: Raw -13447.375078 + Penalty 492.459791 = -12954.915287 nChanged 11 SP:Iteration 2Q (17904.780000 sec): 3 clusters Score: Raw -13469.861304 + Penalty 492.459791 = -12977.401513 nChanged 10 SP:Iteration 3Q (17904.970000 sec): 3 clusters Score: Raw -13485.173743 + Penalty 492.459791 = -12992.713952 nChanged 4 SP:Iteration 4Q (17905.130000 sec): 3 clusters Score: Raw -13488.753310 + Penalty 492.459791 = -12996.293519 nChanged 6 SP:Iteration 5Q (17905.310000 sec): 3 clusters Score: Raw -13492.990859 + Penalty 492.459791 = -13000.531069 nChanged 2 SP:Iteration 6Q (17905.450000 sec): 3 clusters Score: Raw -13493.802069 + Penalty 492.459791 = -13001.342279 nChanged 2 SP:Iteration 7Q (17905.640000 sec): 3 clusters Score: Raw -13496.844775 + Penalty 492.459791 = -13004.384984 nChanged 3 SP:Iteration 8Q (17905.740000 sec): 3 clusters Score: Raw -13501.091886 + Penalty 492.459791 = -13008.632095 nChanged 2 SP:Iteration 9Q (17905.900000 sec): 3 clusters Score: Raw -13502.563764 + Penalty 492.459791 = -13010.103973 nChanged 2 SP:Iteration 10Q (17906.100000 sec): 3 clusters Score: Raw -13503.621607 + Penalty 492.459791 = -13011.161817 nChanged 1 SP:Iteration 11Q (17906.310000 sec): 3 clusters Score: Raw -13504.656925 + Penalty 492.459791 = -13012.197135 nChanged 0 SP:Iteration 12F (17906.520000 sec): 3 clusters Score: Raw -13504.656925 + Penalty 492.459791 = -13012.197135 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17906.570000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17906.730000 sec): 3 clusters Score: Raw -2104.373981 + Penalty 355.994093 = -1748.379887 nChanged 6 SP:Iteration 1F (17906.930000 sec): 3 clusters Score: Raw -2132.310621 + Penalty 355.994093 = -1776.316528 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17907.010000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17907.210000 sec): 3 clusters Score: Raw -3071.566495 + Penalty 362.997548 = -2708.568947 nChanged 4 SP:Iteration 1F (17907.430000 sec): 3 clusters Score: Raw -3085.728144 + Penalty 362.997548 = -2722.730595 nChanged 1 SP:Iteration 2Q (17907.580000 sec): 3 clusters Score: Raw -3091.503894 + Penalty 362.997548 = -2728.506346 nChanged 1 SP:Iteration 3Q (17907.720000 sec): 3 clusters Score: Raw -3099.645524 + Penalty 362.997548 = -2736.647976 nChanged 0 SP:Iteration 4F (17907.860000 sec): 3 clusters Score: Raw -3099.645524 + Penalty 362.997548 = -2736.647976 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17907.950000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17908.100000 sec): 3 clusters Score: Raw -11681.073908 + Penalty 479.842960 = -11201.230948 nChanged 49 SP:Iteration 1F (17908.290000 sec): 3 clusters Score: Raw -11736.673933 + Penalty 479.842960 = -11256.830973 nChanged 10 SP:Iteration 2F (17908.470000 sec): 3 clusters Score: Raw -11742.972380 + Penalty 479.842960 = -11263.129420 nChanged 2 SP:Iteration 3Q (17908.720000 sec): 3 clusters Score: Raw -11745.242047 + Penalty 479.842960 = -11265.399088 nChanged 2 SP:Iteration 4Q (17908.990000 sec): 3 clusters Score: Raw -11747.354221 + Penalty 479.842960 = -11267.511261 nChanged 2 SP:Iteration 5Q (17909.140000 sec): 3 clusters Score: Raw -11752.319451 + Penalty 479.842960 = -11272.476491 nChanged 1 SP:Iteration 6Q (17909.320000 sec): 3 clusters Score: Raw -11753.133365 + Penalty 479.842960 = -11273.290405 nChanged 2 SP:Iteration 7Q (17909.540000 sec): 3 clusters Score: Raw -11754.697344 + Penalty 479.842960 = -11274.854384 nChanged 0 SP:Iteration 8F (17909.770000 sec): 3 clusters Score: Raw -11754.697344 + Penalty 479.842960 = -11274.854384 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17909.870000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17910.060000 sec): 3 clusters Score: Raw -34689.176927 + Penalty 581.968805 = -34107.208121 nChanged 214 SP:Iteration 1F (17910.230000 sec): 3 clusters Score: Raw -34879.423861 + Penalty 581.968805 = -34297.455055 nChanged 57 SP:Iteration 2F (17910.430000 sec): 3 clusters Score: Raw -34950.919899 + Penalty 581.968805 = -34368.951094 nChanged 28 SP:Iteration 3Q (17910.580000 sec): 3 clusters Score: Raw -34983.162500 + Penalty 581.968805 = -34401.193694 nChanged 15 SP:Iteration 4Q (17910.810000 sec): 3 clusters Score: Raw -34994.891056 + Penalty 581.968805 = -34412.922250 nChanged 13 SP:Iteration 5Q (17910.920000 sec): 3 clusters Score: Raw -35003.639691 + Penalty 581.968805 = -34421.670885 nChanged 9 SP:Iteration 6Q (17911.120000 sec): 3 clusters Score: Raw -35010.607861 + Penalty 581.968805 = -34428.639056 nChanged 10 SP:Iteration 7Q (17911.320000 sec): 3 clusters Score: Raw -35016.723336 + Penalty 581.968805 = -34434.754530 nChanged 7 SP:Iteration 8Q (17911.480000 sec): 3 clusters Score: Raw -35019.121514 + Penalty 581.968805 = -34437.152708 nChanged 2 SP:Iteration 9Q (17911.750000 sec): 3 clusters Score: Raw -35019.936084 + Penalty 581.968805 = -34437.967279 nChanged 1 SP:Iteration 10Q (17911.910000 sec): 3 clusters Score: Raw -35020.169986 + Penalty 581.968805 = -34438.201181 nChanged 1 SP:Iteration 11Q (17912.130000 sec): 3 clusters Score: Raw -35020.312232 + Penalty 581.968805 = -34438.343427 nChanged 0 SP:Iteration 12F (17912.340000 sec): 3 clusters Score: Raw -35020.312232 + Penalty 581.968805 = -34438.343427 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17912.450000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17912.680000 sec): 3 clusters Score: Raw -8717.762282 + Penalty 449.689460 = -8268.072821 nChanged 24 SP:Iteration 1F (17912.830000 sec): 3 clusters Score: Raw -8755.956298 + Penalty 449.689460 = -8306.266837 nChanged 8 SP:Iteration 2F (17913.020000 sec): 3 clusters Score: Raw -8769.579062 + Penalty 449.689460 = -8319.889602 nChanged 1 SP:Iteration 3Q (17913.170000 sec): 3 clusters Score: Raw -8771.105783 + Penalty 449.689460 = -8321.416322 nChanged 1 SP:Iteration 4Q (17913.340000 sec): 3 clusters Score: Raw -8772.360365 + Penalty 449.689460 = -8322.670904 nChanged 0 SP:Iteration 5F (17913.570000 sec): 3 clusters Score: Raw -8772.360365 + Penalty 449.689460 = -8322.670904 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17913.670000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17913.860000 sec): 3 clusters Score: Raw -33883.430774 + Penalty 577.612418 = -33305.818356 nChanged 200 SP:Iteration 1F (17914.100000 sec): 3 clusters Score: Raw -34021.331826 + Penalty 577.612418 = -33443.719408 nChanged 48 SP:Iteration 2F (17914.350000 sec): 3 clusters Score: Raw -34052.045916 + Penalty 577.612418 = -33474.433498 nChanged 26 SP:Iteration 3Q (17914.550000 sec): 3 clusters Score: Raw -34073.098691 + Penalty 577.612418 = -33495.486272 nChanged 15 SP:Iteration 4Q (17914.730000 sec): 3 clusters Score: Raw -34084.405528 + Penalty 577.612418 = -33506.793110 nChanged 6 SP:Iteration 5Q (17914.950000 sec): 3 clusters Score: Raw -34086.397503 + Penalty 577.612418 = -33508.785085 nChanged 4 SP:Iteration 6Q (17915.150000 sec): 3 clusters Score: Raw -34088.277589 + Penalty 577.612418 = -33510.665171 nChanged 3 SP:Iteration 7Q (17915.380000 sec): 3 clusters Score: Raw -34090.322185 + Penalty 577.612418 = -33512.709767 nChanged 3 SP:Iteration 8Q (17915.530000 sec): 3 clusters Score: Raw -34092.977789 + Penalty 577.612418 = -33515.365371 nChanged 2 SP:Iteration 9Q (17915.690000 sec): 3 clusters Score: Raw -34093.259004 + Penalty 577.612418 = -33515.646586 nChanged 0 SP:Iteration 10F (17915.870000 sec): 3 clusters Score: Raw -34093.259004 + Penalty 577.612418 = -33515.646586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17915.970000 sec): 2 clusters Score: Raw -57022.516007 + Penalty 316.738970 = -56705.777036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17916.130000 sec): 3 clusters Score: Raw -56504.869309 + Penalty 633.477940 = -55871.391369 nChanged 425 SP:Iteration 1F (17916.340000 sec): 3 clusters Score: Raw -56810.766553 + Penalty 633.477940 = -56177.288613 nChanged 97 SP:Iteration 2F (17916.550000 sec): 3 clusters Score: Raw -56890.211230 + Penalty 633.477940 = -56256.733289 nChanged 79 SP:Iteration 3F (17916.710000 sec): 3 clusters Score: Raw -56966.465981 + Penalty 633.477940 = -56332.988041 nChanged 61 SP:Iteration 4F (17916.900000 sec): 3 clusters Score: Raw -57017.491544 + Penalty 633.477940 = -56384.013604 nChanged 35 SP:Iteration 5Q (17917.060000 sec): 3 clusters Score: Raw -57038.638386 + Penalty 633.477940 = -56405.160445 nChanged 26 SP:Iteration 6Q (17917.230000 sec): 3 clusters Score: Raw -57052.013526 + Penalty 633.477940 = -56418.535586 nChanged 20 SP:Iteration 7Q (17917.450000 sec): 3 clusters Score: Raw -57061.366803 + Penalty 633.477940 = -56427.888863 nChanged 13 SP:Iteration 8Q (17917.610000 sec): 3 clusters Score: Raw -57068.075291 + Penalty 633.477940 = -56434.597351 nChanged 13 SP:Iteration 9Q (17917.790000 sec): 3 clusters Score: Raw -57076.350450 + Penalty 633.477940 = -56442.872509 nChanged 15 SP:Iteration 10Q (17918.020000 sec): 3 clusters Score: Raw -57083.537862 + Penalty 633.477940 = -56450.059922 nChanged 9 SP:Iteration 11Q (17918.210000 sec): 3 clusters Score: Raw -57088.365800 + Penalty 633.477940 = -56454.887860 nChanged 7 SP:Iteration 12Q (17918.370000 sec): 3 clusters Score: Raw -57091.643193 + Penalty 633.477940 = -56458.165253 nChanged 7 SP:Iteration 13Q (17918.520000 sec): 3 clusters Score: Raw -57094.861389 + Penalty 633.477940 = -56461.383449 nChanged 4 SP:Iteration 14Q (17918.740000 sec): 3 clusters Score: Raw -57096.317582 + Penalty 633.477940 = -56462.839642 nChanged 1 SP:Iteration 15Q (17918.910000 sec): 3 clusters Score: Raw -57096.627604 + Penalty 633.477940 = -56463.149664 nChanged 0 SP:Iteration 16F (17919.100000 sec): 3 clusters Score: Raw -57096.627604 + Penalty 633.477940 = -56463.149664 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17919.210000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17919.410000 sec): 3 clusters Score: Raw -203502.787585 + Penalty 735.442363 = -202767.345222 nChanged 1422 SP:Iteration 1F (17919.550000 sec): 3 clusters Score: Raw -204349.103201 + Penalty 735.442363 = -203613.660838 nChanged 236 SP:Iteration 2F (17919.730000 sec): 3 clusters Score: Raw -204478.063759 + Penalty 735.442363 = -203742.621396 nChanged 222 SP:Iteration 3F (17919.940000 sec): 3 clusters Score: Raw -204607.117161 + Penalty 735.442363 = -203871.674798 nChanged 212 SP:Iteration 4F (17920.110000 sec): 3 clusters Score: Raw -204752.876220 + Penalty 735.442363 = -204017.433857 nChanged 210 SP:Iteration 5F (17920.260000 sec): 3 clusters Score: Raw -204927.598777 + Penalty 735.442363 = -204192.156414 nChanged 205 SP:Iteration 6F (17920.390000 sec): 3 clusters Score: Raw -205120.022214 + Penalty 735.442363 = -204384.579852 nChanged 156 SP:Iteration 7Q (17920.520000 sec): 3 clusters Score: Raw -205261.839704 + Penalty 735.442363 = -204526.397341 nChanged 101 SP:Iteration 8Q (17920.650000 sec): 3 clusters Score: Raw -205346.779765 + Penalty 735.442363 = -204611.337402 nChanged 64 SP:Iteration 9Q (17920.840000 sec): 3 clusters Score: Raw -205405.255498 + Penalty 735.442363 = -204669.813135 nChanged 35 SP:Iteration 10Q (17921.030000 sec): 3 clusters Score: Raw -205438.595687 + Penalty 735.442363 = -204703.153324 nChanged 27 SP:Iteration 11Q (17921.150000 sec): 3 clusters Score: Raw -205463.682101 + Penalty 735.442363 = -204728.239738 nChanged 17 SP:Iteration 12Q (17921.270000 sec): 3 clusters Score: Raw -205476.012218 + Penalty 735.442363 = -204740.569855 nChanged 12 SP:Iteration 13Q (17921.400000 sec): 3 clusters Score: Raw -205482.567644 + Penalty 735.442363 = -204747.125281 nChanged 13 SP:Iteration 14Q (17921.530000 sec): 3 clusters Score: Raw -205493.207258 + Penalty 735.442363 = -204757.764896 nChanged 3 SP:Iteration 15Q (17921.660000 sec): 3 clusters Score: Raw -205494.492273 + Penalty 735.442363 = -204759.049910 nChanged 2 SP:Iteration 16Q (17921.790000 sec): 3 clusters Score: Raw -205495.362095 + Penalty 735.442363 = -204759.919732 nChanged 3 SP:Iteration 17Q (17921.910000 sec): 3 clusters Score: Raw -205496.700577 + Penalty 735.442363 = -204761.258214 nChanged 1 SP:Iteration 18Q (17922.040000 sec): 3 clusters Score: Raw -205497.745032 + Penalty 735.442363 = -204762.302669 nChanged 1 SP:Iteration 19Q (17922.170000 sec): 3 clusters Score: Raw -205498.210746 + Penalty 735.442363 = -204762.768383 nChanged 0 SP:Iteration 20F (17922.320000 sec): 3 clusters Score: Raw -205498.210746 + Penalty 735.442363 = -204762.768383 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17922.430000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17922.570000 sec): 3 clusters Score: Raw -8510.989918 + Penalty 452.253010 = -8058.736908 nChanged 33 SP:Iteration 1F (17922.720000 sec): 3 clusters Score: Raw -8559.504435 + Penalty 452.253010 = -8107.251425 nChanged 12 SP:Iteration 2F (17922.890000 sec): 3 clusters Score: Raw -8579.769949 + Penalty 452.253010 = -8127.516939 nChanged 3 SP:Iteration 3Q (17923.020000 sec): 3 clusters Score: Raw -8588.232573 + Penalty 452.253010 = -8135.979563 nChanged 0 SP:Iteration 4F (17923.120000 sec): 3 clusters Score: Raw -8588.232573 + Penalty 452.253010 = -8135.979563 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17923.180000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17923.310000 sec): 3 clusters Score: Raw -6761.988882 + Penalty 442.945635 = -6319.043247 nChanged 32 SP:Iteration 1F (17923.440000 sec): 3 clusters Score: Raw -6833.771164 + Penalty 442.945635 = -6390.825529 nChanged 7 SP:Iteration 2F (17923.570000 sec): 3 clusters Score: Raw -6852.580768 + Penalty 442.945635 = -6409.635133 nChanged 4 SP:Iteration 3Q (17923.730000 sec): 3 clusters Score: Raw -6861.227626 + Penalty 442.945635 = -6418.281991 nChanged 4 SP:Iteration 4Q (17923.950000 sec): 3 clusters Score: Raw -6870.430643 + Penalty 442.945635 = -6427.485008 nChanged 3 SP:Iteration 5Q (17924.100000 sec): 3 clusters Score: Raw -6873.542241 + Penalty 442.945635 = -6430.596606 nChanged 2 SP:Iteration 6Q (17924.220000 sec): 3 clusters Score: Raw -6875.919230 + Penalty 442.945635 = -6432.973595 nChanged 0 SP:Iteration 7F (17924.350000 sec): 3 clusters Score: Raw -6875.919230 + Penalty 442.945635 = -6432.973595 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17924.470000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17924.650000 sec): 3 clusters Score: Raw -331798.728335 + Penalty 782.454805 = -331016.273530 nChanged 2449 SP:Iteration 1F (17924.830000 sec): 3 clusters Score: Raw -333085.084859 + Penalty 782.454805 = -332302.630054 nChanged 240 SP:Iteration 2Q (17925.010000 sec): 3 clusters Score: Raw -333155.432586 + Penalty 782.454805 = -332372.977782 nChanged 205 SP:Iteration 3Q (17925.170000 sec): 3 clusters Score: Raw -333215.531465 + Penalty 782.454805 = -332433.076661 nChanged 187 SP:Iteration 4Q (17925.330000 sec): 3 clusters Score: Raw -333279.247534 + Penalty 782.454805 = -332496.792730 nChanged 191 SP:Iteration 5Q (17925.520000 sec): 3 clusters Score: Raw -333357.995348 + Penalty 782.454805 = -332575.540543 nChanged 226 SP:Iteration 6Q (17925.700000 sec): 3 clusters Score: Raw -333478.972801 + Penalty 782.454805 = -332696.517996 nChanged 232 SP:Iteration 7Q (17925.880000 sec): 3 clusters Score: Raw -333644.725842 + Penalty 782.454805 = -332862.271038 nChanged 275 SP:Iteration 8F (17926.070000 sec): 3 clusters Score: Raw -333880.001658 + Penalty 782.454805 = -333097.546854 nChanged 309 SP:Iteration 9F (17926.270000 sec): 3 clusters Score: Raw -334192.525726 + Penalty 782.454805 = -333410.070922 nChanged 308 SP:Iteration 10F (17926.430000 sec): 3 clusters Score: Raw -334466.913822 + Penalty 782.454805 = -333684.459017 nChanged 210 SP:Iteration 11Q (17926.580000 sec): 3 clusters Score: Raw -334619.172497 + Penalty 782.454805 = -333836.717692 nChanged 173 SP:Iteration 12Q (17926.710000 sec): 3 clusters Score: Raw -334751.846617 + Penalty 782.454805 = -333969.391813 nChanged 134 SP:Iteration 13Q (17926.830000 sec): 3 clusters Score: Raw -334853.701975 + Penalty 782.454805 = -334071.247170 nChanged 110 SP:Iteration 14Q (17926.950000 sec): 3 clusters Score: Raw -334926.434365 + Penalty 782.454805 = -334143.979560 nChanged 85 SP:Iteration 15Q (17927.060000 sec): 3 clusters Score: Raw -334996.902786 + Penalty 782.454805 = -334214.447981 nChanged 89 SP:Iteration 16Q (17927.190000 sec): 3 clusters Score: Raw -335077.217151 + Penalty 782.454805 = -334294.762347 nChanged 74 SP:Iteration 17Q (17927.310000 sec): 3 clusters Score: Raw -335146.035260 + Penalty 782.454805 = -334363.580456 nChanged 65 SP:Iteration 18Q (17927.490000 sec): 3 clusters Score: Raw -335196.928245 + Penalty 782.454805 = -334414.473441 nChanged 57 SP:Iteration 19Q (17927.690000 sec): 3 clusters Score: Raw -335228.318343 + Penalty 782.454805 = -334445.863538 nChanged 56 SP:Iteration 20F (17927.800000 sec): 3 clusters Score: Raw -335255.750443 + Penalty 782.454805 = -334473.295639 nChanged 42 SP:Iteration 21Q (17927.910000 sec): 3 clusters Score: Raw -335273.552649 + Penalty 782.454805 = -334491.097844 nChanged 29 SP:Iteration 22Q (17928.070000 sec): 3 clusters Score: Raw -335288.617306 + Penalty 782.454805 = -334506.162502 nChanged 37 SP:Iteration 23Q (17928.180000 sec): 3 clusters Score: Raw -335301.888874 + Penalty 782.454805 = -334519.434069 nChanged 30 SP:Iteration 24Q (17928.290000 sec): 3 clusters Score: Raw -335311.798380 + Penalty 782.454805 = -334529.343575 nChanged 17 SP:Iteration 25Q (17928.400000 sec): 3 clusters Score: Raw -335315.723681 + Penalty 782.454805 = -334533.268876 nChanged 12 SP:Iteration 26Q (17928.510000 sec): 3 clusters Score: Raw -335318.290289 + Penalty 782.454805 = -334535.835484 nChanged 8 SP:Iteration 27Q (17928.670000 sec): 3 clusters Score: Raw -335320.010978 + Penalty 782.454805 = -334537.556174 nChanged 8 SP:Iteration 28Q (17928.820000 sec): 3 clusters Score: Raw -335321.471819 + Penalty 782.454805 = -334539.017015 nChanged 8 SP:Iteration 29Q (17928.950000 sec): 3 clusters Score: Raw -335322.470529 + Penalty 782.454805 = -334540.015724 nChanged 7 SP:Iteration 30Q (17929.090000 sec): 3 clusters Score: Raw -335323.239975 + Penalty 782.454805 = -334540.785170 nChanged 6 SP:Iteration 31Q (17929.220000 sec): 3 clusters Score: Raw -335323.936988 + Penalty 782.454805 = -334541.482183 nChanged 3 SP:Iteration 32Q (17929.370000 sec): 3 clusters Score: Raw -335324.307464 + Penalty 782.454805 = -334541.852659 nChanged 3 SP:Iteration 33Q (17929.510000 sec): 3 clusters Score: Raw -335324.586225 + Penalty 782.454805 = -334542.131421 nChanged 2 SP:Iteration 34Q (17929.640000 sec): 3 clusters Score: Raw -335324.730063 + Penalty 782.454805 = -334542.275259 nChanged 2 SP:Iteration 35Q (17929.770000 sec): 3 clusters Score: Raw -335325.134876 + Penalty 782.454805 = -334542.680071 nChanged 3 SP:Iteration 36Q (17929.980000 sec): 3 clusters Score: Raw -335325.762486 + Penalty 782.454805 = -334543.307681 nChanged 6 SP:Iteration 37Q (17930.120000 sec): 3 clusters Score: Raw -335326.813268 + Penalty 782.454805 = -334544.358464 nChanged 2 SP:Iteration 38Q (17930.260000 sec): 3 clusters Score: Raw -335327.206805 + Penalty 782.454805 = -334544.752000 nChanged 2 SP:Iteration 39Q (17930.390000 sec): 3 clusters Score: Raw -335327.465766 + Penalty 782.454805 = -334545.010961 nChanged 3 SP:Iteration 40F (17930.520000 sec): 3 clusters Score: Raw -335327.746162 + Penalty 782.454805 = -334545.291358 nChanged 3 SP:Iteration 41Q (17930.650000 sec): 3 clusters Score: Raw -335328.441857 + Penalty 782.454805 = -334545.987052 nChanged 3 SP:Iteration 42Q (17930.840000 sec): 3 clusters Score: Raw -335329.030184 + Penalty 782.454805 = -334546.575380 nChanged 5 SP:Iteration 43Q (17930.970000 sec): 3 clusters Score: Raw -335329.900298 + Penalty 782.454805 = -334547.445494 nChanged 2 SP:Iteration 44Q (17931.100000 sec): 3 clusters Score: Raw -335330.153007 + Penalty 782.454805 = -334547.698202 nChanged 0 SP:Iteration 45F (17931.270000 sec): 3 clusters Score: Raw -335330.153007 + Penalty 782.454805 = -334547.698202 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17931.370000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17931.530000 sec): 3 clusters Score: Raw -4727.018308 + Penalty 392.891418 = -4334.126889 nChanged 8 SP:Iteration 1F (17931.700000 sec): 3 clusters Score: Raw -4744.967201 + Penalty 392.891418 = -4352.075782 nChanged 3 SP:Iteration 2Q (17931.820000 sec): 3 clusters Score: Raw -4757.166565 + Penalty 392.891418 = -4364.275147 nChanged 0 SP:Iteration 3F (17931.950000 sec): 3 clusters Score: Raw -4757.166565 + Penalty 392.891418 = -4364.275147 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17932.010000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17932.140000 sec): 3 clusters Score: Raw -10803.592605 + Penalty 482.146880 = -10321.445725 nChanged 52 SP:Iteration 1F (17932.270000 sec): 3 clusters Score: Raw -10871.570643 + Penalty 482.146880 = -10389.423762 nChanged 14 SP:Iteration 2F (17932.390000 sec): 3 clusters Score: Raw -10899.051288 + Penalty 482.146880 = -10416.904408 nChanged 8 SP:Iteration 3Q (17932.490000 sec): 3 clusters Score: Raw -10912.249103 + Penalty 482.146880 = -10430.102223 nChanged 6 SP:Iteration 4Q (17932.680000 sec): 3 clusters Score: Raw -10924.849582 + Penalty 482.146880 = -10442.702701 nChanged 5 SP:Iteration 5Q (17932.870000 sec): 3 clusters Score: Raw -10932.656210 + Penalty 482.146880 = -10450.509330 nChanged 4 SP:Iteration 6Q (17933.000000 sec): 3 clusters Score: Raw -10940.790319 + Penalty 482.146880 = -10458.643439 nChanged 0 SP:Iteration 7F (17933.130000 sec): 3 clusters Score: Raw -10940.790319 + Penalty 482.146880 = -10458.643439 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17933.200000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17933.330000 sec): 3 clusters Score: Raw -5207.684554 + Penalty 408.465910 = -4799.218645 nChanged 15 SP:Iteration 1F (17933.460000 sec): 3 clusters Score: Raw -5240.425704 + Penalty 408.465910 = -4831.959795 nChanged 4 SP:Iteration 2Q (17933.590000 sec): 3 clusters Score: Raw -5247.702888 + Penalty 408.465910 = -4839.236979 nChanged 1 SP:Iteration 3Q (17933.710000 sec): 3 clusters Score: Raw -5250.833912 + Penalty 408.465910 = -4842.368003 nChanged 0 SP:Iteration 4F (17933.840000 sec): 3 clusters Score: Raw -5250.833912 + Penalty 408.465910 = -4842.368003 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17933.910000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17934.040000 sec): 3 clusters Score: Raw -7009.108680 + Penalty 449.037128 = -6560.071552 nChanged 36 SP:Iteration 1F (17934.200000 sec): 3 clusters Score: Raw -7079.073103 + Penalty 449.037128 = -6630.035975 nChanged 7 SP:Iteration 2F (17934.400000 sec): 3 clusters Score: Raw -7100.571226 + Penalty 449.037128 = -6651.534098 nChanged 1 SP:Iteration 3Q (17934.510000 sec): 3 clusters Score: Raw -7104.121298 + Penalty 449.037128 = -6655.084170 nChanged 1 SP:Iteration 4Q (17934.640000 sec): 3 clusters Score: Raw -7105.224299 + Penalty 449.037128 = -6656.187171 nChanged 1 SP:Iteration 5Q (17934.760000 sec): 3 clusters Score: Raw -7108.047930 + Penalty 449.037128 = -6659.010802 nChanged 1 SP:Iteration 6Q (17934.890000 sec): 3 clusters Score: Raw -7109.189307 + Penalty 449.037128 = -6660.152179 nChanged 0 SP:Iteration 7F (17935.020000 sec): 3 clusters Score: Raw -7109.189307 + Penalty 449.037128 = -6660.152179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17935.080000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17935.210000 sec): 3 clusters Score: Raw -3170.794286 + Penalty 391.669923 = -2779.124363 nChanged 5 SP:Iteration 1F (17935.340000 sec): 3 clusters Score: Raw -3195.706678 + Penalty 391.669923 = -2804.036754 nChanged 3 SP:Iteration 2Q (17935.440000 sec): 3 clusters Score: Raw -3202.032402 + Penalty 391.669923 = -2810.362479 nChanged 2 SP:Iteration 3Q (17935.550000 sec): 3 clusters Score: Raw -3207.652247 + Penalty 391.669923 = -2815.982323 nChanged 0 SP:Iteration 4F (17935.760000 sec): 3 clusters Score: Raw -3207.652247 + Penalty 391.669923 = -2815.982323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17935.830000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17935.970000 sec): 3 clusters Score: Raw -14552.448023 + Penalty 503.178047 = -14049.269976 nChanged 78 SP:Iteration 1F (17936.070000 sec): 3 clusters Score: Raw -14620.764016 + Penalty 503.178047 = -14117.585969 nChanged 20 SP:Iteration 2F (17936.170000 sec): 3 clusters Score: Raw -14643.358289 + Penalty 503.178047 = -14140.180242 nChanged 10 SP:Iteration 3Q (17936.270000 sec): 3 clusters Score: Raw -14655.875910 + Penalty 503.178047 = -14152.697863 nChanged 10 SP:Iteration 4Q (17936.370000 sec): 3 clusters Score: Raw -14667.782741 + Penalty 503.178047 = -14164.604694 nChanged 11 SP:Iteration 5Q (17936.470000 sec): 3 clusters Score: Raw -14688.688192 + Penalty 503.178047 = -14185.510145 nChanged 6 SP:Iteration 6Q (17936.570000 sec): 3 clusters Score: Raw -14694.701160 + Penalty 503.178047 = -14191.523113 nChanged 4 SP:Iteration 7Q (17936.670000 sec): 3 clusters Score: Raw -14697.502934 + Penalty 503.178047 = -14194.324887 nChanged 1 SP:Iteration 8Q (17936.780000 sec): 3 clusters Score: Raw -14697.971688 + Penalty 503.178047 = -14194.793641 nChanged 0 SP:Iteration 9F (17937.000000 sec): 3 clusters Score: Raw -14697.971688 + Penalty 503.178047 = -14194.793641 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17937.050000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17937.210000 sec): 3 clusters Score: Raw -37378.734901 + Penalty 583.026079 = -36795.708822 nChanged 223 SP:Iteration 1F (17937.330000 sec): 3 clusters Score: Raw -37515.512453 + Penalty 583.026079 = -36932.486374 nChanged 43 SP:Iteration 2F (17937.500000 sec): 3 clusters Score: Raw -37542.239365 + Penalty 583.026079 = -36959.213286 nChanged 32 SP:Iteration 3F (17937.610000 sec): 3 clusters Score: Raw -37568.364470 + Penalty 583.026079 = -36985.338391 nChanged 31 SP:Iteration 4F (17937.720000 sec): 3 clusters Score: Raw -37596.503694 + Penalty 583.026079 = -37013.477616 nChanged 33 SP:Iteration 5F (17937.830000 sec): 3 clusters Score: Raw -37627.184761 + Penalty 583.026079 = -37044.158682 nChanged 23 SP:Iteration 6Q (17937.940000 sec): 3 clusters Score: Raw -37643.448499 + Penalty 583.026079 = -37060.422420 nChanged 12 SP:Iteration 7Q (17938.060000 sec): 3 clusters Score: Raw -37648.968196 + Penalty 583.026079 = -37065.942117 nChanged 10 SP:Iteration 8Q (17938.170000 sec): 3 clusters Score: Raw -37658.250942 + Penalty 583.026079 = -37075.224863 nChanged 9 SP:Iteration 9Q (17938.350000 sec): 3 clusters Score: Raw -37667.323690 + Penalty 583.026079 = -37084.297611 nChanged 4 SP:Iteration 10Q (17938.500000 sec): 3 clusters Score: Raw -37668.821572 + Penalty 583.026079 = -37085.795493 nChanged 3 SP:Iteration 11Q (17938.620000 sec): 3 clusters Score: Raw -37670.741517 + Penalty 583.026079 = -37087.715438 nChanged 4 SP:Iteration 12Q (17938.730000 sec): 3 clusters Score: Raw -37672.542061 + Penalty 583.026079 = -37089.515982 nChanged 3 SP:Iteration 13Q (17938.850000 sec): 3 clusters Score: Raw -37673.261928 + Penalty 583.026079 = -37090.235849 nChanged 1 SP:Iteration 14Q (17938.960000 sec): 3 clusters Score: Raw -37673.804231 + Penalty 583.026079 = -37090.778153 nChanged 3 SP:Iteration 15Q (17939.080000 sec): 3 clusters Score: Raw -37678.033355 + Penalty 583.026079 = -37095.007276 nChanged 3 SP:Iteration 16Q (17939.200000 sec): 3 clusters Score: Raw -37680.167806 + Penalty 583.026079 = -37097.141728 nChanged 6 SP:Iteration 17Q (17939.310000 sec): 3 clusters Score: Raw -37682.175292 + Penalty 583.026079 = -37099.149213 nChanged 4 SP:Iteration 18Q (17939.480000 sec): 3 clusters Score: Raw -37683.893140 + Penalty 583.026079 = -37100.867061 nChanged 4 SP:Iteration 19Q (17939.640000 sec): 3 clusters Score: Raw -37685.949169 + Penalty 583.026079 = -37102.923090 nChanged 4 SP:Iteration 20F (17939.800000 sec): 3 clusters Score: Raw -37688.875351 + Penalty 583.026079 = -37105.849272 nChanged 3 SP:Iteration 21Q (17939.930000 sec): 3 clusters Score: Raw -37691.087251 + Penalty 583.026079 = -37108.061172 nChanged 1 SP:Iteration 22Q (17940.080000 sec): 3 clusters Score: Raw -37692.256379 + Penalty 583.026079 = -37109.230301 nChanged 1 SP:Iteration 23Q (17940.200000 sec): 3 clusters Score: Raw -37692.979160 + Penalty 583.026079 = -37109.953081 nChanged 0 SP:Iteration 24F (17940.310000 sec): 3 clusters Score: Raw -37692.979160 + Penalty 583.026079 = -37109.953081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17940.380000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17940.520000 sec): 3 clusters Score: Raw -388281.737575 + Penalty 801.534384 = -387480.203191 nChanged 3075 SP:Iteration 1F (17940.680000 sec): 3 clusters Score: Raw -389961.607538 + Penalty 801.534384 = -389160.073154 nChanged 443 SP:Iteration 2F (17940.880000 sec): 3 clusters Score: Raw -390165.214571 + Penalty 801.534384 = -389363.680186 nChanged 419 SP:Iteration 3F (17941.020000 sec): 3 clusters Score: Raw -390346.631399 + Penalty 801.534384 = -389545.097015 nChanged 357 SP:Iteration 4F (17941.160000 sec): 3 clusters Score: Raw -390511.067542 + Penalty 801.534384 = -389709.533158 nChanged 345 SP:Iteration 5F (17941.270000 sec): 3 clusters Score: Raw -390675.463749 + Penalty 801.534384 = -389873.929365 nChanged 310 SP:Iteration 6Q (17941.390000 sec): 3 clusters Score: Raw -390837.399997 + Penalty 801.534384 = -390035.865612 nChanged 295 SP:Iteration 7Q (17941.500000 sec): 3 clusters Score: Raw -390996.681762 + Penalty 801.534384 = -390195.147378 nChanged 262 SP:Iteration 8Q (17941.610000 sec): 3 clusters Score: Raw -391131.826725 + Penalty 801.534384 = -390330.292341 nChanged 253 SP:Iteration 9Q (17941.720000 sec): 3 clusters Score: Raw -391259.154167 + Penalty 801.534384 = -390457.619783 nChanged 261 SP:Iteration 10Q (17941.830000 sec): 3 clusters Score: Raw -391416.238471 + Penalty 801.534384 = -390614.704087 nChanged 291 SP:Iteration 11Q (17942.040000 sec): 3 clusters Score: Raw -391629.608073 + Penalty 801.534384 = -390828.073689 nChanged 260 SP:Iteration 12Q (17942.220000 sec): 3 clusters Score: Raw -391835.584478 + Penalty 801.534384 = -391034.050094 nChanged 215 SP:Iteration 13Q (17942.420000 sec): 3 clusters Score: Raw -392020.590702 + Penalty 801.534384 = -391219.056318 nChanged 164 SP:Iteration 14Q (17942.620000 sec): 3 clusters Score: Raw -392171.815088 + Penalty 801.534384 = -391370.280703 nChanged 110 SP:Iteration 15Q (17942.730000 sec): 3 clusters Score: Raw -392280.406089 + Penalty 801.534384 = -391478.871705 nChanged 59 SP:Iteration 16Q (17942.840000 sec): 3 clusters Score: Raw -392334.826844 + Penalty 801.534384 = -391533.292460 nChanged 33 SP:Iteration 17Q (17942.950000 sec): 3 clusters Score: Raw -392367.343586 + Penalty 801.534384 = -391565.809202 nChanged 27 SP:Iteration 18Q (17943.160000 sec): 3 clusters Score: Raw -392393.883868 + Penalty 801.534384 = -391592.349484 nChanged 15 SP:Iteration 19Q (17943.330000 sec): 3 clusters Score: Raw -392406.894225 + Penalty 801.534384 = -391605.359841 nChanged 9 SP:Iteration 20F (17943.470000 sec): 3 clusters Score: Raw -392414.352317 + Penalty 801.534384 = -391612.817933 nChanged 4 SP:Iteration 21Q (17943.620000 sec): 3 clusters Score: Raw -392416.842730 + Penalty 801.534384 = -391615.308346 nChanged 3 SP:Iteration 22Q (17943.730000 sec): 3 clusters Score: Raw -392420.378498 + Penalty 801.534384 = -391618.844114 nChanged 3 SP:Iteration 23Q (17943.840000 sec): 3 clusters Score: Raw -392423.366666 + Penalty 801.534384 = -391621.832282 nChanged 2 SP:Iteration 24Q (17943.950000 sec): 3 clusters Score: Raw -392424.927409 + Penalty 801.534384 = -391623.393025 nChanged 0 SP:Iteration 25F (17944.070000 sec): 3 clusters Score: Raw -392424.927409 + Penalty 801.534384 = -391623.393025 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17944.170000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17944.220000 sec): 2 clusters Score: Raw 33137.732240 + Penalty 142.664987 = 33280.397227 nChanged 10 SP:Iteration 1F (17944.310000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17944.370000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17944.610000 sec): 3 clusters Score: Raw -123296.652709 + Penalty 698.136239 = -122598.516470 nChanged 924 SP:Iteration 1F (17944.720000 sec): 3 clusters Score: Raw -123869.185270 + Penalty 698.136239 = -123171.049031 nChanged 221 SP:Iteration 2F (17944.930000 sec): 3 clusters Score: Raw -124036.704695 + Penalty 698.136239 = -123338.568456 nChanged 183 SP:Iteration 3F (17945.060000 sec): 3 clusters Score: Raw -124186.942612 + Penalty 698.136239 = -123488.806373 nChanged 153 SP:Iteration 4F (17945.230000 sec): 3 clusters Score: Raw -124310.452075 + Penalty 698.136239 = -123612.315837 nChanged 115 SP:Iteration 5F (17945.450000 sec): 3 clusters Score: Raw -124407.603804 + Penalty 698.136239 = -123709.467565 nChanged 85 SP:Iteration 6Q (17945.620000 sec): 3 clusters Score: Raw -124477.502553 + Penalty 698.136239 = -123779.366315 nChanged 66 SP:Iteration 7Q (17945.770000 sec): 3 clusters Score: Raw -124530.500037 + Penalty 698.136239 = -123832.363799 nChanged 47 SP:Iteration 8Q (17945.890000 sec): 3 clusters Score: Raw -124566.405075 + Penalty 698.136239 = -123868.268837 nChanged 17 SP:Iteration 9Q (17946.030000 sec): 3 clusters Score: Raw -124577.594585 + Penalty 698.136239 = -123879.458346 nChanged 17 SP:Iteration 10Q (17946.180000 sec): 3 clusters Score: Raw -124585.192603 + Penalty 698.136239 = -123887.056365 nChanged 13 SP:Iteration 11Q (17946.370000 sec): 3 clusters Score: Raw -124593.194191 + Penalty 698.136239 = -123895.057953 nChanged 6 SP:Iteration 12Q (17946.510000 sec): 3 clusters Score: Raw -124596.881727 + Penalty 698.136239 = -123898.745488 nChanged 3 SP:Iteration 13Q (17946.670000 sec): 3 clusters Score: Raw -124598.519981 + Penalty 698.136239 = -123900.383743 nChanged 3 SP:Iteration 14Q (17946.850000 sec): 3 clusters Score: Raw -124600.206167 + Penalty 698.136239 = -123902.069928 nChanged 2 SP:Iteration 15Q (17946.960000 sec): 3 clusters Score: Raw -124602.547343 + Penalty 698.136239 = -123904.411104 nChanged 1 SP:Iteration 16Q (17947.130000 sec): 3 clusters Score: Raw -124602.799804 + Penalty 698.136239 = -123904.663566 nChanged 0 SP:Iteration 17F (17947.290000 sec): 3 clusters Score: Raw -124602.799804 + Penalty 698.136239 = -123904.663566 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17947.410000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17947.600000 sec): 3 clusters Score: Raw -7542.097566 + Penalty 461.270282 = -7080.827283 nChanged 41 SP:Iteration 1F (17947.800000 sec): 3 clusters Score: Raw -7616.817962 + Penalty 461.270282 = -7155.547679 nChanged 16 SP:Iteration 2F (17948.030000 sec): 3 clusters Score: Raw -7648.285070 + Penalty 461.270282 = -7187.014788 nChanged 12 SP:Iteration 3F (17948.210000 sec): 3 clusters Score: Raw -7708.016318 + Penalty 461.270282 = -7246.746035 nChanged 5 SP:Iteration 4Q (17948.410000 sec): 3 clusters Score: Raw -7724.918896 + Penalty 461.270282 = -7263.648614 nChanged 4 SP:Iteration 5Q (17948.640000 sec): 3 clusters Score: Raw -7732.297058 + Penalty 461.270282 = -7271.026775 nChanged 2 SP:Iteration 6Q (17948.800000 sec): 3 clusters Score: Raw -7734.492058 + Penalty 461.270282 = -7273.221775 nChanged 1 SP:Iteration 7Q (17948.990000 sec): 3 clusters Score: Raw -7736.261872 + Penalty 461.270282 = -7274.991589 nChanged 0 SP:Iteration 8F (17949.220000 sec): 3 clusters Score: Raw -7736.261872 + Penalty 461.270282 = -7274.991589 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17949.340000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17949.560000 sec): 3 clusters Score: Raw -13951.119547 + Penalty 493.670452 = -13457.449095 nChanged 61 SP:Iteration 1F (17949.700000 sec): 3 clusters Score: Raw -14011.328973 + Penalty 493.670452 = -13517.658521 nChanged 13 SP:Iteration 2F (17949.890000 sec): 3 clusters Score: Raw -14024.445575 + Penalty 493.670452 = -13530.775123 nChanged 3 SP:Iteration 3Q (17950.060000 sec): 3 clusters Score: Raw -14027.643490 + Penalty 493.670452 = -13533.973039 nChanged 1 SP:Iteration 4Q (17950.250000 sec): 3 clusters Score: Raw -14028.526730 + Penalty 493.670452 = -13534.856279 nChanged 2 SP:Iteration 5Q (17950.450000 sec): 3 clusters Score: Raw -14029.650983 + Penalty 493.670452 = -13535.980531 nChanged 0 SP:Iteration 6F (17950.650000 sec): 3 clusters Score: Raw -14029.650983 + Penalty 493.670452 = -13535.980531 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17950.740000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17950.920000 sec): 3 clusters Score: Raw -8025.629072 + Penalty 447.718264 = -7577.910808 nChanged 22 SP:Iteration 1F (17951.090000 sec): 3 clusters Score: Raw -8054.456928 + Penalty 447.718264 = -7606.738663 nChanged 2 SP:Iteration 2Q (17951.260000 sec): 3 clusters Score: Raw -8059.672056 + Penalty 447.718264 = -7611.953792 nChanged 5 SP:Iteration 3Q (17951.430000 sec): 3 clusters Score: Raw -8069.934841 + Penalty 447.718264 = -7622.216577 nChanged 4 SP:Iteration 4Q (17951.610000 sec): 3 clusters Score: Raw -8078.625170 + Penalty 447.718264 = -7630.906905 nChanged 6 SP:Iteration 5Q (17951.810000 sec): 3 clusters Score: Raw -8089.498899 + Penalty 447.718264 = -7641.780634 nChanged 4 SP:Iteration 6Q (17952.000000 sec): 3 clusters Score: Raw -8097.953413 + Penalty 447.718264 = -7650.235149 nChanged 2 SP:Iteration 7Q (17952.250000 sec): 3 clusters Score: Raw -8099.846453 + Penalty 447.718264 = -7652.128189 nChanged 0 SP:Iteration 8F (17952.480000 sec): 3 clusters Score: Raw -8099.846453 + Penalty 447.718264 = -7652.128189 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17952.590000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17952.780000 sec): 3 clusters Score: Raw -5307.795685 + Penalty 414.402797 = -4893.392888 nChanged 12 SP:Iteration 1F (17952.920000 sec): 3 clusters Score: Raw -5336.143366 + Penalty 414.402797 = -4921.740569 nChanged 2 SP:Iteration 2Q (17953.120000 sec): 3 clusters Score: Raw -5341.840394 + Penalty 414.402797 = -4927.437597 nChanged 0 SP:Iteration 3F (17953.280000 sec): 3 clusters Score: Raw -5341.840394 + Penalty 414.402797 = -4927.437597 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17953.390000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17953.540000 sec): 3 clusters Score: Raw -3416.019665 + Penalty 378.458361 = -3037.561304 nChanged 5 SP:Iteration 1F (17953.740000 sec): 3 clusters Score: Raw -3441.606698 + Penalty 378.458361 = -3063.148338 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17953.900000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17954.070000 sec): 3 clusters Score: Raw -10575.000650 + Penalty 477.479191 = -10097.521460 nChanged 44 SP:Iteration 1F (17954.250000 sec): 3 clusters Score: Raw -10619.683292 + Penalty 477.479191 = -10142.204101 nChanged 17 SP:Iteration 2F (17954.440000 sec): 3 clusters Score: Raw -10648.797199 + Penalty 477.479191 = -10171.318009 nChanged 10 SP:Iteration 3F (17954.670000 sec): 3 clusters Score: Raw -10666.356957 + Penalty 477.479191 = -10188.877766 nChanged 7 SP:Iteration 4Q (17954.890000 sec): 3 clusters Score: Raw -10684.940653 + Penalty 477.479191 = -10207.461463 nChanged 6 SP:Iteration 5Q (17955.110000 sec): 3 clusters Score: Raw -10713.908081 + Penalty 477.479191 = -10236.428891 nChanged 8 SP:Iteration 6Q (17955.280000 sec): 3 clusters Score: Raw -10731.564806 + Penalty 477.479191 = -10254.085616 nChanged 4 SP:Iteration 7Q (17955.500000 sec): 3 clusters Score: Raw -10738.927737 + Penalty 477.479191 = -10261.448546 nChanged 5 SP:Iteration 8Q (17955.720000 sec): 3 clusters Score: Raw -10759.033087 + Penalty 477.479191 = -10281.553896 nChanged 5 SP:Iteration 9Q (17955.880000 sec): 3 clusters Score: Raw -10768.184860 + Penalty 477.479191 = -10290.705669 nChanged 5 SP:Iteration 10Q (17956.060000 sec): 3 clusters Score: Raw -10800.227375 + Penalty 477.479191 = -10322.748184 nChanged 5 SP:Iteration 11Q (17956.230000 sec): 3 clusters Score: Raw -10825.187487 + Penalty 477.479191 = -10347.708296 nChanged 1 SP:Iteration 12Q (17956.430000 sec): 3 clusters Score: Raw -10828.133145 + Penalty 477.479191 = -10350.653954 nChanged 0 SP:Iteration 13F (17956.600000 sec): 3 clusters Score: Raw -10828.133145 + Penalty 477.479191 = -10350.653954 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17956.700000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17956.870000 sec): 3 clusters Score: Raw -20105.841456 + Penalty 521.439080 = -19584.402376 nChanged 99 SP:Iteration 1F (17957.060000 sec): 3 clusters Score: Raw -20198.420615 + Penalty 521.439080 = -19676.981535 nChanged 17 SP:Iteration 2F (17957.260000 sec): 3 clusters Score: Raw -20222.496207 + Penalty 521.439080 = -19701.057127 nChanged 12 SP:Iteration 3Q (17957.400000 sec): 3 clusters Score: Raw -20238.020107 + Penalty 521.439080 = -19716.581027 nChanged 8 SP:Iteration 4Q (17957.630000 sec): 3 clusters Score: Raw -20246.075067 + Penalty 521.439080 = -19724.635986 nChanged 7 SP:Iteration 5Q (17957.790000 sec): 3 clusters Score: Raw -20253.133791 + Penalty 521.439080 = -19731.694710 nChanged 3 SP:Iteration 6Q (17958.020000 sec): 3 clusters Score: Raw -20254.930404 + Penalty 521.439080 = -19733.491324 nChanged 3 SP:Iteration 7Q (17958.180000 sec): 3 clusters Score: Raw -20257.427102 + Penalty 521.439080 = -19735.988021 nChanged 3 SP:Iteration 8Q (17958.380000 sec): 3 clusters Score: Raw -20260.135543 + Penalty 521.439080 = -19738.696463 nChanged 1 SP:Iteration 9Q (17958.570000 sec): 3 clusters Score: Raw -20261.357162 + Penalty 521.439080 = -19739.918082 nChanged 0 SP:Iteration 10F (17958.740000 sec): 3 clusters Score: Raw -20261.357162 + Penalty 521.439080 = -19739.918082 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17958.790000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17959.000000 sec): 3 clusters Score: Raw -18526.283023 + Penalty 518.740365 = -18007.542658 nChanged 101 SP:Iteration 1F (17959.180000 sec): 3 clusters Score: Raw -18597.636426 + Penalty 518.740365 = -18078.896061 nChanged 14 SP:Iteration 2Q (17959.350000 sec): 3 clusters Score: Raw -18612.362928 + Penalty 518.740365 = -18093.622563 nChanged 10 SP:Iteration 3Q (17959.540000 sec): 3 clusters Score: Raw -18630.176043 + Penalty 518.740365 = -18111.435678 nChanged 7 SP:Iteration 4Q (17959.760000 sec): 3 clusters Score: Raw -18638.457584 + Penalty 518.740365 = -18119.717219 nChanged 4 SP:Iteration 5Q (17959.930000 sec): 3 clusters Score: Raw -18644.476110 + Penalty 518.740365 = -18125.735745 nChanged 4 SP:Iteration 6Q (17960.120000 sec): 3 clusters Score: Raw -18647.475770 + Penalty 518.740365 = -18128.735405 nChanged 1 SP:Iteration 7Q (17960.280000 sec): 3 clusters Score: Raw -18648.199600 + Penalty 518.740365 = -18129.459234 nChanged 3 SP:Iteration 8Q (17960.480000 sec): 3 clusters Score: Raw -18653.176443 + Penalty 518.740365 = -18134.436078 nChanged 2 SP:Iteration 9Q (17960.620000 sec): 3 clusters Score: Raw -18655.752463 + Penalty 518.740365 = -18137.012098 nChanged 1 SP:Iteration 10Q (17960.810000 sec): 3 clusters Score: Raw -18656.900106 + Penalty 518.740365 = -18138.159741 nChanged 1 SP:Iteration 11Q (17960.980000 sec): 3 clusters Score: Raw -18657.179065 + Penalty 518.740365 = -18138.438700 nChanged 0 SP:Iteration 12F (17961.180000 sec): 3 clusters Score: Raw -18657.179065 + Penalty 518.740365 = -18138.438700 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17961.220000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17961.360000 sec): 3 clusters Score: Raw -6209.683639 + Penalty 426.912657 = -5782.770982 nChanged 24 SP:Iteration 1F (17961.510000 sec): 3 clusters Score: Raw -6251.021990 + Penalty 426.912657 = -5824.109333 nChanged 5 SP:Iteration 2Q (17961.720000 sec): 3 clusters Score: Raw -6261.161244 + Penalty 426.912657 = -5834.248587 nChanged 4 SP:Iteration 3Q (17961.880000 sec): 3 clusters Score: Raw -6282.051877 + Penalty 426.912657 = -5855.139220 nChanged 2 SP:Iteration 4Q (17962.080000 sec): 3 clusters Score: Raw -6286.257118 + Penalty 426.912657 = -5859.344461 nChanged 0 SP:Iteration 5F (17962.280000 sec): 3 clusters Score: Raw -6286.257118 + Penalty 426.912657 = -5859.344461 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17962.340000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17962.500000 sec): 3 clusters Score: Raw -8483.321892 + Penalty 448.380085 = -8034.941806 nChanged 35 SP:Iteration 1F (17962.710000 sec): 3 clusters Score: Raw -8527.340834 + Penalty 448.380085 = -8078.960749 nChanged 8 SP:Iteration 2F (17962.860000 sec): 3 clusters Score: Raw -8538.754241 + Penalty 448.380085 = -8090.374156 nChanged 1 SP:Iteration 3Q (17963.020000 sec): 3 clusters Score: Raw -8540.608605 + Penalty 448.380085 = -8092.228519 nChanged 1 SP:Iteration 4Q (17963.210000 sec): 3 clusters Score: Raw -8541.847049 + Penalty 448.380085 = -8093.466963 nChanged 0 SP:Iteration 5F (17963.360000 sec): 3 clusters Score: Raw -8541.847049 + Penalty 448.380085 = -8093.466963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17963.460000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17963.620000 sec): 3 clusters Score: Raw -7112.179769 + Penalty 430.192292 = -6681.987477 nChanged 20 SP:Iteration 1F (17963.800000 sec): 3 clusters Score: Raw -7144.862585 + Penalty 430.192292 = -6714.670293 nChanged 2 SP:Iteration 2Q (17964.020000 sec): 3 clusters Score: Raw -7148.482362 + Penalty 430.192292 = -6718.290071 nChanged 0 SP:Iteration 3F (17964.210000 sec): 3 clusters Score: Raw -7148.482362 + Penalty 430.192292 = -6718.290071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17964.320000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17964.510000 sec): 3 clusters Score: Raw -16032.265634 + Penalty 514.056656 = -15518.208978 nChanged 83 SP:Iteration 1F (17964.740000 sec): 3 clusters Score: Raw -16127.063049 + Penalty 514.056656 = -15613.006393 nChanged 25 SP:Iteration 2F (17964.860000 sec): 3 clusters Score: Raw -16167.261626 + Penalty 514.056656 = -15653.204970 nChanged 15 SP:Iteration 3F (17965.050000 sec): 3 clusters Score: Raw -16196.401812 + Penalty 514.056656 = -15682.345156 nChanged 12 SP:Iteration 4Q (17965.220000 sec): 3 clusters Score: Raw -16215.562549 + Penalty 514.056656 = -15701.505893 nChanged 4 SP:Iteration 5Q (17965.400000 sec): 3 clusters Score: Raw -16220.730872 + Penalty 514.056656 = -15706.674217 nChanged 3 SP:Iteration 6Q (17965.520000 sec): 3 clusters Score: Raw -16224.430950 + Penalty 514.056656 = -15710.374294 nChanged 3 SP:Iteration 7Q (17965.710000 sec): 3 clusters Score: Raw -16228.122265 + Penalty 514.056656 = -15714.065609 nChanged 1 SP:Iteration 8Q (17965.880000 sec): 3 clusters Score: Raw -16228.971448 + Penalty 514.056656 = -15714.914792 nChanged 3 SP:Iteration 9Q (17966.060000 sec): 3 clusters Score: Raw -16230.930617 + Penalty 514.056656 = -15716.873961 nChanged 1 SP:Iteration 10Q (17966.230000 sec): 3 clusters Score: Raw -16231.198659 + Penalty 514.056656 = -15717.142004 nChanged 1 SP:Iteration 11Q (17966.430000 sec): 3 clusters Score: Raw -16232.595577 + Penalty 514.056656 = -15718.538921 nChanged 2 SP:Iteration 12Q (17966.570000 sec): 3 clusters Score: Raw -16236.488708 + Penalty 514.056656 = -15722.432052 nChanged 2 SP:Iteration 13Q (17966.750000 sec): 3 clusters Score: Raw -16243.129733 + Penalty 514.056656 = -15729.073077 nChanged 1 SP:Iteration 14Q (17966.920000 sec): 3 clusters Score: Raw -16243.772223 + Penalty 514.056656 = -15729.715567 nChanged 1 SP:Iteration 15Q (17967.090000 sec): 3 clusters Score: Raw -16244.153019 + Penalty 514.056656 = -15730.096364 nChanged 0 SP:Iteration 16F (17967.300000 sec): 3 clusters Score: Raw -16244.153019 + Penalty 514.056656 = -15730.096364 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17967.380000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17967.580000 sec): 3 clusters Score: Raw -2997.072856 + Penalty 375.569229 = -2621.503627 nChanged 11 SP:Iteration 1F (17967.780000 sec): 3 clusters Score: Raw -3032.103488 + Penalty 375.569229 = -2656.534259 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17967.900000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17968.040000 sec): 3 clusters Score: Raw -10169.255774 + Penalty 464.087845 = -9705.167929 nChanged 50 SP:Iteration 1F (17968.270000 sec): 3 clusters Score: Raw -10242.737313 + Penalty 464.087845 = -9778.649468 nChanged 12 SP:Iteration 2F (17968.430000 sec): 3 clusters Score: Raw -10261.730551 + Penalty 464.087845 = -9797.642706 nChanged 2 SP:Iteration 3Q (17968.620000 sec): 3 clusters Score: Raw -10263.540855 + Penalty 464.087845 = -9799.453010 nChanged 2 SP:Iteration 4Q (17968.780000 sec): 3 clusters Score: Raw -10268.546078 + Penalty 464.087845 = -9804.458233 nChanged 0 SP:Iteration 5F (17968.960000 sec): 3 clusters Score: Raw -10268.546078 + Penalty 464.087845 = -9804.458233 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17969.110000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17969.290000 sec): 3 clusters Score: Raw -17371.075192 + Penalty 519.044205 = -16852.030987 nChanged 96 SP:Iteration 1F (17969.470000 sec): 3 clusters Score: Raw -17441.165123 + Penalty 519.044205 = -16922.120918 nChanged 25 SP:Iteration 2F (17969.620000 sec): 3 clusters Score: Raw -17461.244350 + Penalty 519.044205 = -16942.200145 nChanged 6 SP:Iteration 3Q (17969.820000 sec): 3 clusters Score: Raw -17466.778971 + Penalty 519.044205 = -16947.734766 nChanged 8 SP:Iteration 4Q (17970.030000 sec): 3 clusters Score: Raw -17473.180470 + Penalty 519.044205 = -16954.136265 nChanged 5 SP:Iteration 5Q (17970.220000 sec): 3 clusters Score: Raw -17476.164010 + Penalty 519.044205 = -16957.119805 nChanged 4 SP:Iteration 6Q (17970.450000 sec): 3 clusters Score: Raw -17480.260799 + Penalty 519.044205 = -16961.216594 nChanged 2 SP:Iteration 7Q (17970.660000 sec): 3 clusters Score: Raw -17481.341050 + Penalty 519.044205 = -16962.296845 nChanged 0 SP:Iteration 8F (17970.870000 sec): 3 clusters Score: Raw -17481.341050 + Penalty 519.044205 = -16962.296845 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17971.010000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17971.180000 sec): 3 clusters Score: Raw -23192.002343 + Penalty 532.288555 = -22659.713788 nChanged 114 SP:Iteration 1F (17971.360000 sec): 3 clusters Score: Raw -23269.807379 + Penalty 532.288555 = -22737.518824 nChanged 21 SP:Iteration 2F (17971.530000 sec): 3 clusters Score: Raw -23286.227922 + Penalty 532.288555 = -22753.939367 nChanged 16 SP:Iteration 3Q (17971.720000 sec): 3 clusters Score: Raw -23301.062474 + Penalty 532.288555 = -22768.773919 nChanged 17 SP:Iteration 4Q (17971.890000 sec): 3 clusters Score: Raw -23312.608169 + Penalty 532.288555 = -22780.319614 nChanged 8 SP:Iteration 5Q (17972.080000 sec): 3 clusters Score: Raw -23320.711941 + Penalty 532.288555 = -22788.423386 nChanged 7 SP:Iteration 6Q (17972.250000 sec): 3 clusters Score: Raw -23324.631659 + Penalty 532.288555 = -22792.343104 nChanged 6 SP:Iteration 7Q (17972.440000 sec): 3 clusters Score: Raw -23330.153082 + Penalty 532.288555 = -22797.864527 nChanged 4 SP:Iteration 8Q (17972.590000 sec): 3 clusters Score: Raw -23332.740596 + Penalty 532.288555 = -22800.452041 nChanged 3 SP:Iteration 9Q (17972.740000 sec): 3 clusters Score: Raw -23334.397139 + Penalty 532.288555 = -22802.108584 nChanged 1 SP:Iteration 10Q (17972.930000 sec): 3 clusters Score: Raw -23334.878880 + Penalty 532.288555 = -22802.590325 nChanged 1 SP:Iteration 11Q (17973.100000 sec): 3 clusters Score: Raw -23335.609567 + Penalty 532.288555 = -22803.321012 nChanged 1 SP:Iteration 12Q (17973.240000 sec): 3 clusters Score: Raw -23335.979070 + Penalty 532.288555 = -22803.690515 nChanged 0 SP:Iteration 13F (17973.440000 sec): 3 clusters Score: Raw -23335.979070 + Penalty 532.288555 = -22803.690515 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17973.540000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17973.780000 sec): 3 clusters Score: Raw -9457.354451 + Penalty 461.270282 = -8996.084168 nChanged 42 SP:Iteration 1F (17973.930000 sec): 3 clusters Score: Raw -9524.102823 + Penalty 461.270282 = -9062.832540 nChanged 7 SP:Iteration 2Q (17974.160000 sec): 3 clusters Score: Raw -9539.800079 + Penalty 461.270282 = -9078.529796 nChanged 7 SP:Iteration 3Q (17974.300000 sec): 3 clusters Score: Raw -9551.736706 + Penalty 461.270282 = -9090.466424 nChanged 0 SP:Iteration 4F (17974.480000 sec): 3 clusters Score: Raw -9551.736706 + Penalty 461.270282 = -9090.466424 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17974.530000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17974.740000 sec): 3 clusters Score: Raw -9776.000132 + Penalty 462.407797 = -9313.592335 nChanged 38 SP:Iteration 1F (17974.940000 sec): 3 clusters Score: Raw -9823.242729 + Penalty 462.407797 = -9360.834932 nChanged 4 SP:Iteration 2Q (17975.060000 sec): 3 clusters Score: Raw -9829.271943 + Penalty 462.407797 = -9366.864146 nChanged 4 SP:Iteration 3Q (17975.250000 sec): 3 clusters Score: Raw -9833.728611 + Penalty 462.407797 = -9371.320814 nChanged 2 SP:Iteration 4Q (17975.380000 sec): 3 clusters Score: Raw -9835.703450 + Penalty 462.407797 = -9373.295653 nChanged 3 SP:Iteration 5Q (17975.580000 sec): 3 clusters Score: Raw -9839.076150 + Penalty 462.407797 = -9376.668353 nChanged 3 SP:Iteration 6Q (17975.750000 sec): 3 clusters Score: Raw -9843.762065 + Penalty 462.407797 = -9381.354268 nChanged 2 SP:Iteration 7Q (17975.930000 sec): 3 clusters Score: Raw -9852.553908 + Penalty 462.407797 = -9390.146111 nChanged 3 SP:Iteration 8Q (17976.110000 sec): 3 clusters Score: Raw -9860.452363 + Penalty 462.407797 = -9398.044566 nChanged 5 SP:Iteration 9Q (17976.260000 sec): 3 clusters Score: Raw -9872.084158 + Penalty 462.407797 = -9409.676361 nChanged 3 SP:Iteration 10Q (17976.450000 sec): 3 clusters Score: Raw -9880.413232 + Penalty 462.407797 = -9418.005435 nChanged 2 SP:Iteration 11Q (17976.660000 sec): 3 clusters Score: Raw -9885.669394 + Penalty 462.407797 = -9423.261597 nChanged 1 SP:Iteration 12Q (17976.800000 sec): 3 clusters Score: Raw -9888.987959 + Penalty 462.407797 = -9426.580162 nChanged 1 SP:Iteration 13Q (17977.000000 sec): 3 clusters Score: Raw -9890.832406 + Penalty 462.407797 = -9428.424608 nChanged 0 SP:Iteration 14F (17977.220000 sec): 3 clusters Score: Raw -9890.832406 + Penalty 462.407797 = -9428.424608 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17977.350000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17977.540000 sec): 3 clusters Score: Raw -19305.556512 + Penalty 527.164238 = -18778.392274 nChanged 114 SP:Iteration 1F (17977.750000 sec): 3 clusters Score: Raw -19403.510420 + Penalty 527.164238 = -18876.346182 nChanged 20 SP:Iteration 2F (17977.930000 sec): 3 clusters Score: Raw -19421.758432 + Penalty 527.164238 = -18894.594194 nChanged 12 SP:Iteration 3Q (17978.050000 sec): 3 clusters Score: Raw -19429.347712 + Penalty 527.164238 = -18902.183474 nChanged 9 SP:Iteration 4Q (17978.220000 sec): 3 clusters Score: Raw -19437.848478 + Penalty 527.164238 = -18910.684239 nChanged 6 SP:Iteration 5Q (17978.370000 sec): 3 clusters Score: Raw -19442.634652 + Penalty 527.164238 = -18915.470414 nChanged 4 SP:Iteration 6Q (17978.510000 sec): 3 clusters Score: Raw -19449.225788 + Penalty 527.164238 = -18922.061550 nChanged 4 SP:Iteration 7Q (17978.600000 sec): 3 clusters Score: Raw -19451.558794 + Penalty 527.164238 = -18924.394556 nChanged 1 SP:Iteration 8Q (17978.750000 sec): 3 clusters Score: Raw -19452.067507 + Penalty 527.164238 = -18924.903268 nChanged 2 SP:Iteration 9Q (17978.900000 sec): 3 clusters Score: Raw -19452.914563 + Penalty 527.164238 = -18925.750324 nChanged 1 SP:Iteration 10Q (17979.030000 sec): 3 clusters Score: Raw -19453.786194 + Penalty 527.164238 = -18926.621956 nChanged 1 SP:Iteration 11Q (17979.250000 sec): 3 clusters Score: Raw -19454.197801 + Penalty 527.164238 = -18927.033563 nChanged 2 SP:Iteration 12Q (17979.430000 sec): 3 clusters Score: Raw -19455.999289 + Penalty 527.164238 = -18928.835050 nChanged 3 SP:Iteration 13Q (17979.550000 sec): 3 clusters Score: Raw -19459.102427 + Penalty 527.164238 = -18931.938189 nChanged 4 SP:Iteration 14Q (17979.740000 sec): 3 clusters Score: Raw -19462.919919 + Penalty 527.164238 = -18935.755681 nChanged 4 SP:Iteration 15Q (17979.880000 sec): 3 clusters Score: Raw -19465.366242 + Penalty 527.164238 = -18938.202004 nChanged 2 SP:Iteration 16Q (17980.060000 sec): 3 clusters Score: Raw -19466.213808 + Penalty 527.164238 = -18939.049570 nChanged 2 SP:Iteration 17Q (17980.280000 sec): 3 clusters Score: Raw -19466.934319 + Penalty 527.164238 = -18939.770080 nChanged 1 SP:Iteration 18Q (17980.460000 sec): 3 clusters Score: Raw -19467.554553 + Penalty 527.164238 = -18940.390315 nChanged 1 SP:Iteration 19Q (17980.620000 sec): 3 clusters Score: Raw -19467.671407 + Penalty 527.164238 = -18940.507168 nChanged 0 SP:Iteration 20F (17980.820000 sec): 3 clusters Score: Raw -19467.671407 + Penalty 527.164238 = -18940.507168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17980.880000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17981.030000 sec): 3 clusters Score: Raw -8112.643587 + Penalty 443.642956 = -7669.000630 nChanged 26 SP:Iteration 1F (17981.220000 sec): 3 clusters Score: Raw -8184.768372 + Penalty 443.642956 = -7741.125415 nChanged 6 SP:Iteration 2Q (17981.400000 sec): 3 clusters Score: Raw -8196.937761 + Penalty 443.642956 = -7753.294805 nChanged 5 SP:Iteration 3Q (17981.630000 sec): 3 clusters Score: Raw -8205.973767 + Penalty 443.642956 = -7762.330810 nChanged 2 SP:Iteration 4Q (17981.830000 sec): 3 clusters Score: Raw -8211.349174 + Penalty 443.642956 = -7767.706218 nChanged 3 SP:Iteration 5Q (17982.040000 sec): 3 clusters Score: Raw -8215.899179 + Penalty 443.642956 = -7772.256223 nChanged 1 SP:Iteration 6Q (17982.190000 sec): 3 clusters Score: Raw -8216.335152 + Penalty 443.642956 = -7772.692196 nChanged 1 SP:Iteration 7Q (17982.380000 sec): 3 clusters Score: Raw -8216.935455 + Penalty 443.642956 = -7773.292499 nChanged 1 SP:Iteration 8Q (17982.540000 sec): 3 clusters Score: Raw -8218.003937 + Penalty 443.642956 = -7774.360981 nChanged 1 SP:Iteration 9Q (17982.810000 sec): 3 clusters Score: Raw -8218.337565 + Penalty 443.642956 = -7774.694608 nChanged 0 SP:Iteration 10F (17982.970000 sec): 3 clusters Score: Raw -8218.337565 + Penalty 443.642956 = -7774.694608 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17983.020000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17983.200000 sec): 3 clusters Score: Raw -7975.951188 + Penalty 444.334975 = -7531.616213 nChanged 27 SP:Iteration 1F (17983.390000 sec): 3 clusters Score: Raw -8028.994202 + Penalty 444.334975 = -7584.659227 nChanged 8 SP:Iteration 2F (17983.550000 sec): 3 clusters Score: Raw -8039.292219 + Penalty 444.334975 = -7594.957244 nChanged 2 SP:Iteration 3Q (17983.770000 sec): 3 clusters Score: Raw -8044.521184 + Penalty 444.334975 = -7600.186209 nChanged 2 SP:Iteration 4Q (17983.930000 sec): 3 clusters Score: Raw -8049.986581 + Penalty 444.334975 = -7605.651606 nChanged 3 SP:Iteration 5Q (17984.130000 sec): 3 clusters Score: Raw -8054.079040 + Penalty 444.334975 = -7609.744065 nChanged 3 SP:Iteration 6Q (17984.320000 sec): 3 clusters Score: Raw -8059.983224 + Penalty 444.334975 = -7615.648249 nChanged 1 SP:Iteration 7Q (17984.490000 sec): 3 clusters Score: Raw -8063.327528 + Penalty 444.334975 = -7618.992553 nChanged 1 SP:Iteration 8Q (17984.690000 sec): 3 clusters Score: Raw -8064.043734 + Penalty 444.334975 = -7619.708759 nChanged 1 SP:Iteration 9Q (17984.900000 sec): 3 clusters Score: Raw -8065.004843 + Penalty 444.334975 = -7620.669868 nChanged 1 SP:Iteration 10Q (17985.100000 sec): 3 clusters Score: Raw -8067.387002 + Penalty 444.334975 = -7623.052027 nChanged 1 SP:Iteration 11Q (17985.280000 sec): 3 clusters Score: Raw -8068.058094 + Penalty 444.334975 = -7623.723119 nChanged 0 SP:Iteration 12F (17985.460000 sec): 3 clusters Score: Raw -8068.058094 + Penalty 444.334975 = -7623.723119 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17985.530000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17985.690000 sec): 3 clusters Score: Raw -22808.837398 + Penalty 543.847933 = -22264.989465 nChanged 135 SP:Iteration 1F (17985.850000 sec): 3 clusters Score: Raw -22946.384519 + Penalty 543.847933 = -22402.536586 nChanged 34 SP:Iteration 2F (17986.050000 sec): 3 clusters Score: Raw -23004.724040 + Penalty 543.847933 = -22460.876107 nChanged 22 SP:Iteration 3F (17986.230000 sec): 3 clusters Score: Raw -23038.390225 + Penalty 543.847933 = -22494.542292 nChanged 12 SP:Iteration 4Q (17986.450000 sec): 3 clusters Score: Raw -23055.192668 + Penalty 543.847933 = -22511.344735 nChanged 6 SP:Iteration 5Q (17986.600000 sec): 3 clusters Score: Raw -23060.655625 + Penalty 543.847933 = -22516.807692 nChanged 3 SP:Iteration 6Q (17986.800000 sec): 3 clusters Score: Raw -23062.346987 + Penalty 543.847933 = -22518.499054 nChanged 1 SP:Iteration 7Q (17986.970000 sec): 3 clusters Score: Raw -23063.130207 + Penalty 543.847933 = -22519.282275 nChanged 0 SP:Iteration 8F (17987.170000 sec): 3 clusters Score: Raw -23063.130207 + Penalty 543.847933 = -22519.282275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17987.250000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17987.450000 sec): 3 clusters Score: Raw -4937.120781 + Penalty 417.232041 = -4519.888741 nChanged 17 SP:Iteration 1F (17987.630000 sec): 3 clusters Score: Raw -4974.563055 + Penalty 417.232041 = -4557.331014 nChanged 2 SP:Iteration 2Q (17987.810000 sec): 3 clusters Score: Raw -4980.822321 + Penalty 417.232041 = -4563.590281 nChanged 1 SP:Iteration 3Q (17988.070000 sec): 3 clusters Score: Raw -4983.427862 + Penalty 417.232041 = -4566.195822 nChanged 0 SP:Iteration 4F (17988.230000 sec): 3 clusters Score: Raw -4983.427862 + Penalty 417.232041 = -4566.195822 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17988.320000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17988.560000 sec): 3 clusters Score: Raw -8197.298803 + Penalty 450.980262 = -7746.318541 nChanged 35 SP:Iteration 1F (17988.770000 sec): 3 clusters Score: Raw -8234.996776 + Penalty 450.980262 = -7784.016514 nChanged 6 SP:Iteration 2Q (17988.980000 sec): 3 clusters Score: Raw -8242.810977 + Penalty 450.980262 = -7791.830715 nChanged 1 SP:Iteration 3Q (17989.150000 sec): 3 clusters Score: Raw -8243.108099 + Penalty 450.980262 = -7792.127837 nChanged 0 SP:Iteration 4F (17989.340000 sec): 3 clusters Score: Raw -8243.108099 + Penalty 450.980262 = -7792.127837 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17989.450000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17989.640000 sec): 3 clusters Score: Raw -4517.827532 + Penalty 414.402797 = -4103.424735 nChanged 23 SP:Iteration 1F (17989.820000 sec): 3 clusters Score: Raw -4586.240831 + Penalty 414.402797 = -4171.838034 nChanged 5 SP:Iteration 2F (17989.990000 sec): 3 clusters Score: Raw -4611.741652 + Penalty 414.402797 = -4197.338855 nChanged 3 SP:Iteration 3Q (17990.230000 sec): 3 clusters Score: Raw -4625.120712 + Penalty 414.402797 = -4210.717914 nChanged 1 SP:Iteration 4Q (17990.410000 sec): 3 clusters Score: Raw -4629.277621 + Penalty 414.402797 = -4214.874823 nChanged 0 SP:Iteration 5F (17990.630000 sec): 3 clusters Score: Raw -4629.277621 + Penalty 414.402797 = -4214.874823 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17990.700000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17990.890000 sec): 3 clusters Score: Raw -8501.440173 + Penalty 448.380085 = -8053.060088 nChanged 39 SP:Iteration 1F (17991.050000 sec): 3 clusters Score: Raw -8574.484212 + Penalty 448.380085 = -8126.104126 nChanged 11 SP:Iteration 2F (17991.230000 sec): 3 clusters Score: Raw -8602.145415 + Penalty 448.380085 = -8153.765330 nChanged 4 SP:Iteration 3Q (17991.370000 sec): 3 clusters Score: Raw -8611.140414 + Penalty 448.380085 = -8162.760329 nChanged 1 SP:Iteration 4Q (17991.560000 sec): 3 clusters Score: Raw -8615.322436 + Penalty 448.380085 = -8166.942351 nChanged 0 SP:Iteration 5F (17991.760000 sec): 3 clusters Score: Raw -8615.322436 + Penalty 448.380085 = -8166.942351 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17991.820000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17992.000000 sec): 3 clusters Score: Raw -1991.801888 + Penalty 337.935058 = -1653.866830 nChanged 3 SP:Iteration 1F (17992.230000 sec): 3 clusters Score: Raw -2019.254840 + Penalty 337.935058 = -1681.319782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17992.320000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17992.510000 sec): 3 clusters Score: Raw -30915.220594 + Penalty 573.204381 = -30342.016212 nChanged 192 SP:Iteration 1F (17992.700000 sec): 3 clusters Score: Raw -31048.813113 + Penalty 573.204381 = -30475.608731 nChanged 50 SP:Iteration 2F (17992.870000 sec): 3 clusters Score: Raw -31093.887378 + Penalty 573.204381 = -30520.682996 nChanged 33 SP:Iteration 3F (17993.030000 sec): 3 clusters Score: Raw -31121.229133 + Penalty 573.204381 = -30548.024752 nChanged 20 SP:Iteration 4Q (17993.240000 sec): 3 clusters Score: Raw -31135.749681 + Penalty 573.204381 = -30562.545300 nChanged 5 SP:Iteration 5Q (17993.440000 sec): 3 clusters Score: Raw -31140.980703 + Penalty 573.204381 = -30567.776321 nChanged 10 SP:Iteration 6Q (17993.620000 sec): 3 clusters Score: Raw -31148.472682 + Penalty 573.204381 = -30575.268301 nChanged 4 SP:Iteration 7Q (17993.840000 sec): 3 clusters Score: Raw -31150.537701 + Penalty 573.204381 = -30577.333319 nChanged 1 SP:Iteration 8Q (17993.990000 sec): 3 clusters Score: Raw -31152.059389 + Penalty 573.204381 = -30578.855007 nChanged 0 SP:Iteration 9F (17994.150000 sec): 3 clusters Score: Raw -31152.059389 + Penalty 573.204381 = -30578.855007 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17994.190000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17994.340000 sec): 3 clusters Score: Raw -3289.018254 + Penalty 377.025260 = -2911.992994 nChanged 6 SP:Iteration 1F (17994.570000 sec): 3 clusters Score: Raw -3300.614121 + Penalty 377.025260 = -2923.588861 nChanged 4 SP:Iteration 2F (17994.730000 sec): 3 clusters Score: Raw -3314.143375 + Penalty 377.025260 = -2937.118115 nChanged 1 SP:Iteration 3Q (17994.870000 sec): 3 clusters Score: Raw -3317.007210 + Penalty 377.025260 = -2939.981950 nChanged 1 SP:Iteration 4Q (17995.080000 sec): 3 clusters Score: Raw -3318.884879 + Penalty 377.025260 = -2941.859619 nChanged 1 SP:Iteration 5Q (17995.270000 sec): 3 clusters Score: Raw -3320.494887 + Penalty 377.025260 = -2943.469627 nChanged 0 SP:Iteration 6F (17995.460000 sec): 3 clusters Score: Raw -3320.494887 + Penalty 377.025260 = -2943.469627 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17995.560000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17995.720000 sec): 3 clusters Score: Raw -6249.703519 + Penalty 439.376550 = -5810.326969 nChanged 26 SP:Iteration 1F (17995.930000 sec): 3 clusters Score: Raw -6294.110962 + Penalty 439.376550 = -5854.734412 nChanged 7 SP:Iteration 2F (17996.130000 sec): 3 clusters Score: Raw -6306.560095 + Penalty 439.376550 = -5867.183545 nChanged 5 SP:Iteration 3Q (17996.320000 sec): 3 clusters Score: Raw -6316.627900 + Penalty 439.376550 = -5877.251350 nChanged 1 SP:Iteration 4Q (17996.490000 sec): 3 clusters Score: Raw -6317.938359 + Penalty 439.376550 = -5878.561809 nChanged 1 SP:Iteration 5Q (17996.650000 sec): 3 clusters Score: Raw -6318.885699 + Penalty 439.376550 = -5879.509149 nChanged 0 SP:Iteration 6F (17996.820000 sec): 3 clusters Score: Raw -6318.885699 + Penalty 439.376550 = -5879.509149 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17996.950000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17997.110000 sec): 3 clusters Score: Raw -3231.965628 + Penalty 404.281264 = -2827.684364 nChanged 20 SP:Iteration 1F (17997.290000 sec): 3 clusters Score: Raw -3306.343043 + Penalty 404.281264 = -2902.061778 nChanged 3 SP:Iteration 2Q (17997.510000 sec): 3 clusters Score: Raw -3329.405248 + Penalty 404.281264 = -2925.123984 nChanged 0 SP:Iteration 3F (17997.670000 sec): 3 clusters Score: Raw -3329.405248 + Penalty 404.281264 = -2925.123984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17997.720000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17997.870000 sec): 3 clusters Score: Raw -3743.572946 + Penalty 391.669923 = -3351.903023 nChanged 8 SP:Iteration 1F (17998.150000 sec): 3 clusters Score: Raw -3764.824224 + Penalty 391.669923 = -3373.154301 nChanged 3 SP:Iteration 2Q (17998.290000 sec): 3 clusters Score: Raw -3771.665360 + Penalty 391.669923 = -3379.995436 nChanged 2 SP:Iteration 3Q (17998.410000 sec): 3 clusters Score: Raw -3814.463224 + Penalty 391.669923 = -3422.793300 nChanged 3 SP:Iteration 4Q (17998.550000 sec): 3 clusters Score: Raw -3828.323240 + Penalty 391.669923 = -3436.653317 nChanged 0 SP:Iteration 5F (17998.760000 sec): 3 clusters Score: Raw -3828.323240 + Penalty 391.669923 = -3436.653317 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (46 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17998.850000 sec): 2 clusters Score: Raw -1848.459803 + Penalty 174.203184 = -1674.256619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17999.010000 sec): 3 clusters Score: Raw -1920.220726 + Penalty 348.406367 = -1571.814359 nChanged 7 SP:Iteration 1F (17999.200000 sec): 3 clusters Score: Raw -1980.528140 + Penalty 348.406367 = -1632.121773 nChanged 1 SP:Iteration 2Q (17999.380000 sec): 3 clusters Score: Raw -1992.500331 + Penalty 348.406367 = -1644.093964 nChanged 1 SP:Iteration 3Q (17999.550000 sec): 3 clusters Score: Raw -1995.859958 + Penalty 348.406367 = -1647.453591 nChanged 0 SP:Iteration 4F (17999.730000 sec): 3 clusters Score: Raw -1995.859958 + Penalty 348.406367 = -1647.453591 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17999.820000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17999.970000 sec): 3 clusters Score: Raw -4839.210658 + Penalty 421.760338 = -4417.450320 nChanged 10 SP:Iteration 1F (18000.180000 sec): 3 clusters Score: Raw -4854.455953 + Penalty 421.760338 = -4432.695615 nChanged 3 SP:Iteration 2Q (18000.350000 sec): 3 clusters Score: Raw -4856.356734 + Penalty 421.760338 = -4434.596396 nChanged 3 SP:Iteration 3Q (18000.550000 sec): 3 clusters Score: Raw -4865.669689 + Penalty 421.760338 = -4443.909351 nChanged 2 SP:Iteration 4Q (18000.690000 sec): 3 clusters Score: Raw -4868.513662 + Penalty 421.760338 = -4446.753324 nChanged 1 SP:Iteration 5Q (18000.880000 sec): 3 clusters Score: Raw -4869.455047 + Penalty 421.760338 = -4447.694709 nChanged 0 SP:Iteration 6F (18001.050000 sec): 3 clusters Score: Raw -4869.455047 + Penalty 421.760338 = -4447.694709 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18001.120000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18001.360000 sec): 3 clusters Score: Raw -2573.080119 + Penalty 377.025260 = -2196.054859 nChanged 7 SP:Iteration 1F (18001.480000 sec): 3 clusters Score: Raw -2595.992530 + Penalty 377.025260 = -2218.967270 nChanged 3 SP:Iteration 2Q (18001.650000 sec): 3 clusters Score: Raw -2617.168687 + Penalty 377.025260 = -2240.143427 nChanged 1 SP:Iteration 3Q (18001.870000 sec): 3 clusters Score: Raw -2620.835000 + Penalty 377.025260 = -2243.809740 nChanged 0 SP:Iteration 4F (18002.030000 sec): 3 clusters Score: Raw -2620.835000 + Penalty 377.025260 = -2243.809740 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18002.150000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18002.240000 sec): 2 clusters Score: Raw -1008.198760 + Penalty 160.449404 = -847.749357 nChanged 12 SP:Iteration 1F (18002.360000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (83 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18002.440000 sec): 2 clusters Score: Raw -3802.606264 + Penalty 201.057248 = -3601.549016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18002.590000 sec): 3 clusters Score: Raw -3824.516354 + Penalty 402.114495 = -3422.401859 nChanged 21 SP:Iteration 1F (18002.750000 sec): 3 clusters Score: Raw -3918.788050 + Penalty 402.114495 = -3516.673555 nChanged 5 SP:Iteration 2F (18002.990000 sec): 3 clusters Score: Raw -3959.562927 + Penalty 402.114495 = -3557.448432 nChanged 2 SP:Iteration 3Q (18003.150000 sec): 3 clusters Score: Raw -3992.704224 + Penalty 402.114495 = -3590.589729 nChanged 1 SP:Iteration 4Q (18003.340000 sec): 3 clusters Score: Raw -3995.273259 + Penalty 402.114495 = -3593.158763 nChanged 0 SP:Iteration 5F (18003.550000 sec): 3 clusters Score: Raw -3995.273259 + Penalty 402.114495 = -3593.158763 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18003.610000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18003.810000 sec): 3 clusters Score: Raw -10506.025894 + Penalty 490.405527 = -10015.620366 nChanged 78 SP:Iteration 1F (18003.990000 sec): 3 clusters Score: Raw -10636.286620 + Penalty 490.405527 = -10145.881092 nChanged 18 SP:Iteration 2F (18004.130000 sec): 3 clusters Score: Raw -10665.864346 + Penalty 490.405527 = -10175.458818 nChanged 9 SP:Iteration 3Q (18004.310000 sec): 3 clusters Score: Raw -10690.130672 + Penalty 490.405527 = -10199.725145 nChanged 7 SP:Iteration 4Q (18004.510000 sec): 3 clusters Score: Raw -10698.324658 + Penalty 490.405527 = -10207.919131 nChanged 3 SP:Iteration 5Q (18004.700000 sec): 3 clusters Score: Raw -10704.148332 + Penalty 490.405527 = -10213.742805 nChanged 0 SP:Iteration 6F (18004.900000 sec): 3 clusters Score: Raw -10704.148332 + Penalty 490.405527 = -10213.742805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (33 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18005.010000 sec): 2 clusters Score: Raw -1227.373888 + Penalty 159.091094 = -1068.282794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18005.230000 sec): 3 clusters Score: Raw -1312.875616 + Penalty 318.182188 = -994.693427 nChanged 4 SP:Iteration 1F (18005.460000 sec): 3 clusters Score: Raw -1331.583216 + Penalty 318.182188 = -1013.401028 nChanged 1 SP:Iteration 2Q (18005.680000 sec): 3 clusters Score: Raw -1396.448393 + Penalty 318.182188 = -1078.266205 nChanged 0 SP:Iteration 3F (18005.900000 sec): 3 clusters Score: Raw -1396.448393 + Penalty 318.182188 = -1078.266205 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 82. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18006.020000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18006.220000 sec): 3 clusters Score: Raw -1833.072633 + Penalty 346.406287 = -1486.666347 nChanged 8 SP:Iteration 1F (18006.400000 sec): 3 clusters Score: Raw -1868.803453 + Penalty 346.406287 = -1522.397166 nChanged 1 SP:Iteration 2Q (18006.580000 sec): 3 clusters Score: Raw -1870.600350 + Penalty 346.406287 = -1524.194063 nChanged 0 SP:Iteration 3F (18006.780000 sec): 3 clusters Score: Raw -1870.600350 + Penalty 346.406287 = -1524.194063 nChanged 0 Deleting Class 80 (13 points): Lose 414.571627 but Gain 586.233529 Iteration 339Q (18038.040000 sec): 82 clusters Score: Raw -24054631.953854 + Penalty 47484.915853 = -24007147.038002 nChanged 14 Iteration 340F (18074.620000 sec): 82 clusters Score: Raw -24054884.835553 + Penalty 47484.915853 = -24007399.919701 nChanged 0 Writing temp clu file Because OldScore, -24007147.038002, is greater than current (better) Score,-24007399.919701 Compute initial score before splitting: Score: Raw -24054884.835553 + Penalty 47484.915853 = -24007399.919701 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18074.950000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18075.260000 sec): 3 clusters Score: Raw -2007224.565544 + Penalty 945.348165 = -2006279.217379 nChanged 15638 SP:Iteration 1F (18075.540000 sec): 3 clusters Score: Raw -2016421.547836 + Penalty 945.348165 = -2015476.199671 nChanged 1407 SP:Iteration 2Q (18075.860000 sec): 3 clusters Score: Raw -2017008.312421 + Penalty 945.348165 = -2016062.964256 nChanged 1607 SP:Iteration 3Q (18076.150000 sec): 3 clusters Score: Raw -2017864.549011 + Penalty 945.348165 = -2016919.200847 nChanged 1866 SP:Iteration 4F (18076.450000 sec): 3 clusters Score: Raw -2019149.182462 + Penalty 945.348165 = -2018203.834298 nChanged 2093 SP:Iteration 5F (18076.770000 sec): 3 clusters Score: Raw -2020737.151984 + Penalty 945.348165 = -2019791.803820 nChanged 2106 SP:Iteration 6F (18077.140000 sec): 3 clusters Score: Raw -2022060.746555 + Penalty 945.348165 = -2021115.398390 nChanged 1518 SP:Iteration 7Q (18077.460000 sec): 3 clusters Score: Raw -2022706.051887 + Penalty 945.348165 = -2021760.703722 nChanged 966 SP:Iteration 8Q (18077.720000 sec): 3 clusters Score: Raw -2022913.405806 + Penalty 945.348165 = -2021968.057641 nChanged 469 SP:Iteration 9Q (18078.020000 sec): 3 clusters Score: Raw -2022973.704423 + Penalty 945.348165 = -2022028.356259 nChanged 254 SP:Iteration 10Q (18078.260000 sec): 3 clusters Score: Raw -2023000.108138 + Penalty 945.348165 = -2022054.759973 nChanged 196 SP:Iteration 11Q (18078.560000 sec): 3 clusters Score: Raw -2023017.623331 + Penalty 945.348165 = -2022072.275167 nChanged 176 SP:Iteration 12Q (18078.850000 sec): 3 clusters Score: Raw -2023034.263644 + Penalty 945.348165 = -2022088.915480 nChanged 169 SP:Iteration 13Q (18079.130000 sec): 3 clusters Score: Raw -2023049.506938 + Penalty 945.348165 = -2022104.158773 nChanged 165 SP:Iteration 14Q (18079.390000 sec): 3 clusters Score: Raw -2023065.925660 + Penalty 945.348165 = -2022120.577496 nChanged 166 SP:Iteration 15Q (18079.720000 sec): 3 clusters Score: Raw -2023083.446917 + Penalty 945.348165 = -2022138.098752 nChanged 182 SP:Iteration 16Q (18079.970000 sec): 3 clusters Score: Raw -2023102.647747 + Penalty 945.348165 = -2022157.299582 nChanged 171 SP:Iteration 17Q (18080.240000 sec): 3 clusters Score: Raw -2023119.815975 + Penalty 945.348165 = -2022174.467810 nChanged 170 SP:Iteration 18Q (18080.520000 sec): 3 clusters Score: Raw -2023136.958588 + Penalty 945.348165 = -2022191.610424 nChanged 175 SP:Iteration 19Q (18080.770000 sec): 3 clusters Score: Raw -2023154.881687 + Penalty 945.348165 = -2022209.533523 nChanged 186 SP:Iteration 20F (18081.040000 sec): 3 clusters Score: Raw -2023176.587162 + Penalty 945.348165 = -2022231.238998 nChanged 202 SP:Iteration 21Q (18081.300000 sec): 3 clusters Score: Raw -2023201.831073 + Penalty 945.348165 = -2022256.482909 nChanged 225 SP:Iteration 22Q (18081.600000 sec): 3 clusters Score: Raw -2023231.041196 + Penalty 945.348165 = -2022285.693032 nChanged 221 SP:Iteration 23Q (18081.890000 sec): 3 clusters Score: Raw -2023254.530163 + Penalty 945.348165 = -2022309.181998 nChanged 208 SP:Iteration 24Q (18082.180000 sec): 3 clusters Score: Raw -2023278.000105 + Penalty 945.348165 = -2022332.651941 nChanged 217 SP:Iteration 25Q (18082.460000 sec): 3 clusters Score: Raw -2023305.573438 + Penalty 945.348165 = -2022360.225273 nChanged 225 SP:Iteration 26Q (18082.780000 sec): 3 clusters Score: Raw -2023333.474569 + Penalty 945.348165 = -2022388.126404 nChanged 231 SP:Iteration 27Q (18083.060000 sec): 3 clusters Score: Raw -2023365.248096 + Penalty 945.348165 = -2022419.899932 nChanged 293 SP:Iteration 28Q (18083.360000 sec): 3 clusters Score: Raw -2023413.109383 + Penalty 945.348165 = -2022467.761219 nChanged 319 SP:Iteration 29Q (18083.680000 sec): 3 clusters Score: Raw -2023475.046535 + Penalty 945.348165 = -2022529.698371 nChanged 355 SP:Iteration 30Q (18083.950000 sec): 3 clusters Score: Raw -2023543.528203 + Penalty 945.348165 = -2022598.180038 nChanged 373 SP:Iteration 31Q (18084.270000 sec): 3 clusters Score: Raw -2023621.867744 + Penalty 945.348165 = -2022676.519579 nChanged 399 SP:Iteration 32Q (18084.520000 sec): 3 clusters Score: Raw -2023712.806439 + Penalty 945.348165 = -2022767.458274 nChanged 452 SP:Iteration 33Q (18084.800000 sec): 3 clusters Score: Raw -2023833.601347 + Penalty 945.348165 = -2022888.253183 nChanged 525 SP:Iteration 34Q (18085.030000 sec): 3 clusters Score: Raw -2023990.711445 + Penalty 945.348165 = -2023045.363280 nChanged 535 SP:Iteration 35Q (18085.340000 sec): 3 clusters Score: Raw -2024150.395481 + Penalty 945.348165 = -2023205.047316 nChanged 512 SP:Iteration 36Q (18085.610000 sec): 3 clusters Score: Raw -2024306.537393 + Penalty 945.348165 = -2023361.189229 nChanged 562 SP:Iteration 37Q (18085.930000 sec): 3 clusters Score: Raw -2024508.974111 + Penalty 945.348165 = -2023563.625947 nChanged 625 SP:Iteration 38Q (18086.210000 sec): 3 clusters Score: Raw -2024762.119469 + Penalty 945.348165 = -2023816.771304 nChanged 593 SP:Iteration 39Q (18086.450000 sec): 3 clusters Score: Raw -2025014.310696 + Penalty 945.348165 = -2024068.962531 nChanged 620 SP:Iteration 40F (18086.720000 sec): 3 clusters Score: Raw -2025281.063005 + Penalty 945.348165 = -2024335.714841 nChanged 657 SP:Iteration 41Q (18087.040000 sec): 3 clusters Score: Raw -2025582.254535 + Penalty 945.348165 = -2024636.906371 nChanged 609 SP:Iteration 42Q (18087.320000 sec): 3 clusters Score: Raw -2025859.364457 + Penalty 945.348165 = -2024914.016293 nChanged 584 SP:Iteration 43Q (18087.580000 sec): 3 clusters Score: Raw -2026124.617570 + Penalty 945.348165 = -2025179.269405 nChanged 550 SP:Iteration 44Q (18087.840000 sec): 3 clusters Score: Raw -2026369.799844 + Penalty 945.348165 = -2025424.451679 nChanged 503 SP:Iteration 45Q (18088.110000 sec): 3 clusters Score: Raw -2026593.147120 + Penalty 945.348165 = -2025647.798955 nChanged 470 SP:Iteration 46Q (18088.420000 sec): 3 clusters Score: Raw -2026809.188765 + Penalty 945.348165 = -2025863.840600 nChanged 453 SP:Iteration 47Q (18088.640000 sec): 3 clusters Score: Raw -2027013.954003 + Penalty 945.348165 = -2026068.605839 nChanged 414 SP:Iteration 48Q (18088.900000 sec): 3 clusters Score: Raw -2027215.450833 + Penalty 945.348165 = -2026270.102669 nChanged 423 SP:Iteration 49Q (18089.220000 sec): 3 clusters Score: Raw -2027440.674021 + Penalty 945.348165 = -2026495.325857 nChanged 403 SP:Iteration 50Q (18089.490000 sec): 3 clusters Score: Raw -2027661.358182 + Penalty 945.348165 = -2026716.010017 nChanged 332 SP:Iteration 51Q (18089.820000 sec): 3 clusters Score: Raw -2027826.784828 + Penalty 945.348165 = -2026881.436663 nChanged 248 SP:Iteration 52Q (18090.080000 sec): 3 clusters Score: Raw -2027947.015950 + Penalty 945.348165 = -2027001.667785 nChanged 214 SP:Iteration 53Q (18090.380000 sec): 3 clusters Score: Raw -2028042.483266 + Penalty 945.348165 = -2027097.135101 nChanged 166 SP:Iteration 54Q (18090.650000 sec): 3 clusters Score: Raw -2028121.314852 + Penalty 945.348165 = -2027175.966688 nChanged 152 SP:Iteration 55Q (18090.920000 sec): 3 clusters Score: Raw -2028196.545254 + Penalty 945.348165 = -2027251.197089 nChanged 115 SP:Iteration 56Q (18091.220000 sec): 3 clusters Score: Raw -2028247.752643 + Penalty 945.348165 = -2027302.404478 nChanged 93 SP:Iteration 57Q (18091.480000 sec): 3 clusters Score: Raw -2028295.673312 + Penalty 945.348165 = -2027350.325147 nChanged 73 SP:Iteration 58Q (18091.780000 sec): 3 clusters Score: Raw -2028331.702111 + Penalty 945.348165 = -2027386.353947 nChanged 56 SP:Iteration 59Q (18092.100000 sec): 3 clusters Score: Raw -2028375.142391 + Penalty 945.348165 = -2027429.794226 nChanged 56 SP:Iteration 60F (18092.400000 sec): 3 clusters Score: Raw -2028413.592511 + Penalty 945.348165 = -2027468.244347 nChanged 51 SP:Iteration 61Q (18092.720000 sec): 3 clusters Score: Raw -2028447.610129 + Penalty 945.348165 = -2027502.261964 nChanged 40 SP:Iteration 62Q (18093.060000 sec): 3 clusters Score: Raw -2028470.618866 + Penalty 945.348165 = -2027525.270701 nChanged 41 SP:Iteration 63Q (18093.360000 sec): 3 clusters Score: Raw -2028491.846060 + Penalty 945.348165 = -2027546.497896 nChanged 25 SP:Iteration 64Q (18093.700000 sec): 3 clusters Score: Raw -2028499.240457 + Penalty 945.348165 = -2027553.892293 nChanged 13 SP:Iteration 65Q (18094.070000 sec): 3 clusters Score: Raw -2028502.916393 + Penalty 945.348165 = -2027557.568228 nChanged 11 SP:Iteration 66Q (18094.380000 sec): 3 clusters Score: Raw -2028506.031030 + Penalty 945.348165 = -2027560.682865 nChanged 10 SP:Iteration 67Q (18094.720000 sec): 3 clusters Score: Raw -2028508.851754 + Penalty 945.348165 = -2027563.503589 nChanged 10 SP:Iteration 68Q (18095.050000 sec): 3 clusters Score: Raw -2028511.760176 + Penalty 945.348165 = -2027566.412011 nChanged 7 SP:Iteration 69Q (18095.320000 sec): 3 clusters Score: Raw -2028513.180822 + Penalty 945.348165 = -2027567.832657 nChanged 6 SP:Iteration 70Q (18095.620000 sec): 3 clusters Score: Raw -2028514.767460 + Penalty 945.348165 = -2027569.419296 nChanged 5 SP:Iteration 71Q (18095.920000 sec): 3 clusters Score: Raw -2028515.989096 + Penalty 945.348165 = -2027570.640931 nChanged 7 SP:Iteration 72Q (18096.210000 sec): 3 clusters Score: Raw -2028517.495390 + Penalty 945.348165 = -2027572.147225 nChanged 9 SP:Iteration 73Q (18096.530000 sec): 3 clusters Score: Raw -2028519.965001 + Penalty 945.348165 = -2027574.616836 nChanged 10 SP:Iteration 74Q (18096.790000 sec): 3 clusters Score: Raw -2028521.894671 + Penalty 945.348165 = -2027576.546507 nChanged 7 SP:Iteration 75Q (18097.080000 sec): 3 clusters Score: Raw -2028522.784154 + Penalty 945.348165 = -2027577.435990 nChanged 1 SP:Iteration 76Q (18097.380000 sec): 3 clusters Score: Raw -2028522.936847 + Penalty 945.348165 = -2027577.588682 nChanged 3 SP:Iteration 77Q (18097.650000 sec): 3 clusters Score: Raw -2028523.544912 + Penalty 945.348165 = -2027578.196748 nChanged 1 SP:Iteration 78Q (18097.930000 sec): 3 clusters Score: Raw -2028523.588444 + Penalty 945.348165 = -2027578.240279 nChanged 0 SP:Iteration 79F (18098.240000 sec): 3 clusters Score: Raw -2028523.588444 + Penalty 945.348165 = -2027578.240279 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18098.320000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18098.490000 sec): 3 clusters Score: Raw -78812.679009 + Penalty 651.069997 = -78161.609011 nChanged 528 SP:Iteration 1F (18098.700000 sec): 3 clusters Score: Raw -79163.592837 + Penalty 651.069997 = -78512.522839 nChanged 139 SP:Iteration 2F (18098.880000 sec): 3 clusters Score: Raw -79303.250141 + Penalty 651.069997 = -78652.180143 nChanged 100 SP:Iteration 3F (18099.000000 sec): 3 clusters Score: Raw -79422.952267 + Penalty 651.069997 = -78771.882270 nChanged 83 SP:Iteration 4F (18099.160000 sec): 3 clusters Score: Raw -79512.647818 + Penalty 651.069997 = -78861.577821 nChanged 60 SP:Iteration 5Q (18099.350000 sec): 3 clusters Score: Raw -79580.370612 + Penalty 651.069997 = -78929.300614 nChanged 34 SP:Iteration 6Q (18099.590000 sec): 3 clusters Score: Raw -79600.008812 + Penalty 651.069997 = -78948.938814 nChanged 18 SP:Iteration 7Q (18099.760000 sec): 3 clusters Score: Raw -79609.062664 + Penalty 651.069997 = -78957.992667 nChanged 13 SP:Iteration 8Q (18100.010000 sec): 3 clusters Score: Raw -79613.926553 + Penalty 651.069997 = -78962.856555 nChanged 4 SP:Iteration 9Q (18100.200000 sec): 3 clusters Score: Raw -79615.942061 + Penalty 651.069997 = -78964.872064 nChanged 5 SP:Iteration 10Q (18100.370000 sec): 3 clusters Score: Raw -79617.856333 + Penalty 651.069997 = -78966.786335 nChanged 4 SP:Iteration 11Q (18100.570000 sec): 3 clusters Score: Raw -79619.475721 + Penalty 651.069997 = -78968.405723 nChanged 3 SP:Iteration 12Q (18100.800000 sec): 3 clusters Score: Raw -79621.171498 + Penalty 651.069997 = -78970.101500 nChanged 4 SP:Iteration 13Q (18100.990000 sec): 3 clusters Score: Raw -79622.125116 + Penalty 651.069997 = -78971.055118 nChanged 1 SP:Iteration 14Q (18101.140000 sec): 3 clusters Score: Raw -79622.534948 + Penalty 651.069997 = -78971.464951 nChanged 1 SP:Iteration 15Q (18101.300000 sec): 3 clusters Score: Raw -79622.784812 + Penalty 651.069997 = -78971.714814 nChanged 0 SP:Iteration 16F (18101.500000 sec): 3 clusters Score: Raw -79622.784812 + Penalty 651.069997 = -78971.714814 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18101.560000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18101.780000 sec): 3 clusters Score: Raw -3565.212718 + Penalty 392.891418 = -3172.321300 nChanged 20 SP:Iteration 1F (18101.980000 sec): 3 clusters Score: Raw -3671.005064 + Penalty 392.891418 = -3278.113646 nChanged 2 SP:Iteration 2Q (18102.120000 sec): 3 clusters Score: Raw -3694.365856 + Penalty 392.891418 = -3301.474438 nChanged 1 SP:Iteration 3Q (18102.370000 sec): 3 clusters Score: Raw -3703.485963 + Penalty 392.891418 = -3310.594544 nChanged 1 SP:Iteration 4Q (18102.580000 sec): 3 clusters Score: Raw -3710.245864 + Penalty 392.891418 = -3317.354446 nChanged 0 SP:Iteration 5F (18102.780000 sec): 3 clusters Score: Raw -3710.245864 + Penalty 392.891418 = -3317.354446 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18102.890000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18103.100000 sec): 3 clusters Score: Raw -8945.143195 + Penalty 461.840817 = -8483.302378 nChanged 50 SP:Iteration 1F (18103.370000 sec): 3 clusters Score: Raw -9039.569308 + Penalty 461.840817 = -8577.728491 nChanged 17 SP:Iteration 2F (18103.620000 sec): 3 clusters Score: Raw -9068.846020 + Penalty 461.840817 = -8607.005203 nChanged 2 SP:Iteration 3Q (18103.840000 sec): 3 clusters Score: Raw -9072.204139 + Penalty 461.840817 = -8610.363321 nChanged 2 SP:Iteration 4Q (18104.050000 sec): 3 clusters Score: Raw -9076.916368 + Penalty 461.840817 = -8615.075551 nChanged 0 SP:Iteration 5F (18104.280000 sec): 3 clusters Score: Raw -9076.916368 + Penalty 461.840817 = -8615.075551 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18104.360000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18104.610000 sec): 3 clusters Score: Raw -24592.574564 + Penalty 552.015836 = -24040.558728 nChanged 150 SP:Iteration 1F (18104.830000 sec): 3 clusters Score: Raw -24718.089022 + Penalty 552.015836 = -24166.073186 nChanged 32 SP:Iteration 2F (18105.020000 sec): 3 clusters Score: Raw -24754.807798 + Penalty 552.015836 = -24202.791962 nChanged 24 SP:Iteration 3F (18105.220000 sec): 3 clusters Score: Raw -24777.241098 + Penalty 552.015836 = -24225.225261 nChanged 15 SP:Iteration 4Q (18105.400000 sec): 3 clusters Score: Raw -24800.105236 + Penalty 552.015836 = -24248.089400 nChanged 14 SP:Iteration 5Q (18105.620000 sec): 3 clusters Score: Raw -24817.415314 + Penalty 552.015836 = -24265.399477 nChanged 15 SP:Iteration 6Q (18105.850000 sec): 3 clusters Score: Raw -24827.569920 + Penalty 552.015836 = -24275.554084 nChanged 6 SP:Iteration 7Q (18106.070000 sec): 3 clusters Score: Raw -24833.469631 + Penalty 552.015836 = -24281.453794 nChanged 6 SP:Iteration 8Q (18106.280000 sec): 3 clusters Score: Raw -24840.004777 + Penalty 552.015836 = -24287.988941 nChanged 7 SP:Iteration 9Q (18106.460000 sec): 3 clusters Score: Raw -24849.135408 + Penalty 552.015836 = -24297.119572 nChanged 13 SP:Iteration 10Q (18106.640000 sec): 3 clusters Score: Raw -24867.088526 + Penalty 552.015836 = -24315.072690 nChanged 11 SP:Iteration 11Q (18106.810000 sec): 3 clusters Score: Raw -24876.393780 + Penalty 552.015836 = -24324.377944 nChanged 4 SP:Iteration 12Q (18107.050000 sec): 3 clusters Score: Raw -24881.723432 + Penalty 552.015836 = -24329.707596 nChanged 7 SP:Iteration 13Q (18107.240000 sec): 3 clusters Score: Raw -24887.306598 + Penalty 552.015836 = -24335.290762 nChanged 1 SP:Iteration 14Q (18107.400000 sec): 3 clusters Score: Raw -24888.035327 + Penalty 552.015836 = -24336.019491 nChanged 2 SP:Iteration 15Q (18107.600000 sec): 3 clusters Score: Raw -24888.962394 + Penalty 552.015836 = -24336.946558 nChanged 2 SP:Iteration 16Q (18107.840000 sec): 3 clusters Score: Raw -24890.388284 + Penalty 552.015836 = -24338.372448 nChanged 1 SP:Iteration 17Q (18108.020000 sec): 3 clusters Score: Raw -24890.968339 + Penalty 552.015836 = -24338.952503 nChanged 2 SP:Iteration 18Q (18108.170000 sec): 3 clusters Score: Raw -24891.666942 + Penalty 552.015836 = -24339.651105 nChanged 3 SP:Iteration 19Q (18108.380000 sec): 3 clusters Score: Raw -24892.932878 + Penalty 552.015836 = -24340.917042 nChanged 2 SP:Iteration 20F (18108.620000 sec): 3 clusters Score: Raw -24893.671598 + Penalty 552.015836 = -24341.655762 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18108.720000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18108.930000 sec): 3 clusters Score: Raw -242410.419272 + Penalty 745.372708 = -241665.046563 nChanged 1594 SP:Iteration 1F (18109.120000 sec): 3 clusters Score: Raw -243300.843540 + Penalty 745.372708 = -242555.470832 nChanged 249 SP:Iteration 2F (18109.360000 sec): 3 clusters Score: Raw -243443.127811 + Penalty 745.372708 = -242697.755103 nChanged 274 SP:Iteration 3F (18109.570000 sec): 3 clusters Score: Raw -243636.793037 + Penalty 745.372708 = -242891.420329 nChanged 267 SP:Iteration 4F (18109.760000 sec): 3 clusters Score: Raw -243840.059474 + Penalty 745.372708 = -243094.686766 nChanged 240 SP:Iteration 5F (18109.940000 sec): 3 clusters Score: Raw -244044.184098 + Penalty 745.372708 = -243298.811390 nChanged 200 SP:Iteration 6F (18110.140000 sec): 3 clusters Score: Raw -244240.908268 + Penalty 745.372708 = -243495.535560 nChanged 134 SP:Iteration 7Q (18110.340000 sec): 3 clusters Score: Raw -244387.066504 + Penalty 745.372708 = -243641.693795 nChanged 74 SP:Iteration 8Q (18110.530000 sec): 3 clusters Score: Raw -244457.861307 + Penalty 745.372708 = -243712.488599 nChanged 45 SP:Iteration 9Q (18110.690000 sec): 3 clusters Score: Raw -244489.535321 + Penalty 745.372708 = -243744.162612 nChanged 24 SP:Iteration 10Q (18110.920000 sec): 3 clusters Score: Raw -244501.602389 + Penalty 745.372708 = -243756.229680 nChanged 14 SP:Iteration 11Q (18111.110000 sec): 3 clusters Score: Raw -244507.800081 + Penalty 745.372708 = -243762.427373 nChanged 13 SP:Iteration 12Q (18111.260000 sec): 3 clusters Score: Raw -244514.548252 + Penalty 745.372708 = -243769.175544 nChanged 14 SP:Iteration 13Q (18111.460000 sec): 3 clusters Score: Raw -244524.694993 + Penalty 745.372708 = -243779.322285 nChanged 13 SP:Iteration 14Q (18111.640000 sec): 3 clusters Score: Raw -244534.483062 + Penalty 745.372708 = -243789.110354 nChanged 10 SP:Iteration 15Q (18111.840000 sec): 3 clusters Score: Raw -244541.357970 + Penalty 745.372708 = -243795.985262 nChanged 8 SP:Iteration 16Q (18111.990000 sec): 3 clusters Score: Raw -244546.819877 + Penalty 745.372708 = -243801.447169 nChanged 5 SP:Iteration 17Q (18112.200000 sec): 3 clusters Score: Raw -244550.182871 + Penalty 745.372708 = -243804.810162 nChanged 3 SP:Iteration 18Q (18112.360000 sec): 3 clusters Score: Raw -244552.467677 + Penalty 745.372708 = -243807.094968 nChanged 2 SP:Iteration 19Q (18112.590000 sec): 3 clusters Score: Raw -244553.882524 + Penalty 745.372708 = -243808.509816 nChanged 0 SP:Iteration 20F (18112.770000 sec): 3 clusters Score: Raw -244553.882524 + Penalty 745.372708 = -243808.509816 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18112.890000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18113.030000 sec): 3 clusters Score: Raw -7206.695810 + Penalty 427.743713 = -6778.952097 nChanged 23 SP:Iteration 1F (18113.220000 sec): 3 clusters Score: Raw -7268.524035 + Penalty 427.743713 = -6840.780321 nChanged 6 SP:Iteration 2F (18113.440000 sec): 3 clusters Score: Raw -7286.059349 + Penalty 427.743713 = -6858.315636 nChanged 4 SP:Iteration 3Q (18113.600000 sec): 3 clusters Score: Raw -7297.308049 + Penalty 427.743713 = -6869.564335 nChanged 3 SP:Iteration 4Q (18113.780000 sec): 3 clusters Score: Raw -7304.453585 + Penalty 427.743713 = -6876.709872 nChanged 1 SP:Iteration 5Q (18114.000000 sec): 3 clusters Score: Raw -7308.320439 + Penalty 427.743713 = -6880.576726 nChanged 1 SP:Iteration 6Q (18114.190000 sec): 3 clusters Score: Raw -7313.532422 + Penalty 427.743713 = -6885.788708 nChanged 0 SP:Iteration 7F (18114.350000 sec): 3 clusters Score: Raw -7313.532422 + Penalty 427.743713 = -6885.788708 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18114.470000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18114.660000 sec): 3 clusters Score: Raw -3350.463561 + Penalty 371.055907 = -2979.407654 nChanged 11 SP:Iteration 1F (18114.870000 sec): 3 clusters Score: Raw -3371.743778 + Penalty 371.055907 = -3000.687871 nChanged 3 SP:Iteration 2F (18115.030000 sec): 3 clusters Score: Raw -3380.003305 + Penalty 371.055907 = -3008.947397 nChanged 1 SP:Iteration 3Q (18115.180000 sec): 3 clusters Score: Raw -3381.970219 + Penalty 371.055907 = -3010.914312 nChanged 1 SP:Iteration 4Q (18115.370000 sec): 3 clusters Score: Raw -3382.950901 + Penalty 371.055907 = -3011.894994 nChanged 0 SP:Iteration 5F (18115.560000 sec): 3 clusters Score: Raw -3382.950901 + Penalty 371.055907 = -3011.894994 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18115.690000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18115.910000 sec): 3 clusters Score: Raw -4167.885531 + Penalty 382.627028 = -3785.258502 nChanged 9 SP:Iteration 1F (18116.080000 sec): 3 clusters Score: Raw -4195.177828 + Penalty 382.627028 = -3812.550800 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18116.190000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18116.320000 sec): 3 clusters Score: Raw -13597.170274 + Penalty 497.208694 = -13099.961580 nChanged 63 SP:Iteration 1F (18116.460000 sec): 3 clusters Score: Raw -13656.945454 + Penalty 497.208694 = -13159.736760 nChanged 15 SP:Iteration 2F (18116.660000 sec): 3 clusters Score: Raw -13688.955064 + Penalty 497.208694 = -13191.746370 nChanged 14 SP:Iteration 3F (18116.810000 sec): 3 clusters Score: Raw -13719.595558 + Penalty 497.208694 = -13222.386863 nChanged 7 SP:Iteration 4Q (18116.970000 sec): 3 clusters Score: Raw -13749.274935 + Penalty 497.208694 = -13252.066240 nChanged 9 SP:Iteration 5Q (18117.160000 sec): 3 clusters Score: Raw -13771.419143 + Penalty 497.208694 = -13274.210448 nChanged 8 SP:Iteration 6Q (18117.380000 sec): 3 clusters Score: Raw -13790.196084 + Penalty 497.208694 = -13292.987389 nChanged 8 SP:Iteration 7Q (18117.530000 sec): 3 clusters Score: Raw -13804.236254 + Penalty 497.208694 = -13307.027559 nChanged 6 SP:Iteration 8Q (18117.740000 sec): 3 clusters Score: Raw -13815.320478 + Penalty 497.208694 = -13318.111783 nChanged 2 SP:Iteration 9Q (18117.940000 sec): 3 clusters Score: Raw -13819.077760 + Penalty 497.208694 = -13321.869066 nChanged 1 SP:Iteration 10Q (18118.110000 sec): 3 clusters Score: Raw -13820.053097 + Penalty 497.208694 = -13322.844402 nChanged 0 SP:Iteration 11F (18118.330000 sec): 3 clusters Score: Raw -13820.053097 + Penalty 497.208694 = -13322.844402 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18118.550000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18118.810000 sec): 3 clusters Score: Raw -2057263.976135 + Penalty 942.825748 = -2056321.150387 nChanged 15209 SP:Iteration 1F (18119.140000 sec): 3 clusters Score: Raw -2066912.691700 + Penalty 942.825748 = -2065969.865951 nChanged 2269 SP:Iteration 2F (18119.430000 sec): 3 clusters Score: Raw -2068329.998196 + Penalty 942.825748 = -2067387.172448 nChanged 2408 SP:Iteration 3F (18119.750000 sec): 3 clusters Score: Raw -2069923.715003 + Penalty 942.825748 = -2068980.889255 nChanged 2200 SP:Iteration 4F (18119.990000 sec): 3 clusters Score: Raw -2071324.805811 + Penalty 942.825748 = -2070381.980063 nChanged 1776 SP:Iteration 5F (18120.280000 sec): 3 clusters Score: Raw -2072359.013386 + Penalty 942.825748 = -2071416.187638 nChanged 1383 SP:Iteration 6Q (18120.550000 sec): 3 clusters Score: Raw -2073072.888952 + Penalty 942.825748 = -2072130.063204 nChanged 1062 SP:Iteration 7Q (18120.830000 sec): 3 clusters Score: Raw -2073666.734468 + Penalty 942.825748 = -2072723.908719 nChanged 882 SP:Iteration 8Q (18121.090000 sec): 3 clusters Score: Raw -2074168.807645 + Penalty 942.825748 = -2073225.981897 nChanged 773 SP:Iteration 9Q (18121.330000 sec): 3 clusters Score: Raw -2074604.671341 + Penalty 942.825748 = -2073661.845593 nChanged 642 SP:Iteration 10Q (18121.590000 sec): 3 clusters Score: Raw -2074927.183850 + Penalty 942.825748 = -2073984.358101 nChanged 596 SP:Iteration 11Q (18121.810000 sec): 3 clusters Score: Raw -2075198.106413 + Penalty 942.825748 = -2074255.280665 nChanged 539 SP:Iteration 12Q (18122.090000 sec): 3 clusters Score: Raw -2075424.006578 + Penalty 942.825748 = -2074481.180829 nChanged 516 SP:Iteration 13Q (18122.370000 sec): 3 clusters Score: Raw -2075631.836112 + Penalty 942.825748 = -2074689.010364 nChanged 493 SP:Iteration 14Q (18122.630000 sec): 3 clusters Score: Raw -2075840.236502 + Penalty 942.825748 = -2074897.410753 nChanged 509 SP:Iteration 15Q (18122.860000 sec): 3 clusters Score: Raw -2076062.576905 + Penalty 942.825748 = -2075119.751156 nChanged 497 SP:Iteration 16Q (18123.170000 sec): 3 clusters Score: Raw -2076292.418633 + Penalty 942.825748 = -2075349.592884 nChanged 487 SP:Iteration 17Q (18123.370000 sec): 3 clusters Score: Raw -2076543.228347 + Penalty 942.825748 = -2075600.402599 nChanged 444 SP:Iteration 18Q (18123.650000 sec): 3 clusters Score: Raw -2076765.111122 + Penalty 942.825748 = -2075822.285373 nChanged 384 SP:Iteration 19Q (18123.930000 sec): 3 clusters Score: Raw -2076963.021433 + Penalty 942.825748 = -2076020.195685 nChanged 346 SP:Iteration 20F (18124.230000 sec): 3 clusters Score: Raw -2077150.295712 + Penalty 942.825748 = -2076207.469964 nChanged 329 SP:Iteration 21Q (18124.480000 sec): 3 clusters Score: Raw -2077327.623329 + Penalty 942.825748 = -2076384.797581 nChanged 268 SP:Iteration 22Q (18124.730000 sec): 3 clusters Score: Raw -2077479.727426 + Penalty 942.825748 = -2076536.901678 nChanged 237 SP:Iteration 23Q (18124.980000 sec): 3 clusters Score: Raw -2077618.767206 + Penalty 942.825748 = -2076675.941458 nChanged 198 SP:Iteration 24Q (18125.250000 sec): 3 clusters Score: Raw -2077731.404670 + Penalty 942.825748 = -2076788.578922 nChanged 131 SP:Iteration 25Q (18125.510000 sec): 3 clusters Score: Raw -2077795.187633 + Penalty 942.825748 = -2076852.361884 nChanged 99 SP:Iteration 26Q (18125.810000 sec): 3 clusters Score: Raw -2077845.074883 + Penalty 942.825748 = -2076902.249135 nChanged 81 SP:Iteration 27Q (18126.030000 sec): 3 clusters Score: Raw -2077890.918832 + Penalty 942.825748 = -2076948.093084 nChanged 69 SP:Iteration 28Q (18126.310000 sec): 3 clusters Score: Raw -2077934.762466 + Penalty 942.825748 = -2076991.936718 nChanged 59 SP:Iteration 29Q (18126.570000 sec): 3 clusters Score: Raw -2077972.246118 + Penalty 942.825748 = -2077029.420369 nChanged 41 SP:Iteration 30Q (18126.850000 sec): 3 clusters Score: Raw -2077995.655253 + Penalty 942.825748 = -2077052.829505 nChanged 23 SP:Iteration 31Q (18127.110000 sec): 3 clusters Score: Raw -2078007.901199 + Penalty 942.825748 = -2077065.075450 nChanged 11 SP:Iteration 32Q (18127.310000 sec): 3 clusters Score: Raw -2078013.226342 + Penalty 942.825748 = -2077070.400594 nChanged 11 SP:Iteration 33Q (18127.570000 sec): 3 clusters Score: Raw -2078018.294616 + Penalty 942.825748 = -2077075.468868 nChanged 16 SP:Iteration 34Q (18127.820000 sec): 3 clusters Score: Raw -2078028.040882 + Penalty 942.825748 = -2077085.215134 nChanged 15 SP:Iteration 35Q (18128.090000 sec): 3 clusters Score: Raw -2078035.136399 + Penalty 942.825748 = -2077092.310651 nChanged 9 SP:Iteration 36Q (18128.440000 sec): 3 clusters Score: Raw -2078039.576321 + Penalty 942.825748 = -2077096.750573 nChanged 4 SP:Iteration 37Q (18128.660000 sec): 3 clusters Score: Raw -2078041.541162 + Penalty 942.825748 = -2077098.715414 nChanged 6 SP:Iteration 38Q (18128.940000 sec): 3 clusters Score: Raw -2078044.715527 + Penalty 942.825748 = -2077101.889779 nChanged 8 SP:Iteration 39Q (18129.280000 sec): 3 clusters Score: Raw -2078049.063994 + Penalty 942.825748 = -2077106.238246 nChanged 3 SP:Iteration 40F (18129.550000 sec): 3 clusters Score: Raw -2078050.649938 + Penalty 942.825748 = -2077107.824190 nChanged 4 SP:Iteration 41Q (18129.820000 sec): 3 clusters Score: Raw -2078052.956562 + Penalty 942.825748 = -2077110.130814 nChanged 4 SP:Iteration 42Q (18130.110000 sec): 3 clusters Score: Raw -2078054.182477 + Penalty 942.825748 = -2077111.356729 nChanged 2 SP:Iteration 43Q (18130.380000 sec): 3 clusters Score: Raw -2078055.219892 + Penalty 942.825748 = -2077112.394144 nChanged 2 SP:Iteration 44Q (18130.610000 sec): 3 clusters Score: Raw -2078057.709551 + Penalty 942.825748 = -2077114.883802 nChanged 3 SP:Iteration 45Q (18130.870000 sec): 3 clusters Score: Raw -2078058.913858 + Penalty 942.825748 = -2077116.088109 nChanged 4 SP:Iteration 46Q (18131.140000 sec): 3 clusters Score: Raw -2078059.919845 + Penalty 942.825748 = -2077117.094097 nChanged 0 SP:Iteration 47F (18131.390000 sec): 3 clusters Score: Raw -2078059.919845 + Penalty 942.825748 = -2077117.094097 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18131.500000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18131.700000 sec): 3 clusters Score: Raw -7992.255939 + Penalty 444.334975 = -7547.920964 nChanged 25 SP:Iteration 1F (18131.840000 sec): 3 clusters Score: Raw -8038.416985 + Penalty 444.334975 = -7594.082010 nChanged 8 SP:Iteration 2F (18132.020000 sec): 3 clusters Score: Raw -8050.810326 + Penalty 444.334975 = -7606.475351 nChanged 2 SP:Iteration 3Q (18132.210000 sec): 3 clusters Score: Raw -8054.594065 + Penalty 444.334975 = -7610.259090 nChanged 1 SP:Iteration 4Q (18132.420000 sec): 3 clusters Score: Raw -8055.929042 + Penalty 444.334975 = -7611.594067 nChanged 0 SP:Iteration 5F (18132.590000 sec): 3 clusters Score: Raw -8055.929042 + Penalty 444.334975 = -7611.594067 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18132.690000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18132.900000 sec): 3 clusters Score: Raw -6754.062465 + Penalty 437.908776 = -6316.153689 nChanged 31 SP:Iteration 1F (18133.100000 sec): 3 clusters Score: Raw -6804.841437 + Penalty 437.908776 = -6366.932660 nChanged 7 SP:Iteration 2F (18133.290000 sec): 3 clusters Score: Raw -6828.133328 + Penalty 437.908776 = -6390.224552 nChanged 4 SP:Iteration 3Q (18133.480000 sec): 3 clusters Score: Raw -6840.646594 + Penalty 437.908776 = -6402.737817 nChanged 2 SP:Iteration 4Q (18133.660000 sec): 3 clusters Score: Raw -6844.964667 + Penalty 437.908776 = -6407.055890 nChanged 2 SP:Iteration 5Q (18133.890000 sec): 3 clusters Score: Raw -6849.666692 + Penalty 437.908776 = -6411.757916 nChanged 0 SP:Iteration 6F (18134.040000 sec): 3 clusters Score: Raw -6849.666692 + Penalty 437.908776 = -6411.757916 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18134.170000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18134.330000 sec): 3 clusters Score: Raw -342496.758608 + Penalty 786.748363 = -341710.010245 nChanged 2565 SP:Iteration 1F (18134.530000 sec): 3 clusters Score: Raw -344185.566303 + Penalty 786.748363 = -343398.817940 nChanged 398 SP:Iteration 2F (18134.650000 sec): 3 clusters Score: Raw -344479.854234 + Penalty 786.748363 = -343693.105871 nChanged 376 SP:Iteration 3F (18134.810000 sec): 3 clusters Score: Raw -344776.154714 + Penalty 786.748363 = -343989.406351 nChanged 354 SP:Iteration 4F (18134.990000 sec): 3 clusters Score: Raw -345021.733543 + Penalty 786.748363 = -344234.985180 nChanged 302 SP:Iteration 5F (18135.150000 sec): 3 clusters Score: Raw -345219.510788 + Penalty 786.748363 = -344432.762425 nChanged 268 SP:Iteration 6Q (18135.300000 sec): 3 clusters Score: Raw -345378.582868 + Penalty 786.748363 = -344591.834505 nChanged 195 SP:Iteration 7Q (18135.490000 sec): 3 clusters Score: Raw -345477.626042 + Penalty 786.748363 = -344690.877679 nChanged 144 SP:Iteration 8Q (18135.650000 sec): 3 clusters Score: Raw -345531.314968 + Penalty 786.748363 = -344744.566605 nChanged 94 SP:Iteration 9Q (18135.870000 sec): 3 clusters Score: Raw -345558.836038 + Penalty 786.748363 = -344772.087675 nChanged 57 SP:Iteration 10Q (18136.030000 sec): 3 clusters Score: Raw -345581.110601 + Penalty 786.748363 = -344794.362238 nChanged 62 SP:Iteration 11Q (18136.260000 sec): 3 clusters Score: Raw -345604.531122 + Penalty 786.748363 = -344817.782759 nChanged 50 SP:Iteration 12Q (18136.440000 sec): 3 clusters Score: Raw -345622.758060 + Penalty 786.748363 = -344836.009697 nChanged 51 SP:Iteration 13Q (18136.620000 sec): 3 clusters Score: Raw -345638.509516 + Penalty 786.748363 = -344851.761153 nChanged 54 SP:Iteration 14Q (18136.790000 sec): 3 clusters Score: Raw -345656.761725 + Penalty 786.748363 = -344870.013362 nChanged 53 SP:Iteration 15Q (18136.970000 sec): 3 clusters Score: Raw -345671.373088 + Penalty 786.748363 = -344884.624725 nChanged 43 SP:Iteration 16Q (18137.110000 sec): 3 clusters Score: Raw -345681.436094 + Penalty 786.748363 = -344894.687731 nChanged 50 SP:Iteration 17Q (18137.330000 sec): 3 clusters Score: Raw -345695.382338 + Penalty 786.748363 = -344908.633975 nChanged 51 SP:Iteration 18Q (18137.520000 sec): 3 clusters Score: Raw -345711.949271 + Penalty 786.748363 = -344925.200908 nChanged 60 SP:Iteration 19Q (18137.700000 sec): 3 clusters Score: Raw -345732.659638 + Penalty 786.748363 = -344945.911275 nChanged 66 SP:Iteration 20F (18137.890000 sec): 3 clusters Score: Raw -345759.680562 + Penalty 786.748363 = -344972.932199 nChanged 78 SP:Iteration 21Q (18138.090000 sec): 3 clusters Score: Raw -345790.638292 + Penalty 786.748363 = -345003.889929 nChanged 79 SP:Iteration 22Q (18138.330000 sec): 3 clusters Score: Raw -345826.698388 + Penalty 786.748363 = -345039.950025 nChanged 73 SP:Iteration 23Q (18138.470000 sec): 3 clusters Score: Raw -345866.441325 + Penalty 786.748363 = -345079.692962 nChanged 70 SP:Iteration 24Q (18138.670000 sec): 3 clusters Score: Raw -345896.845614 + Penalty 786.748363 = -345110.097251 nChanged 55 SP:Iteration 25Q (18138.910000 sec): 3 clusters Score: Raw -345920.114820 + Penalty 786.748363 = -345133.366457 nChanged 61 SP:Iteration 26Q (18139.110000 sec): 3 clusters Score: Raw -345946.390180 + Penalty 786.748363 = -345159.641817 nChanged 57 SP:Iteration 27Q (18139.290000 sec): 3 clusters Score: Raw -345970.748099 + Penalty 786.748363 = -345183.999736 nChanged 50 SP:Iteration 28Q (18139.490000 sec): 3 clusters Score: Raw -345992.360514 + Penalty 786.748363 = -345205.612151 nChanged 52 SP:Iteration 29Q (18139.710000 sec): 3 clusters Score: Raw -346013.542606 + Penalty 786.748363 = -345226.794243 nChanged 48 SP:Iteration 30Q (18139.910000 sec): 3 clusters Score: Raw -346027.931078 + Penalty 786.748363 = -345241.182715 nChanged 38 SP:Iteration 31Q (18140.140000 sec): 3 clusters Score: Raw -346039.120083 + Penalty 786.748363 = -345252.371720 nChanged 32 SP:Iteration 32Q (18140.320000 sec): 3 clusters Score: Raw -346048.478372 + Penalty 786.748363 = -345261.730009 nChanged 29 SP:Iteration 33Q (18140.530000 sec): 3 clusters Score: Raw -346055.655061 + Penalty 786.748363 = -345268.906698 nChanged 20 SP:Iteration 34Q (18140.690000 sec): 3 clusters Score: Raw -346060.252657 + Penalty 786.748363 = -345273.504294 nChanged 14 SP:Iteration 35Q (18140.870000 sec): 3 clusters Score: Raw -346063.733994 + Penalty 786.748363 = -345276.985631 nChanged 15 SP:Iteration 36Q (18141.050000 sec): 3 clusters Score: Raw -346068.416405 + Penalty 786.748363 = -345281.668042 nChanged 9 SP:Iteration 37Q (18141.270000 sec): 3 clusters Score: Raw -346069.785679 + Penalty 786.748363 = -345283.037316 nChanged 4 SP:Iteration 38Q (18141.430000 sec): 3 clusters Score: Raw -346070.280625 + Penalty 786.748363 = -345283.532262 nChanged 3 SP:Iteration 39Q (18141.640000 sec): 3 clusters Score: Raw -346070.836444 + Penalty 786.748363 = -345284.088081 nChanged 3 SP:Iteration 40F (18141.800000 sec): 3 clusters Score: Raw -346071.327914 + Penalty 786.748363 = -345284.579551 nChanged 2 SP:Iteration 41Q (18142.030000 sec): 3 clusters Score: Raw -346071.453206 + Penalty 786.748363 = -345284.704843 nChanged 1 SP:Iteration 42Q (18142.190000 sec): 3 clusters Score: Raw -346071.534494 + Penalty 786.748363 = -345284.786131 nChanged 1 SP:Iteration 43Q (18142.380000 sec): 3 clusters Score: Raw -346071.642098 + Penalty 786.748363 = -345284.893735 nChanged 0 SP:Iteration 44F (18142.550000 sec): 3 clusters Score: Raw -346071.642098 + Penalty 786.748363 = -345284.893735 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18143.610000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18144.610000 sec): 3 clusters Score: Raw -17494849.450477 + Penalty 1141.157483 = -17493708.292995 nChanged 137828 SP:Iteration 1F (18145.570000 sec): 3 clusters Score: Raw -17576536.301382 + Penalty 1141.157483 = -17575395.143899 nChanged 8670 SP:Iteration 2Q (18146.520000 sec): 3 clusters Score: Raw -17578582.195570 + Penalty 1141.157483 = -17577441.038087 nChanged 9797 SP:Iteration 3Q (18147.420000 sec): 3 clusters Score: Raw -17581576.600326 + Penalty 1141.157483 = -17580435.442843 nChanged 11575 SP:Iteration 4Q (18148.370000 sec): 3 clusters Score: Raw -17586473.477429 + Penalty 1141.157483 = -17585332.319946 nChanged 14094 SP:Iteration 5F (18149.400000 sec): 3 clusters Score: Raw -17594885.538694 + Penalty 1141.157483 = -17593744.381212 nChanged 16963 SP:Iteration 6F (18150.340000 sec): 3 clusters Score: Raw -17608797.167366 + Penalty 1141.157483 = -17607656.009884 nChanged 18648 SP:Iteration 7F (18151.360000 sec): 3 clusters Score: Raw -17625811.346828 + Penalty 1141.157483 = -17624670.189345 nChanged 16392 SP:Iteration 8F (18152.280000 sec): 3 clusters Score: Raw -17637336.119346 + Penalty 1141.157483 = -17636194.961864 nChanged 10909 SP:Iteration 9Q (18153.230000 sec): 3 clusters Score: Raw -17642040.885477 + Penalty 1141.157483 = -17640899.727994 nChanged 6792 SP:Iteration 10Q (18154.230000 sec): 3 clusters Score: Raw -17644311.407680 + Penalty 1141.157483 = -17643170.250197 nChanged 5517 SP:Iteration 11Q (18155.210000 sec): 3 clusters Score: Raw -17646207.065387 + Penalty 1141.157483 = -17645065.907904 nChanged 5548 SP:Iteration 12Q (18156.230000 sec): 3 clusters Score: Raw -17648250.452747 + Penalty 1141.157483 = -17647109.295265 nChanged 5674 SP:Iteration 13Q (18157.120000 sec): 3 clusters Score: Raw -17650491.607980 + Penalty 1141.157483 = -17649350.450497 nChanged 5833 SP:Iteration 14Q (18157.960000 sec): 3 clusters Score: Raw -17652966.671111 + Penalty 1141.157483 = -17651825.513628 nChanged 5997 SP:Iteration 15Q (18158.960000 sec): 3 clusters Score: Raw -17655713.480455 + Penalty 1141.157483 = -17654572.322972 nChanged 6032 SP:Iteration 16Q (18160.040000 sec): 3 clusters Score: Raw -17658737.865461 + Penalty 1141.157483 = -17657596.707979 nChanged 6030 SP:Iteration 17Q (18161.190000 sec): 3 clusters Score: Raw -17662020.130940 + Penalty 1141.157483 = -17660878.973458 nChanged 5795 SP:Iteration 18Q (18162.330000 sec): 3 clusters Score: Raw -17665428.538076 + Penalty 1141.157483 = -17664287.380594 nChanged 5571 SP:Iteration 19Q (18163.410000 sec): 3 clusters Score: Raw -17668885.712675 + Penalty 1141.157483 = -17667744.555193 nChanged 5015 SP:Iteration 20F (18164.350000 sec): 3 clusters Score: Raw -17672013.788326 + Penalty 1141.157483 = -17670872.630843 nChanged 4356 SP:Iteration 21Q (18165.230000 sec): 3 clusters Score: Raw -17674700.083996 + Penalty 1141.157483 = -17673558.926513 nChanged 3816 SP:Iteration 22Q (18166.000000 sec): 3 clusters Score: Raw -17676984.451130 + Penalty 1141.157483 = -17675843.293648 nChanged 3176 SP:Iteration 23Q (18166.880000 sec): 3 clusters Score: Raw -17678808.169677 + Penalty 1141.157483 = -17677667.012194 nChanged 2663 SP:Iteration 24Q (18167.730000 sec): 3 clusters Score: Raw -17680326.607231 + Penalty 1141.157483 = -17679185.449748 nChanged 2155 SP:Iteration 25Q (18168.450000 sec): 3 clusters Score: Raw -17681522.394268 + Penalty 1141.157483 = -17680381.236785 nChanged 1751 SP:Iteration 26Q (18169.200000 sec): 3 clusters Score: Raw -17682472.557719 + Penalty 1141.157483 = -17681331.400236 nChanged 1362 SP:Iteration 27Q (18169.920000 sec): 3 clusters Score: Raw -17683180.362067 + Penalty 1141.157483 = -17682039.204585 nChanged 1065 SP:Iteration 28Q (18170.650000 sec): 3 clusters Score: Raw -17683714.865907 + Penalty 1141.157483 = -17682573.708425 nChanged 769 SP:Iteration 29Q (18171.410000 sec): 3 clusters Score: Raw -17684078.227789 + Penalty 1141.157483 = -17682937.070307 nChanged 587 SP:Iteration 30Q (18172.260000 sec): 3 clusters Score: Raw -17684343.013779 + Penalty 1141.157483 = -17683201.856296 nChanged 429 SP:Iteration 31Q (18173.180000 sec): 3 clusters Score: Raw -17684513.466700 + Penalty 1141.157483 = -17683372.309217 nChanged 295 SP:Iteration 32Q (18174.090000 sec): 3 clusters Score: Raw -17684615.513255 + Penalty 1141.157483 = -17683474.355772 nChanged 238 SP:Iteration 33Q (18175.100000 sec): 3 clusters Score: Raw -17684695.769431 + Penalty 1141.157483 = -17683554.611948 nChanged 189 SP:Iteration 34Q (18175.980000 sec): 3 clusters Score: Raw -17684759.497272 + Penalty 1141.157483 = -17683618.339789 nChanged 158 SP:Iteration 35Q (18176.890000 sec): 3 clusters Score: Raw -17684806.840861 + Penalty 1141.157483 = -17683665.683379 nChanged 123 SP:Iteration 36Q (18177.800000 sec): 3 clusters Score: Raw -17684840.584257 + Penalty 1141.157483 = -17683699.426774 nChanged 80 SP:Iteration 37Q (18178.810000 sec): 3 clusters Score: Raw -17684862.900668 + Penalty 1141.157483 = -17683721.743185 nChanged 78 SP:Iteration 38Q (18179.770000 sec): 3 clusters Score: Raw -17684883.038092 + Penalty 1141.157483 = -17683741.880610 nChanged 61 SP:Iteration 39Q (18180.710000 sec): 3 clusters Score: Raw -17684899.696058 + Penalty 1141.157483 = -17683758.538575 nChanged 54 SP:Iteration 40F (18181.650000 sec): 3 clusters Score: Raw -17684915.809911 + Penalty 1141.157483 = -17683774.652429 nChanged 57 SP:Iteration 41Q (18182.470000 sec): 3 clusters Score: Raw -17684932.642923 + Penalty 1141.157483 = -17683791.485440 nChanged 51 SP:Iteration 42Q (18183.270000 sec): 3 clusters Score: Raw -17684944.358461 + Penalty 1141.157483 = -17683803.200978 nChanged 33 SP:Iteration 43Q (18184.130000 sec): 3 clusters Score: Raw -17684950.746598 + Penalty 1141.157483 = -17683809.589115 nChanged 25 SP:Iteration 44Q (18185.010000 sec): 3 clusters Score: Raw -17684955.800379 + Penalty 1141.157483 = -17683814.642896 nChanged 23 SP:Iteration 45Q (18185.870000 sec): 3 clusters Score: Raw -17684961.092311 + Penalty 1141.157483 = -17683819.934829 nChanged 19 SP:Iteration 46Q (18186.790000 sec): 3 clusters Score: Raw -17684965.905636 + Penalty 1141.157483 = -17683824.748154 nChanged 21 SP:Iteration 47Q (18187.680000 sec): 3 clusters Score: Raw -17684969.921360 + Penalty 1141.157483 = -17683828.763878 nChanged 14 SP:Iteration 48Q (18188.630000 sec): 3 clusters Score: Raw -17684972.339670 + Penalty 1141.157483 = -17683831.182188 nChanged 7 SP:Iteration 49Q (18189.660000 sec): 3 clusters Score: Raw -17684973.081163 + Penalty 1141.157483 = -17683831.923681 nChanged 5 SP:Iteration 50Q (18190.680000 sec): 3 clusters Score: Raw -17684973.809591 + Penalty 1141.157483 = -17683832.652108 nChanged 5 SP:Iteration 51Q (18191.730000 sec): 3 clusters Score: Raw -17684974.798273 + Penalty 1141.157483 = -17683833.640791 nChanged 5 SP:Iteration 52Q (18192.580000 sec): 3 clusters Score: Raw -17684975.736865 + Penalty 1141.157483 = -17683834.579383 nChanged 9 SP:Iteration 53Q (18193.430000 sec): 3 clusters Score: Raw -17684976.407336 + Penalty 1141.157483 = -17683835.249854 nChanged 2 SP:Iteration 54Q (18194.270000 sec): 3 clusters Score: Raw -17684976.558039 + Penalty 1141.157483 = -17683835.400556 nChanged 4 SP:Iteration 55Q (18195.190000 sec): 3 clusters Score: Raw -17684976.967419 + Penalty 1141.157483 = -17683835.809936 nChanged 3 SP:Iteration 56Q (18196.100000 sec): 3 clusters Score: Raw -17684977.285867 + Penalty 1141.157483 = -17683836.128385 nChanged 1 SP:Iteration 57Q (18196.990000 sec): 3 clusters Score: Raw -17684977.386656 + Penalty 1141.157483 = -17683836.229173 nChanged 2 SP:Iteration 58Q (18197.810000 sec): 3 clusters Score: Raw -17684977.780120 + Penalty 1141.157483 = -17683836.622638 nChanged 3 SP:Iteration 59Q (18198.610000 sec): 3 clusters Score: Raw -17684978.332424 + Penalty 1141.157483 = -17683837.174942 nChanged 5 SP:Iteration 60F (18199.510000 sec): 3 clusters Score: Raw -17684978.895512 + Penalty 1141.157483 = -17683837.738030 nChanged 4 SP:Iteration 61Q (18200.390000 sec): 3 clusters Score: Raw -17684979.215405 + Penalty 1141.157483 = -17683838.057922 nChanged 2 SP:Iteration 62Q (18201.130000 sec): 3 clusters Score: Raw -17684979.417960 + Penalty 1141.157483 = -17683838.260477 nChanged 2 SP:Iteration 63Q (18201.980000 sec): 3 clusters Score: Raw -17684979.526646 + Penalty 1141.157483 = -17683838.369163 nChanged 1 SP:Iteration 64Q (18202.630000 sec): 3 clusters Score: Raw -17684979.633847 + Penalty 1141.157483 = -17683838.476364 nChanged 0 SP:Iteration 65F (18203.350000 sec): 3 clusters Score: Raw -17684979.633847 + Penalty 1141.157483 = -17683838.476364 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18203.620000 sec): 2 clusters Score: Raw -34981.319160 + Penalty 291.362626 = -34689.956534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18203.850000 sec): 3 clusters Score: Raw -34692.660788 + Penalty 582.725252 = -34109.935536 nChanged 248 SP:Iteration 1F (18204.000000 sec): 3 clusters Score: Raw -34901.401423 + Penalty 582.725252 = -34318.676171 nChanged 74 SP:Iteration 2F (18204.170000 sec): 3 clusters Score: Raw -34983.901541 + Penalty 582.725252 = -34401.176289 nChanged 39 SP:Iteration 3F (18204.400000 sec): 3 clusters Score: Raw -35013.416127 + Penalty 582.725252 = -34430.690875 nChanged 16 SP:Iteration 4Q (18204.610000 sec): 3 clusters Score: Raw -35022.686209 + Penalty 582.725252 = -34439.960957 nChanged 10 SP:Iteration 5Q (18204.800000 sec): 3 clusters Score: Raw -35025.318680 + Penalty 582.725252 = -34442.593428 nChanged 3 SP:Iteration 6Q (18204.980000 sec): 3 clusters Score: Raw -35026.296949 + Penalty 582.725252 = -34443.571697 nChanged 1 SP:Iteration 7Q (18205.200000 sec): 3 clusters Score: Raw -35027.734760 + Penalty 582.725252 = -34445.009508 nChanged 3 SP:Iteration 8Q (18205.430000 sec): 3 clusters Score: Raw -35029.194689 + Penalty 582.725252 = -34446.469437 nChanged 2 SP:Iteration 9Q (18205.610000 sec): 3 clusters Score: Raw -35029.719854 + Penalty 582.725252 = -34446.994602 nChanged 2 SP:Iteration 10Q (18205.820000 sec): 3 clusters Score: Raw -35031.023966 + Penalty 582.725252 = -34448.298714 nChanged 0 SP:Iteration 11F (18205.980000 sec): 3 clusters Score: Raw -35031.023966 + Penalty 582.725252 = -34448.298714 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18206.070000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18206.240000 sec): 3 clusters Score: Raw -17195.959862 + Penalty 518.129625 = -16677.830237 nChanged 102 SP:Iteration 1F (18206.440000 sec): 3 clusters Score: Raw -17302.790332 + Penalty 518.129625 = -16784.660708 nChanged 35 SP:Iteration 2F (18206.580000 sec): 3 clusters Score: Raw -17352.402198 + Penalty 518.129625 = -16834.272573 nChanged 12 SP:Iteration 3Q (18206.770000 sec): 3 clusters Score: Raw -17370.464146 + Penalty 518.129625 = -16852.334521 nChanged 10 SP:Iteration 4Q (18206.920000 sec): 3 clusters Score: Raw -17381.673451 + Penalty 518.129625 = -16863.543826 nChanged 8 SP:Iteration 5Q (18207.060000 sec): 3 clusters Score: Raw -17394.994913 + Penalty 518.129625 = -16876.865289 nChanged 7 SP:Iteration 6Q (18207.210000 sec): 3 clusters Score: Raw -17406.008631 + Penalty 518.129625 = -16887.879006 nChanged 5 SP:Iteration 7Q (18207.360000 sec): 3 clusters Score: Raw -17413.669133 + Penalty 518.129625 = -16895.539508 nChanged 3 SP:Iteration 8Q (18207.500000 sec): 3 clusters Score: Raw -17415.001929 + Penalty 518.129625 = -16896.872304 nChanged 2 SP:Iteration 9Q (18207.660000 sec): 3 clusters Score: Raw -17415.916767 + Penalty 518.129625 = -16897.787142 nChanged 0 SP:Iteration 10F (18207.840000 sec): 3 clusters Score: Raw -17415.916767 + Penalty 518.129625 = -16897.787142 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18207.950000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18208.150000 sec): 3 clusters Score: Raw -261053.063464 + Penalty 758.196257 = -260294.867206 nChanged 1813 SP:Iteration 1F (18208.340000 sec): 3 clusters Score: Raw -262074.715173 + Penalty 758.196257 = -261316.518915 nChanged 316 SP:Iteration 2F (18208.530000 sec): 3 clusters Score: Raw -262286.462407 + Penalty 758.196257 = -261528.266150 nChanged 344 SP:Iteration 3F (18208.660000 sec): 3 clusters Score: Raw -262564.052614 + Penalty 758.196257 = -261805.856356 nChanged 369 SP:Iteration 4F (18208.840000 sec): 3 clusters Score: Raw -262909.232404 + Penalty 758.196257 = -262151.036146 nChanged 336 SP:Iteration 5F (18209.070000 sec): 3 clusters Score: Raw -263292.278627 + Penalty 758.196257 = -262534.082370 nChanged 230 SP:Iteration 6F (18209.260000 sec): 3 clusters Score: Raw -263598.386729 + Penalty 758.196257 = -262840.190471 nChanged 135 SP:Iteration 7Q (18209.480000 sec): 3 clusters Score: Raw -263727.399768 + Penalty 758.196257 = -262969.203511 nChanged 64 SP:Iteration 8Q (18209.630000 sec): 3 clusters Score: Raw -263760.284688 + Penalty 758.196257 = -263002.088430 nChanged 36 SP:Iteration 9Q (18209.800000 sec): 3 clusters Score: Raw -263773.192284 + Penalty 758.196257 = -263014.996027 nChanged 19 SP:Iteration 10Q (18209.930000 sec): 3 clusters Score: Raw -263777.121269 + Penalty 758.196257 = -263018.925011 nChanged 8 SP:Iteration 11Q (18210.110000 sec): 3 clusters Score: Raw -263777.832132 + Penalty 758.196257 = -263019.635874 nChanged 3 SP:Iteration 12Q (18210.300000 sec): 3 clusters Score: Raw -263778.313012 + Penalty 758.196257 = -263020.116755 nChanged 3 SP:Iteration 13Q (18210.470000 sec): 3 clusters Score: Raw -263778.660143 + Penalty 758.196257 = -263020.463885 nChanged 0 SP:Iteration 14F (18210.630000 sec): 3 clusters Score: Raw -263778.660143 + Penalty 758.196257 = -263020.463885 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18210.730000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18210.970000 sec): 3 clusters Score: Raw -37198.571396 + Penalty 592.568825 = -36606.002571 nChanged 238 SP:Iteration 1F (18211.120000 sec): 3 clusters Score: Raw -37368.356115 + Penalty 592.568825 = -36775.787290 nChanged 60 SP:Iteration 2F (18211.260000 sec): 3 clusters Score: Raw -37422.437824 + Penalty 592.568825 = -36829.868999 nChanged 37 SP:Iteration 3F (18211.450000 sec): 3 clusters Score: Raw -37453.772214 + Penalty 592.568825 = -36861.203389 nChanged 27 SP:Iteration 4Q (18211.600000 sec): 3 clusters Score: Raw -37465.004222 + Penalty 592.568825 = -36872.435397 nChanged 12 SP:Iteration 5Q (18211.760000 sec): 3 clusters Score: Raw -37471.996530 + Penalty 592.568825 = -36879.427705 nChanged 5 SP:Iteration 6Q (18211.960000 sec): 3 clusters Score: Raw -37475.156082 + Penalty 592.568825 = -36882.587257 nChanged 7 SP:Iteration 7Q (18212.140000 sec): 3 clusters Score: Raw -37478.632300 + Penalty 592.568825 = -36886.063475 nChanged 6 SP:Iteration 8Q (18212.280000 sec): 3 clusters Score: Raw -37480.746751 + Penalty 592.568825 = -36888.177926 nChanged 4 SP:Iteration 9Q (18212.450000 sec): 3 clusters Score: Raw -37482.995150 + Penalty 592.568825 = -36890.426325 nChanged 3 SP:Iteration 10Q (18212.630000 sec): 3 clusters Score: Raw -37483.971842 + Penalty 592.568825 = -36891.403017 nChanged 2 SP:Iteration 11Q (18212.840000 sec): 3 clusters Score: Raw -37484.369451 + Penalty 592.568825 = -36891.800626 nChanged 2 SP:Iteration 12Q (18213.070000 sec): 3 clusters Score: Raw -37484.754019 + Penalty 592.568825 = -36892.185194 nChanged 1 SP:Iteration 13Q (18213.260000 sec): 3 clusters Score: Raw -37484.982901 + Penalty 592.568825 = -36892.414076 nChanged 1 SP:Iteration 14Q (18213.460000 sec): 3 clusters Score: Raw -37485.691862 + Penalty 592.568825 = -36893.123037 nChanged 4 SP:Iteration 15Q (18213.660000 sec): 3 clusters Score: Raw -37488.176859 + Penalty 592.568825 = -36895.608034 nChanged 1 SP:Iteration 16Q (18213.870000 sec): 3 clusters Score: Raw -37488.410280 + Penalty 592.568825 = -36895.841455 nChanged 1 SP:Iteration 17Q (18214.060000 sec): 3 clusters Score: Raw -37488.772613 + Penalty 592.568825 = -36896.203788 nChanged 1 SP:Iteration 18Q (18214.280000 sec): 3 clusters Score: Raw -37489.046031 + Penalty 592.568825 = -36896.477206 nChanged 1 SP:Iteration 19Q (18214.440000 sec): 3 clusters Score: Raw -37489.689932 + Penalty 592.568825 = -36897.121107 nChanged 4 SP:Iteration 20F (18214.590000 sec): 3 clusters Score: Raw -37490.976727 + Penalty 592.568825 = -36898.407902 nChanged 1 SP:Iteration 21Q (18214.800000 sec): 3 clusters Score: Raw -37491.712405 + Penalty 592.568825 = -36899.143580 nChanged 4 SP:Iteration 22Q (18215.030000 sec): 3 clusters Score: Raw -37493.618521 + Penalty 592.568825 = -36901.049696 nChanged 5 SP:Iteration 23Q (18215.190000 sec): 3 clusters Score: Raw -37496.481211 + Penalty 592.568825 = -36903.912386 nChanged 3 SP:Iteration 24Q (18215.380000 sec): 3 clusters Score: Raw -37497.267409 + Penalty 592.568825 = -36904.698584 nChanged 3 SP:Iteration 25Q (18215.530000 sec): 3 clusters Score: Raw -37501.082684 + Penalty 592.568825 = -36908.513859 nChanged 5 SP:Iteration 26Q (18215.770000 sec): 3 clusters Score: Raw -37505.977340 + Penalty 592.568825 = -36913.408515 nChanged 6 SP:Iteration 27Q (18215.980000 sec): 3 clusters Score: Raw -37510.875795 + Penalty 592.568825 = -36918.306970 nChanged 6 SP:Iteration 28Q (18216.140000 sec): 3 clusters Score: Raw -37515.780931 + Penalty 592.568825 = -36923.212106 nChanged 5 SP:Iteration 29Q (18216.350000 sec): 3 clusters Score: Raw -37522.260150 + Penalty 592.568825 = -36929.691325 nChanged 8 SP:Iteration 30Q (18216.530000 sec): 3 clusters Score: Raw -37530.701355 + Penalty 592.568825 = -36938.132530 nChanged 4 SP:Iteration 31Q (18216.720000 sec): 3 clusters Score: Raw -37532.773986 + Penalty 592.568825 = -36940.205161 nChanged 1 SP:Iteration 32Q (18216.900000 sec): 3 clusters Score: Raw -37533.002721 + Penalty 592.568825 = -36940.433896 nChanged 1 SP:Iteration 33Q (18217.080000 sec): 3 clusters Score: Raw -37533.782742 + Penalty 592.568825 = -36941.213917 nChanged 2 SP:Iteration 34Q (18217.300000 sec): 3 clusters Score: Raw -37534.829737 + Penalty 592.568825 = -36942.260913 nChanged 2 SP:Iteration 35Q (18217.500000 sec): 3 clusters Score: Raw -37536.007988 + Penalty 592.568825 = -36943.439163 nChanged 2 SP:Iteration 36Q (18217.690000 sec): 3 clusters Score: Raw -37538.460056 + Penalty 592.568825 = -36945.891231 nChanged 4 SP:Iteration 37Q (18217.910000 sec): 3 clusters Score: Raw -37541.533238 + Penalty 592.568825 = -36948.964413 nChanged 3 SP:Iteration 38Q (18218.080000 sec): 3 clusters Score: Raw -37543.246420 + Penalty 592.568825 = -36950.677595 nChanged 3 SP:Iteration 39Q (18218.260000 sec): 3 clusters Score: Raw -37544.357846 + Penalty 592.568825 = -36951.789021 nChanged 3 SP:Iteration 40F (18218.480000 sec): 3 clusters Score: Raw -37545.313611 + Penalty 592.568825 = -36952.744786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18218.520000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18218.680000 sec): 3 clusters Score: Raw -13409.340173 + Penalty 492.459791 = -12916.880382 nChanged 60 SP:Iteration 1F (18218.850000 sec): 3 clusters Score: Raw -13478.149343 + Penalty 492.459791 = -12985.689552 nChanged 15 SP:Iteration 2F (18219.060000 sec): 3 clusters Score: Raw -13495.368069 + Penalty 492.459791 = -13002.908278 nChanged 4 SP:Iteration 3Q (18219.240000 sec): 3 clusters Score: Raw -13497.732156 + Penalty 492.459791 = -13005.272365 nChanged 2 SP:Iteration 4Q (18219.410000 sec): 3 clusters Score: Raw -13500.961097 + Penalty 492.459791 = -13008.501306 nChanged 2 SP:Iteration 5Q (18219.560000 sec): 3 clusters Score: Raw -13504.095648 + Penalty 492.459791 = -13011.635857 nChanged 4 SP:Iteration 6Q (18219.740000 sec): 3 clusters Score: Raw -13506.944992 + Penalty 492.459791 = -13014.485201 nChanged 1 SP:Iteration 7Q (18219.930000 sec): 3 clusters Score: Raw -13509.540858 + Penalty 492.459791 = -13017.081067 nChanged 2 SP:Iteration 8Q (18220.110000 sec): 3 clusters Score: Raw -13513.011379 + Penalty 492.459791 = -13020.551588 nChanged 1 SP:Iteration 9Q (18220.320000 sec): 3 clusters Score: Raw -13514.313477 + Penalty 492.459791 = -13021.853686 nChanged 1 SP:Iteration 10Q (18220.520000 sec): 3 clusters Score: Raw -13515.327411 + Penalty 492.459791 = -13022.867620 nChanged 0 SP:Iteration 11F (18220.730000 sec): 3 clusters Score: Raw -13515.327411 + Penalty 492.459791 = -13022.867620 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18220.830000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18221.020000 sec): 3 clusters Score: Raw -2068.979285 + Penalty 355.994093 = -1712.985191 nChanged 7 SP:Iteration 1F (18221.200000 sec): 3 clusters Score: Raw -2096.588764 + Penalty 355.994093 = -1740.594670 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18221.310000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18221.460000 sec): 3 clusters Score: Raw -3042.819559 + Penalty 362.997548 = -2679.822011 nChanged 9 SP:Iteration 1F (18221.630000 sec): 3 clusters Score: Raw -3132.918220 + Penalty 362.997548 = -2769.920672 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18221.700000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18221.850000 sec): 3 clusters Score: Raw -11666.634602 + Penalty 479.842960 = -11186.791643 nChanged 52 SP:Iteration 1F (18222.020000 sec): 3 clusters Score: Raw -11722.206671 + Penalty 479.842960 = -11242.363711 nChanged 9 SP:Iteration 2Q (18222.180000 sec): 3 clusters Score: Raw -11733.583038 + Penalty 479.842960 = -11253.740078 nChanged 5 SP:Iteration 3Q (18222.330000 sec): 3 clusters Score: Raw -11745.987456 + Penalty 479.842960 = -11266.144496 nChanged 4 SP:Iteration 4Q (18222.480000 sec): 3 clusters Score: Raw -11753.480871 + Penalty 479.842960 = -11273.637911 nChanged 5 SP:Iteration 5Q (18222.640000 sec): 3 clusters Score: Raw -11761.290897 + Penalty 479.842960 = -11281.447937 nChanged 4 SP:Iteration 6Q (18222.960000 sec): 3 clusters Score: Raw -11766.478904 + Penalty 479.842960 = -11286.635944 nChanged 2 SP:Iteration 7Q (18223.180000 sec): 3 clusters Score: Raw -11768.090941 + Penalty 479.842960 = -11288.247981 nChanged 0 SP:Iteration 8F (18223.400000 sec): 3 clusters Score: Raw -11768.090941 + Penalty 479.842960 = -11288.247981 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18223.480000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18223.700000 sec): 3 clusters Score: Raw -34686.270122 + Penalty 581.968805 = -34104.301317 nChanged 200 SP:Iteration 1F (18223.920000 sec): 3 clusters Score: Raw -34833.496855 + Penalty 581.968805 = -34251.528050 nChanged 54 SP:Iteration 2F (18224.110000 sec): 3 clusters Score: Raw -34878.996486 + Penalty 581.968805 = -34297.027680 nChanged 45 SP:Iteration 3F (18224.360000 sec): 3 clusters Score: Raw -34929.900092 + Penalty 581.968805 = -34347.931286 nChanged 41 SP:Iteration 4F (18224.530000 sec): 3 clusters Score: Raw -34969.650765 + Penalty 581.968805 = -34387.681959 nChanged 20 SP:Iteration 5Q (18224.730000 sec): 3 clusters Score: Raw -34999.002548 + Penalty 581.968805 = -34417.033743 nChanged 21 SP:Iteration 6Q (18224.920000 sec): 3 clusters Score: Raw -35021.608239 + Penalty 581.968805 = -34439.639434 nChanged 11 SP:Iteration 7Q (18225.080000 sec): 3 clusters Score: Raw -35036.551772 + Penalty 581.968805 = -34454.582967 nChanged 10 SP:Iteration 8Q (18225.220000 sec): 3 clusters Score: Raw -35047.453960 + Penalty 581.968805 = -34465.485155 nChanged 5 SP:Iteration 9Q (18225.370000 sec): 3 clusters Score: Raw -35051.341078 + Penalty 581.968805 = -34469.372273 nChanged 6 SP:Iteration 10Q (18225.590000 sec): 3 clusters Score: Raw -35054.749037 + Penalty 581.968805 = -34472.780231 nChanged 6 SP:Iteration 11Q (18225.780000 sec): 3 clusters Score: Raw -35057.658084 + Penalty 581.968805 = -34475.689278 nChanged 3 SP:Iteration 12Q (18225.960000 sec): 3 clusters Score: Raw -35059.685559 + Penalty 581.968805 = -34477.716753 nChanged 4 SP:Iteration 13Q (18226.140000 sec): 3 clusters Score: Raw -35062.467459 + Penalty 581.968805 = -34480.498653 nChanged 3 SP:Iteration 14Q (18226.300000 sec): 3 clusters Score: Raw -35064.994778 + Penalty 581.968805 = -34483.025972 nChanged 4 SP:Iteration 15Q (18226.500000 sec): 3 clusters Score: Raw -35066.074537 + Penalty 581.968805 = -34484.105732 nChanged 3 SP:Iteration 16Q (18226.720000 sec): 3 clusters Score: Raw -35067.137656 + Penalty 581.968805 = -34485.168851 nChanged 5 SP:Iteration 17Q (18226.900000 sec): 3 clusters Score: Raw -35069.325370 + Penalty 581.968805 = -34487.356564 nChanged 5 SP:Iteration 18Q (18227.090000 sec): 3 clusters Score: Raw -35072.203381 + Penalty 581.968805 = -34490.234576 nChanged 7 SP:Iteration 19Q (18227.220000 sec): 3 clusters Score: Raw -35075.204968 + Penalty 581.968805 = -34493.236163 nChanged 5 SP:Iteration 20F (18227.400000 sec): 3 clusters Score: Raw -35077.586183 + Penalty 581.968805 = -34495.617378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18227.490000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18227.720000 sec): 3 clusters Score: Raw -8714.173260 + Penalty 449.689460 = -8264.483799 nChanged 24 SP:Iteration 1F (18227.920000 sec): 3 clusters Score: Raw -8758.775249 + Penalty 449.689460 = -8309.085788 nChanged 8 SP:Iteration 2F (18228.050000 sec): 3 clusters Score: Raw -8776.411102 + Penalty 449.689460 = -8326.721642 nChanged 3 SP:Iteration 3Q (18228.240000 sec): 3 clusters Score: Raw -8787.930805 + Penalty 449.689460 = -8338.241345 nChanged 0 SP:Iteration 4F (18228.430000 sec): 3 clusters Score: Raw -8787.930805 + Penalty 449.689460 = -8338.241345 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18228.490000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18228.680000 sec): 3 clusters Score: Raw -33862.053787 + Penalty 577.612418 = -33284.441369 nChanged 206 SP:Iteration 1F (18228.870000 sec): 3 clusters Score: Raw -34011.405058 + Penalty 577.612418 = -33433.792640 nChanged 45 SP:Iteration 2F (18229.020000 sec): 3 clusters Score: Raw -34048.755494 + Penalty 577.612418 = -33471.143076 nChanged 29 SP:Iteration 3F (18229.210000 sec): 3 clusters Score: Raw -34073.400619 + Penalty 577.612418 = -33495.788201 nChanged 27 SP:Iteration 4Q (18229.400000 sec): 3 clusters Score: Raw -34094.488104 + Penalty 577.612418 = -33516.875686 nChanged 17 SP:Iteration 5Q (18229.560000 sec): 3 clusters Score: Raw -34105.980932 + Penalty 577.612418 = -33528.368514 nChanged 14 SP:Iteration 6Q (18229.730000 sec): 3 clusters Score: Raw -34115.331683 + Penalty 577.612418 = -33537.719264 nChanged 11 SP:Iteration 7Q (18229.890000 sec): 3 clusters Score: Raw -34124.861480 + Penalty 577.612418 = -33547.249062 nChanged 14 SP:Iteration 8Q (18230.090000 sec): 3 clusters Score: Raw -34136.185767 + Penalty 577.612418 = -33558.573349 nChanged 16 SP:Iteration 9Q (18230.290000 sec): 3 clusters Score: Raw -34154.536705 + Penalty 577.612418 = -33576.924287 nChanged 17 SP:Iteration 10Q (18230.500000 sec): 3 clusters Score: Raw -34174.635855 + Penalty 577.612418 = -33597.023437 nChanged 11 SP:Iteration 11Q (18230.650000 sec): 3 clusters Score: Raw -34183.940869 + Penalty 577.612418 = -33606.328451 nChanged 9 SP:Iteration 12Q (18230.780000 sec): 3 clusters Score: Raw -34191.227242 + Penalty 577.612418 = -33613.614824 nChanged 9 SP:Iteration 13Q (18230.960000 sec): 3 clusters Score: Raw -34197.912716 + Penalty 577.612418 = -33620.300298 nChanged 10 SP:Iteration 14Q (18231.220000 sec): 3 clusters Score: Raw -34206.181650 + Penalty 577.612418 = -33628.569232 nChanged 6 SP:Iteration 15Q (18231.360000 sec): 3 clusters Score: Raw -34210.268039 + Penalty 577.612418 = -33632.655621 nChanged 2 SP:Iteration 16Q (18231.540000 sec): 3 clusters Score: Raw -34211.275501 + Penalty 577.612418 = -33633.663083 nChanged 2 SP:Iteration 17Q (18231.710000 sec): 3 clusters Score: Raw -34216.047018 + Penalty 577.612418 = -33638.434600 nChanged 4 SP:Iteration 18Q (18231.860000 sec): 3 clusters Score: Raw -34219.642693 + Penalty 577.612418 = -33642.030275 nChanged 0 SP:Iteration 19F (18232.010000 sec): 3 clusters Score: Raw -34219.642693 + Penalty 577.612418 = -33642.030275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18232.070000 sec): 2 clusters Score: Raw -57022.516007 + Penalty 316.738970 = -56705.777036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18232.240000 sec): 3 clusters Score: Raw -56494.006413 + Penalty 633.477940 = -55860.528472 nChanged 399 SP:Iteration 1F (18232.400000 sec): 3 clusters Score: Raw -56739.495656 + Penalty 633.477940 = -56106.017716 nChanged 82 SP:Iteration 2F (18232.590000 sec): 3 clusters Score: Raw -56792.023402 + Penalty 633.477940 = -56158.545462 nChanged 57 SP:Iteration 3F (18232.750000 sec): 3 clusters Score: Raw -56820.365771 + Penalty 633.477940 = -56186.887831 nChanged 46 SP:Iteration 4Q (18232.930000 sec): 3 clusters Score: Raw -56842.328694 + Penalty 633.477940 = -56208.850754 nChanged 36 SP:Iteration 5Q (18233.120000 sec): 3 clusters Score: Raw -56863.038331 + Penalty 633.477940 = -56229.560391 nChanged 36 SP:Iteration 6Q (18233.260000 sec): 3 clusters Score: Raw -56881.864148 + Penalty 633.477940 = -56248.386207 nChanged 29 SP:Iteration 7Q (18233.420000 sec): 3 clusters Score: Raw -56891.071851 + Penalty 633.477940 = -56257.593911 nChanged 18 SP:Iteration 8Q (18233.590000 sec): 3 clusters Score: Raw -56899.843588 + Penalty 633.477940 = -56266.365647 nChanged 24 SP:Iteration 9Q (18233.780000 sec): 3 clusters Score: Raw -56912.777908 + Penalty 633.477940 = -56279.299968 nChanged 22 SP:Iteration 10Q (18233.960000 sec): 3 clusters Score: Raw -56927.980648 + Penalty 633.477940 = -56294.502708 nChanged 25 SP:Iteration 11Q (18234.130000 sec): 3 clusters Score: Raw -56943.166248 + Penalty 633.477940 = -56309.688308 nChanged 27 SP:Iteration 12Q (18234.330000 sec): 3 clusters Score: Raw -56966.202608 + Penalty 633.477940 = -56332.724668 nChanged 23 SP:Iteration 13Q (18234.510000 sec): 3 clusters Score: Raw -56979.837589 + Penalty 633.477940 = -56346.359649 nChanged 17 SP:Iteration 14Q (18234.670000 sec): 3 clusters Score: Raw -56986.346343 + Penalty 633.477940 = -56352.868403 nChanged 11 SP:Iteration 15Q (18234.810000 sec): 3 clusters Score: Raw -56989.449178 + Penalty 633.477940 = -56355.971238 nChanged 11 SP:Iteration 16Q (18234.950000 sec): 3 clusters Score: Raw -56992.577329 + Penalty 633.477940 = -56359.099389 nChanged 4 SP:Iteration 17Q (18235.130000 sec): 3 clusters Score: Raw -56993.119272 + Penalty 633.477940 = -56359.641332 nChanged 4 SP:Iteration 18Q (18235.280000 sec): 3 clusters Score: Raw -56993.833826 + Penalty 633.477940 = -56360.355885 nChanged 5 SP:Iteration 19Q (18235.440000 sec): 3 clusters Score: Raw -56995.430148 + Penalty 633.477940 = -56361.952208 nChanged 4 SP:Iteration 20F (18235.550000 sec): 3 clusters Score: Raw -56996.378432 + Penalty 633.477940 = -56362.900491 nChanged 2 SP:Iteration 21Q (18235.770000 sec): 3 clusters Score: Raw -56997.156193 + Penalty 633.477940 = -56363.678253 nChanged 2 SP:Iteration 22Q (18236.030000 sec): 3 clusters Score: Raw -56997.565905 + Penalty 633.477940 = -56364.087964 nChanged 3 SP:Iteration 23Q (18236.240000 sec): 3 clusters Score: Raw -56997.930954 + Penalty 633.477940 = -56364.453014 nChanged 0 SP:Iteration 24F (18236.460000 sec): 3 clusters Score: Raw -56997.930954 + Penalty 633.477940 = -56364.453014 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18236.540000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18236.780000 sec): 3 clusters Score: Raw -203568.999454 + Penalty 735.442363 = -202833.557091 nChanged 1382 SP:Iteration 1F (18236.980000 sec): 3 clusters Score: Raw -204309.425961 + Penalty 735.442363 = -203573.983598 nChanged 194 SP:Iteration 2F (18237.240000 sec): 3 clusters Score: Raw -204414.376314 + Penalty 735.442363 = -203678.933951 nChanged 177 SP:Iteration 3F (18237.430000 sec): 3 clusters Score: Raw -204497.755214 + Penalty 735.442363 = -203762.312851 nChanged 155 SP:Iteration 4Q (18237.620000 sec): 3 clusters Score: Raw -204571.084194 + Penalty 735.442363 = -203835.641831 nChanged 145 SP:Iteration 5Q (18237.820000 sec): 3 clusters Score: Raw -204655.936889 + Penalty 735.442363 = -203920.494526 nChanged 133 SP:Iteration 6Q (18238.030000 sec): 3 clusters Score: Raw -204728.947744 + Penalty 735.442363 = -203993.505381 nChanged 115 SP:Iteration 7Q (18238.240000 sec): 3 clusters Score: Raw -204781.912430 + Penalty 735.442363 = -204046.470067 nChanged 102 SP:Iteration 8Q (18238.460000 sec): 3 clusters Score: Raw -204822.814983 + Penalty 735.442363 = -204087.372620 nChanged 101 SP:Iteration 9Q (18238.660000 sec): 3 clusters Score: Raw -204876.074119 + Penalty 735.442363 = -204140.631756 nChanged 106 SP:Iteration 10Q (18238.840000 sec): 3 clusters Score: Raw -204926.332466 + Penalty 735.442363 = -204190.890103 nChanged 96 SP:Iteration 11Q (18239.050000 sec): 3 clusters Score: Raw -204966.049212 + Penalty 735.442363 = -204230.606850 nChanged 78 SP:Iteration 12Q (18239.270000 sec): 3 clusters Score: Raw -204993.062368 + Penalty 735.442363 = -204257.620005 nChanged 74 SP:Iteration 13Q (18239.430000 sec): 3 clusters Score: Raw -205018.471229 + Penalty 735.442363 = -204283.028866 nChanged 63 SP:Iteration 14Q (18239.610000 sec): 3 clusters Score: Raw -205037.603008 + Penalty 735.442363 = -204302.160645 nChanged 59 SP:Iteration 15Q (18239.830000 sec): 3 clusters Score: Raw -205057.434799 + Penalty 735.442363 = -204321.992436 nChanged 46 SP:Iteration 16Q (18240.060000 sec): 3 clusters Score: Raw -205074.270428 + Penalty 735.442363 = -204338.828065 nChanged 48 SP:Iteration 17Q (18240.260000 sec): 3 clusters Score: Raw -205093.469355 + Penalty 735.442363 = -204358.026992 nChanged 49 SP:Iteration 18Q (18240.440000 sec): 3 clusters Score: Raw -205121.100269 + Penalty 735.442363 = -204385.657906 nChanged 53 SP:Iteration 19Q (18240.650000 sec): 3 clusters Score: Raw -205150.839338 + Penalty 735.442363 = -204415.396975 nChanged 72 SP:Iteration 20F (18240.820000 sec): 3 clusters Score: Raw -205201.640388 + Penalty 735.442363 = -204466.198026 nChanged 83 SP:Iteration 21Q (18241.090000 sec): 3 clusters Score: Raw -205267.787695 + Penalty 735.442363 = -204532.345332 nChanged 97 SP:Iteration 22Q (18241.300000 sec): 3 clusters Score: Raw -205363.203101 + Penalty 735.442363 = -204627.760738 nChanged 104 SP:Iteration 23Q (18241.510000 sec): 3 clusters Score: Raw -205458.496554 + Penalty 735.442363 = -204723.054192 nChanged 80 SP:Iteration 24Q (18241.700000 sec): 3 clusters Score: Raw -205522.816114 + Penalty 735.442363 = -204787.373751 nChanged 61 SP:Iteration 25Q (18241.940000 sec): 3 clusters Score: Raw -205561.057502 + Penalty 735.442363 = -204825.615139 nChanged 35 SP:Iteration 26Q (18242.090000 sec): 3 clusters Score: Raw -205581.658158 + Penalty 735.442363 = -204846.215795 nChanged 32 SP:Iteration 27Q (18242.280000 sec): 3 clusters Score: Raw -205604.069190 + Penalty 735.442363 = -204868.626827 nChanged 28 SP:Iteration 28Q (18242.490000 sec): 3 clusters Score: Raw -205616.242474 + Penalty 735.442363 = -204880.800112 nChanged 20 SP:Iteration 29Q (18242.740000 sec): 3 clusters Score: Raw -205624.795537 + Penalty 735.442363 = -204889.353174 nChanged 16 SP:Iteration 30Q (18242.970000 sec): 3 clusters Score: Raw -205632.117885 + Penalty 735.442363 = -204896.675523 nChanged 13 SP:Iteration 31Q (18243.180000 sec): 3 clusters Score: Raw -205637.838335 + Penalty 735.442363 = -204902.395973 nChanged 9 SP:Iteration 32Q (18243.350000 sec): 3 clusters Score: Raw -205639.788055 + Penalty 735.442363 = -204904.345693 nChanged 7 SP:Iteration 33Q (18243.550000 sec): 3 clusters Score: Raw -205641.554478 + Penalty 735.442363 = -204906.112115 nChanged 8 SP:Iteration 34Q (18243.790000 sec): 3 clusters Score: Raw -205643.007562 + Penalty 735.442363 = -204907.565200 nChanged 5 SP:Iteration 35Q (18243.970000 sec): 3 clusters Score: Raw -205644.665095 + Penalty 735.442363 = -204909.222732 nChanged 7 SP:Iteration 36Q (18244.180000 sec): 3 clusters Score: Raw -205647.275461 + Penalty 735.442363 = -204911.833098 nChanged 4 SP:Iteration 37Q (18244.370000 sec): 3 clusters Score: Raw -205648.059259 + Penalty 735.442363 = -204912.616896 nChanged 4 SP:Iteration 38Q (18244.580000 sec): 3 clusters Score: Raw -205648.715467 + Penalty 735.442363 = -204913.273104 nChanged 4 SP:Iteration 39Q (18244.790000 sec): 3 clusters Score: Raw -205650.294590 + Penalty 735.442363 = -204914.852228 nChanged 7 SP:Iteration 40F (18245.010000 sec): 3 clusters Score: Raw -205652.212061 + Penalty 735.442363 = -204916.769698 nChanged 3 SP:Iteration 41Q (18245.220000 sec): 3 clusters Score: Raw -205652.553141 + Penalty 735.442363 = -204917.110778 nChanged 3 SP:Iteration 42Q (18245.420000 sec): 3 clusters Score: Raw -205653.326532 + Penalty 735.442363 = -204917.884169 nChanged 3 SP:Iteration 43Q (18245.610000 sec): 3 clusters Score: Raw -205653.986208 + Penalty 735.442363 = -204918.543845 nChanged 3 SP:Iteration 44Q (18245.810000 sec): 3 clusters Score: Raw -205654.779448 + Penalty 735.442363 = -204919.337085 nChanged 0 SP:Iteration 45F (18246.000000 sec): 3 clusters Score: Raw -205654.779448 + Penalty 735.442363 = -204919.337085 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18246.100000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18246.310000 sec): 3 clusters Score: Raw -8539.628233 + Penalty 452.253010 = -8087.375223 nChanged 30 SP:Iteration 1F (18246.500000 sec): 3 clusters Score: Raw -8588.431331 + Penalty 452.253010 = -8136.178321 nChanged 14 SP:Iteration 2F (18246.690000 sec): 3 clusters Score: Raw -8610.983535 + Penalty 452.253010 = -8158.730524 nChanged 5 SP:Iteration 3Q (18246.930000 sec): 3 clusters Score: Raw -8624.992585 + Penalty 452.253010 = -8172.739574 nChanged 3 SP:Iteration 4Q (18247.140000 sec): 3 clusters Score: Raw -8631.216629 + Penalty 452.253010 = -8178.963619 nChanged 2 SP:Iteration 5Q (18247.320000 sec): 3 clusters Score: Raw -8633.950068 + Penalty 452.253010 = -8181.697058 nChanged 3 SP:Iteration 6Q (18247.470000 sec): 3 clusters Score: Raw -8640.993063 + Penalty 452.253010 = -8188.740053 nChanged 3 SP:Iteration 7Q (18247.630000 sec): 3 clusters Score: Raw -8649.013356 + Penalty 452.253010 = -8196.760346 nChanged 1 SP:Iteration 8Q (18247.810000 sec): 3 clusters Score: Raw -8652.285074 + Penalty 452.253010 = -8200.032064 nChanged 1 SP:Iteration 9Q (18248.050000 sec): 3 clusters Score: Raw -8656.579542 + Penalty 452.253010 = -8204.326531 nChanged 0 SP:Iteration 10F (18248.220000 sec): 3 clusters Score: Raw -8656.579542 + Penalty 452.253010 = -8204.326531 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18248.330000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18248.510000 sec): 3 clusters Score: Raw -6732.268919 + Penalty 442.945635 = -6289.323284 nChanged 29 SP:Iteration 1F (18248.760000 sec): 3 clusters Score: Raw -6774.024924 + Penalty 442.945635 = -6331.079289 nChanged 2 SP:Iteration 2Q (18248.940000 sec): 3 clusters Score: Raw -6774.591340 + Penalty 442.945635 = -6331.645705 nChanged 0 SP:Iteration 3F (18249.140000 sec): 3 clusters Score: Raw -6774.591340 + Penalty 442.945635 = -6331.645705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18249.280000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18249.450000 sec): 3 clusters Score: Raw -331825.857063 + Penalty 782.454805 = -331043.402258 nChanged 2414 SP:Iteration 1F (18249.660000 sec): 3 clusters Score: Raw -333259.985312 + Penalty 782.454805 = -332477.530508 nChanged 384 SP:Iteration 2F (18249.880000 sec): 3 clusters Score: Raw -333531.405622 + Penalty 782.454805 = -332748.950817 nChanged 396 SP:Iteration 3F (18250.110000 sec): 3 clusters Score: Raw -333860.701072 + Penalty 782.454805 = -333078.246268 nChanged 408 SP:Iteration 4F (18250.270000 sec): 3 clusters Score: Raw -334259.375393 + Penalty 782.454805 = -333476.920588 nChanged 351 SP:Iteration 5F (18250.450000 sec): 3 clusters Score: Raw -334592.658473 + Penalty 782.454805 = -333810.203669 nChanged 280 SP:Iteration 6F (18250.650000 sec): 3 clusters Score: Raw -334834.905649 + Penalty 782.454805 = -334052.450845 nChanged 180 SP:Iteration 7Q (18250.790000 sec): 3 clusters Score: Raw -334979.514764 + Penalty 782.454805 = -334197.059959 nChanged 128 SP:Iteration 8Q (18251.000000 sec): 3 clusters Score: Raw -335080.811662 + Penalty 782.454805 = -334298.356858 nChanged 106 SP:Iteration 9Q (18251.160000 sec): 3 clusters Score: Raw -335168.132143 + Penalty 782.454805 = -334385.677338 nChanged 89 SP:Iteration 10Q (18251.320000 sec): 3 clusters Score: Raw -335226.183122 + Penalty 782.454805 = -334443.728317 nChanged 72 SP:Iteration 11Q (18251.540000 sec): 3 clusters Score: Raw -335268.744817 + Penalty 782.454805 = -334486.290013 nChanged 56 SP:Iteration 12Q (18251.680000 sec): 3 clusters Score: Raw -335294.432726 + Penalty 782.454805 = -334511.977921 nChanged 43 SP:Iteration 13Q (18251.900000 sec): 3 clusters Score: Raw -335310.979867 + Penalty 782.454805 = -334528.525063 nChanged 30 SP:Iteration 14Q (18252.080000 sec): 3 clusters Score: Raw -335319.080921 + Penalty 782.454805 = -334536.626116 nChanged 23 SP:Iteration 15Q (18252.300000 sec): 3 clusters Score: Raw -335324.603512 + Penalty 782.454805 = -334542.148707 nChanged 23 SP:Iteration 16Q (18252.520000 sec): 3 clusters Score: Raw -335328.969884 + Penalty 782.454805 = -334546.515079 nChanged 15 SP:Iteration 17Q (18252.720000 sec): 3 clusters Score: Raw -335332.280154 + Penalty 782.454805 = -334549.825349 nChanged 15 SP:Iteration 18Q (18252.930000 sec): 3 clusters Score: Raw -335336.991486 + Penalty 782.454805 = -334554.536681 nChanged 15 SP:Iteration 19Q (18253.150000 sec): 3 clusters Score: Raw -335339.217749 + Penalty 782.454805 = -334556.762945 nChanged 11 SP:Iteration 20F (18253.360000 sec): 3 clusters Score: Raw -335340.639863 + Penalty 782.454805 = -334558.185058 nChanged 7 SP:Iteration 21Q (18253.550000 sec): 3 clusters Score: Raw -335341.647061 + Penalty 782.454805 = -334559.192256 nChanged 9 SP:Iteration 22Q (18253.730000 sec): 3 clusters Score: Raw -335342.978258 + Penalty 782.454805 = -334560.523453 nChanged 6 SP:Iteration 23Q (18253.980000 sec): 3 clusters Score: Raw -335343.855300 + Penalty 782.454805 = -334561.400496 nChanged 4 SP:Iteration 24Q (18254.160000 sec): 3 clusters Score: Raw -335344.363700 + Penalty 782.454805 = -334561.908895 nChanged 5 SP:Iteration 25Q (18254.320000 sec): 3 clusters Score: Raw -335344.758883 + Penalty 782.454805 = -334562.304078 nChanged 3 SP:Iteration 26Q (18254.520000 sec): 3 clusters Score: Raw -335344.980977 + Penalty 782.454805 = -334562.526173 nChanged 1 SP:Iteration 27Q (18254.720000 sec): 3 clusters Score: Raw -335345.125699 + Penalty 782.454805 = -334562.670894 nChanged 0 SP:Iteration 28F (18254.900000 sec): 3 clusters Score: Raw -335345.125699 + Penalty 782.454805 = -334562.670894 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18255.020000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18255.150000 sec): 3 clusters Score: Raw -4732.177143 + Penalty 392.891418 = -4339.285725 nChanged 6 SP:Iteration 1F (18255.360000 sec): 3 clusters Score: Raw -4747.692677 + Penalty 392.891418 = -4354.801258 nChanged 1 SP:Iteration 2Q (18255.510000 sec): 3 clusters Score: Raw -4753.910244 + Penalty 392.891418 = -4361.018825 nChanged 2 SP:Iteration 3Q (18255.660000 sec): 3 clusters Score: Raw -4759.069758 + Penalty 392.891418 = -4366.178339 nChanged 1 SP:Iteration 4Q (18255.870000 sec): 3 clusters Score: Raw -4765.683568 + Penalty 392.891418 = -4372.792150 nChanged 1 SP:Iteration 5Q (18256.020000 sec): 3 clusters Score: Raw -4772.222107 + Penalty 392.891418 = -4379.330688 nChanged 0 SP:Iteration 6F (18256.220000 sec): 3 clusters Score: Raw -4772.222107 + Penalty 392.891418 = -4379.330688 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18256.300000 sec): 2 clusters Score: Raw -10860.775527 + Penalty 241.073440 = -10619.702086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18256.460000 sec): 3 clusters Score: Raw -10828.085745 + Penalty 482.146880 = -10345.938865 nChanged 54 SP:Iteration 1F (18256.610000 sec): 3 clusters Score: Raw -10963.577947 + Penalty 482.146880 = -10481.431067 nChanged 17 SP:Iteration 2F (18256.830000 sec): 3 clusters Score: Raw -11006.450477 + Penalty 482.146880 = -10524.303597 nChanged 8 SP:Iteration 3Q (18257.000000 sec): 3 clusters Score: Raw -11038.382249 + Penalty 482.146880 = -10556.235368 nChanged 6 SP:Iteration 4Q (18257.200000 sec): 3 clusters Score: Raw -11057.998879 + Penalty 482.146880 = -10575.851998 nChanged 4 SP:Iteration 5Q (18257.390000 sec): 3 clusters Score: Raw -11074.733618 + Penalty 482.146880 = -10592.586738 nChanged 3 SP:Iteration 6Q (18257.560000 sec): 3 clusters Score: Raw -11080.715346 + Penalty 482.146880 = -10598.568466 nChanged 2 SP:Iteration 7Q (18257.820000 sec): 3 clusters Score: Raw -11088.441280 + Penalty 482.146880 = -10606.294399 nChanged 2 SP:Iteration 8Q (18257.980000 sec): 3 clusters Score: Raw -11097.938914 + Penalty 482.146880 = -10615.792034 nChanged 3 SP:Iteration 9Q (18258.190000 sec): 3 clusters Score: Raw -11111.208776 + Penalty 482.146880 = -10629.061896 nChanged 2 SP:Iteration 10Q (18258.390000 sec): 3 clusters Score: Raw -11114.766782 + Penalty 482.146880 = -10632.619902 nChanged 1 SP:Iteration 11Q (18258.550000 sec): 3 clusters Score: Raw -11116.231996 + Penalty 482.146880 = -10634.085115 nChanged 0 SP:Iteration 12F (18258.720000 sec): 3 clusters Score: Raw -11116.231996 + Penalty 482.146880 = -10634.085115 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 80. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18258.840000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18259.040000 sec): 3 clusters Score: Raw -5209.342490 + Penalty 408.465910 = -4800.876580 nChanged 17 SP:Iteration 1F (18259.280000 sec): 3 clusters Score: Raw -5242.300895 + Penalty 408.465910 = -4833.834985 nChanged 4 SP:Iteration 2Q (18259.460000 sec): 3 clusters Score: Raw -5253.554157 + Penalty 408.465910 = -4845.088248 nChanged 1 SP:Iteration 3Q (18259.620000 sec): 3 clusters Score: Raw -5256.440220 + Penalty 408.465910 = -4847.974311 nChanged 1 SP:Iteration 4Q (18259.800000 sec): 3 clusters Score: Raw -5258.955674 + Penalty 408.465910 = -4850.489765 nChanged 0 SP:Iteration 5F (18260.000000 sec): 3 clusters Score: Raw -5258.955674 + Penalty 408.465910 = -4850.489765 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18260.080000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18260.220000 sec): 3 clusters Score: Raw -6956.685802 + Penalty 449.037128 = -6507.648674 nChanged 29 SP:Iteration 1F (18260.400000 sec): 3 clusters Score: Raw -6988.280369 + Penalty 449.037128 = -6539.243241 nChanged 8 SP:Iteration 2F (18260.550000 sec): 3 clusters Score: Raw -7009.998023 + Penalty 449.037128 = -6560.960895 nChanged 8 SP:Iteration 3F (18260.710000 sec): 3 clusters Score: Raw -7032.019237 + Penalty 449.037128 = -6582.982109 nChanged 1 SP:Iteration 4Q (18260.840000 sec): 3 clusters Score: Raw -7032.895464 + Penalty 449.037128 = -6583.858336 nChanged 1 SP:Iteration 5Q (18260.990000 sec): 3 clusters Score: Raw -7035.178872 + Penalty 449.037128 = -6586.141744 nChanged 1 SP:Iteration 6Q (18261.200000 sec): 3 clusters Score: Raw -7036.511262 + Penalty 449.037128 = -6587.474134 nChanged 2 SP:Iteration 7Q (18261.390000 sec): 3 clusters Score: Raw -7042.633851 + Penalty 449.037128 = -6593.596724 nChanged 2 SP:Iteration 8Q (18261.570000 sec): 3 clusters Score: Raw -7050.233988 + Penalty 449.037128 = -6601.196860 nChanged 1 SP:Iteration 9Q (18261.800000 sec): 3 clusters Score: Raw -7052.226610 + Penalty 449.037128 = -6603.189482 nChanged 1 SP:Iteration 10Q (18262.020000 sec): 3 clusters Score: Raw -7055.446785 + Penalty 449.037128 = -6606.409658 nChanged 0 SP:Iteration 11F (18262.140000 sec): 3 clusters Score: Raw -7055.446785 + Penalty 449.037128 = -6606.409658 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18262.240000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18262.420000 sec): 3 clusters Score: Raw -3195.008366 + Penalty 391.669923 = -2803.338443 nChanged 8 SP:Iteration 1F (18262.650000 sec): 3 clusters Score: Raw -3221.529255 + Penalty 391.669923 = -2829.859331 nChanged 3 SP:Iteration 2Q (18262.820000 sec): 3 clusters Score: Raw -3231.008383 + Penalty 391.669923 = -2839.338459 nChanged 0 SP:Iteration 3F (18262.980000 sec): 3 clusters Score: Raw -3231.008383 + Penalty 391.669923 = -2839.338459 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18263.080000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18263.330000 sec): 3 clusters Score: Raw -14568.105782 + Penalty 503.178047 = -14064.927735 nChanged 75 SP:Iteration 1F (18263.500000 sec): 3 clusters Score: Raw -14647.558737 + Penalty 503.178047 = -14144.380690 nChanged 10 SP:Iteration 2Q (18263.740000 sec): 3 clusters Score: Raw -14662.900435 + Penalty 503.178047 = -14159.722388 nChanged 8 SP:Iteration 3Q (18263.890000 sec): 3 clusters Score: Raw -14671.271122 + Penalty 503.178047 = -14168.093075 nChanged 4 SP:Iteration 4Q (18264.030000 sec): 3 clusters Score: Raw -14674.466192 + Penalty 503.178047 = -14171.288145 nChanged 5 SP:Iteration 5Q (18264.150000 sec): 3 clusters Score: Raw -14689.453977 + Penalty 503.178047 = -14186.275930 nChanged 8 SP:Iteration 6Q (18264.320000 sec): 3 clusters Score: Raw -14708.551043 + Penalty 503.178047 = -14205.372996 nChanged 7 SP:Iteration 7Q (18264.500000 sec): 3 clusters Score: Raw -14714.665696 + Penalty 503.178047 = -14211.487649 nChanged 6 SP:Iteration 8Q (18264.660000 sec): 3 clusters Score: Raw -14719.495635 + Penalty 503.178047 = -14216.317588 nChanged 2 SP:Iteration 9Q (18264.880000 sec): 3 clusters Score: Raw -14721.496681 + Penalty 503.178047 = -14218.318634 nChanged 1 SP:Iteration 10Q (18265.070000 sec): 3 clusters Score: Raw -14725.346039 + Penalty 503.178047 = -14222.167992 nChanged 0 SP:Iteration 11F (18265.220000 sec): 3 clusters Score: Raw -14725.346039 + Penalty 503.178047 = -14222.167992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18265.300000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18265.510000 sec): 3 clusters Score: Raw -37385.459486 + Penalty 583.026079 = -36802.433407 nChanged 211 SP:Iteration 1F (18265.690000 sec): 3 clusters Score: Raw -37536.487864 + Penalty 583.026079 = -36953.461785 nChanged 48 SP:Iteration 2F (18265.900000 sec): 3 clusters Score: Raw -37581.304874 + Penalty 583.026079 = -36998.278795 nChanged 32 SP:Iteration 3F (18266.060000 sec): 3 clusters Score: Raw -37611.794728 + Penalty 583.026079 = -37028.768650 nChanged 23 SP:Iteration 4Q (18266.270000 sec): 3 clusters Score: Raw -37630.645029 + Penalty 583.026079 = -37047.618950 nChanged 19 SP:Iteration 5Q (18266.430000 sec): 3 clusters Score: Raw -37648.304051 + Penalty 583.026079 = -37065.277972 nChanged 18 SP:Iteration 6Q (18266.660000 sec): 3 clusters Score: Raw -37663.603996 + Penalty 583.026079 = -37080.577917 nChanged 10 SP:Iteration 7Q (18266.840000 sec): 3 clusters Score: Raw -37668.814908 + Penalty 583.026079 = -37085.788829 nChanged 9 SP:Iteration 8Q (18267.060000 sec): 3 clusters Score: Raw -37678.208370 + Penalty 583.026079 = -37095.182292 nChanged 8 SP:Iteration 9Q (18267.220000 sec): 3 clusters Score: Raw -37685.950267 + Penalty 583.026079 = -37102.924189 nChanged 2 SP:Iteration 10Q (18267.400000 sec): 3 clusters Score: Raw -37687.509675 + Penalty 583.026079 = -37104.483596 nChanged 1 SP:Iteration 11Q (18267.560000 sec): 3 clusters Score: Raw -37688.904496 + Penalty 583.026079 = -37105.878417 nChanged 1 SP:Iteration 12Q (18267.710000 sec): 3 clusters Score: Raw -37689.073189 + Penalty 583.026079 = -37106.047111 nChanged 1 SP:Iteration 13Q (18267.890000 sec): 3 clusters Score: Raw -37689.418024 + Penalty 583.026079 = -37106.391945 nChanged 0 SP:Iteration 14F (18268.050000 sec): 3 clusters Score: Raw -37689.418024 + Penalty 583.026079 = -37106.391945 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18268.170000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18268.360000 sec): 3 clusters Score: Raw -388251.712952 + Penalty 801.534384 = -387450.178568 nChanged 3071 SP:Iteration 1F (18268.540000 sec): 3 clusters Score: Raw -390014.967391 + Penalty 801.534384 = -389213.433007 nChanged 368 SP:Iteration 2F (18268.720000 sec): 3 clusters Score: Raw -390163.962045 + Penalty 801.534384 = -389362.427661 nChanged 361 SP:Iteration 3F (18268.920000 sec): 3 clusters Score: Raw -390317.065743 + Penalty 801.534384 = -389515.531359 nChanged 379 SP:Iteration 4F (18269.100000 sec): 3 clusters Score: Raw -390511.468627 + Penalty 801.534384 = -389709.934243 nChanged 346 SP:Iteration 5F (18269.340000 sec): 3 clusters Score: Raw -390676.276282 + Penalty 801.534384 = -389874.741898 nChanged 290 SP:Iteration 6Q (18269.510000 sec): 3 clusters Score: Raw -390817.533469 + Penalty 801.534384 = -390015.999085 nChanged 282 SP:Iteration 7Q (18269.720000 sec): 3 clusters Score: Raw -390941.832780 + Penalty 801.534384 = -390140.298395 nChanged 223 SP:Iteration 8Q (18269.950000 sec): 3 clusters Score: Raw -391039.220595 + Penalty 801.534384 = -390237.686211 nChanged 198 SP:Iteration 9Q (18270.140000 sec): 3 clusters Score: Raw -391121.627282 + Penalty 801.534384 = -390320.092898 nChanged 174 SP:Iteration 10Q (18270.310000 sec): 3 clusters Score: Raw -391185.367680 + Penalty 801.534384 = -390383.833296 nChanged 147 SP:Iteration 11Q (18270.460000 sec): 3 clusters Score: Raw -391248.632781 + Penalty 801.534384 = -390447.098397 nChanged 142 SP:Iteration 12Q (18270.610000 sec): 3 clusters Score: Raw -391308.363719 + Penalty 801.534384 = -390506.829335 nChanged 142 SP:Iteration 13Q (18270.790000 sec): 3 clusters Score: Raw -391366.462492 + Penalty 801.534384 = -390564.928108 nChanged 139 SP:Iteration 14Q (18271.030000 sec): 3 clusters Score: Raw -391429.723312 + Penalty 801.534384 = -390628.188928 nChanged 137 SP:Iteration 15Q (18271.240000 sec): 3 clusters Score: Raw -391506.024840 + Penalty 801.534384 = -390704.490456 nChanged 165 SP:Iteration 16Q (18271.450000 sec): 3 clusters Score: Raw -391633.566178 + Penalty 801.534384 = -390832.031794 nChanged 163 SP:Iteration 17Q (18271.610000 sec): 3 clusters Score: Raw -391765.999054 + Penalty 801.534384 = -390964.464670 nChanged 152 SP:Iteration 18Q (18271.830000 sec): 3 clusters Score: Raw -391892.056116 + Penalty 801.534384 = -391090.521732 nChanged 140 SP:Iteration 19Q (18272.040000 sec): 3 clusters Score: Raw -392000.695138 + Penalty 801.534384 = -391199.160754 nChanged 117 SP:Iteration 20F (18272.200000 sec): 3 clusters Score: Raw -392091.857845 + Penalty 801.534384 = -391290.323461 nChanged 105 SP:Iteration 21Q (18272.360000 sec): 3 clusters Score: Raw -392166.200148 + Penalty 801.534384 = -391364.665764 nChanged 83 SP:Iteration 22Q (18272.570000 sec): 3 clusters Score: Raw -392212.459861 + Penalty 801.534384 = -391410.925477 nChanged 61 SP:Iteration 23Q (18272.750000 sec): 3 clusters Score: Raw -392243.239247 + Penalty 801.534384 = -391441.704863 nChanged 50 SP:Iteration 24Q (18272.950000 sec): 3 clusters Score: Raw -392268.830791 + Penalty 801.534384 = -391467.296407 nChanged 47 SP:Iteration 25Q (18273.130000 sec): 3 clusters Score: Raw -392291.029052 + Penalty 801.534384 = -391489.494668 nChanged 44 SP:Iteration 26Q (18273.320000 sec): 3 clusters Score: Raw -392310.362676 + Penalty 801.534384 = -391508.828292 nChanged 33 SP:Iteration 27Q (18273.510000 sec): 3 clusters Score: Raw -392325.195322 + Penalty 801.534384 = -391523.660938 nChanged 30 SP:Iteration 28Q (18273.690000 sec): 3 clusters Score: Raw -392337.292088 + Penalty 801.534384 = -391535.757704 nChanged 25 SP:Iteration 29Q (18273.900000 sec): 3 clusters Score: Raw -392347.507479 + Penalty 801.534384 = -391545.973095 nChanged 17 SP:Iteration 30Q (18274.100000 sec): 3 clusters Score: Raw -392354.880904 + Penalty 801.534384 = -391553.346520 nChanged 17 SP:Iteration 31Q (18274.290000 sec): 3 clusters Score: Raw -392362.163348 + Penalty 801.534384 = -391560.628964 nChanged 13 SP:Iteration 32Q (18274.470000 sec): 3 clusters Score: Raw -392366.224128 + Penalty 801.534384 = -391564.689744 nChanged 14 SP:Iteration 33Q (18274.670000 sec): 3 clusters Score: Raw -392372.351957 + Penalty 801.534384 = -391570.817573 nChanged 19 SP:Iteration 34Q (18274.820000 sec): 3 clusters Score: Raw -392381.359289 + Penalty 801.534384 = -391579.824905 nChanged 15 SP:Iteration 35Q (18275.000000 sec): 3 clusters Score: Raw -392386.632198 + Penalty 801.534384 = -391585.097814 nChanged 11 SP:Iteration 36Q (18275.200000 sec): 3 clusters Score: Raw -392389.645222 + Penalty 801.534384 = -391588.110838 nChanged 16 SP:Iteration 37Q (18275.440000 sec): 3 clusters Score: Raw -392395.294490 + Penalty 801.534384 = -391593.760106 nChanged 11 SP:Iteration 38Q (18275.630000 sec): 3 clusters Score: Raw -392398.030673 + Penalty 801.534384 = -391596.496289 nChanged 11 SP:Iteration 39Q (18275.850000 sec): 3 clusters Score: Raw -392402.596907 + Penalty 801.534384 = -391601.062523 nChanged 12 SP:Iteration 40F (18276.030000 sec): 3 clusters Score: Raw -392408.414399 + Penalty 801.534384 = -391606.880015 nChanged 16 SP:Iteration 41Q (18276.200000 sec): 3 clusters Score: Raw -392417.979778 + Penalty 801.534384 = -391616.445394 nChanged 15 SP:Iteration 42Q (18276.360000 sec): 3 clusters Score: Raw -392425.051565 + Penalty 801.534384 = -391623.517181 nChanged 18 SP:Iteration 43Q (18276.560000 sec): 3 clusters Score: Raw -392434.460133 + Penalty 801.534384 = -391632.925749 nChanged 13 SP:Iteration 44Q (18276.760000 sec): 3 clusters Score: Raw -392440.393017 + Penalty 801.534384 = -391638.858633 nChanged 6 SP:Iteration 45Q (18276.960000 sec): 3 clusters Score: Raw -392442.018002 + Penalty 801.534384 = -391640.483618 nChanged 5 SP:Iteration 46Q (18277.150000 sec): 3 clusters Score: Raw -392444.549326 + Penalty 801.534384 = -391643.014941 nChanged 10 SP:Iteration 47Q (18277.330000 sec): 3 clusters Score: Raw -392449.608202 + Penalty 801.534384 = -391648.073818 nChanged 8 SP:Iteration 48Q (18277.530000 sec): 3 clusters Score: Raw -392453.225130 + Penalty 801.534384 = -391651.690746 nChanged 7 SP:Iteration 49Q (18277.710000 sec): 3 clusters Score: Raw -392458.027944 + Penalty 801.534384 = -391656.493560 nChanged 4 SP:Iteration 50Q (18277.930000 sec): 3 clusters Score: Raw -392459.468860 + Penalty 801.534384 = -391657.934476 nChanged 5 SP:Iteration 51Q (18278.110000 sec): 3 clusters Score: Raw -392462.684964 + Penalty 801.534384 = -391661.150580 nChanged 3 SP:Iteration 52Q (18278.260000 sec): 3 clusters Score: Raw -392463.846181 + Penalty 801.534384 = -391662.311797 nChanged 5 SP:Iteration 53Q (18278.460000 sec): 3 clusters Score: Raw -392468.441115 + Penalty 801.534384 = -391666.906731 nChanged 2 SP:Iteration 54Q (18278.660000 sec): 3 clusters Score: Raw -392469.247097 + Penalty 801.534384 = -391667.712713 nChanged 2 SP:Iteration 55Q (18278.900000 sec): 3 clusters Score: Raw -392471.188494 + Penalty 801.534384 = -391669.654110 nChanged 2 SP:Iteration 56Q (18279.040000 sec): 3 clusters Score: Raw -392472.303557 + Penalty 801.534384 = -391670.769172 nChanged 0 SP:Iteration 57F (18279.200000 sec): 3 clusters Score: Raw -392472.303557 + Penalty 801.534384 = -391670.769172 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18279.290000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18279.290000 sec): 1 clusters Score: Raw 73.095239 + Penalty 0.000000 = 73.095239 nChanged 23 SP:Iteration 1F (18279.290000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18279.390000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18279.590000 sec): 3 clusters Score: Raw -123313.647596 + Penalty 698.136239 = -122615.511357 nChanged 915 SP:Iteration 1F (18279.760000 sec): 3 clusters Score: Raw -123823.560603 + Penalty 698.136239 = -123125.424364 nChanged 152 SP:Iteration 2F (18279.940000 sec): 3 clusters Score: Raw -123900.019297 + Penalty 698.136239 = -123201.883059 nChanged 131 SP:Iteration 3F (18280.120000 sec): 3 clusters Score: Raw -123982.014491 + Penalty 698.136239 = -123283.878253 nChanged 126 SP:Iteration 4F (18280.250000 sec): 3 clusters Score: Raw -124068.043348 + Penalty 698.136239 = -123369.907109 nChanged 114 SP:Iteration 5F (18280.450000 sec): 3 clusters Score: Raw -124149.172325 + Penalty 698.136239 = -123451.036086 nChanged 106 SP:Iteration 6Q (18280.620000 sec): 3 clusters Score: Raw -124228.900303 + Penalty 698.136239 = -123530.764064 nChanged 108 SP:Iteration 7F (18280.750000 sec): 3 clusters Score: Raw -124292.189588 + Penalty 698.136239 = -123594.053349 nChanged 81 SP:Iteration 8Q (18280.970000 sec): 3 clusters Score: Raw -124345.758462 + Penalty 698.136239 = -123647.622224 nChanged 74 SP:Iteration 9Q (18281.120000 sec): 3 clusters Score: Raw -124395.891842 + Penalty 698.136239 = -123697.755603 nChanged 66 SP:Iteration 10Q (18281.330000 sec): 3 clusters Score: Raw -124433.967590 + Penalty 698.136239 = -123735.831351 nChanged 59 SP:Iteration 11Q (18281.540000 sec): 3 clusters Score: Raw -124467.371218 + Penalty 698.136239 = -123769.234979 nChanged 52 SP:Iteration 12Q (18281.670000 sec): 3 clusters Score: Raw -124497.477985 + Penalty 698.136239 = -123799.341746 nChanged 46 SP:Iteration 13Q (18281.860000 sec): 3 clusters Score: Raw -124525.690386 + Penalty 698.136239 = -123827.554147 nChanged 33 SP:Iteration 14Q (18282.080000 sec): 3 clusters Score: Raw -124542.384220 + Penalty 698.136239 = -123844.247982 nChanged 26 SP:Iteration 15Q (18282.250000 sec): 3 clusters Score: Raw -124554.466658 + Penalty 698.136239 = -123856.330419 nChanged 25 SP:Iteration 16Q (18282.420000 sec): 3 clusters Score: Raw -124565.890722 + Penalty 698.136239 = -123867.754484 nChanged 20 SP:Iteration 17Q (18282.700000 sec): 3 clusters Score: Raw -124573.274242 + Penalty 698.136239 = -123875.138003 nChanged 14 SP:Iteration 18Q (18282.890000 sec): 3 clusters Score: Raw -124578.945974 + Penalty 698.136239 = -123880.809735 nChanged 10 SP:Iteration 19Q (18283.080000 sec): 3 clusters Score: Raw -124582.527668 + Penalty 698.136239 = -123884.391430 nChanged 7 SP:Iteration 20F (18283.300000 sec): 3 clusters Score: Raw -124585.274691 + Penalty 698.136239 = -123887.138452 nChanged 5 SP:Iteration 21Q (18283.460000 sec): 3 clusters Score: Raw -124586.696921 + Penalty 698.136239 = -123888.560682 nChanged 4 SP:Iteration 22Q (18283.660000 sec): 3 clusters Score: Raw -124587.627388 + Penalty 698.136239 = -123889.491150 nChanged 2 SP:Iteration 23Q (18283.850000 sec): 3 clusters Score: Raw -124589.544367 + Penalty 698.136239 = -123891.408128 nChanged 1 SP:Iteration 24Q (18284.060000 sec): 3 clusters Score: Raw -124590.715739 + Penalty 698.136239 = -123892.579500 nChanged 1 SP:Iteration 25Q (18284.270000 sec): 3 clusters Score: Raw -124591.550653 + Penalty 698.136239 = -123893.414415 nChanged 1 SP:Iteration 26Q (18284.480000 sec): 3 clusters Score: Raw -124591.608477 + Penalty 698.136239 = -123893.472238 nChanged 0 SP:Iteration 27F (18284.670000 sec): 3 clusters Score: Raw -124591.608477 + Penalty 698.136239 = -123893.472238 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18284.730000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18284.910000 sec): 3 clusters Score: Raw -7573.522197 + Penalty 461.270282 = -7112.251915 nChanged 46 SP:Iteration 1F (18285.090000 sec): 3 clusters Score: Raw -7691.077673 + Penalty 461.270282 = -7229.807390 nChanged 11 SP:Iteration 2F (18285.260000 sec): 3 clusters Score: Raw -7719.233497 + Penalty 461.270282 = -7257.963214 nChanged 5 SP:Iteration 3Q (18285.400000 sec): 3 clusters Score: Raw -7735.990503 + Penalty 461.270282 = -7274.720221 nChanged 3 SP:Iteration 4Q (18285.600000 sec): 3 clusters Score: Raw -7746.037742 + Penalty 461.270282 = -7284.767460 nChanged 2 SP:Iteration 5Q (18285.760000 sec): 3 clusters Score: Raw -7750.613270 + Penalty 461.270282 = -7289.342988 nChanged 0 SP:Iteration 6F (18285.980000 sec): 3 clusters Score: Raw -7750.613270 + Penalty 461.270282 = -7289.342988 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18286.070000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18286.310000 sec): 3 clusters Score: Raw -13950.232492 + Penalty 493.670452 = -13456.562041 nChanged 60 SP:Iteration 1F (18286.440000 sec): 3 clusters Score: Raw -14014.973900 + Penalty 493.670452 = -13521.303448 nChanged 20 SP:Iteration 2F (18286.660000 sec): 3 clusters Score: Raw -14043.867649 + Penalty 493.670452 = -13550.197197 nChanged 9 SP:Iteration 3Q (18286.840000 sec): 3 clusters Score: Raw -14057.504842 + Penalty 493.670452 = -13563.834390 nChanged 2 SP:Iteration 4Q (18287.020000 sec): 3 clusters Score: Raw -14060.191606 + Penalty 493.670452 = -13566.521155 nChanged 2 SP:Iteration 5Q (18287.240000 sec): 3 clusters Score: Raw -14061.906087 + Penalty 493.670452 = -13568.235636 nChanged 0 SP:Iteration 6F (18287.390000 sec): 3 clusters Score: Raw -14061.906087 + Penalty 493.670452 = -13568.235636 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18287.430000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18287.660000 sec): 3 clusters Score: Raw -8033.996911 + Penalty 447.718264 = -7586.278646 nChanged 28 SP:Iteration 1F (18287.850000 sec): 3 clusters Score: Raw -8074.684913 + Penalty 447.718264 = -7626.966649 nChanged 12 SP:Iteration 2F (18288.130000 sec): 3 clusters Score: Raw -8099.348490 + Penalty 447.718264 = -7651.630226 nChanged 5 SP:Iteration 3Q (18288.320000 sec): 3 clusters Score: Raw -8112.899836 + Penalty 447.718264 = -7665.181572 nChanged 3 SP:Iteration 4Q (18288.500000 sec): 3 clusters Score: Raw -8120.785157 + Penalty 447.718264 = -7673.066893 nChanged 1 SP:Iteration 5Q (18288.730000 sec): 3 clusters Score: Raw -8130.427118 + Penalty 447.718264 = -7682.708854 nChanged 2 SP:Iteration 6Q (18288.880000 sec): 3 clusters Score: Raw -8140.019509 + Penalty 447.718264 = -7692.301244 nChanged 1 SP:Iteration 7Q (18289.040000 sec): 3 clusters Score: Raw -8143.128253 + Penalty 447.718264 = -7695.409989 nChanged 0 SP:Iteration 8F (18289.220000 sec): 3 clusters Score: Raw -8143.128253 + Penalty 447.718264 = -7695.409989 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18289.330000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18289.480000 sec): 3 clusters Score: Raw -5294.257781 + Penalty 414.402797 = -4879.854984 nChanged 23 SP:Iteration 1F (18289.690000 sec): 3 clusters Score: Raw -5353.663431 + Penalty 414.402797 = -4939.260634 nChanged 2 SP:Iteration 2Q (18289.880000 sec): 3 clusters Score: Raw -5359.060392 + Penalty 414.402797 = -4944.657595 nChanged 1 SP:Iteration 3Q (18290.110000 sec): 3 clusters Score: Raw -5360.058830 + Penalty 414.402797 = -4945.656033 nChanged 0 SP:Iteration 4F (18290.300000 sec): 3 clusters Score: Raw -5360.058830 + Penalty 414.402797 = -4945.656033 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18290.410000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18290.610000 sec): 3 clusters Score: Raw -3396.463756 + Penalty 378.458361 = -3018.005395 nChanged 10 SP:Iteration 1F (18290.770000 sec): 3 clusters Score: Raw -3430.727588 + Penalty 378.458361 = -3052.269227 nChanged 1 SP:Iteration 2Q (18291.030000 sec): 3 clusters Score: Raw -3434.593673 + Penalty 378.458361 = -3056.135312 nChanged 0 SP:Iteration 3F (18291.160000 sec): 3 clusters Score: Raw -3434.593673 + Penalty 378.458361 = -3056.135312 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18291.250000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18291.460000 sec): 3 clusters Score: Raw -10596.218893 + Penalty 477.479191 = -10118.739702 nChanged 58 SP:Iteration 1F (18291.650000 sec): 3 clusters Score: Raw -10703.552097 + Penalty 477.479191 = -10226.072906 nChanged 12 SP:Iteration 2F (18291.860000 sec): 3 clusters Score: Raw -10727.332494 + Penalty 477.479191 = -10249.853304 nChanged 6 SP:Iteration 3Q (18292.040000 sec): 3 clusters Score: Raw -10751.559855 + Penalty 477.479191 = -10274.080664 nChanged 3 SP:Iteration 4Q (18292.250000 sec): 3 clusters Score: Raw -10758.509230 + Penalty 477.479191 = -10281.030040 nChanged 2 SP:Iteration 5Q (18292.420000 sec): 3 clusters Score: Raw -10761.972522 + Penalty 477.479191 = -10284.493331 nChanged 2 SP:Iteration 6Q (18292.600000 sec): 3 clusters Score: Raw -10765.001450 + Penalty 477.479191 = -10287.522259 nChanged 3 SP:Iteration 7Q (18292.790000 sec): 3 clusters Score: Raw -10769.156849 + Penalty 477.479191 = -10291.677658 nChanged 3 SP:Iteration 8Q (18292.950000 sec): 3 clusters Score: Raw -10771.622549 + Penalty 477.479191 = -10294.143358 nChanged 0 SP:Iteration 9F (18293.170000 sec): 3 clusters Score: Raw -10771.622549 + Penalty 477.479191 = -10294.143358 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18293.210000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18293.420000 sec): 3 clusters Score: Raw -20089.960424 + Penalty 521.439080 = -19568.521344 nChanged 99 SP:Iteration 1F (18293.610000 sec): 3 clusters Score: Raw -20189.600532 + Penalty 521.439080 = -19668.161452 nChanged 30 SP:Iteration 2F (18293.810000 sec): 3 clusters Score: Raw -20227.331523 + Penalty 521.439080 = -19705.892443 nChanged 15 SP:Iteration 3Q (18294.050000 sec): 3 clusters Score: Raw -20244.022873 + Penalty 521.439080 = -19722.583792 nChanged 10 SP:Iteration 4Q (18294.220000 sec): 3 clusters Score: Raw -20255.140834 + Penalty 521.439080 = -19733.701754 nChanged 5 SP:Iteration 5Q (18294.400000 sec): 3 clusters Score: Raw -20258.677609 + Penalty 521.439080 = -19737.238529 nChanged 3 SP:Iteration 6Q (18294.610000 sec): 3 clusters Score: Raw -20260.580440 + Penalty 521.439080 = -19739.141359 nChanged 1 SP:Iteration 7Q (18294.820000 sec): 3 clusters Score: Raw -20261.247658 + Penalty 521.439080 = -19739.808578 nChanged 1 SP:Iteration 8Q (18295.030000 sec): 3 clusters Score: Raw -20261.666848 + Penalty 521.439080 = -19740.227768 nChanged 1 SP:Iteration 9Q (18295.220000 sec): 3 clusters Score: Raw -20262.738455 + Penalty 521.439080 = -19741.299375 nChanged 1 SP:Iteration 10Q (18295.450000 sec): 3 clusters Score: Raw -20263.881656 + Penalty 521.439080 = -19742.442576 nChanged 0 SP:Iteration 11F (18295.640000 sec): 3 clusters Score: Raw -20263.881656 + Penalty 521.439080 = -19742.442576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18295.700000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18295.940000 sec): 3 clusters Score: Raw -18536.524676 + Penalty 518.740365 = -18017.784310 nChanged 85 SP:Iteration 1F (18296.150000 sec): 3 clusters Score: Raw -18599.313970 + Penalty 518.740365 = -18080.573605 nChanged 23 SP:Iteration 2F (18296.350000 sec): 3 clusters Score: Raw -18622.881122 + Penalty 518.740365 = -18104.140757 nChanged 9 SP:Iteration 3Q (18296.510000 sec): 3 clusters Score: Raw -18629.777649 + Penalty 518.740365 = -18111.037284 nChanged 1 SP:Iteration 4Q (18296.690000 sec): 3 clusters Score: Raw -18630.110398 + Penalty 518.740365 = -18111.370033 nChanged 1 SP:Iteration 5Q (18296.820000 sec): 3 clusters Score: Raw -18630.406661 + Penalty 518.740365 = -18111.666295 nChanged 1 SP:Iteration 6Q (18297.020000 sec): 3 clusters Score: Raw -18631.282916 + Penalty 518.740365 = -18112.542551 nChanged 1 SP:Iteration 7Q (18297.190000 sec): 3 clusters Score: Raw -18631.748449 + Penalty 518.740365 = -18113.008084 nChanged 0 SP:Iteration 8F (18297.400000 sec): 3 clusters Score: Raw -18631.748449 + Penalty 518.740365 = -18113.008084 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18297.470000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18297.660000 sec): 3 clusters Score: Raw -6185.468713 + Penalty 426.912657 = -5758.556056 nChanged 23 SP:Iteration 1F (18297.860000 sec): 3 clusters Score: Raw -6248.891209 + Penalty 426.912657 = -5821.978552 nChanged 6 SP:Iteration 2F (18298.020000 sec): 3 clusters Score: Raw -6262.635034 + Penalty 426.912657 = -5835.722376 nChanged 2 SP:Iteration 3Q (18298.230000 sec): 3 clusters Score: Raw -6266.006627 + Penalty 426.912657 = -5839.093970 nChanged 0 SP:Iteration 4F (18298.370000 sec): 3 clusters Score: Raw -6266.006627 + Penalty 426.912657 = -5839.093970 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18298.490000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18298.660000 sec): 3 clusters Score: Raw -8492.551871 + Penalty 448.380085 = -8044.171785 nChanged 26 SP:Iteration 1F (18298.840000 sec): 3 clusters Score: Raw -8528.290661 + Penalty 448.380085 = -8079.910576 nChanged 4 SP:Iteration 2Q (18299.000000 sec): 3 clusters Score: Raw -8535.686803 + Penalty 448.380085 = -8087.306718 nChanged 1 SP:Iteration 3Q (18299.140000 sec): 3 clusters Score: Raw -8537.562365 + Penalty 448.380085 = -8089.182280 nChanged 2 SP:Iteration 4Q (18299.340000 sec): 3 clusters Score: Raw -8539.461650 + Penalty 448.380085 = -8091.081565 nChanged 1 SP:Iteration 5Q (18299.500000 sec): 3 clusters Score: Raw -8540.049451 + Penalty 448.380085 = -8091.669365 nChanged 0 SP:Iteration 6F (18299.660000 sec): 3 clusters Score: Raw -8540.049451 + Penalty 448.380085 = -8091.669365 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18299.740000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18299.940000 sec): 3 clusters Score: Raw -7105.821967 + Penalty 430.192292 = -6675.629676 nChanged 24 SP:Iteration 1F (18300.100000 sec): 3 clusters Score: Raw -7153.320695 + Penalty 430.192292 = -6723.128404 nChanged 6 SP:Iteration 2F (18300.280000 sec): 3 clusters Score: Raw -7163.102065 + Penalty 430.192292 = -6732.909774 nChanged 2 SP:Iteration 3Q (18300.440000 sec): 3 clusters Score: Raw -7167.196477 + Penalty 430.192292 = -6737.004185 nChanged 0 SP:Iteration 4F (18300.630000 sec): 3 clusters Score: Raw -7167.196477 + Penalty 430.192292 = -6737.004185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18300.760000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18300.920000 sec): 3 clusters Score: Raw -16033.135166 + Penalty 514.056656 = -15519.078511 nChanged 70 SP:Iteration 1F (18301.140000 sec): 3 clusters Score: Raw -16100.820214 + Penalty 514.056656 = -15586.763558 nChanged 22 SP:Iteration 2F (18301.330000 sec): 3 clusters Score: Raw -16127.395209 + Penalty 514.056656 = -15613.338553 nChanged 10 SP:Iteration 3Q (18301.550000 sec): 3 clusters Score: Raw -16143.444327 + Penalty 514.056656 = -15629.387671 nChanged 7 SP:Iteration 4Q (18301.740000 sec): 3 clusters Score: Raw -16153.154733 + Penalty 514.056656 = -15639.098078 nChanged 4 SP:Iteration 5Q (18301.920000 sec): 3 clusters Score: Raw -16155.871806 + Penalty 514.056656 = -15641.815151 nChanged 4 SP:Iteration 6Q (18302.100000 sec): 3 clusters Score: Raw -16160.725189 + Penalty 514.056656 = -15646.668534 nChanged 2 SP:Iteration 7Q (18302.290000 sec): 3 clusters Score: Raw -16161.761901 + Penalty 514.056656 = -15647.705245 nChanged 2 SP:Iteration 8Q (18302.520000 sec): 3 clusters Score: Raw -16163.121783 + Penalty 514.056656 = -15649.065128 nChanged 1 SP:Iteration 9Q (18302.680000 sec): 3 clusters Score: Raw -16163.376848 + Penalty 514.056656 = -15649.320192 nChanged 0 SP:Iteration 10F (18302.890000 sec): 3 clusters Score: Raw -16163.376848 + Penalty 514.056656 = -15649.320192 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18303.010000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18303.170000 sec): 3 clusters Score: Raw -2988.163431 + Penalty 375.569229 = -2612.594201 nChanged 9 SP:Iteration 1F (18303.290000 sec): 3 clusters Score: Raw -3014.229689 + Penalty 375.569229 = -2638.660460 nChanged 4 SP:Iteration 2F (18303.510000 sec): 3 clusters Score: Raw -3028.121840 + Penalty 375.569229 = -2652.552611 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18303.570000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18303.760000 sec): 3 clusters Score: Raw -10168.807413 + Penalty 464.087845 = -9704.719568 nChanged 40 SP:Iteration 1F (18303.980000 sec): 3 clusters Score: Raw -10218.872755 + Penalty 464.087845 = -9754.784910 nChanged 7 SP:Iteration 2Q (18304.170000 sec): 3 clusters Score: Raw -10231.990558 + Penalty 464.087845 = -9767.902713 nChanged 3 SP:Iteration 3Q (18304.410000 sec): 3 clusters Score: Raw -10238.629744 + Penalty 464.087845 = -9774.541899 nChanged 1 SP:Iteration 4Q (18304.560000 sec): 3 clusters Score: Raw -10239.167367 + Penalty 464.087845 = -9775.079522 nChanged 0 SP:Iteration 5F (18304.770000 sec): 3 clusters Score: Raw -10239.167367 + Penalty 464.087845 = -9775.079522 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18304.900000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18305.040000 sec): 3 clusters Score: Raw -17348.100507 + Penalty 519.044205 = -16829.056301 nChanged 89 SP:Iteration 1F (18305.220000 sec): 3 clusters Score: Raw -17417.038770 + Penalty 519.044205 = -16897.994565 nChanged 27 SP:Iteration 2F (18305.400000 sec): 3 clusters Score: Raw -17447.480667 + Penalty 519.044205 = -16928.436462 nChanged 13 SP:Iteration 3Q (18305.570000 sec): 3 clusters Score: Raw -17455.422336 + Penalty 519.044205 = -16936.378131 nChanged 6 SP:Iteration 4Q (18305.790000 sec): 3 clusters Score: Raw -17462.378137 + Penalty 519.044205 = -16943.333932 nChanged 4 SP:Iteration 5Q (18305.950000 sec): 3 clusters Score: Raw -17466.412806 + Penalty 519.044205 = -16947.368601 nChanged 2 SP:Iteration 6Q (18306.110000 sec): 3 clusters Score: Raw -17467.861359 + Penalty 519.044205 = -16948.817154 nChanged 1 SP:Iteration 7Q (18306.280000 sec): 3 clusters Score: Raw -17469.124156 + Penalty 519.044205 = -16950.079951 nChanged 2 SP:Iteration 8Q (18306.470000 sec): 3 clusters Score: Raw -17470.864695 + Penalty 519.044205 = -16951.820490 nChanged 0 SP:Iteration 9F (18306.680000 sec): 3 clusters Score: Raw -17470.864695 + Penalty 519.044205 = -16951.820490 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18306.800000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18306.980000 sec): 3 clusters Score: Raw -23180.763989 + Penalty 532.288555 = -22648.475434 nChanged 106 SP:Iteration 1F (18307.200000 sec): 3 clusters Score: Raw -23250.398312 + Penalty 532.288555 = -22718.109757 nChanged 20 SP:Iteration 2F (18307.360000 sec): 3 clusters Score: Raw -23268.433035 + Penalty 532.288555 = -22736.144480 nChanged 14 SP:Iteration 3Q (18307.530000 sec): 3 clusters Score: Raw -23278.442445 + Penalty 532.288555 = -22746.153890 nChanged 9 SP:Iteration 4Q (18307.780000 sec): 3 clusters Score: Raw -23285.004681 + Penalty 532.288555 = -22752.716126 nChanged 9 SP:Iteration 5Q (18307.930000 sec): 3 clusters Score: Raw -23294.574846 + Penalty 532.288555 = -22762.286292 nChanged 4 SP:Iteration 6Q (18308.160000 sec): 3 clusters Score: Raw -23298.482790 + Penalty 532.288555 = -22766.194235 nChanged 4 SP:Iteration 7Q (18308.310000 sec): 3 clusters Score: Raw -23301.639946 + Penalty 532.288555 = -22769.351391 nChanged 4 SP:Iteration 8Q (18308.510000 sec): 3 clusters Score: Raw -23303.302601 + Penalty 532.288555 = -22771.014046 nChanged 4 SP:Iteration 9Q (18308.670000 sec): 3 clusters Score: Raw -23306.117559 + Penalty 532.288555 = -22773.829004 nChanged 2 SP:Iteration 10Q (18308.830000 sec): 3 clusters Score: Raw -23306.627853 + Penalty 532.288555 = -22774.339298 nChanged 0 SP:Iteration 11F (18309.010000 sec): 3 clusters Score: Raw -23306.627853 + Penalty 532.288555 = -22774.339298 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18309.130000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18309.230000 sec): 3 clusters Score: Raw -9454.239776 + Penalty 461.270282 = -8992.969494 nChanged 48 SP:Iteration 1F (18309.450000 sec): 3 clusters Score: Raw -9522.370965 + Penalty 461.270282 = -9061.100683 nChanged 17 SP:Iteration 2F (18309.650000 sec): 3 clusters Score: Raw -9549.348503 + Penalty 461.270282 = -9088.078221 nChanged 8 SP:Iteration 3F (18309.850000 sec): 3 clusters Score: Raw -9563.219660 + Penalty 461.270282 = -9101.949378 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18309.960000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18310.140000 sec): 3 clusters Score: Raw -9777.150857 + Penalty 462.407797 = -9314.743060 nChanged 35 SP:Iteration 1F (18310.360000 sec): 3 clusters Score: Raw -9857.763319 + Penalty 462.407797 = -9395.355522 nChanged 10 SP:Iteration 2F (18310.540000 sec): 3 clusters Score: Raw -9889.371375 + Penalty 462.407797 = -9426.963578 nChanged 4 SP:Iteration 3Q (18310.730000 sec): 3 clusters Score: Raw -9902.755006 + Penalty 462.407797 = -9440.347209 nChanged 2 SP:Iteration 4Q (18310.890000 sec): 3 clusters Score: Raw -9905.675743 + Penalty 462.407797 = -9443.267946 nChanged 2 SP:Iteration 5Q (18311.050000 sec): 3 clusters Score: Raw -9907.779769 + Penalty 462.407797 = -9445.371972 nChanged 2 SP:Iteration 6Q (18311.220000 sec): 3 clusters Score: Raw -9908.729254 + Penalty 462.407797 = -9446.321456 nChanged 0 SP:Iteration 7F (18311.420000 sec): 3 clusters Score: Raw -9908.729254 + Penalty 462.407797 = -9446.321456 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18311.520000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18311.780000 sec): 3 clusters Score: Raw -19296.104642 + Penalty 527.164238 = -18768.940404 nChanged 107 SP:Iteration 1F (18312.000000 sec): 3 clusters Score: Raw -19416.145095 + Penalty 527.164238 = -18888.980856 nChanged 32 SP:Iteration 2F (18312.160000 sec): 3 clusters Score: Raw -19449.207000 + Penalty 527.164238 = -18922.042762 nChanged 12 SP:Iteration 3Q (18312.380000 sec): 3 clusters Score: Raw -19466.540154 + Penalty 527.164238 = -18939.375916 nChanged 6 SP:Iteration 4Q (18312.510000 sec): 3 clusters Score: Raw -19480.137391 + Penalty 527.164238 = -18952.973152 nChanged 13 SP:Iteration 5Q (18312.650000 sec): 3 clusters Score: Raw -19513.260899 + Penalty 527.164238 = -18986.096661 nChanged 2 SP:Iteration 6Q (18312.850000 sec): 3 clusters Score: Raw -19518.585127 + Penalty 527.164238 = -18991.420889 nChanged 2 SP:Iteration 7Q (18313.040000 sec): 3 clusters Score: Raw -19525.095831 + Penalty 527.164238 = -18997.931592 nChanged 2 SP:Iteration 8Q (18313.230000 sec): 3 clusters Score: Raw -19526.652107 + Penalty 527.164238 = -18999.487869 nChanged 4 SP:Iteration 9Q (18313.410000 sec): 3 clusters Score: Raw -19530.917216 + Penalty 527.164238 = -19003.752977 nChanged 1 SP:Iteration 10Q (18313.630000 sec): 3 clusters Score: Raw -19532.892639 + Penalty 527.164238 = -19005.728401 nChanged 3 SP:Iteration 11Q (18313.850000 sec): 3 clusters Score: Raw -19540.044069 + Penalty 527.164238 = -19012.879830 nChanged 5 SP:Iteration 12Q (18314.000000 sec): 3 clusters Score: Raw -19546.096033 + Penalty 527.164238 = -19018.931794 nChanged 7 SP:Iteration 13Q (18314.190000 sec): 3 clusters Score: Raw -19556.381355 + Penalty 527.164238 = -19029.217116 nChanged 6 SP:Iteration 14Q (18314.370000 sec): 3 clusters Score: Raw -19562.471064 + Penalty 527.164238 = -19035.306826 nChanged 5 SP:Iteration 15Q (18314.560000 sec): 3 clusters Score: Raw -19568.325850 + Penalty 527.164238 = -19041.161611 nChanged 0 SP:Iteration 16F (18314.760000 sec): 3 clusters Score: Raw -19568.325850 + Penalty 527.164238 = -19041.161611 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18314.870000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18315.020000 sec): 3 clusters Score: Raw -8131.054967 + Penalty 443.642956 = -7687.412011 nChanged 31 SP:Iteration 1F (18315.220000 sec): 3 clusters Score: Raw -8181.308895 + Penalty 443.642956 = -7737.665939 nChanged 6 SP:Iteration 2Q (18315.380000 sec): 3 clusters Score: Raw -8214.779882 + Penalty 443.642956 = -7771.136925 nChanged 6 SP:Iteration 3Q (18315.580000 sec): 3 clusters Score: Raw -8227.621507 + Penalty 443.642956 = -7783.978551 nChanged 1 SP:Iteration 4Q (18315.730000 sec): 3 clusters Score: Raw -8229.272967 + Penalty 443.642956 = -7785.630011 nChanged 1 SP:Iteration 5Q (18315.890000 sec): 3 clusters Score: Raw -8229.897296 + Penalty 443.642956 = -7786.254340 nChanged 1 SP:Iteration 6Q (18316.090000 sec): 3 clusters Score: Raw -8231.875675 + Penalty 443.642956 = -7788.232718 nChanged 0 SP:Iteration 7F (18316.280000 sec): 3 clusters Score: Raw -8231.875675 + Penalty 443.642956 = -7788.232718 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18316.420000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18316.580000 sec): 3 clusters Score: Raw -8048.127762 + Penalty 444.334975 = -7603.792787 nChanged 26 SP:Iteration 1F (18316.710000 sec): 3 clusters Score: Raw -8096.085141 + Penalty 444.334975 = -7651.750166 nChanged 7 SP:Iteration 2F (18316.870000 sec): 3 clusters Score: Raw -8108.417923 + Penalty 444.334975 = -7664.082948 nChanged 4 SP:Iteration 3Q (18317.060000 sec): 3 clusters Score: Raw -8117.842134 + Penalty 444.334975 = -7673.507159 nChanged 1 SP:Iteration 4Q (18317.240000 sec): 3 clusters Score: Raw -8121.135624 + Penalty 444.334975 = -7676.800649 nChanged 2 SP:Iteration 5Q (18317.460000 sec): 3 clusters Score: Raw -8126.158977 + Penalty 444.334975 = -7681.824002 nChanged 0 SP:Iteration 6F (18317.680000 sec): 3 clusters Score: Raw -8126.158977 + Penalty 444.334975 = -7681.824002 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18317.790000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18317.940000 sec): 3 clusters Score: Raw -22803.049692 + Penalty 543.847933 = -22259.201760 nChanged 127 SP:Iteration 1F (18318.130000 sec): 3 clusters Score: Raw -22889.073473 + Penalty 543.847933 = -22345.225541 nChanged 34 SP:Iteration 2F (18318.320000 sec): 3 clusters Score: Raw -22928.832321 + Penalty 543.847933 = -22384.984388 nChanged 25 SP:Iteration 3F (18318.520000 sec): 3 clusters Score: Raw -22955.928291 + Penalty 543.847933 = -22412.080358 nChanged 17 SP:Iteration 4Q (18318.700000 sec): 3 clusters Score: Raw -22973.547969 + Penalty 543.847933 = -22429.700036 nChanged 11 SP:Iteration 5Q (18318.890000 sec): 3 clusters Score: Raw -22984.474117 + Penalty 543.847933 = -22440.626185 nChanged 12 SP:Iteration 6Q (18319.050000 sec): 3 clusters Score: Raw -22998.500658 + Penalty 543.847933 = -22454.652726 nChanged 9 SP:Iteration 7Q (18319.260000 sec): 3 clusters Score: Raw -23006.969675 + Penalty 543.847933 = -22463.121742 nChanged 9 SP:Iteration 8Q (18319.430000 sec): 3 clusters Score: Raw -23020.635585 + Penalty 543.847933 = -22476.787653 nChanged 8 SP:Iteration 9Q (18319.630000 sec): 3 clusters Score: Raw -23028.796622 + Penalty 543.847933 = -22484.948690 nChanged 10 SP:Iteration 10Q (18319.840000 sec): 3 clusters Score: Raw -23044.959248 + Penalty 543.847933 = -22501.111315 nChanged 9 SP:Iteration 11Q (18320.020000 sec): 3 clusters Score: Raw -23054.519695 + Penalty 543.847933 = -22510.671762 nChanged 12 SP:Iteration 12Q (18320.230000 sec): 3 clusters Score: Raw -23070.414252 + Penalty 543.847933 = -22526.566319 nChanged 5 SP:Iteration 13Q (18320.390000 sec): 3 clusters Score: Raw -23085.822831 + Penalty 543.847933 = -22541.974898 nChanged 13 SP:Iteration 14Q (18320.540000 sec): 3 clusters Score: Raw -23115.992343 + Penalty 543.847933 = -22572.144411 nChanged 10 SP:Iteration 15Q (18320.720000 sec): 3 clusters Score: Raw -23139.872170 + Penalty 543.847933 = -22596.024237 nChanged 10 SP:Iteration 16Q (18320.880000 sec): 3 clusters Score: Raw -23171.094854 + Penalty 543.847933 = -22627.246921 nChanged 11 SP:Iteration 17Q (18321.060000 sec): 3 clusters Score: Raw -23192.183520 + Penalty 543.847933 = -22648.335588 nChanged 5 SP:Iteration 18Q (18321.200000 sec): 3 clusters Score: Raw -23199.936048 + Penalty 543.847933 = -22656.088115 nChanged 0 SP:Iteration 19F (18321.360000 sec): 3 clusters Score: Raw -23199.936048 + Penalty 543.847933 = -22656.088115 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18321.450000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18321.610000 sec): 3 clusters Score: Raw -4898.986687 + Penalty 417.232041 = -4481.754646 nChanged 23 SP:Iteration 1F (18321.830000 sec): 3 clusters Score: Raw -4978.087373 + Penalty 417.232041 = -4560.855332 nChanged 7 SP:Iteration 2F (18321.980000 sec): 3 clusters Score: Raw -5010.147780 + Penalty 417.232041 = -4592.915740 nChanged 4 SP:Iteration 3Q (18322.160000 sec): 3 clusters Score: Raw -5027.016331 + Penalty 417.232041 = -4609.784290 nChanged 2 SP:Iteration 4Q (18322.350000 sec): 3 clusters Score: Raw -5031.670772 + Penalty 417.232041 = -4614.438732 nChanged 0 SP:Iteration 5F (18322.560000 sec): 3 clusters Score: Raw -5031.670772 + Penalty 417.232041 = -4614.438732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18322.700000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18322.880000 sec): 3 clusters Score: Raw -8188.931979 + Penalty 450.980262 = -7737.951717 nChanged 43 SP:Iteration 1F (18323.060000 sec): 3 clusters Score: Raw -8261.138894 + Penalty 450.980262 = -7810.158632 nChanged 8 SP:Iteration 2F (18323.190000 sec): 3 clusters Score: Raw -8269.358546 + Penalty 450.980262 = -7818.378283 nChanged 2 SP:Iteration 3Q (18323.360000 sec): 3 clusters Score: Raw -8272.514956 + Penalty 450.980262 = -7821.534694 nChanged 2 SP:Iteration 4Q (18323.610000 sec): 3 clusters Score: Raw -8276.352908 + Penalty 450.980262 = -7825.372646 nChanged 0 SP:Iteration 5F (18323.800000 sec): 3 clusters Score: Raw -8276.352908 + Penalty 450.980262 = -7825.372646 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18323.860000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18324.070000 sec): 3 clusters Score: Raw -4497.175877 + Penalty 414.402797 = -4082.773080 nChanged 26 SP:Iteration 1F (18324.320000 sec): 3 clusters Score: Raw -4567.407910 + Penalty 414.402797 = -4153.005112 nChanged 3 SP:Iteration 2Q (18324.490000 sec): 3 clusters Score: Raw -4572.081302 + Penalty 414.402797 = -4157.678504 nChanged 2 SP:Iteration 3Q (18324.680000 sec): 3 clusters Score: Raw -4584.322404 + Penalty 414.402797 = -4169.919607 nChanged 1 SP:Iteration 4Q (18324.870000 sec): 3 clusters Score: Raw -4595.501940 + Penalty 414.402797 = -4181.099143 nChanged 0 SP:Iteration 5F (18325.030000 sec): 3 clusters Score: Raw -4595.501940 + Penalty 414.402797 = -4181.099143 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18325.080000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18325.270000 sec): 3 clusters Score: Raw -8501.409557 + Penalty 448.380085 = -8053.029471 nChanged 28 SP:Iteration 1F (18325.510000 sec): 3 clusters Score: Raw -8549.326960 + Penalty 448.380085 = -8100.946874 nChanged 9 SP:Iteration 2F (18325.680000 sec): 3 clusters Score: Raw -8573.108921 + Penalty 448.380085 = -8124.728836 nChanged 5 SP:Iteration 3Q (18325.810000 sec): 3 clusters Score: Raw -8588.567305 + Penalty 448.380085 = -8140.187220 nChanged 7 SP:Iteration 4F (18326.010000 sec): 3 clusters Score: Raw -8601.660252 + Penalty 448.380085 = -8153.280166 nChanged 1 SP:Iteration 5Q (18326.180000 sec): 3 clusters Score: Raw -8603.288657 + Penalty 448.380085 = -8154.908572 nChanged 0 SP:Iteration 6F (18326.340000 sec): 3 clusters Score: Raw -8603.288657 + Penalty 448.380085 = -8154.908572 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18326.390000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18326.630000 sec): 3 clusters Score: Raw -2006.919648 + Penalty 337.935058 = -1668.984590 nChanged 1 SP:Iteration 1Q (18326.810000 sec): 3 clusters Score: Raw -2009.316536 + Penalty 337.935058 = -1671.381478 nChanged 0 SP:Iteration 2F (18326.950000 sec): 3 clusters Score: Raw -2009.316536 + Penalty 337.935058 = -1671.381478 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18327.070000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18327.280000 sec): 3 clusters Score: Raw -30890.220317 + Penalty 573.204381 = -30317.015935 nChanged 206 SP:Iteration 1F (18327.480000 sec): 3 clusters Score: Raw -31026.493706 + Penalty 573.204381 = -30453.289325 nChanged 53 SP:Iteration 2F (18327.690000 sec): 3 clusters Score: Raw -31064.979592 + Penalty 573.204381 = -30491.775210 nChanged 22 SP:Iteration 3Q (18327.850000 sec): 3 clusters Score: Raw -31088.961953 + Penalty 573.204381 = -30515.757572 nChanged 17 SP:Iteration 4Q (18328.040000 sec): 3 clusters Score: Raw -31106.019169 + Penalty 573.204381 = -30532.814788 nChanged 14 SP:Iteration 5Q (18328.250000 sec): 3 clusters Score: Raw -31116.917568 + Penalty 573.204381 = -30543.713186 nChanged 9 SP:Iteration 6Q (18328.430000 sec): 3 clusters Score: Raw -31123.273602 + Penalty 573.204381 = -30550.069220 nChanged 9 SP:Iteration 7Q (18328.650000 sec): 3 clusters Score: Raw -31127.771580 + Penalty 573.204381 = -30554.567198 nChanged 10 SP:Iteration 8Q (18328.850000 sec): 3 clusters Score: Raw -31134.777098 + Penalty 573.204381 = -30561.572716 nChanged 7 SP:Iteration 9Q (18329.050000 sec): 3 clusters Score: Raw -31144.285569 + Penalty 573.204381 = -30571.081188 nChanged 7 SP:Iteration 10Q (18329.290000 sec): 3 clusters Score: Raw -31149.770449 + Penalty 573.204381 = -30576.566068 nChanged 4 SP:Iteration 11Q (18329.460000 sec): 3 clusters Score: Raw -31151.807865 + Penalty 573.204381 = -30578.603483 nChanged 3 SP:Iteration 12Q (18329.620000 sec): 3 clusters Score: Raw -31153.748331 + Penalty 573.204381 = -30580.543949 nChanged 6 SP:Iteration 13Q (18329.760000 sec): 3 clusters Score: Raw -31158.562340 + Penalty 573.204381 = -30585.357959 nChanged 5 SP:Iteration 14Q (18329.960000 sec): 3 clusters Score: Raw -31167.193409 + Penalty 573.204381 = -30593.989027 nChanged 9 SP:Iteration 15Q (18330.170000 sec): 3 clusters Score: Raw -31173.116554 + Penalty 573.204381 = -30599.912172 nChanged 3 SP:Iteration 16Q (18330.360000 sec): 3 clusters Score: Raw -31174.457005 + Penalty 573.204381 = -30601.252624 nChanged 0 SP:Iteration 17F (18330.570000 sec): 3 clusters Score: Raw -31174.457005 + Penalty 573.204381 = -30601.252624 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18330.680000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18330.860000 sec): 3 clusters Score: Raw -3268.597911 + Penalty 377.025260 = -2891.572651 nChanged 9 SP:Iteration 1F (18331.020000 sec): 3 clusters Score: Raw -3302.564213 + Penalty 377.025260 = -2925.538953 nChanged 6 SP:Iteration 2F (18331.250000 sec): 3 clusters Score: Raw -3351.708700 + Penalty 377.025260 = -2974.683440 nChanged 1 SP:Iteration 3Q (18331.430000 sec): 3 clusters Score: Raw -3356.266142 + Penalty 377.025260 = -2979.240882 nChanged 0 SP:Iteration 4F (18331.620000 sec): 3 clusters Score: Raw -3356.266142 + Penalty 377.025260 = -2979.240882 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18331.710000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18331.920000 sec): 3 clusters Score: Raw -6266.829676 + Penalty 439.376550 = -5827.453126 nChanged 28 SP:Iteration 1F (18332.100000 sec): 3 clusters Score: Raw -6313.986175 + Penalty 439.376550 = -5874.609625 nChanged 4 SP:Iteration 2Q (18332.240000 sec): 3 clusters Score: Raw -6321.510103 + Penalty 439.376550 = -5882.133553 nChanged 4 SP:Iteration 3Q (18332.430000 sec): 3 clusters Score: Raw -6331.796205 + Penalty 439.376550 = -5892.419655 nChanged 1 SP:Iteration 4Q (18332.600000 sec): 3 clusters Score: Raw -6332.966064 + Penalty 439.376550 = -5893.589514 nChanged 1 SP:Iteration 5Q (18332.830000 sec): 3 clusters Score: Raw -6333.735424 + Penalty 439.376550 = -5894.358874 nChanged 1 SP:Iteration 6Q (18333.000000 sec): 3 clusters Score: Raw -6334.499964 + Penalty 439.376550 = -5895.123414 nChanged 2 SP:Iteration 7Q (18333.140000 sec): 3 clusters Score: Raw -6336.895923 + Penalty 439.376550 = -5897.519373 nChanged 1 SP:Iteration 8Q (18333.300000 sec): 3 clusters Score: Raw -6337.894944 + Penalty 439.376550 = -5898.518393 nChanged 1 SP:Iteration 9Q (18333.500000 sec): 3 clusters Score: Raw -6340.079836 + Penalty 439.376550 = -5900.703286 nChanged 1 SP:Iteration 10Q (18333.690000 sec): 3 clusters Score: Raw -6343.207193 + Penalty 439.376550 = -5903.830643 nChanged 2 SP:Iteration 11Q (18333.920000 sec): 3 clusters Score: Raw -6357.471449 + Penalty 439.376550 = -5918.094899 nChanged 2 SP:Iteration 12Q (18334.100000 sec): 3 clusters Score: Raw -6364.345402 + Penalty 439.376550 = -5924.968852 nChanged 1 SP:Iteration 13Q (18334.320000 sec): 3 clusters Score: Raw -6365.698621 + Penalty 439.376550 = -5926.322071 nChanged 0 SP:Iteration 14F (18334.500000 sec): 3 clusters Score: Raw -6365.698621 + Penalty 439.376550 = -5926.322071 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18334.680000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18334.860000 sec): 3 clusters Score: Raw -3227.061908 + Penalty 404.281264 = -2822.780643 nChanged 13 SP:Iteration 1F (18335.060000 sec): 3 clusters Score: Raw -3262.649210 + Penalty 404.281264 = -2858.367945 nChanged 3 SP:Iteration 2Q (18335.290000 sec): 3 clusters Score: Raw -3274.764865 + Penalty 404.281264 = -2870.483600 nChanged 1 SP:Iteration 3Q (18335.450000 sec): 3 clusters Score: Raw -3278.782800 + Penalty 404.281264 = -2874.501535 nChanged 1 SP:Iteration 4Q (18335.660000 sec): 3 clusters Score: Raw -3283.533611 + Penalty 404.281264 = -2879.252346 nChanged 1 SP:Iteration 5Q (18335.820000 sec): 3 clusters Score: Raw -3287.196368 + Penalty 404.281264 = -2882.915104 nChanged 3 SP:Iteration 6Q (18335.990000 sec): 3 clusters Score: Raw -3316.864411 + Penalty 404.281264 = -2912.583147 nChanged 3 SP:Iteration 7Q (18336.180000 sec): 3 clusters Score: Raw -3331.721081 + Penalty 404.281264 = -2927.439817 nChanged 1 SP:Iteration 8Q (18336.350000 sec): 3 clusters Score: Raw -3336.545102 + Penalty 404.281264 = -2932.263838 nChanged 1 SP:Iteration 9Q (18336.570000 sec): 3 clusters Score: Raw -3360.967975 + Penalty 404.281264 = -2956.686711 nChanged 0 SP:Iteration 10F (18336.800000 sec): 3 clusters Score: Raw -3360.967975 + Penalty 404.281264 = -2956.686711 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18336.920000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18337.110000 sec): 3 clusters Score: Raw -3759.190695 + Penalty 391.669923 = -3367.520771 nChanged 10 SP:Iteration 1F (18337.260000 sec): 3 clusters Score: Raw -3803.735549 + Penalty 391.669923 = -3412.065626 nChanged 2 SP:Iteration 2Q (18337.450000 sec): 3 clusters Score: Raw -3805.139010 + Penalty 391.669923 = -3413.469086 nChanged 0 SP:Iteration 3F (18337.660000 sec): 3 clusters Score: Raw -3805.139010 + Penalty 391.669923 = -3413.469086 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18337.750000 sec): 2 clusters Score: Raw -1938.811321 + Penalty 177.077824 = -1761.733497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18337.960000 sec): 3 clusters Score: Raw -1995.169571 + Penalty 354.155647 = -1641.013924 nChanged 10 SP:Iteration 1F (18338.160000 sec): 3 clusters Score: Raw -2047.054319 + Penalty 354.155647 = -1692.898672 nChanged 2 SP:Iteration 2Q (18338.320000 sec): 3 clusters Score: Raw -2054.363819 + Penalty 354.155647 = -1700.208172 nChanged 2 SP:Iteration 3Q (18338.480000 sec): 3 clusters Score: Raw -2063.141324 + Penalty 354.155647 = -1708.985677 nChanged 1 SP:Iteration 4Q (18338.680000 sec): 3 clusters Score: Raw -2064.619648 + Penalty 354.155647 = -1710.464000 nChanged 0 SP:Iteration 5F (18338.860000 sec): 3 clusters Score: Raw -2064.619648 + Penalty 354.155647 = -1710.464000 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18338.950000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18339.140000 sec): 3 clusters Score: Raw -4828.169103 + Penalty 421.760338 = -4406.408765 nChanged 16 SP:Iteration 1F (18339.340000 sec): 3 clusters Score: Raw -4847.238947 + Penalty 421.760338 = -4425.478609 nChanged 3 SP:Iteration 2Q (18339.510000 sec): 3 clusters Score: Raw -4851.874658 + Penalty 421.760338 = -4430.114320 nChanged 2 SP:Iteration 3Q (18339.720000 sec): 3 clusters Score: Raw -4854.739176 + Penalty 421.760338 = -4432.978838 nChanged 2 SP:Iteration 4Q (18339.960000 sec): 3 clusters Score: Raw -4857.474004 + Penalty 421.760338 = -4435.713666 nChanged 1 SP:Iteration 5Q (18340.140000 sec): 3 clusters Score: Raw -4862.301833 + Penalty 421.760338 = -4440.541495 nChanged 0 SP:Iteration 6F (18340.320000 sec): 3 clusters Score: Raw -4862.301833 + Penalty 421.760338 = -4440.541495 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18340.430000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18340.630000 sec): 3 clusters Score: Raw -2594.106831 + Penalty 377.025260 = -2217.081571 nChanged 12 SP:Iteration 1F (18340.830000 sec): 3 clusters Score: Raw -2649.245108 + Penalty 377.025260 = -2272.219848 nChanged 3 SP:Iteration 2Q (18341.040000 sec): 3 clusters Score: Raw -2659.725861 + Penalty 377.025260 = -2282.700601 nChanged 2 SP:Iteration 3Q (18341.160000 sec): 3 clusters Score: Raw -2667.880714 + Penalty 377.025260 = -2290.855454 nChanged 0 SP:Iteration 4F (18341.340000 sec): 3 clusters Score: Raw -2667.880714 + Penalty 377.025260 = -2290.855454 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18341.450000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18341.640000 sec): 3 clusters Score: Raw -1192.024679 + Penalty 320.898808 = -871.125871 nChanged 2 SP:Iteration 1F (18341.850000 sec): 3 clusters Score: Raw -1210.645835 + Penalty 320.898808 = -889.747027 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18341.950000 sec): 2 clusters Score: Raw -3865.714267 + Penalty 202.140632 = -3663.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18342.100000 sec): 3 clusters Score: Raw -3944.558321 + Penalty 404.281264 = -3540.277057 nChanged 15 SP:Iteration 1F (18342.280000 sec): 3 clusters Score: Raw -3990.360030 + Penalty 404.281264 = -3586.078766 nChanged 5 SP:Iteration 2F (18342.460000 sec): 3 clusters Score: Raw -4003.431228 + Penalty 404.281264 = -3599.149964 nChanged 2 SP:Iteration 3Q (18342.600000 sec): 3 clusters Score: Raw -4008.891659 + Penalty 404.281264 = -3604.610395 nChanged 3 SP:Iteration 4Q (18342.820000 sec): 3 clusters Score: Raw -4020.680495 + Penalty 404.281264 = -3616.399231 nChanged 1 SP:Iteration 5Q (18342.960000 sec): 3 clusters Score: Raw -4022.324097 + Penalty 404.281264 = -3618.042832 nChanged 1 SP:Iteration 6Q (18343.160000 sec): 3 clusters Score: Raw -4025.341181 + Penalty 404.281264 = -3621.059916 nChanged 1 SP:Iteration 7Q (18343.370000 sec): 3 clusters Score: Raw -4026.164154 + Penalty 404.281264 = -3621.882890 nChanged 0 SP:Iteration 8F (18343.530000 sec): 3 clusters Score: Raw -4026.164154 + Penalty 404.281264 = -3621.882890 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18343.660000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18343.890000 sec): 3 clusters Score: Raw -10479.328270 + Penalty 490.405527 = -9988.922743 nChanged 65 SP:Iteration 1F (18344.080000 sec): 3 clusters Score: Raw -10559.430497 + Penalty 490.405527 = -10069.024969 nChanged 10 SP:Iteration 2Q (18344.240000 sec): 3 clusters Score: Raw -10584.070134 + Penalty 490.405527 = -10093.664607 nChanged 10 SP:Iteration 3Q (18344.440000 sec): 3 clusters Score: Raw -10615.919672 + Penalty 490.405527 = -10125.514145 nChanged 10 SP:Iteration 4Q (18344.670000 sec): 3 clusters Score: Raw -10638.023609 + Penalty 490.405527 = -10147.618082 nChanged 9 SP:Iteration 5Q (18344.800000 sec): 3 clusters Score: Raw -10652.762930 + Penalty 490.405527 = -10162.357403 nChanged 5 SP:Iteration 6Q (18344.980000 sec): 3 clusters Score: Raw -10659.390951 + Penalty 490.405527 = -10168.985423 nChanged 5 SP:Iteration 7Q (18345.180000 sec): 3 clusters Score: Raw -10675.909083 + Penalty 490.405527 = -10185.503556 nChanged 6 SP:Iteration 8Q (18345.380000 sec): 3 clusters Score: Raw -10691.043694 + Penalty 490.405527 = -10200.638167 nChanged 4 SP:Iteration 9Q (18345.560000 sec): 3 clusters Score: Raw -10695.875488 + Penalty 490.405527 = -10205.469961 nChanged 1 SP:Iteration 10Q (18345.740000 sec): 3 clusters Score: Raw -10697.117265 + Penalty 490.405527 = -10206.711738 nChanged 0 SP:Iteration 11F (18345.930000 sec): 3 clusters Score: Raw -10697.117265 + Penalty 490.405527 = -10206.711738 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18346.000000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18346.190000 sec): 3 clusters Score: Raw -1833.374467 + Penalty 346.406287 = -1486.968180 nChanged 5 SP:Iteration 1F (18346.400000 sec): 3 clusters Score: Raw -1844.564488 + Penalty 346.406287 = -1498.158202 nChanged 1 SP:Iteration 2Q (18346.540000 sec): 3 clusters Score: Raw -1849.936912 + Penalty 346.406287 = -1503.530626 nChanged 1 SP:Iteration 3Q (18346.770000 sec): 3 clusters Score: Raw -1856.360902 + Penalty 346.406287 = -1509.954616 nChanged 0 SP:Iteration 4F (18346.890000 sec): 3 clusters Score: Raw -1856.360902 + Penalty 346.406287 = -1509.954616 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 82 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18346.980000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18347.080000 sec): 2 clusters Score: Raw 62.343681 + Penalty 151.615305 = 213.958986 nChanged 11 SP:Iteration 1F (18347.180000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 Iteration 341F (18386.530000 sec): 83 clusters Score: Raw -24055140.292022 + Penalty 48071.149382 = -24007069.142641 nChanged 0 Compute initial score before splitting: Score: Raw -24055140.292022 + Penalty 48071.149382 = -24007069.142641 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18386.760000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18387.100000 sec): 3 clusters Score: Raw -2007150.963303 + Penalty 945.348165 = -2006205.615139 nChanged 15521 SP:Iteration 1F (18387.350000 sec): 3 clusters Score: Raw -2016297.967738 + Penalty 945.348165 = -2015352.619573 nChanged 1314 SP:Iteration 2Q (18387.640000 sec): 3 clusters Score: Raw -2016752.287674 + Penalty 945.348165 = -2015806.939509 nChanged 1379 SP:Iteration 3Q (18387.910000 sec): 3 clusters Score: Raw -2017327.591096 + Penalty 945.348165 = -2016382.242931 nChanged 1488 SP:Iteration 4Q (18388.180000 sec): 3 clusters Score: Raw -2018102.545488 + Penalty 945.348165 = -2017157.197324 nChanged 1693 SP:Iteration 5F (18388.460000 sec): 3 clusters Score: Raw -2019221.998164 + Penalty 945.348165 = -2018276.650000 nChanged 1947 SP:Iteration 6F (18388.800000 sec): 3 clusters Score: Raw -2020732.047017 + Penalty 945.348165 = -2019786.698853 nChanged 2038 SP:Iteration 7F (18389.060000 sec): 3 clusters Score: Raw -2022177.911996 + Penalty 945.348165 = -2021232.563831 nChanged 1538 SP:Iteration 8Q (18389.350000 sec): 3 clusters Score: Raw -2022875.969965 + Penalty 945.348165 = -2021930.621801 nChanged 935 SP:Iteration 9Q (18389.600000 sec): 3 clusters Score: Raw -2023158.085641 + Penalty 945.348165 = -2022212.737477 nChanged 604 SP:Iteration 10Q (18389.830000 sec): 3 clusters Score: Raw -2023310.470397 + Penalty 945.348165 = -2022365.122232 nChanged 482 SP:Iteration 11Q (18390.120000 sec): 3 clusters Score: Raw -2023435.426823 + Penalty 945.348165 = -2022490.078658 nChanged 468 SP:Iteration 12Q (18390.440000 sec): 3 clusters Score: Raw -2023555.597124 + Penalty 945.348165 = -2022610.248960 nChanged 468 SP:Iteration 13Q (18390.720000 sec): 3 clusters Score: Raw -2023673.465706 + Penalty 945.348165 = -2022728.117541 nChanged 446 SP:Iteration 14Q (18391.030000 sec): 3 clusters Score: Raw -2023773.466197 + Penalty 945.348165 = -2022828.118032 nChanged 406 SP:Iteration 15Q (18391.340000 sec): 3 clusters Score: Raw -2023877.757772 + Penalty 945.348165 = -2022932.409608 nChanged 433 SP:Iteration 16Q (18391.740000 sec): 3 clusters Score: Raw -2023997.921148 + Penalty 945.348165 = -2023052.572984 nChanged 490 SP:Iteration 17Q (18392.060000 sec): 3 clusters Score: Raw -2024148.747690 + Penalty 945.348165 = -2023203.399526 nChanged 498 SP:Iteration 18Q (18392.380000 sec): 3 clusters Score: Raw -2024304.458691 + Penalty 945.348165 = -2023359.110526 nChanged 501 SP:Iteration 19Q (18392.700000 sec): 3 clusters Score: Raw -2024478.664028 + Penalty 945.348165 = -2023533.315863 nChanged 556 SP:Iteration 20F (18393.020000 sec): 3 clusters Score: Raw -2024691.618570 + Penalty 945.348165 = -2023746.270406 nChanged 594 SP:Iteration 21Q (18393.380000 sec): 3 clusters Score: Raw -2024931.891247 + Penalty 945.348165 = -2023986.543083 nChanged 612 SP:Iteration 22Q (18393.650000 sec): 3 clusters Score: Raw -2025200.412849 + Penalty 945.348165 = -2024255.064684 nChanged 662 SP:Iteration 23Q (18393.950000 sec): 3 clusters Score: Raw -2025515.391143 + Penalty 945.348165 = -2024570.042978 nChanged 640 SP:Iteration 24Q (18394.200000 sec): 3 clusters Score: Raw -2025812.904943 + Penalty 945.348165 = -2024867.556778 nChanged 637 SP:Iteration 25Q (18394.470000 sec): 3 clusters Score: Raw -2026099.371567 + Penalty 945.348165 = -2025154.023403 nChanged 576 SP:Iteration 26Q (18394.720000 sec): 3 clusters Score: Raw -2026343.449245 + Penalty 945.348165 = -2025398.101080 nChanged 536 SP:Iteration 27Q (18395.010000 sec): 3 clusters Score: Raw -2026563.220869 + Penalty 945.348165 = -2025617.872704 nChanged 526 SP:Iteration 28Q (18395.360000 sec): 3 clusters Score: Raw -2026764.165006 + Penalty 945.348165 = -2025818.816842 nChanged 464 SP:Iteration 29Q (18395.640000 sec): 3 clusters Score: Raw -2026924.490840 + Penalty 945.348165 = -2025979.142676 nChanged 450 SP:Iteration 30Q (18395.950000 sec): 3 clusters Score: Raw -2027073.713273 + Penalty 945.348165 = -2026128.365108 nChanged 391 SP:Iteration 31Q (18396.230000 sec): 3 clusters Score: Raw -2027190.249148 + Penalty 945.348165 = -2026244.900983 nChanged 376 SP:Iteration 32Q (18396.490000 sec): 3 clusters Score: Raw -2027294.351088 + Penalty 945.348165 = -2026349.002924 nChanged 353 SP:Iteration 33Q (18396.790000 sec): 3 clusters Score: Raw -2027393.782644 + Penalty 945.348165 = -2026448.434480 nChanged 334 SP:Iteration 34Q (18397.080000 sec): 3 clusters Score: Raw -2027485.555004 + Penalty 945.348165 = -2026540.206840 nChanged 309 SP:Iteration 35Q (18397.360000 sec): 3 clusters Score: Raw -2027566.510649 + Penalty 945.348165 = -2026621.162484 nChanged 290 SP:Iteration 36Q (18397.650000 sec): 3 clusters Score: Raw -2027643.853402 + Penalty 945.348165 = -2026698.505238 nChanged 280 SP:Iteration 37Q (18397.900000 sec): 3 clusters Score: Raw -2027712.812768 + Penalty 945.348165 = -2026767.464604 nChanged 258 SP:Iteration 38Q (18398.140000 sec): 3 clusters Score: Raw -2027773.595573 + Penalty 945.348165 = -2026828.247408 nChanged 247 SP:Iteration 39Q (18398.430000 sec): 3 clusters Score: Raw -2027832.902998 + Penalty 945.348165 = -2026887.554833 nChanged 241 SP:Iteration 40F (18398.710000 sec): 3 clusters Score: Raw -2027904.513468 + Penalty 945.348165 = -2026959.165303 nChanged 245 SP:Iteration 41Q (18398.950000 sec): 3 clusters Score: Raw -2027965.505399 + Penalty 945.348165 = -2027020.157235 nChanged 211 SP:Iteration 42Q (18399.220000 sec): 3 clusters Score: Raw -2028010.825791 + Penalty 945.348165 = -2027065.477627 nChanged 184 SP:Iteration 43Q (18399.460000 sec): 3 clusters Score: Raw -2028046.287633 + Penalty 945.348165 = -2027100.939469 nChanged 135 SP:Iteration 44Q (18399.710000 sec): 3 clusters Score: Raw -2028066.325251 + Penalty 945.348165 = -2027120.977087 nChanged 107 SP:Iteration 45Q (18399.960000 sec): 3 clusters Score: Raw -2028079.854801 + Penalty 945.348165 = -2027134.506636 nChanged 94 SP:Iteration 46Q (18400.200000 sec): 3 clusters Score: Raw -2028091.398464 + Penalty 945.348165 = -2027146.050299 nChanged 94 SP:Iteration 47Q (18400.490000 sec): 3 clusters Score: Raw -2028102.296159 + Penalty 945.348165 = -2027156.947995 nChanged 90 SP:Iteration 48Q (18400.730000 sec): 3 clusters Score: Raw -2028112.113726 + Penalty 945.348165 = -2027166.765561 nChanged 78 SP:Iteration 49Q (18401.030000 sec): 3 clusters Score: Raw -2028120.759473 + Penalty 945.348165 = -2027175.411309 nChanged 83 SP:Iteration 50Q (18401.260000 sec): 3 clusters Score: Raw -2028130.033876 + Penalty 945.348165 = -2027184.685712 nChanged 67 SP:Iteration 51Q (18401.500000 sec): 3 clusters Score: Raw -2028136.801809 + Penalty 945.348165 = -2027191.453645 nChanged 69 SP:Iteration 52Q (18401.760000 sec): 3 clusters Score: Raw -2028143.323379 + Penalty 945.348165 = -2027197.975215 nChanged 66 SP:Iteration 53Q (18402.020000 sec): 3 clusters Score: Raw -2028149.725263 + Penalty 945.348165 = -2027204.377098 nChanged 55 SP:Iteration 54Q (18402.280000 sec): 3 clusters Score: Raw -2028155.368835 + Penalty 945.348165 = -2027210.020671 nChanged 62 SP:Iteration 55Q (18402.530000 sec): 3 clusters Score: Raw -2028161.012647 + Penalty 945.348165 = -2027215.664482 nChanged 51 SP:Iteration 56Q (18402.800000 sec): 3 clusters Score: Raw -2028165.784967 + Penalty 945.348165 = -2027220.436803 nChanged 51 SP:Iteration 57Q (18403.060000 sec): 3 clusters Score: Raw -2028170.781052 + Penalty 945.348165 = -2027225.432887 nChanged 55 SP:Iteration 58Q (18403.380000 sec): 3 clusters Score: Raw -2028176.453088 + Penalty 945.348165 = -2027231.104924 nChanged 54 SP:Iteration 59Q (18403.680000 sec): 3 clusters Score: Raw -2028181.176596 + Penalty 945.348165 = -2027235.828432 nChanged 47 SP:Iteration 60F (18404.020000 sec): 3 clusters Score: Raw -2028185.267671 + Penalty 945.348165 = -2027239.919506 nChanged 50 SP:Iteration 61Q (18404.280000 sec): 3 clusters Score: Raw -2028189.558835 + Penalty 945.348165 = -2027244.210671 nChanged 44 SP:Iteration 62Q (18404.520000 sec): 3 clusters Score: Raw -2028193.145501 + Penalty 945.348165 = -2027247.797336 nChanged 39 SP:Iteration 63Q (18404.820000 sec): 3 clusters Score: Raw -2028196.133159 + Penalty 945.348165 = -2027250.784995 nChanged 49 SP:Iteration 64Q (18405.110000 sec): 3 clusters Score: Raw -2028199.664374 + Penalty 945.348165 = -2027254.316209 nChanged 41 SP:Iteration 65Q (18405.370000 sec): 3 clusters Score: Raw -2028202.390555 + Penalty 945.348165 = -2027257.042390 nChanged 38 SP:Iteration 66Q (18405.640000 sec): 3 clusters Score: Raw -2028204.763170 + Penalty 945.348165 = -2027259.415005 nChanged 32 SP:Iteration 67Q (18405.870000 sec): 3 clusters Score: Raw -2028206.698132 + Penalty 945.348165 = -2027261.349967 nChanged 31 SP:Iteration 68Q (18406.130000 sec): 3 clusters Score: Raw -2028208.718421 + Penalty 945.348165 = -2027263.370256 nChanged 31 SP:Iteration 69Q (18406.400000 sec): 3 clusters Score: Raw -2028210.675436 + Penalty 945.348165 = -2027265.327271 nChanged 29 SP:Iteration 70Q (18406.690000 sec): 3 clusters Score: Raw -2028212.939460 + Penalty 945.348165 = -2027267.591296 nChanged 32 SP:Iteration 71Q (18406.960000 sec): 3 clusters Score: Raw -2028215.981971 + Penalty 945.348165 = -2027270.633806 nChanged 33 SP:Iteration 72Q (18407.210000 sec): 3 clusters Score: Raw -2028219.245273 + Penalty 945.348165 = -2027273.897108 nChanged 30 SP:Iteration 73Q (18407.500000 sec): 3 clusters Score: Raw -2028222.517285 + Penalty 945.348165 = -2027277.169121 nChanged 33 SP:Iteration 74Q (18407.740000 sec): 3 clusters Score: Raw -2028225.146721 + Penalty 945.348165 = -2027279.798556 nChanged 24 SP:Iteration 75Q (18407.980000 sec): 3 clusters Score: Raw -2028227.086166 + Penalty 945.348165 = -2027281.738001 nChanged 29 SP:Iteration 76Q (18408.260000 sec): 3 clusters Score: Raw -2028228.940232 + Penalty 945.348165 = -2027283.592067 nChanged 22 SP:Iteration 77Q (18408.510000 sec): 3 clusters Score: Raw -2028230.535610 + Penalty 945.348165 = -2027285.187446 nChanged 24 SP:Iteration 78Q (18408.770000 sec): 3 clusters Score: Raw -2028232.263137 + Penalty 945.348165 = -2027286.914973 nChanged 33 SP:Iteration 79Q (18409.060000 sec): 3 clusters Score: Raw -2028234.708552 + Penalty 945.348165 = -2027289.360387 nChanged 35 SP:Iteration 80F (18409.340000 sec): 3 clusters Score: Raw -2028237.371131 + Penalty 945.348165 = -2027292.022967 nChanged 38 SP:Iteration 81Q (18409.590000 sec): 3 clusters Score: Raw -2028240.445769 + Penalty 945.348165 = -2027295.097604 nChanged 47 SP:Iteration 82Q (18409.850000 sec): 3 clusters Score: Raw -2028244.903521 + Penalty 945.348165 = -2027299.555357 nChanged 45 SP:Iteration 83Q (18410.090000 sec): 3 clusters Score: Raw -2028249.141573 + Penalty 945.348165 = -2027303.793409 nChanged 45 SP:Iteration 84Q (18410.360000 sec): 3 clusters Score: Raw -2028253.726237 + Penalty 945.348165 = -2027308.378072 nChanged 50 SP:Iteration 85Q (18410.630000 sec): 3 clusters Score: Raw -2028259.042289 + Penalty 945.348165 = -2027313.694124 nChanged 53 SP:Iteration 86Q (18410.910000 sec): 3 clusters Score: Raw -2028265.269681 + Penalty 945.348165 = -2027319.921517 nChanged 52 SP:Iteration 87Q (18411.160000 sec): 3 clusters Score: Raw -2028271.205414 + Penalty 945.348165 = -2027325.857250 nChanged 47 SP:Iteration 88Q (18411.460000 sec): 3 clusters Score: Raw -2028276.309980 + Penalty 945.348165 = -2027330.961816 nChanged 44 SP:Iteration 89Q (18411.710000 sec): 3 clusters Score: Raw -2028280.661243 + Penalty 945.348165 = -2027335.313079 nChanged 52 SP:Iteration 90Q (18411.980000 sec): 3 clusters Score: Raw -2028285.959003 + Penalty 945.348165 = -2027340.610838 nChanged 56 SP:Iteration 91Q (18412.240000 sec): 3 clusters Score: Raw -2028291.774341 + Penalty 945.348165 = -2027346.426176 nChanged 45 SP:Iteration 92Q (18412.510000 sec): 3 clusters Score: Raw -2028296.123639 + Penalty 945.348165 = -2027350.775475 nChanged 50 SP:Iteration 93Q (18412.790000 sec): 3 clusters Score: Raw -2028301.612810 + Penalty 945.348165 = -2027356.264645 nChanged 45 SP:Iteration 94Q (18413.040000 sec): 3 clusters Score: Raw -2028306.145340 + Penalty 945.348165 = -2027360.797176 nChanged 34 SP:Iteration 95Q (18413.370000 sec): 3 clusters Score: Raw -2028308.700172 + Penalty 945.348165 = -2027363.352007 nChanged 29 SP:Iteration 96Q (18413.670000 sec): 3 clusters Score: Raw -2028311.066842 + Penalty 945.348165 = -2027365.718677 nChanged 34 SP:Iteration 97Q (18413.950000 sec): 3 clusters Score: Raw -2028313.770425 + Penalty 945.348165 = -2027368.422260 nChanged 32 SP:Iteration 98Q (18414.290000 sec): 3 clusters Score: Raw -2028316.369959 + Penalty 945.348165 = -2027371.021795 nChanged 35 SP:Iteration 99Q (18414.520000 sec): 3 clusters Score: Raw -2028319.644804 + Penalty 945.348165 = -2027374.296639 nChanged 36 SP:Iteration 100F (18414.830000 sec): 3 clusters Score: Raw -2028323.999884 + Penalty 945.348165 = -2027378.651719 nChanged 47 SP:Iteration 101Q (18415.090000 sec): 3 clusters Score: Raw -2028329.852961 + Penalty 945.348165 = -2027384.504796 nChanged 43 SP:Iteration 102Q (18415.370000 sec): 3 clusters Score: Raw -2028334.519179 + Penalty 945.348165 = -2027389.171015 nChanged 43 SP:Iteration 103Q (18415.640000 sec): 3 clusters Score: Raw -2028338.666900 + Penalty 945.348165 = -2027393.318735 nChanged 33 SP:Iteration 104Q (18415.900000 sec): 3 clusters Score: Raw -2028341.968329 + Penalty 945.348165 = -2027396.620165 nChanged 41 SP:Iteration 105Q (18416.220000 sec): 3 clusters Score: Raw -2028345.649452 + Penalty 945.348165 = -2027400.301288 nChanged 35 SP:Iteration 106Q (18416.440000 sec): 3 clusters Score: Raw -2028348.891070 + Penalty 945.348165 = -2027403.542906 nChanged 35 SP:Iteration 107Q (18416.750000 sec): 3 clusters Score: Raw -2028352.786812 + Penalty 945.348165 = -2027407.438647 nChanged 46 SP:Iteration 108Q (18417.050000 sec): 3 clusters Score: Raw -2028358.075036 + Penalty 945.348165 = -2027412.726871 nChanged 39 SP:Iteration 109Q (18417.330000 sec): 3 clusters Score: Raw -2028363.191602 + Penalty 945.348165 = -2027417.843437 nChanged 44 SP:Iteration 110Q (18417.660000 sec): 3 clusters Score: Raw -2028368.742219 + Penalty 945.348165 = -2027423.394055 nChanged 43 SP:Iteration 111Q (18417.940000 sec): 3 clusters Score: Raw -2028374.197908 + Penalty 945.348165 = -2027428.849744 nChanged 46 SP:Iteration 112Q (18418.290000 sec): 3 clusters Score: Raw -2028379.169321 + Penalty 945.348165 = -2027433.821156 nChanged 43 SP:Iteration 113Q (18418.560000 sec): 3 clusters Score: Raw -2028385.369870 + Penalty 945.348165 = -2027440.021705 nChanged 47 SP:Iteration 114Q (18418.800000 sec): 3 clusters Score: Raw -2028391.979638 + Penalty 945.348165 = -2027446.631473 nChanged 44 SP:Iteration 115Q (18419.200000 sec): 3 clusters Score: Raw -2028397.388090 + Penalty 945.348165 = -2027452.039926 nChanged 41 SP:Iteration 116Q (18419.480000 sec): 3 clusters Score: Raw -2028402.210723 + Penalty 945.348165 = -2027456.862559 nChanged 33 SP:Iteration 117Q (18419.840000 sec): 3 clusters Score: Raw -2028406.170993 + Penalty 945.348165 = -2027460.822829 nChanged 32 SP:Iteration 118Q (18420.100000 sec): 3 clusters Score: Raw -2028409.906107 + Penalty 945.348165 = -2027464.557943 nChanged 31 SP:Iteration 119Q (18420.400000 sec): 3 clusters Score: Raw -2028413.540896 + Penalty 945.348165 = -2027468.192731 nChanged 27 SP:Iteration 120F (18420.690000 sec): 3 clusters Score: Raw -2028417.610973 + Penalty 945.348165 = -2027472.262808 nChanged 29 SP:Iteration 121Q (18421.010000 sec): 3 clusters Score: Raw -2028420.575823 + Penalty 945.348165 = -2027475.227658 nChanged 25 SP:Iteration 122Q (18421.290000 sec): 3 clusters Score: Raw -2028423.700870 + Penalty 945.348165 = -2027478.352705 nChanged 29 SP:Iteration 123Q (18421.570000 sec): 3 clusters Score: Raw -2028426.928664 + Penalty 945.348165 = -2027481.580500 nChanged 19 SP:Iteration 124Q (18421.850000 sec): 3 clusters Score: Raw -2028428.236685 + Penalty 945.348165 = -2027482.888521 nChanged 8 SP:Iteration 125Q (18422.180000 sec): 3 clusters Score: Raw -2028428.671966 + Penalty 945.348165 = -2027483.323802 nChanged 9 SP:Iteration 126Q (18422.470000 sec): 3 clusters Score: Raw -2028429.535017 + Penalty 945.348165 = -2027484.186853 nChanged 11 SP:Iteration 127Q (18422.810000 sec): 3 clusters Score: Raw -2028430.450301 + Penalty 945.348165 = -2027485.102137 nChanged 10 SP:Iteration 128Q (18423.070000 sec): 3 clusters Score: Raw -2028431.167889 + Penalty 945.348165 = -2027485.819725 nChanged 10 SP:Iteration 129Q (18423.340000 sec): 3 clusters Score: Raw -2028431.881161 + Penalty 945.348165 = -2027486.532996 nChanged 12 SP:Iteration 130Q (18423.680000 sec): 3 clusters Score: Raw -2028432.671425 + Penalty 945.348165 = -2027487.323260 nChanged 10 SP:Iteration 131Q (18423.950000 sec): 3 clusters Score: Raw -2028433.251016 + Penalty 945.348165 = -2027487.902852 nChanged 11 SP:Iteration 132Q (18424.290000 sec): 3 clusters Score: Raw -2028434.332949 + Penalty 945.348165 = -2027488.984784 nChanged 15 SP:Iteration 133Q (18424.570000 sec): 3 clusters Score: Raw -2028435.930249 + Penalty 945.348165 = -2027490.582085 nChanged 14 SP:Iteration 134Q (18424.870000 sec): 3 clusters Score: Raw -2028437.299557 + Penalty 945.348165 = -2027491.951393 nChanged 16 SP:Iteration 135Q (18425.120000 sec): 3 clusters Score: Raw -2028438.736003 + Penalty 945.348165 = -2027493.387838 nChanged 13 SP:Iteration 136Q (18425.370000 sec): 3 clusters Score: Raw -2028439.434983 + Penalty 945.348165 = -2027494.086819 nChanged 9 SP:Iteration 137Q (18425.640000 sec): 3 clusters Score: Raw -2028439.849162 + Penalty 945.348165 = -2027494.500997 nChanged 8 SP:Iteration 138Q (18425.960000 sec): 3 clusters Score: Raw -2028440.244851 + Penalty 945.348165 = -2027494.896686 nChanged 5 SP:Iteration 139Q (18426.260000 sec): 3 clusters Score: Raw -2028440.404262 + Penalty 945.348165 = -2027495.056097 nChanged 3 SP:Iteration 140F (18426.550000 sec): 3 clusters Score: Raw -2028440.757007 + Penalty 945.348165 = -2027495.408843 nChanged 4 SP:Iteration 141Q (18426.810000 sec): 3 clusters Score: Raw -2028440.918513 + Penalty 945.348165 = -2027495.570348 nChanged 2 SP:Iteration 142Q (18427.150000 sec): 3 clusters Score: Raw -2028441.017726 + Penalty 945.348165 = -2027495.669561 nChanged 2 SP:Iteration 143Q (18427.460000 sec): 3 clusters Score: Raw -2028441.228618 + Penalty 945.348165 = -2027495.880453 nChanged 5 SP:Iteration 144Q (18427.750000 sec): 3 clusters Score: Raw -2028441.565835 + Penalty 945.348165 = -2027496.217671 nChanged 6 SP:Iteration 145Q (18428.040000 sec): 3 clusters Score: Raw -2028441.833538 + Penalty 945.348165 = -2027496.485373 nChanged 4 SP:Iteration 146Q (18428.300000 sec): 3 clusters Score: Raw -2028441.963060 + Penalty 945.348165 = -2027496.614896 nChanged 2 SP:Iteration 147Q (18428.560000 sec): 3 clusters Score: Raw -2028442.129149 + Penalty 945.348165 = -2027496.780984 nChanged 2 SP:Iteration 148Q (18428.870000 sec): 3 clusters Score: Raw -2028442.177565 + Penalty 945.348165 = -2027496.829401 nChanged 2 SP:Iteration 149Q (18429.130000 sec): 3 clusters Score: Raw -2028442.238587 + Penalty 945.348165 = -2027496.890423 nChanged 0 SP:Iteration 150F (18429.450000 sec): 3 clusters Score: Raw -2028442.238587 + Penalty 945.348165 = -2027496.890423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18429.550000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18429.740000 sec): 3 clusters Score: Raw -78842.295378 + Penalty 651.069997 = -78191.225380 nChanged 525 SP:Iteration 1F (18429.950000 sec): 3 clusters Score: Raw -79198.758761 + Penalty 651.069997 = -78547.688763 nChanged 130 SP:Iteration 2F (18430.100000 sec): 3 clusters Score: Raw -79334.313517 + Penalty 651.069997 = -78683.243520 nChanged 104 SP:Iteration 3F (18430.300000 sec): 3 clusters Score: Raw -79438.048999 + Penalty 651.069997 = -78786.979001 nChanged 87 SP:Iteration 4F (18430.470000 sec): 3 clusters Score: Raw -79520.853388 + Penalty 651.069997 = -78869.783390 nChanged 68 SP:Iteration 5F (18430.660000 sec): 3 clusters Score: Raw -79573.829078 + Penalty 651.069997 = -78922.759080 nChanged 45 SP:Iteration 6Q (18430.840000 sec): 3 clusters Score: Raw -79605.565001 + Penalty 651.069997 = -78954.495003 nChanged 32 SP:Iteration 7Q (18431.030000 sec): 3 clusters Score: Raw -79623.741447 + Penalty 651.069997 = -78972.671450 nChanged 19 SP:Iteration 8Q (18431.270000 sec): 3 clusters Score: Raw -79630.299676 + Penalty 651.069997 = -78979.229678 nChanged 12 SP:Iteration 9Q (18431.450000 sec): 3 clusters Score: Raw -79634.101470 + Penalty 651.069997 = -78983.031473 nChanged 9 SP:Iteration 10Q (18431.640000 sec): 3 clusters Score: Raw -79637.455562 + Penalty 651.069997 = -78986.385565 nChanged 3 SP:Iteration 11Q (18431.790000 sec): 3 clusters Score: Raw -79638.879423 + Penalty 651.069997 = -78987.809425 nChanged 2 SP:Iteration 12Q (18431.970000 sec): 3 clusters Score: Raw -79639.192448 + Penalty 651.069997 = -78988.122451 nChanged 0 SP:Iteration 13F (18432.160000 sec): 3 clusters Score: Raw -79639.192448 + Penalty 651.069997 = -78988.122451 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18432.250000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18432.450000 sec): 3 clusters Score: Raw -3560.769014 + Penalty 392.891418 = -3167.877596 nChanged 14 SP:Iteration 1F (18432.640000 sec): 3 clusters Score: Raw -3596.168650 + Penalty 392.891418 = -3203.277232 nChanged 3 SP:Iteration 2Q (18432.820000 sec): 3 clusters Score: Raw -3634.995958 + Penalty 392.891418 = -3242.104540 nChanged 5 SP:Iteration 3F (18433.060000 sec): 3 clusters Score: Raw -3650.160404 + Penalty 392.891418 = -3257.268986 nChanged 2 SP:Iteration 4Q (18433.260000 sec): 3 clusters Score: Raw -3653.601237 + Penalty 392.891418 = -3260.709818 nChanged 1 SP:Iteration 5Q (18433.420000 sec): 3 clusters Score: Raw -3654.920145 + Penalty 392.891418 = -3262.028727 nChanged 1 SP:Iteration 6Q (18433.670000 sec): 3 clusters Score: Raw -3657.075029 + Penalty 392.891418 = -3264.183611 nChanged 0 SP:Iteration 7F (18433.880000 sec): 3 clusters Score: Raw -3657.075029 + Penalty 392.891418 = -3264.183611 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18433.950000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18434.130000 sec): 3 clusters Score: Raw -8940.330713 + Penalty 461.840817 = -8478.489896 nChanged 39 SP:Iteration 1F (18434.310000 sec): 3 clusters Score: Raw -9000.820748 + Penalty 461.840817 = -8538.979931 nChanged 14 SP:Iteration 2F (18434.510000 sec): 3 clusters Score: Raw -9029.208522 + Penalty 461.840817 = -8567.367705 nChanged 9 SP:Iteration 3F (18434.730000 sec): 3 clusters Score: Raw -9069.299678 + Penalty 461.840817 = -8607.458860 nChanged 6 SP:Iteration 4Q (18434.860000 sec): 3 clusters Score: Raw -9084.034885 + Penalty 461.840817 = -8622.194068 nChanged 6 SP:Iteration 5Q (18435.020000 sec): 3 clusters Score: Raw -9092.993020 + Penalty 461.840817 = -8631.152203 nChanged 1 SP:Iteration 6Q (18435.220000 sec): 3 clusters Score: Raw -9093.802395 + Penalty 461.840817 = -8631.961577 nChanged 0 SP:Iteration 7F (18435.380000 sec): 3 clusters Score: Raw -9093.802395 + Penalty 461.840817 = -8631.961577 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18435.490000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18435.700000 sec): 3 clusters Score: Raw -24613.803533 + Penalty 552.015836 = -24061.787697 nChanged 148 SP:Iteration 1F (18435.910000 sec): 3 clusters Score: Raw -24763.341894 + Penalty 552.015836 = -24211.326058 nChanged 31 SP:Iteration 2F (18436.090000 sec): 3 clusters Score: Raw -24794.946421 + Penalty 552.015836 = -24242.930585 nChanged 19 SP:Iteration 3Q (18436.260000 sec): 3 clusters Score: Raw -24813.248116 + Penalty 552.015836 = -24261.232280 nChanged 14 SP:Iteration 4Q (18436.440000 sec): 3 clusters Score: Raw -24842.785435 + Penalty 552.015836 = -24290.769599 nChanged 15 SP:Iteration 5Q (18436.660000 sec): 3 clusters Score: Raw -24866.557875 + Penalty 552.015836 = -24314.542039 nChanged 9 SP:Iteration 6Q (18436.850000 sec): 3 clusters Score: Raw -24881.495050 + Penalty 552.015836 = -24329.479214 nChanged 9 SP:Iteration 7Q (18437.070000 sec): 3 clusters Score: Raw -24896.546051 + Penalty 552.015836 = -24344.530214 nChanged 12 SP:Iteration 8Q (18437.240000 sec): 3 clusters Score: Raw -24912.687307 + Penalty 552.015836 = -24360.671471 nChanged 9 SP:Iteration 9Q (18437.420000 sec): 3 clusters Score: Raw -24919.660747 + Penalty 552.015836 = -24367.644911 nChanged 5 SP:Iteration 10Q (18437.640000 sec): 3 clusters Score: Raw -24927.082110 + Penalty 552.015836 = -24375.066274 nChanged 3 SP:Iteration 11Q (18437.880000 sec): 3 clusters Score: Raw -24931.206629 + Penalty 552.015836 = -24379.190793 nChanged 4 SP:Iteration 12Q (18438.050000 sec): 3 clusters Score: Raw -24932.585759 + Penalty 552.015836 = -24380.569923 nChanged 0 SP:Iteration 13F (18438.260000 sec): 3 clusters Score: Raw -24932.585759 + Penalty 552.015836 = -24380.569923 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18438.380000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18438.610000 sec): 3 clusters Score: Raw -242395.888418 + Penalty 745.372708 = -241650.515710 nChanged 1623 SP:Iteration 1F (18438.820000 sec): 3 clusters Score: Raw -243250.286377 + Penalty 745.372708 = -242504.913669 nChanged 200 SP:Iteration 2F (18439.000000 sec): 3 clusters Score: Raw -243330.162175 + Penalty 745.372708 = -242584.789467 nChanged 192 SP:Iteration 3F (18439.140000 sec): 3 clusters Score: Raw -243422.131927 + Penalty 745.372708 = -242676.759219 nChanged 183 SP:Iteration 4F (18439.360000 sec): 3 clusters Score: Raw -243535.265617 + Penalty 745.372708 = -242789.892909 nChanged 198 SP:Iteration 5F (18439.580000 sec): 3 clusters Score: Raw -243680.811776 + Penalty 745.372708 = -242935.439068 nChanged 180 SP:Iteration 6Q (18439.740000 sec): 3 clusters Score: Raw -243828.556322 + Penalty 745.372708 = -243083.183614 nChanged 201 SP:Iteration 7F (18439.900000 sec): 3 clusters Score: Raw -243980.372253 + Penalty 745.372708 = -243234.999545 nChanged 168 SP:Iteration 8Q (18440.070000 sec): 3 clusters Score: Raw -244086.445081 + Penalty 745.372708 = -243341.072372 nChanged 128 SP:Iteration 9Q (18440.260000 sec): 3 clusters Score: Raw -244153.234324 + Penalty 745.372708 = -243407.861615 nChanged 73 SP:Iteration 10Q (18440.470000 sec): 3 clusters Score: Raw -244185.213276 + Penalty 745.372708 = -243439.840568 nChanged 43 SP:Iteration 11Q (18440.670000 sec): 3 clusters Score: Raw -244196.591599 + Penalty 745.372708 = -243451.218891 nChanged 32 SP:Iteration 12Q (18440.840000 sec): 3 clusters Score: Raw -244203.769884 + Penalty 745.372708 = -243458.397176 nChanged 17 SP:Iteration 13Q (18441.020000 sec): 3 clusters Score: Raw -244206.660975 + Penalty 745.372708 = -243461.288267 nChanged 13 SP:Iteration 14Q (18441.270000 sec): 3 clusters Score: Raw -244208.481492 + Penalty 745.372708 = -243463.108784 nChanged 9 SP:Iteration 15Q (18441.460000 sec): 3 clusters Score: Raw -244210.133662 + Penalty 745.372708 = -243464.760954 nChanged 11 SP:Iteration 16Q (18441.650000 sec): 3 clusters Score: Raw -244211.701192 + Penalty 745.372708 = -243466.328484 nChanged 11 SP:Iteration 17Q (18441.860000 sec): 3 clusters Score: Raw -244212.945553 + Penalty 745.372708 = -243467.572845 nChanged 10 SP:Iteration 18Q (18442.020000 sec): 3 clusters Score: Raw -244214.309352 + Penalty 745.372708 = -243468.936644 nChanged 12 SP:Iteration 19Q (18442.170000 sec): 3 clusters Score: Raw -244216.588893 + Penalty 745.372708 = -243471.216185 nChanged 15 SP:Iteration 20F (18442.390000 sec): 3 clusters Score: Raw -244219.096818 + Penalty 745.372708 = -243473.724110 nChanged 12 SP:Iteration 21Q (18442.560000 sec): 3 clusters Score: Raw -244221.200537 + Penalty 745.372708 = -243475.827829 nChanged 16 SP:Iteration 22Q (18442.760000 sec): 3 clusters Score: Raw -244223.603835 + Penalty 745.372708 = -243478.231127 nChanged 10 SP:Iteration 23Q (18442.960000 sec): 3 clusters Score: Raw -244225.378653 + Penalty 745.372708 = -243480.005945 nChanged 7 SP:Iteration 24Q (18443.180000 sec): 3 clusters Score: Raw -244226.137056 + Penalty 745.372708 = -243480.764347 nChanged 9 SP:Iteration 25Q (18443.360000 sec): 3 clusters Score: Raw -244227.502127 + Penalty 745.372708 = -243482.129419 nChanged 10 SP:Iteration 26Q (18443.540000 sec): 3 clusters Score: Raw -244228.825158 + Penalty 745.372708 = -243483.452449 nChanged 5 SP:Iteration 27Q (18443.770000 sec): 3 clusters Score: Raw -244229.837090 + Penalty 745.372708 = -243484.464382 nChanged 9 SP:Iteration 28Q (18443.960000 sec): 3 clusters Score: Raw -244231.557744 + Penalty 745.372708 = -243486.185036 nChanged 11 SP:Iteration 29Q (18444.160000 sec): 3 clusters Score: Raw -244232.974564 + Penalty 745.372708 = -243487.601856 nChanged 6 SP:Iteration 30Q (18444.340000 sec): 3 clusters Score: Raw -244233.328901 + Penalty 745.372708 = -243487.956193 nChanged 8 SP:Iteration 31Q (18444.540000 sec): 3 clusters Score: Raw -244234.360603 + Penalty 745.372708 = -243488.987895 nChanged 9 SP:Iteration 32Q (18444.710000 sec): 3 clusters Score: Raw -244235.100951 + Penalty 745.372708 = -243489.728243 nChanged 4 SP:Iteration 33Q (18444.910000 sec): 3 clusters Score: Raw -244235.488628 + Penalty 745.372708 = -243490.115920 nChanged 5 SP:Iteration 34Q (18445.100000 sec): 3 clusters Score: Raw -244236.001809 + Penalty 745.372708 = -243490.629101 nChanged 10 SP:Iteration 35Q (18445.300000 sec): 3 clusters Score: Raw -244236.890920 + Penalty 745.372708 = -243491.518212 nChanged 6 SP:Iteration 36Q (18445.510000 sec): 3 clusters Score: Raw -244237.355789 + Penalty 745.372708 = -243491.983081 nChanged 8 SP:Iteration 37Q (18445.660000 sec): 3 clusters Score: Raw -244238.231193 + Penalty 745.372708 = -243492.858485 nChanged 6 SP:Iteration 38Q (18445.830000 sec): 3 clusters Score: Raw -244239.291923 + Penalty 745.372708 = -243493.919215 nChanged 8 SP:Iteration 39Q (18446.060000 sec): 3 clusters Score: Raw -244240.404383 + Penalty 745.372708 = -243495.031675 nChanged 9 SP:Iteration 40F (18446.220000 sec): 3 clusters Score: Raw -244241.197265 + Penalty 745.372708 = -243495.824556 nChanged 6 SP:Iteration 41Q (18446.390000 sec): 3 clusters Score: Raw -244242.109290 + Penalty 745.372708 = -243496.736582 nChanged 8 SP:Iteration 42Q (18446.520000 sec): 3 clusters Score: Raw -244243.096576 + Penalty 745.372708 = -243497.723867 nChanged 6 SP:Iteration 43Q (18446.680000 sec): 3 clusters Score: Raw -244243.634071 + Penalty 745.372708 = -243498.261363 nChanged 2 SP:Iteration 44Q (18446.910000 sec): 3 clusters Score: Raw -244243.811003 + Penalty 745.372708 = -243498.438295 nChanged 3 SP:Iteration 45Q (18447.110000 sec): 3 clusters Score: Raw -244244.098719 + Penalty 745.372708 = -243498.726011 nChanged 1 SP:Iteration 46Q (18447.360000 sec): 3 clusters Score: Raw -244244.289309 + Penalty 745.372708 = -243498.916601 nChanged 2 SP:Iteration 47Q (18447.530000 sec): 3 clusters Score: Raw -244244.464109 + Penalty 745.372708 = -243499.091401 nChanged 3 SP:Iteration 48Q (18447.690000 sec): 3 clusters Score: Raw -244244.765160 + Penalty 745.372708 = -243499.392451 nChanged 4 SP:Iteration 49Q (18447.830000 sec): 3 clusters Score: Raw -244245.268253 + Penalty 745.372708 = -243499.895545 nChanged 7 SP:Iteration 50Q (18448.000000 sec): 3 clusters Score: Raw -244245.958390 + Penalty 745.372708 = -243500.585682 nChanged 8 SP:Iteration 51Q (18448.220000 sec): 3 clusters Score: Raw -244246.868547 + Penalty 745.372708 = -243501.495839 nChanged 8 SP:Iteration 52Q (18448.460000 sec): 3 clusters Score: Raw -244247.810663 + Penalty 745.372708 = -243502.437955 nChanged 12 SP:Iteration 53Q (18448.700000 sec): 3 clusters Score: Raw -244250.098315 + Penalty 745.372708 = -243504.725607 nChanged 16 SP:Iteration 54Q (18448.890000 sec): 3 clusters Score: Raw -244252.639796 + Penalty 745.372708 = -243507.267088 nChanged 17 SP:Iteration 55Q (18449.090000 sec): 3 clusters Score: Raw -244255.588194 + Penalty 745.372708 = -243510.215486 nChanged 11 SP:Iteration 56Q (18449.270000 sec): 3 clusters Score: Raw -244257.026502 + Penalty 745.372708 = -243511.653793 nChanged 7 SP:Iteration 57Q (18449.480000 sec): 3 clusters Score: Raw -244257.806462 + Penalty 745.372708 = -243512.433753 nChanged 8 SP:Iteration 58Q (18449.640000 sec): 3 clusters Score: Raw -244258.739593 + Penalty 745.372708 = -243513.366885 nChanged 8 SP:Iteration 59Q (18449.840000 sec): 3 clusters Score: Raw -244259.862767 + Penalty 745.372708 = -243514.490059 nChanged 10 SP:Iteration 60F (18449.990000 sec): 3 clusters Score: Raw -244261.068139 + Penalty 745.372708 = -243515.695431 nChanged 12 SP:Iteration 61Q (18450.190000 sec): 3 clusters Score: Raw -244262.972236 + Penalty 745.372708 = -243517.599528 nChanged 10 SP:Iteration 62Q (18450.370000 sec): 3 clusters Score: Raw -244264.998472 + Penalty 745.372708 = -243519.625764 nChanged 13 SP:Iteration 63Q (18450.610000 sec): 3 clusters Score: Raw -244268.843575 + Penalty 745.372708 = -243523.470867 nChanged 20 SP:Iteration 64Q (18450.760000 sec): 3 clusters Score: Raw -244274.185109 + Penalty 745.372708 = -243528.812400 nChanged 26 SP:Iteration 65Q (18450.920000 sec): 3 clusters Score: Raw -244280.174352 + Penalty 745.372708 = -243534.801644 nChanged 23 SP:Iteration 66Q (18451.120000 sec): 3 clusters Score: Raw -244286.693068 + Penalty 745.372708 = -243541.320360 nChanged 26 SP:Iteration 67Q (18451.260000 sec): 3 clusters Score: Raw -244294.521451 + Penalty 745.372708 = -243549.148743 nChanged 31 SP:Iteration 68Q (18451.480000 sec): 3 clusters Score: Raw -244305.246627 + Penalty 745.372708 = -243559.873919 nChanged 37 SP:Iteration 69Q (18451.650000 sec): 3 clusters Score: Raw -244321.229259 + Penalty 745.372708 = -243575.856551 nChanged 38 SP:Iteration 70Q (18451.820000 sec): 3 clusters Score: Raw -244336.150813 + Penalty 745.372708 = -243590.778105 nChanged 41 SP:Iteration 71Q (18451.980000 sec): 3 clusters Score: Raw -244350.852562 + Penalty 745.372708 = -243605.479854 nChanged 37 SP:Iteration 72Q (18452.180000 sec): 3 clusters Score: Raw -244361.829503 + Penalty 745.372708 = -243616.456794 nChanged 28 SP:Iteration 73Q (18452.390000 sec): 3 clusters Score: Raw -244369.208409 + Penalty 745.372708 = -243623.835701 nChanged 29 SP:Iteration 74Q (18452.630000 sec): 3 clusters Score: Raw -244378.426351 + Penalty 745.372708 = -243633.053643 nChanged 28 SP:Iteration 75Q (18452.790000 sec): 3 clusters Score: Raw -244389.385191 + Penalty 745.372708 = -243644.012483 nChanged 31 SP:Iteration 76Q (18452.940000 sec): 3 clusters Score: Raw -244400.794586 + Penalty 745.372708 = -243655.421877 nChanged 34 SP:Iteration 77Q (18453.160000 sec): 3 clusters Score: Raw -244416.526883 + Penalty 745.372708 = -243671.154175 nChanged 42 SP:Iteration 78Q (18453.340000 sec): 3 clusters Score: Raw -244432.560265 + Penalty 745.372708 = -243687.187557 nChanged 36 SP:Iteration 79Q (18453.550000 sec): 3 clusters Score: Raw -244444.123743 + Penalty 745.372708 = -243698.751035 nChanged 19 SP:Iteration 80F (18453.750000 sec): 3 clusters Score: Raw -244449.208843 + Penalty 745.372708 = -243703.836135 nChanged 25 SP:Iteration 81Q (18453.890000 sec): 3 clusters Score: Raw -244458.928900 + Penalty 745.372708 = -243713.556192 nChanged 25 SP:Iteration 82Q (18454.080000 sec): 3 clusters Score: Raw -244467.348254 + Penalty 745.372708 = -243721.975546 nChanged 25 SP:Iteration 83Q (18454.270000 sec): 3 clusters Score: Raw -244474.361630 + Penalty 745.372708 = -243728.988922 nChanged 16 SP:Iteration 84Q (18454.440000 sec): 3 clusters Score: Raw -244477.655174 + Penalty 745.372708 = -243732.282465 nChanged 15 SP:Iteration 85Q (18454.650000 sec): 3 clusters Score: Raw -244482.073903 + Penalty 745.372708 = -243736.701195 nChanged 12 SP:Iteration 86Q (18454.810000 sec): 3 clusters Score: Raw -244485.845612 + Penalty 745.372708 = -243740.472904 nChanged 10 SP:Iteration 87Q (18454.970000 sec): 3 clusters Score: Raw -244488.400871 + Penalty 745.372708 = -243743.028163 nChanged 12 SP:Iteration 88Q (18455.210000 sec): 3 clusters Score: Raw -244492.552272 + Penalty 745.372708 = -243747.179564 nChanged 11 SP:Iteration 89Q (18455.360000 sec): 3 clusters Score: Raw -244495.047733 + Penalty 745.372708 = -243749.675025 nChanged 7 SP:Iteration 90Q (18455.560000 sec): 3 clusters Score: Raw -244496.426702 + Penalty 745.372708 = -243751.053994 nChanged 5 SP:Iteration 91Q (18455.760000 sec): 3 clusters Score: Raw -244498.144005 + Penalty 745.372708 = -243752.771297 nChanged 7 SP:Iteration 92Q (18455.950000 sec): 3 clusters Score: Raw -244501.327795 + Penalty 745.372708 = -243755.955086 nChanged 12 SP:Iteration 93Q (18456.140000 sec): 3 clusters Score: Raw -244504.711228 + Penalty 745.372708 = -243759.338519 nChanged 10 SP:Iteration 94Q (18456.370000 sec): 3 clusters Score: Raw -244506.833057 + Penalty 745.372708 = -243761.460349 nChanged 7 SP:Iteration 95Q (18456.550000 sec): 3 clusters Score: Raw -244508.163140 + Penalty 745.372708 = -243762.790432 nChanged 6 SP:Iteration 96Q (18456.780000 sec): 3 clusters Score: Raw -244508.947795 + Penalty 745.372708 = -243763.575087 nChanged 3 SP:Iteration 97Q (18456.970000 sec): 3 clusters Score: Raw -244509.876412 + Penalty 745.372708 = -243764.503704 nChanged 5 SP:Iteration 98Q (18457.150000 sec): 3 clusters Score: Raw -244511.368134 + Penalty 745.372708 = -243765.995426 nChanged 5 SP:Iteration 99Q (18457.330000 sec): 3 clusters Score: Raw -244512.416379 + Penalty 745.372708 = -243767.043670 nChanged 10 SP:Iteration 100F (18457.510000 sec): 3 clusters Score: Raw -244515.316856 + Penalty 745.372708 = -243769.944148 nChanged 12 SP:Iteration 101Q (18457.670000 sec): 3 clusters Score: Raw -244518.464312 + Penalty 745.372708 = -243773.091604 nChanged 9 SP:Iteration 102Q (18457.860000 sec): 3 clusters Score: Raw -244520.486251 + Penalty 745.372708 = -243775.113543 nChanged 5 SP:Iteration 103Q (18458.050000 sec): 3 clusters Score: Raw -244521.482787 + Penalty 745.372708 = -243776.110079 nChanged 3 SP:Iteration 104Q (18458.240000 sec): 3 clusters Score: Raw -244521.917322 + Penalty 745.372708 = -243776.544613 nChanged 4 SP:Iteration 105Q (18458.380000 sec): 3 clusters Score: Raw -244522.458820 + Penalty 745.372708 = -243777.086112 nChanged 3 SP:Iteration 106Q (18458.560000 sec): 3 clusters Score: Raw -244523.030438 + Penalty 745.372708 = -243777.657729 nChanged 2 SP:Iteration 107Q (18458.730000 sec): 3 clusters Score: Raw -244523.533049 + Penalty 745.372708 = -243778.160341 nChanged 3 SP:Iteration 108Q (18458.940000 sec): 3 clusters Score: Raw -244524.399939 + Penalty 745.372708 = -243779.027231 nChanged 3 SP:Iteration 109Q (18459.110000 sec): 3 clusters Score: Raw -244524.840677 + Penalty 745.372708 = -243779.467969 nChanged 2 SP:Iteration 110Q (18459.310000 sec): 3 clusters Score: Raw -244525.641202 + Penalty 745.372708 = -243780.268493 nChanged 5 SP:Iteration 111Q (18459.480000 sec): 3 clusters Score: Raw -244526.549453 + Penalty 745.372708 = -243781.176745 nChanged 2 SP:Iteration 112Q (18459.650000 sec): 3 clusters Score: Raw -244526.913581 + Penalty 745.372708 = -243781.540873 nChanged 1 SP:Iteration 113Q (18459.860000 sec): 3 clusters Score: Raw -244527.226321 + Penalty 745.372708 = -243781.853613 nChanged 2 SP:Iteration 114Q (18460.100000 sec): 3 clusters Score: Raw -244527.835148 + Penalty 745.372708 = -243782.462439 nChanged 4 SP:Iteration 115Q (18460.310000 sec): 3 clusters Score: Raw -244528.707718 + Penalty 745.372708 = -243783.335010 nChanged 6 SP:Iteration 116Q (18460.490000 sec): 3 clusters Score: Raw -244530.634974 + Penalty 745.372708 = -243785.262265 nChanged 10 SP:Iteration 117Q (18460.700000 sec): 3 clusters Score: Raw -244533.420993 + Penalty 745.372708 = -243788.048285 nChanged 6 SP:Iteration 118Q (18460.850000 sec): 3 clusters Score: Raw -244534.845567 + Penalty 745.372708 = -243789.472859 nChanged 5 SP:Iteration 119Q (18461.030000 sec): 3 clusters Score: Raw -244536.570174 + Penalty 745.372708 = -243791.197466 nChanged 3 SP:Iteration 120F (18461.250000 sec): 3 clusters Score: Raw -244538.026599 + Penalty 745.372708 = -243792.653891 nChanged 7 SP:Iteration 121Q (18461.450000 sec): 3 clusters Score: Raw -244542.407455 + Penalty 745.372708 = -243797.034746 nChanged 12 SP:Iteration 122Q (18461.660000 sec): 3 clusters Score: Raw -244546.310853 + Penalty 745.372708 = -243800.938145 nChanged 9 SP:Iteration 123Q (18461.800000 sec): 3 clusters Score: Raw -244551.362653 + Penalty 745.372708 = -243805.989944 nChanged 10 SP:Iteration 124Q (18461.950000 sec): 3 clusters Score: Raw -244555.164335 + Penalty 745.372708 = -243809.791627 nChanged 5 SP:Iteration 125Q (18462.140000 sec): 3 clusters Score: Raw -244556.082708 + Penalty 745.372708 = -243810.710000 nChanged 3 SP:Iteration 126Q (18462.270000 sec): 3 clusters Score: Raw -244556.859101 + Penalty 745.372708 = -243811.486393 nChanged 5 SP:Iteration 127Q (18462.490000 sec): 3 clusters Score: Raw -244557.729875 + Penalty 745.372708 = -243812.357166 nChanged 3 SP:Iteration 128Q (18462.650000 sec): 3 clusters Score: Raw -244558.602082 + Penalty 745.372708 = -243813.229373 nChanged 1 SP:Iteration 129Q (18462.830000 sec): 3 clusters Score: Raw -244558.709413 + Penalty 745.372708 = -243813.336705 nChanged 0 SP:Iteration 130F (18463.000000 sec): 3 clusters Score: Raw -244558.709413 + Penalty 745.372708 = -243813.336705 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18463.080000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18463.290000 sec): 3 clusters Score: Raw -7198.682951 + Penalty 427.743713 = -6770.939238 nChanged 17 SP:Iteration 1F (18463.490000 sec): 3 clusters Score: Raw -7237.340243 + Penalty 427.743713 = -6809.596530 nChanged 6 SP:Iteration 2F (18463.680000 sec): 3 clusters Score: Raw -7250.721939 + Penalty 427.743713 = -6822.978226 nChanged 5 SP:Iteration 3Q (18463.840000 sec): 3 clusters Score: Raw -7265.462619 + Penalty 427.743713 = -6837.718906 nChanged 7 SP:Iteration 4F (18464.020000 sec): 3 clusters Score: Raw -7292.905808 + Penalty 427.743713 = -6865.162095 nChanged 2 SP:Iteration 5Q (18464.190000 sec): 3 clusters Score: Raw -7295.712790 + Penalty 427.743713 = -6867.969077 nChanged 1 SP:Iteration 6Q (18464.340000 sec): 3 clusters Score: Raw -7303.746900 + Penalty 427.743713 = -6876.003187 nChanged 2 SP:Iteration 7Q (18464.540000 sec): 3 clusters Score: Raw -7350.997698 + Penalty 427.743713 = -6923.253985 nChanged 2 SP:Iteration 8Q (18464.690000 sec): 3 clusters Score: Raw -7365.016860 + Penalty 427.743713 = -6937.273146 nChanged 0 SP:Iteration 9F (18464.890000 sec): 3 clusters Score: Raw -7365.016860 + Penalty 427.743713 = -6937.273146 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18465.020000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18465.190000 sec): 3 clusters Score: Raw -3366.030489 + Penalty 371.055907 = -2994.974582 nChanged 10 SP:Iteration 1F (18465.380000 sec): 3 clusters Score: Raw -3396.662194 + Penalty 371.055907 = -3025.606286 nChanged 2 SP:Iteration 2Q (18465.520000 sec): 3 clusters Score: Raw -3408.671297 + Penalty 371.055907 = -3037.615390 nChanged 1 SP:Iteration 3Q (18465.690000 sec): 3 clusters Score: Raw -3413.602920 + Penalty 371.055907 = -3042.547012 nChanged 0 SP:Iteration 4F (18465.850000 sec): 3 clusters Score: Raw -3413.602920 + Penalty 371.055907 = -3042.547012 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18465.940000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18466.140000 sec): 3 clusters Score: Raw -4167.606512 + Penalty 382.627028 = -3784.979483 nChanged 8 SP:Iteration 1F (18466.340000 sec): 3 clusters Score: Raw -4189.152667 + Penalty 382.627028 = -3806.525638 nChanged 2 SP:Iteration 2Q (18466.560000 sec): 3 clusters Score: Raw -4201.927394 + Penalty 382.627028 = -3819.300366 nChanged 2 SP:Iteration 3Q (18466.750000 sec): 3 clusters Score: Raw -4214.200286 + Penalty 382.627028 = -3831.573258 nChanged 0 SP:Iteration 4F (18466.920000 sec): 3 clusters Score: Raw -4214.200286 + Penalty 382.627028 = -3831.573258 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18467.030000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18467.210000 sec): 3 clusters Score: Raw -13604.487784 + Penalty 497.208694 = -13107.279089 nChanged 63 SP:Iteration 1F (18467.370000 sec): 3 clusters Score: Raw -13680.617252 + Penalty 497.208694 = -13183.408558 nChanged 19 SP:Iteration 2F (18467.590000 sec): 3 clusters Score: Raw -13725.195910 + Penalty 497.208694 = -13227.987216 nChanged 8 SP:Iteration 3Q (18467.790000 sec): 3 clusters Score: Raw -13750.429216 + Penalty 497.208694 = -13253.220522 nChanged 6 SP:Iteration 4Q (18467.940000 sec): 3 clusters Score: Raw -13768.272567 + Penalty 497.208694 = -13271.063872 nChanged 5 SP:Iteration 5Q (18468.150000 sec): 3 clusters Score: Raw -13775.421680 + Penalty 497.208694 = -13278.212986 nChanged 5 SP:Iteration 6Q (18468.310000 sec): 3 clusters Score: Raw -13779.351267 + Penalty 497.208694 = -13282.142572 nChanged 2 SP:Iteration 7Q (18468.490000 sec): 3 clusters Score: Raw -13780.242929 + Penalty 497.208694 = -13283.034235 nChanged 1 SP:Iteration 8Q (18468.670000 sec): 3 clusters Score: Raw -13782.203398 + Penalty 497.208694 = -13284.994704 nChanged 2 SP:Iteration 9Q (18468.850000 sec): 3 clusters Score: Raw -13783.485481 + Penalty 497.208694 = -13286.276787 nChanged 1 SP:Iteration 10Q (18469.030000 sec): 3 clusters Score: Raw -13783.954125 + Penalty 497.208694 = -13286.745431 nChanged 0 SP:Iteration 11F (18469.230000 sec): 3 clusters Score: Raw -13783.954125 + Penalty 497.208694 = -13286.745431 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18469.440000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18469.750000 sec): 3 clusters Score: Raw -2057223.057724 + Penalty 942.825748 = -2056280.231976 nChanged 15286 SP:Iteration 1F (18469.970000 sec): 3 clusters Score: Raw -2066548.289942 + Penalty 942.825748 = -2065605.464194 nChanged 1762 SP:Iteration 2F (18470.250000 sec): 3 clusters Score: Raw -2067344.538556 + Penalty 942.825748 = -2066401.712808 nChanged 2029 SP:Iteration 3F (18470.560000 sec): 3 clusters Score: Raw -2068435.839992 + Penalty 942.825748 = -2067493.014244 nChanged 2130 SP:Iteration 4F (18470.810000 sec): 3 clusters Score: Raw -2069695.197386 + Penalty 942.825748 = -2068752.371637 nChanged 2112 SP:Iteration 5F (18471.100000 sec): 3 clusters Score: Raw -2071101.491566 + Penalty 942.825748 = -2070158.665818 nChanged 1967 SP:Iteration 6F (18471.370000 sec): 3 clusters Score: Raw -2072567.490847 + Penalty 942.825748 = -2071624.665099 nChanged 1847 SP:Iteration 7F (18471.640000 sec): 3 clusters Score: Raw -2074055.386785 + Penalty 942.825748 = -2073112.561037 nChanged 1568 SP:Iteration 8Q (18471.980000 sec): 3 clusters Score: Raw -2075366.902281 + Penalty 942.825748 = -2074424.076532 nChanged 1212 SP:Iteration 9Q (18472.290000 sec): 3 clusters Score: Raw -2076353.881591 + Penalty 942.825748 = -2075411.055843 nChanged 915 SP:Iteration 10Q (18472.510000 sec): 3 clusters Score: Raw -2077087.520501 + Penalty 942.825748 = -2076144.694753 nChanged 585 SP:Iteration 11Q (18472.780000 sec): 3 clusters Score: Raw -2077540.907385 + Penalty 942.825748 = -2076598.081636 nChanged 319 SP:Iteration 12Q (18473.040000 sec): 3 clusters Score: Raw -2077786.005560 + Penalty 942.825748 = -2076843.179811 nChanged 159 SP:Iteration 13Q (18473.310000 sec): 3 clusters Score: Raw -2077914.300536 + Penalty 942.825748 = -2076971.474788 nChanged 56 SP:Iteration 14Q (18473.520000 sec): 3 clusters Score: Raw -2077959.913313 + Penalty 942.825748 = -2077017.087564 nChanged 36 SP:Iteration 15Q (18473.750000 sec): 3 clusters Score: Raw -2077989.518933 + Penalty 942.825748 = -2077046.693185 nChanged 25 SP:Iteration 16Q (18474.030000 sec): 3 clusters Score: Raw -2078008.262689 + Penalty 942.825748 = -2077065.436941 nChanged 15 SP:Iteration 17Q (18474.240000 sec): 3 clusters Score: Raw -2078021.893250 + Penalty 942.825748 = -2077079.067502 nChanged 10 SP:Iteration 18Q (18474.470000 sec): 3 clusters Score: Raw -2078027.247704 + Penalty 942.825748 = -2077084.421956 nChanged 4 SP:Iteration 19Q (18474.710000 sec): 3 clusters Score: Raw -2078030.028920 + Penalty 942.825748 = -2077087.203172 nChanged 3 SP:Iteration 20F (18474.960000 sec): 3 clusters Score: Raw -2078031.418794 + Penalty 942.825748 = -2077088.593046 nChanged 2 SP:Iteration 21Q (18475.250000 sec): 3 clusters Score: Raw -2078033.721465 + Penalty 942.825748 = -2077090.895716 nChanged 3 SP:Iteration 22Q (18475.530000 sec): 3 clusters Score: Raw -2078035.503302 + Penalty 942.825748 = -2077092.677554 nChanged 1 SP:Iteration 23Q (18475.870000 sec): 3 clusters Score: Raw -2078036.007831 + Penalty 942.825748 = -2077093.182083 nChanged 0 SP:Iteration 24F (18476.140000 sec): 3 clusters Score: Raw -2078036.007831 + Penalty 942.825748 = -2077093.182083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18476.260000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18476.490000 sec): 3 clusters Score: Raw -8006.979085 + Penalty 444.334975 = -7562.644110 nChanged 27 SP:Iteration 1F (18476.700000 sec): 3 clusters Score: Raw -8058.240430 + Penalty 444.334975 = -7613.905456 nChanged 4 SP:Iteration 2Q (18476.890000 sec): 3 clusters Score: Raw -8068.164288 + Penalty 444.334975 = -7623.829313 nChanged 3 SP:Iteration 3Q (18477.060000 sec): 3 clusters Score: Raw -8076.311783 + Penalty 444.334975 = -7631.976808 nChanged 2 SP:Iteration 4Q (18477.250000 sec): 3 clusters Score: Raw -8079.055800 + Penalty 444.334975 = -7634.720825 nChanged 1 SP:Iteration 5Q (18477.430000 sec): 3 clusters Score: Raw -8082.964176 + Penalty 444.334975 = -7638.629201 nChanged 1 SP:Iteration 6Q (18477.670000 sec): 3 clusters Score: Raw -8085.500365 + Penalty 444.334975 = -7641.165390 nChanged 1 SP:Iteration 7Q (18477.900000 sec): 3 clusters Score: Raw -8085.880277 + Penalty 444.334975 = -7641.545302 nChanged 0 SP:Iteration 8F (18478.050000 sec): 3 clusters Score: Raw -8085.880277 + Penalty 444.334975 = -7641.545302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18478.110000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18478.280000 sec): 3 clusters Score: Raw -6759.947058 + Penalty 437.908776 = -6322.038282 nChanged 21 SP:Iteration 1F (18478.470000 sec): 3 clusters Score: Raw -6797.405205 + Penalty 437.908776 = -6359.496429 nChanged 10 SP:Iteration 2F (18478.650000 sec): 3 clusters Score: Raw -6820.087514 + Penalty 437.908776 = -6382.178737 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18478.790000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18478.980000 sec): 3 clusters Score: Raw -342505.293229 + Penalty 786.748363 = -341718.544866 nChanged 2573 SP:Iteration 1F (18479.150000 sec): 3 clusters Score: Raw -343885.870909 + Penalty 786.748363 = -343099.122546 nChanged 320 SP:Iteration 2F (18479.310000 sec): 3 clusters Score: Raw -344006.977114 + Penalty 786.748363 = -343220.228751 nChanged 308 SP:Iteration 3F (18479.510000 sec): 3 clusters Score: Raw -344138.044596 + Penalty 786.748363 = -343351.296233 nChanged 318 SP:Iteration 4F (18479.690000 sec): 3 clusters Score: Raw -344274.405889 + Penalty 786.748363 = -343487.657526 nChanged 295 SP:Iteration 5F (18479.920000 sec): 3 clusters Score: Raw -344409.512203 + Penalty 786.748363 = -343622.763840 nChanged 319 SP:Iteration 6F (18480.130000 sec): 3 clusters Score: Raw -344560.752607 + Penalty 786.748363 = -343774.004244 nChanged 310 SP:Iteration 7F (18480.310000 sec): 3 clusters Score: Raw -344718.661872 + Penalty 786.748363 = -343931.913509 nChanged 293 SP:Iteration 8F (18480.520000 sec): 3 clusters Score: Raw -344883.524866 + Penalty 786.748363 = -344096.776504 nChanged 295 SP:Iteration 9F (18480.740000 sec): 3 clusters Score: Raw -345069.771059 + Penalty 786.748363 = -344283.022696 nChanged 267 SP:Iteration 10Q (18480.920000 sec): 3 clusters Score: Raw -345236.898079 + Penalty 786.748363 = -344450.149716 nChanged 163 SP:Iteration 11Q (18481.130000 sec): 3 clusters Score: Raw -345329.914832 + Penalty 786.748363 = -344543.166469 nChanged 149 SP:Iteration 12Q (18481.300000 sec): 3 clusters Score: Raw -345416.544625 + Penalty 786.748363 = -344629.796262 nChanged 126 SP:Iteration 13Q (18481.460000 sec): 3 clusters Score: Raw -345506.503540 + Penalty 786.748363 = -344719.755177 nChanged 119 SP:Iteration 14Q (18481.690000 sec): 3 clusters Score: Raw -345595.550889 + Penalty 786.748363 = -344808.802526 nChanged 101 SP:Iteration 15Q (18481.890000 sec): 3 clusters Score: Raw -345678.605397 + Penalty 786.748363 = -344891.857034 nChanged 80 SP:Iteration 16Q (18482.090000 sec): 3 clusters Score: Raw -345755.406049 + Penalty 786.748363 = -344968.657686 nChanged 68 SP:Iteration 17Q (18482.300000 sec): 3 clusters Score: Raw -345833.719687 + Penalty 786.748363 = -345046.971324 nChanged 52 SP:Iteration 18Q (18482.510000 sec): 3 clusters Score: Raw -345926.460960 + Penalty 786.748363 = -345139.712597 nChanged 69 SP:Iteration 19Q (18482.780000 sec): 3 clusters Score: Raw -345993.570468 + Penalty 786.748363 = -345206.822105 nChanged 40 SP:Iteration 20F (18482.980000 sec): 3 clusters Score: Raw -346030.770468 + Penalty 786.748363 = -345244.022105 nChanged 35 SP:Iteration 21Q (18483.160000 sec): 3 clusters Score: Raw -346059.785611 + Penalty 786.748363 = -345273.037248 nChanged 21 SP:Iteration 22Q (18483.350000 sec): 3 clusters Score: Raw -346073.278859 + Penalty 786.748363 = -345286.530496 nChanged 15 SP:Iteration 23Q (18483.480000 sec): 3 clusters Score: Raw -346079.195990 + Penalty 786.748363 = -345292.447627 nChanged 13 SP:Iteration 24Q (18483.640000 sec): 3 clusters Score: Raw -346082.813859 + Penalty 786.748363 = -345296.065496 nChanged 9 SP:Iteration 25Q (18483.800000 sec): 3 clusters Score: Raw -346085.613648 + Penalty 786.748363 = -345298.865285 nChanged 4 SP:Iteration 26Q (18483.980000 sec): 3 clusters Score: Raw -346086.944867 + Penalty 786.748363 = -345300.196504 nChanged 4 SP:Iteration 27Q (18484.200000 sec): 3 clusters Score: Raw -346088.061196 + Penalty 786.748363 = -345301.312833 nChanged 3 SP:Iteration 28Q (18484.400000 sec): 3 clusters Score: Raw -346088.759980 + Penalty 786.748363 = -345302.011617 nChanged 7 SP:Iteration 29Q (18484.600000 sec): 3 clusters Score: Raw -346089.686326 + Penalty 786.748363 = -345302.937963 nChanged 7 SP:Iteration 30Q (18484.840000 sec): 3 clusters Score: Raw -346092.048005 + Penalty 786.748363 = -345305.299642 nChanged 9 SP:Iteration 31Q (18485.020000 sec): 3 clusters Score: Raw -346093.635851 + Penalty 786.748363 = -345306.887488 nChanged 4 SP:Iteration 32Q (18485.190000 sec): 3 clusters Score: Raw -346094.142334 + Penalty 786.748363 = -345307.393971 nChanged 3 SP:Iteration 33Q (18485.380000 sec): 3 clusters Score: Raw -346094.936346 + Penalty 786.748363 = -345308.187984 nChanged 5 SP:Iteration 34Q (18485.560000 sec): 3 clusters Score: Raw -346095.958784 + Penalty 786.748363 = -345309.210421 nChanged 2 SP:Iteration 35Q (18485.780000 sec): 3 clusters Score: Raw -346096.300201 + Penalty 786.748363 = -345309.551839 nChanged 2 SP:Iteration 36Q (18485.980000 sec): 3 clusters Score: Raw -346096.617148 + Penalty 786.748363 = -345309.868785 nChanged 2 SP:Iteration 37Q (18486.170000 sec): 3 clusters Score: Raw -346096.977372 + Penalty 786.748363 = -345310.229009 nChanged 1 SP:Iteration 38Q (18486.330000 sec): 3 clusters Score: Raw -346097.067049 + Penalty 786.748363 = -345310.318686 nChanged 1 SP:Iteration 39Q (18486.600000 sec): 3 clusters Score: Raw -346097.132192 + Penalty 786.748363 = -345310.383829 nChanged 1 SP:Iteration 40F (18486.780000 sec): 3 clusters Score: Raw -346097.198546 + Penalty 786.748363 = -345310.450183 nChanged 1 SP:Iteration 41Q (18486.970000 sec): 3 clusters Score: Raw -346097.401985 + Penalty 786.748363 = -345310.653622 nChanged 1 SP:Iteration 42Q (18487.190000 sec): 3 clusters Score: Raw -346097.451866 + Penalty 786.748363 = -345310.703503 nChanged 1 SP:Iteration 43Q (18487.380000 sec): 3 clusters Score: Raw -346097.667653 + Penalty 786.748363 = -345310.919290 nChanged 2 SP:Iteration 44Q (18487.550000 sec): 3 clusters Score: Raw -346098.315644 + Penalty 786.748363 = -345311.567282 nChanged 4 SP:Iteration 45Q (18487.740000 sec): 3 clusters Score: Raw -346099.192775 + Penalty 786.748363 = -345312.444412 nChanged 0 SP:Iteration 46F (18487.920000 sec): 3 clusters Score: Raw -346099.192775 + Penalty 786.748363 = -345312.444412 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18489.180000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18490.290000 sec): 3 clusters Score: Raw -17494930.623546 + Penalty 1141.157483 = -17493789.466063 nChanged 138207 SP:Iteration 1F (18491.240000 sec): 3 clusters Score: Raw -17587016.993200 + Penalty 1141.157483 = -17585875.835718 nChanged 15246 SP:Iteration 2F (18492.160000 sec): 3 clusters Score: Raw -17595940.281746 + Penalty 1141.157483 = -17594799.124264 nChanged 18101 SP:Iteration 3F (18493.120000 sec): 3 clusters Score: Raw -17610037.408415 + Penalty 1141.157483 = -17608896.250932 nChanged 19049 SP:Iteration 4F (18494.110000 sec): 3 clusters Score: Raw -17626817.932343 + Penalty 1141.157483 = -17625676.774861 nChanged 16570 SP:Iteration 5F (18495.050000 sec): 3 clusters Score: Raw -17639421.601806 + Penalty 1141.157483 = -17638280.444324 nChanged 11801 SP:Iteration 6Q (18496.000000 sec): 3 clusters Score: Raw -17645631.392032 + Penalty 1141.157483 = -17644490.234550 nChanged 7803 SP:Iteration 7Q (18496.940000 sec): 3 clusters Score: Raw -17649026.014195 + Penalty 1141.157483 = -17647884.856712 nChanged 6724 SP:Iteration 8Q (18498.040000 sec): 3 clusters Score: Raw -17652005.847228 + Penalty 1141.157483 = -17650864.689745 nChanged 6617 SP:Iteration 9Q (18499.020000 sec): 3 clusters Score: Raw -17655069.325070 + Penalty 1141.157483 = -17653928.167588 nChanged 6437 SP:Iteration 10Q (18499.910000 sec): 3 clusters Score: Raw -17658219.495523 + Penalty 1141.157483 = -17657078.338040 nChanged 6344 SP:Iteration 11Q (18500.750000 sec): 3 clusters Score: Raw -17661560.816234 + Penalty 1141.157483 = -17660419.658752 nChanged 5999 SP:Iteration 12Q (18501.630000 sec): 3 clusters Score: Raw -17664972.777226 + Penalty 1141.157483 = -17663831.619743 nChanged 5649 SP:Iteration 13Q (18502.530000 sec): 3 clusters Score: Raw -17668424.981621 + Penalty 1141.157483 = -17667283.824138 nChanged 5078 SP:Iteration 14Q (18503.490000 sec): 3 clusters Score: Raw -17671706.349297 + Penalty 1141.157483 = -17670565.191815 nChanged 4367 SP:Iteration 15Q (18504.410000 sec): 3 clusters Score: Raw -17674660.034491 + Penalty 1141.157483 = -17673518.877008 nChanged 3688 SP:Iteration 16Q (18505.190000 sec): 3 clusters Score: Raw -17677249.687221 + Penalty 1141.157483 = -17676108.529739 nChanged 2932 SP:Iteration 17Q (18505.990000 sec): 3 clusters Score: Raw -17679359.120605 + Penalty 1141.157483 = -17678217.963122 nChanged 2275 SP:Iteration 18Q (18506.740000 sec): 3 clusters Score: Raw -17681024.923615 + Penalty 1141.157483 = -17679883.766132 nChanged 1729 SP:Iteration 19Q (18507.520000 sec): 3 clusters Score: Raw -17682294.041618 + Penalty 1141.157483 = -17681152.884135 nChanged 1252 SP:Iteration 20F (18508.410000 sec): 3 clusters Score: Raw -17683223.680531 + Penalty 1141.157483 = -17682082.523048 nChanged 912 SP:Iteration 21Q (18509.230000 sec): 3 clusters Score: Raw -17683901.536872 + Penalty 1141.157483 = -17682760.379389 nChanged 580 SP:Iteration 22Q (18510.100000 sec): 3 clusters Score: Raw -17684312.709158 + Penalty 1141.157483 = -17683171.551675 nChanged 351 SP:Iteration 23Q (18510.900000 sec): 3 clusters Score: Raw -17684550.835313 + Penalty 1141.157483 = -17683409.677830 nChanged 194 SP:Iteration 24Q (18511.730000 sec): 3 clusters Score: Raw -17684678.466398 + Penalty 1141.157483 = -17683537.308916 nChanged 99 SP:Iteration 25Q (18512.620000 sec): 3 clusters Score: Raw -17684737.974515 + Penalty 1141.157483 = -17683596.817033 nChanged 66 SP:Iteration 26Q (18513.320000 sec): 3 clusters Score: Raw -17684777.409509 + Penalty 1141.157483 = -17683636.252027 nChanged 42 SP:Iteration 27Q (18514.190000 sec): 3 clusters Score: Raw -17684809.947418 + Penalty 1141.157483 = -17683668.789935 nChanged 27 SP:Iteration 28Q (18515.120000 sec): 3 clusters Score: Raw -17684831.059600 + Penalty 1141.157483 = -17683689.902117 nChanged 21 SP:Iteration 29Q (18516.110000 sec): 3 clusters Score: Raw -17684844.748562 + Penalty 1141.157483 = -17683703.591079 nChanged 8 SP:Iteration 30Q (18517.060000 sec): 3 clusters Score: Raw -17684849.579294 + Penalty 1141.157483 = -17683708.421811 nChanged 11 SP:Iteration 31Q (18518.180000 sec): 3 clusters Score: Raw -17684859.838319 + Penalty 1141.157483 = -17683718.680836 nChanged 11 SP:Iteration 32Q (18519.250000 sec): 3 clusters Score: Raw -17684872.335543 + Penalty 1141.157483 = -17683731.178060 nChanged 8 SP:Iteration 33Q (18520.210000 sec): 3 clusters Score: Raw -17684882.800211 + Penalty 1141.157483 = -17683741.642729 nChanged 4 SP:Iteration 34Q (18521.200000 sec): 3 clusters Score: Raw -17684884.516278 + Penalty 1141.157483 = -17683743.358796 nChanged 1 SP:Iteration 35Q (18522.280000 sec): 3 clusters Score: Raw -17684885.564052 + Penalty 1141.157483 = -17683744.406570 nChanged 2 SP:Iteration 36Q (18523.200000 sec): 3 clusters Score: Raw -17684887.565664 + Penalty 1141.157483 = -17683746.408181 nChanged 1 SP:Iteration 37Q (18524.280000 sec): 3 clusters Score: Raw -17684887.784508 + Penalty 1141.157483 = -17683746.627026 nChanged 1 SP:Iteration 38Q (18525.440000 sec): 3 clusters Score: Raw -17684888.212636 + Penalty 1141.157483 = -17683747.055153 nChanged 1 SP:Iteration 39Q (18526.470000 sec): 3 clusters Score: Raw -17684888.651903 + Penalty 1141.157483 = -17683747.494420 nChanged 0 SP:Iteration 40F (18527.380000 sec): 3 clusters Score: Raw -17684888.651903 + Penalty 1141.157483 = -17683747.494420 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18527.640000 sec): 2 clusters Score: Raw -34981.319160 + Penalty 291.362626 = -34689.956534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18527.790000 sec): 3 clusters Score: Raw -34744.247698 + Penalty 582.725252 = -34161.522446 nChanged 227 SP:Iteration 1F (18527.980000 sec): 3 clusters Score: Raw -34936.517533 + Penalty 582.725252 = -34353.792281 nChanged 56 SP:Iteration 2F (18528.120000 sec): 3 clusters Score: Raw -34989.386866 + Penalty 582.725252 = -34406.661614 nChanged 27 SP:Iteration 3Q (18528.260000 sec): 3 clusters Score: Raw -35024.575993 + Penalty 582.725252 = -34441.850741 nChanged 22 SP:Iteration 4Q (18528.400000 sec): 3 clusters Score: Raw -35048.386120 + Penalty 582.725252 = -34465.660868 nChanged 19 SP:Iteration 5Q (18528.590000 sec): 3 clusters Score: Raw -35063.343522 + Penalty 582.725252 = -34480.618270 nChanged 14 SP:Iteration 6Q (18528.740000 sec): 3 clusters Score: Raw -35071.254366 + Penalty 582.725252 = -34488.529114 nChanged 7 SP:Iteration 7Q (18528.950000 sec): 3 clusters Score: Raw -35075.757236 + Penalty 582.725252 = -34493.031984 nChanged 8 SP:Iteration 8Q (18529.120000 sec): 3 clusters Score: Raw -35080.213705 + Penalty 582.725252 = -34497.488453 nChanged 4 SP:Iteration 9Q (18529.300000 sec): 3 clusters Score: Raw -35083.238901 + Penalty 582.725252 = -34500.513649 nChanged 2 SP:Iteration 10Q (18529.460000 sec): 3 clusters Score: Raw -35084.698875 + Penalty 582.725252 = -34501.973623 nChanged 1 SP:Iteration 11Q (18529.660000 sec): 3 clusters Score: Raw -35084.799861 + Penalty 582.725252 = -34502.074609 nChanged 0 SP:Iteration 12F (18529.820000 sec): 3 clusters Score: Raw -35084.799861 + Penalty 582.725252 = -34502.074609 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18529.920000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18530.060000 sec): 3 clusters Score: Raw -17213.153909 + Penalty 518.129625 = -16695.024284 nChanged 94 SP:Iteration 1F (18530.240000 sec): 3 clusters Score: Raw -17283.190959 + Penalty 518.129625 = -16765.061335 nChanged 29 SP:Iteration 2F (18530.410000 sec): 3 clusters Score: Raw -17307.248427 + Penalty 518.129625 = -16789.118803 nChanged 10 SP:Iteration 3Q (18530.520000 sec): 3 clusters Score: Raw -17314.894037 + Penalty 518.129625 = -16796.764412 nChanged 6 SP:Iteration 4Q (18530.690000 sec): 3 clusters Score: Raw -17323.547262 + Penalty 518.129625 = -16805.417637 nChanged 10 SP:Iteration 5Q (18530.830000 sec): 3 clusters Score: Raw -17331.465177 + Penalty 518.129625 = -16813.335553 nChanged 1 SP:Iteration 6Q (18530.990000 sec): 3 clusters Score: Raw -17331.692775 + Penalty 518.129625 = -16813.563150 nChanged 0 SP:Iteration 7F (18531.120000 sec): 3 clusters Score: Raw -17331.692775 + Penalty 518.129625 = -16813.563150 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18531.260000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18531.460000 sec): 3 clusters Score: Raw -261049.257596 + Penalty 758.196257 = -260291.061338 nChanged 1880 SP:Iteration 1F (18531.680000 sec): 3 clusters Score: Raw -262109.788707 + Penalty 758.196257 = -261351.592449 nChanged 338 SP:Iteration 2F (18531.840000 sec): 3 clusters Score: Raw -262358.595354 + Penalty 758.196257 = -261600.399096 nChanged 358 SP:Iteration 3F (18532.030000 sec): 3 clusters Score: Raw -262642.169025 + Penalty 758.196257 = -261883.972768 nChanged 323 SP:Iteration 4F (18532.220000 sec): 3 clusters Score: Raw -262959.567253 + Penalty 758.196257 = -262201.370996 nChanged 300 SP:Iteration 5F (18532.400000 sec): 3 clusters Score: Raw -263289.561407 + Penalty 758.196257 = -262531.365150 nChanged 214 SP:Iteration 6F (18532.650000 sec): 3 clusters Score: Raw -263549.331645 + Penalty 758.196257 = -262791.135388 nChanged 140 SP:Iteration 7Q (18532.830000 sec): 3 clusters Score: Raw -263719.883192 + Penalty 758.196257 = -262961.686934 nChanged 60 SP:Iteration 8Q (18533.000000 sec): 3 clusters Score: Raw -263747.846638 + Penalty 758.196257 = -262989.650380 nChanged 32 SP:Iteration 9Q (18533.200000 sec): 3 clusters Score: Raw -263757.735631 + Penalty 758.196257 = -262999.539373 nChanged 22 SP:Iteration 10Q (18533.390000 sec): 3 clusters Score: Raw -263762.147006 + Penalty 758.196257 = -263003.950749 nChanged 13 SP:Iteration 11Q (18533.590000 sec): 3 clusters Score: Raw -263764.915201 + Penalty 758.196257 = -263006.718944 nChanged 10 SP:Iteration 12Q (18533.760000 sec): 3 clusters Score: Raw -263767.247039 + Penalty 758.196257 = -263009.050782 nChanged 14 SP:Iteration 13Q (18533.960000 sec): 3 clusters Score: Raw -263770.416997 + Penalty 758.196257 = -263012.220740 nChanged 10 SP:Iteration 14Q (18534.120000 sec): 3 clusters Score: Raw -263772.527085 + Penalty 758.196257 = -263014.330828 nChanged 13 SP:Iteration 15Q (18534.290000 sec): 3 clusters Score: Raw -263774.476693 + Penalty 758.196257 = -263016.280436 nChanged 11 SP:Iteration 16Q (18534.450000 sec): 3 clusters Score: Raw -263776.276632 + Penalty 758.196257 = -263018.080374 nChanged 7 SP:Iteration 17Q (18534.660000 sec): 3 clusters Score: Raw -263776.817092 + Penalty 758.196257 = -263018.620835 nChanged 4 SP:Iteration 18Q (18534.800000 sec): 3 clusters Score: Raw -263777.324241 + Penalty 758.196257 = -263019.127984 nChanged 1 SP:Iteration 19Q (18534.980000 sec): 3 clusters Score: Raw -263777.513236 + Penalty 758.196257 = -263019.316978 nChanged 0 SP:Iteration 20F (18535.150000 sec): 3 clusters Score: Raw -263777.513236 + Penalty 758.196257 = -263019.316978 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18535.240000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18535.440000 sec): 3 clusters Score: Raw -37176.060684 + Penalty 592.568825 = -36583.491859 nChanged 251 SP:Iteration 1F (18535.680000 sec): 3 clusters Score: Raw -37304.067693 + Penalty 592.568825 = -36711.498868 nChanged 51 SP:Iteration 2F (18535.810000 sec): 3 clusters Score: Raw -37349.722748 + Penalty 592.568825 = -36757.153923 nChanged 37 SP:Iteration 3F (18535.990000 sec): 3 clusters Score: Raw -37383.635627 + Penalty 592.568825 = -36791.066802 nChanged 33 SP:Iteration 4Q (18536.170000 sec): 3 clusters Score: Raw -37412.664631 + Penalty 592.568825 = -36820.095806 nChanged 26 SP:Iteration 5Q (18536.320000 sec): 3 clusters Score: Raw -37434.530294 + Penalty 592.568825 = -36841.961469 nChanged 19 SP:Iteration 6Q (18536.460000 sec): 3 clusters Score: Raw -37449.207021 + Penalty 592.568825 = -36856.638196 nChanged 13 SP:Iteration 7Q (18536.650000 sec): 3 clusters Score: Raw -37456.310470 + Penalty 592.568825 = -36863.741645 nChanged 10 SP:Iteration 8Q (18536.800000 sec): 3 clusters Score: Raw -37462.860216 + Penalty 592.568825 = -36870.291391 nChanged 9 SP:Iteration 9Q (18536.940000 sec): 3 clusters Score: Raw -37467.189180 + Penalty 592.568825 = -36874.620355 nChanged 4 SP:Iteration 10Q (18537.140000 sec): 3 clusters Score: Raw -37469.463911 + Penalty 592.568825 = -36876.895086 nChanged 4 SP:Iteration 11Q (18537.380000 sec): 3 clusters Score: Raw -37470.846159 + Penalty 592.568825 = -36878.277334 nChanged 2 SP:Iteration 12Q (18537.560000 sec): 3 clusters Score: Raw -37471.868984 + Penalty 592.568825 = -36879.300159 nChanged 2 SP:Iteration 13Q (18537.710000 sec): 3 clusters Score: Raw -37472.468894 + Penalty 592.568825 = -36879.900069 nChanged 1 SP:Iteration 14Q (18537.880000 sec): 3 clusters Score: Raw -37472.993259 + Penalty 592.568825 = -36880.424434 nChanged 1 SP:Iteration 15Q (18538.060000 sec): 3 clusters Score: Raw -37473.533835 + Penalty 592.568825 = -36880.965010 nChanged 3 SP:Iteration 16Q (18538.270000 sec): 3 clusters Score: Raw -37474.190552 + Penalty 592.568825 = -36881.621727 nChanged 1 SP:Iteration 17Q (18538.460000 sec): 3 clusters Score: Raw -37474.568248 + Penalty 592.568825 = -36881.999423 nChanged 2 SP:Iteration 18Q (18538.640000 sec): 3 clusters Score: Raw -37476.005210 + Penalty 592.568825 = -36883.436385 nChanged 6 SP:Iteration 19Q (18538.800000 sec): 3 clusters Score: Raw -37480.418971 + Penalty 592.568825 = -36887.850146 nChanged 6 SP:Iteration 20F (18539.020000 sec): 3 clusters Score: Raw -37484.124607 + Penalty 592.568825 = -36891.555782 nChanged 7 SP:Iteration 21Q (18539.210000 sec): 3 clusters Score: Raw -37487.279564 + Penalty 592.568825 = -36894.710739 nChanged 5 SP:Iteration 22Q (18539.340000 sec): 3 clusters Score: Raw -37492.860983 + Penalty 592.568825 = -36900.292158 nChanged 8 SP:Iteration 23Q (18539.500000 sec): 3 clusters Score: Raw -37500.534514 + Penalty 592.568825 = -36907.965689 nChanged 13 SP:Iteration 24Q (18539.700000 sec): 3 clusters Score: Raw -37505.772743 + Penalty 592.568825 = -36913.203918 nChanged 5 SP:Iteration 25Q (18539.850000 sec): 3 clusters Score: Raw -37507.814465 + Penalty 592.568825 = -36915.245640 nChanged 4 SP:Iteration 26Q (18540.010000 sec): 3 clusters Score: Raw -37510.649081 + Penalty 592.568825 = -36918.080256 nChanged 6 SP:Iteration 27Q (18540.170000 sec): 3 clusters Score: Raw -37515.807290 + Penalty 592.568825 = -36923.238465 nChanged 9 SP:Iteration 28Q (18540.370000 sec): 3 clusters Score: Raw -37521.441138 + Penalty 592.568825 = -36928.872313 nChanged 4 SP:Iteration 29Q (18540.520000 sec): 3 clusters Score: Raw -37523.405222 + Penalty 592.568825 = -36930.836397 nChanged 4 SP:Iteration 30Q (18540.680000 sec): 3 clusters Score: Raw -37526.596272 + Penalty 592.568825 = -36934.027447 nChanged 3 SP:Iteration 31Q (18540.860000 sec): 3 clusters Score: Raw -37528.880317 + Penalty 592.568825 = -36936.311492 nChanged 2 SP:Iteration 32Q (18541.100000 sec): 3 clusters Score: Raw -37531.569685 + Penalty 592.568825 = -36939.000860 nChanged 5 SP:Iteration 33Q (18541.270000 sec): 3 clusters Score: Raw -37536.387721 + Penalty 592.568825 = -36943.818896 nChanged 4 SP:Iteration 34Q (18541.490000 sec): 3 clusters Score: Raw -37539.468606 + Penalty 592.568825 = -36946.899781 nChanged 5 SP:Iteration 35Q (18541.680000 sec): 3 clusters Score: Raw -37544.606689 + Penalty 592.568825 = -36952.037864 nChanged 5 SP:Iteration 36Q (18541.860000 sec): 3 clusters Score: Raw -37547.438110 + Penalty 592.568825 = -36954.869285 nChanged 4 SP:Iteration 37Q (18542.070000 sec): 3 clusters Score: Raw -37550.420476 + Penalty 592.568825 = -36957.851651 nChanged 1 SP:Iteration 38Q (18542.340000 sec): 3 clusters Score: Raw -37550.836142 + Penalty 592.568825 = -36958.267317 nChanged 0 SP:Iteration 39F (18542.510000 sec): 3 clusters Score: Raw -37550.836142 + Penalty 592.568825 = -36958.267317 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18542.640000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18542.830000 sec): 3 clusters Score: Raw -13409.726584 + Penalty 492.459791 = -12917.266794 nChanged 54 SP:Iteration 1F (18542.980000 sec): 3 clusters Score: Raw -13479.957408 + Penalty 492.459791 = -12987.497617 nChanged 10 SP:Iteration 2Q (18543.260000 sec): 3 clusters Score: Raw -13499.455929 + Penalty 492.459791 = -13006.996138 nChanged 10 SP:Iteration 3Q (18543.390000 sec): 3 clusters Score: Raw -13511.716657 + Penalty 492.459791 = -13019.256866 nChanged 6 SP:Iteration 4Q (18543.570000 sec): 3 clusters Score: Raw -13517.749205 + Penalty 492.459791 = -13025.289414 nChanged 4 SP:Iteration 5Q (18543.750000 sec): 3 clusters Score: Raw -13520.660669 + Penalty 492.459791 = -13028.200879 nChanged 2 SP:Iteration 6Q (18543.880000 sec): 3 clusters Score: Raw -13521.763358 + Penalty 492.459791 = -13029.303567 nChanged 2 SP:Iteration 7Q (18544.030000 sec): 3 clusters Score: Raw -13523.753641 + Penalty 492.459791 = -13031.293850 nChanged 1 SP:Iteration 8Q (18544.210000 sec): 3 clusters Score: Raw -13524.490285 + Penalty 492.459791 = -13032.030494 nChanged 1 SP:Iteration 9Q (18544.370000 sec): 3 clusters Score: Raw -13526.080938 + Penalty 492.459791 = -13033.621147 nChanged 0 SP:Iteration 10F (18544.610000 sec): 3 clusters Score: Raw -13526.080938 + Penalty 492.459791 = -13033.621147 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18544.710000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18544.930000 sec): 3 clusters Score: Raw -2061.476988 + Penalty 355.994093 = -1705.482895 nChanged 2 SP:Iteration 1Q (18545.100000 sec): 3 clusters Score: Raw -2064.465779 + Penalty 355.994093 = -1708.471686 nChanged 1 SP:Iteration 2Q (18545.330000 sec): 3 clusters Score: Raw -2076.632887 + Penalty 355.994093 = -1720.638794 nChanged 0 SP:Iteration 3F (18545.540000 sec): 3 clusters Score: Raw -2076.632887 + Penalty 355.994093 = -1720.638794 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (54 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18545.640000 sec): 2 clusters Score: Raw -2953.667969 + Penalty 181.498774 = -2772.169195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18545.850000 sec): 3 clusters Score: Raw -3081.640606 + Penalty 362.997548 = -2718.643058 nChanged 7 SP:Iteration 1F (18546.020000 sec): 3 clusters Score: Raw -3124.431658 + Penalty 362.997548 = -2761.434109 nChanged 2 SP:Iteration 2Q (18546.270000 sec): 3 clusters Score: Raw -3140.149059 + Penalty 362.997548 = -2777.151511 nChanged 1 SP:Iteration 3Q (18546.450000 sec): 3 clusters Score: Raw -3148.962189 + Penalty 362.997548 = -2785.964640 nChanged 0 SP:Iteration 4F (18546.590000 sec): 3 clusters Score: Raw -3148.962189 + Penalty 362.997548 = -2785.964640 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 83. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18546.750000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18546.900000 sec): 3 clusters Score: Raw -11681.853032 + Penalty 479.842960 = -11202.010072 nChanged 50 SP:Iteration 1F (18547.130000 sec): 3 clusters Score: Raw -11748.754130 + Penalty 479.842960 = -11268.911170 nChanged 6 SP:Iteration 2Q (18547.300000 sec): 3 clusters Score: Raw -11761.468691 + Penalty 479.842960 = -11281.625731 nChanged 3 SP:Iteration 3Q (18547.520000 sec): 3 clusters Score: Raw -11767.481144 + Penalty 479.842960 = -11287.638184 nChanged 4 SP:Iteration 4Q (18547.710000 sec): 3 clusters Score: Raw -11775.843321 + Penalty 479.842960 = -11296.000361 nChanged 2 SP:Iteration 5Q (18547.930000 sec): 3 clusters Score: Raw -11780.245396 + Penalty 479.842960 = -11300.402436 nChanged 1 SP:Iteration 6Q (18548.150000 sec): 3 clusters Score: Raw -11780.987221 + Penalty 479.842960 = -11301.144261 nChanged 0 SP:Iteration 7F (18548.370000 sec): 3 clusters Score: Raw -11780.987221 + Penalty 479.842960 = -11301.144261 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18548.470000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18548.690000 sec): 3 clusters Score: Raw -34716.701997 + Penalty 581.968805 = -34134.733191 nChanged 238 SP:Iteration 1F (18548.860000 sec): 3 clusters Score: Raw -34911.512720 + Penalty 581.968805 = -34329.543915 nChanged 57 SP:Iteration 2F (18549.070000 sec): 3 clusters Score: Raw -34958.875787 + Penalty 581.968805 = -34376.906982 nChanged 30 SP:Iteration 3F (18549.210000 sec): 3 clusters Score: Raw -34993.539635 + Penalty 581.968805 = -34411.570829 nChanged 20 SP:Iteration 4Q (18549.390000 sec): 3 clusters Score: Raw -35011.446724 + Penalty 581.968805 = -34429.477918 nChanged 17 SP:Iteration 5Q (18549.570000 sec): 3 clusters Score: Raw -35024.455025 + Penalty 581.968805 = -34442.486220 nChanged 14 SP:Iteration 6Q (18549.710000 sec): 3 clusters Score: Raw -35031.857004 + Penalty 581.968805 = -34449.888199 nChanged 7 SP:Iteration 7Q (18549.920000 sec): 3 clusters Score: Raw -35037.854222 + Penalty 581.968805 = -34455.885416 nChanged 2 SP:Iteration 8Q (18550.180000 sec): 3 clusters Score: Raw -35041.605702 + Penalty 581.968805 = -34459.636897 nChanged 2 SP:Iteration 9Q (18550.320000 sec): 3 clusters Score: Raw -35042.778244 + Penalty 581.968805 = -34460.809439 nChanged 1 SP:Iteration 10Q (18550.540000 sec): 3 clusters Score: Raw -35042.876354 + Penalty 581.968805 = -34460.907548 nChanged 0 SP:Iteration 11F (18550.740000 sec): 3 clusters Score: Raw -35042.876354 + Penalty 581.968805 = -34460.907548 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18550.800000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18551.000000 sec): 3 clusters Score: Raw -8716.220890 + Penalty 449.689460 = -8266.531429 nChanged 33 SP:Iteration 1F (18551.170000 sec): 3 clusters Score: Raw -8780.939153 + Penalty 449.689460 = -8331.249692 nChanged 9 SP:Iteration 2F (18551.360000 sec): 3 clusters Score: Raw -8799.328872 + Penalty 449.689460 = -8349.639411 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18551.460000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18551.640000 sec): 3 clusters Score: Raw -33866.046391 + Penalty 577.612418 = -33288.433973 nChanged 206 SP:Iteration 1F (18551.840000 sec): 3 clusters Score: Raw -34004.507938 + Penalty 577.612418 = -33426.895520 nChanged 45 SP:Iteration 2F (18552.030000 sec): 3 clusters Score: Raw -34046.681322 + Penalty 577.612418 = -33469.068904 nChanged 29 SP:Iteration 3F (18552.220000 sec): 3 clusters Score: Raw -34066.234791 + Penalty 577.612418 = -33488.622373 nChanged 24 SP:Iteration 4Q (18552.420000 sec): 3 clusters Score: Raw -34081.870135 + Penalty 577.612418 = -33504.257717 nChanged 15 SP:Iteration 5Q (18552.580000 sec): 3 clusters Score: Raw -34093.421464 + Penalty 577.612418 = -33515.809046 nChanged 13 SP:Iteration 6Q (18552.760000 sec): 3 clusters Score: Raw -34098.633049 + Penalty 577.612418 = -33521.020631 nChanged 5 SP:Iteration 7Q (18552.920000 sec): 3 clusters Score: Raw -34103.225988 + Penalty 577.612418 = -33525.613570 nChanged 11 SP:Iteration 8Q (18553.070000 sec): 3 clusters Score: Raw -34112.811793 + Penalty 577.612418 = -33535.199375 nChanged 8 SP:Iteration 9Q (18553.230000 sec): 3 clusters Score: Raw -34121.089492 + Penalty 577.612418 = -33543.477074 nChanged 9 SP:Iteration 10Q (18553.400000 sec): 3 clusters Score: Raw -34125.760357 + Penalty 577.612418 = -33548.147939 nChanged 6 SP:Iteration 11Q (18553.590000 sec): 3 clusters Score: Raw -34129.691983 + Penalty 577.612418 = -33552.079565 nChanged 5 SP:Iteration 12Q (18553.800000 sec): 3 clusters Score: Raw -34133.794099 + Penalty 577.612418 = -33556.181681 nChanged 6 SP:Iteration 13Q (18553.950000 sec): 3 clusters Score: Raw -34136.739115 + Penalty 577.612418 = -33559.126696 nChanged 2 SP:Iteration 14Q (18554.070000 sec): 3 clusters Score: Raw -34137.405341 + Penalty 577.612418 = -33559.792923 nChanged 0 SP:Iteration 15F (18554.330000 sec): 3 clusters Score: Raw -34137.405341 + Penalty 577.612418 = -33559.792923 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18554.380000 sec): 2 clusters Score: Raw -57022.516007 + Penalty 316.738970 = -56705.777036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18554.630000 sec): 3 clusters Score: Raw -56496.398970 + Penalty 633.477940 = -55862.921030 nChanged 432 SP:Iteration 1F (18554.780000 sec): 3 clusters Score: Raw -56770.915444 + Penalty 633.477940 = -56137.437504 nChanged 88 SP:Iteration 2F (18554.980000 sec): 3 clusters Score: Raw -56820.493123 + Penalty 633.477940 = -56187.015183 nChanged 41 SP:Iteration 3Q (18555.180000 sec): 3 clusters Score: Raw -56839.106603 + Penalty 633.477940 = -56205.628663 nChanged 29 SP:Iteration 4Q (18555.380000 sec): 3 clusters Score: Raw -56853.883233 + Penalty 633.477940 = -56220.405293 nChanged 32 SP:Iteration 5Q (18555.540000 sec): 3 clusters Score: Raw -56869.741653 + Penalty 633.477940 = -56236.263712 nChanged 14 SP:Iteration 6Q (18555.730000 sec): 3 clusters Score: Raw -56874.918682 + Penalty 633.477940 = -56241.440742 nChanged 18 SP:Iteration 7Q (18555.890000 sec): 3 clusters Score: Raw -56883.160689 + Penalty 633.477940 = -56249.682749 nChanged 16 SP:Iteration 8Q (18556.030000 sec): 3 clusters Score: Raw -56898.794023 + Penalty 633.477940 = -56265.316083 nChanged 24 SP:Iteration 9Q (18556.230000 sec): 3 clusters Score: Raw -56908.984915 + Penalty 633.477940 = -56275.506975 nChanged 14 SP:Iteration 10Q (18556.450000 sec): 3 clusters Score: Raw -56914.029457 + Penalty 633.477940 = -56280.551517 nChanged 11 SP:Iteration 11Q (18556.620000 sec): 3 clusters Score: Raw -56918.390169 + Penalty 633.477940 = -56284.912228 nChanged 11 SP:Iteration 12Q (18556.790000 sec): 3 clusters Score: Raw -56925.874074 + Penalty 633.477940 = -56292.396134 nChanged 19 SP:Iteration 13Q (18556.960000 sec): 3 clusters Score: Raw -56932.249152 + Penalty 633.477940 = -56298.771212 nChanged 16 SP:Iteration 14Q (18557.120000 sec): 3 clusters Score: Raw -56940.304412 + Penalty 633.477940 = -56306.826472 nChanged 20 SP:Iteration 15Q (18557.310000 sec): 3 clusters Score: Raw -56950.373251 + Penalty 633.477940 = -56316.895311 nChanged 21 SP:Iteration 16Q (18557.440000 sec): 3 clusters Score: Raw -56958.349115 + Penalty 633.477940 = -56324.871175 nChanged 12 SP:Iteration 17Q (18557.660000 sec): 3 clusters Score: Raw -56962.163214 + Penalty 633.477940 = -56328.685273 nChanged 12 SP:Iteration 18Q (18557.820000 sec): 3 clusters Score: Raw -56965.608670 + Penalty 633.477940 = -56332.130730 nChanged 8 SP:Iteration 19Q (18558.010000 sec): 3 clusters Score: Raw -56967.634977 + Penalty 633.477940 = -56334.157037 nChanged 6 SP:Iteration 20F (18558.190000 sec): 3 clusters Score: Raw -56971.961991 + Penalty 633.477940 = -56338.484051 nChanged 11 SP:Iteration 21Q (18558.380000 sec): 3 clusters Score: Raw -56977.193145 + Penalty 633.477940 = -56343.715205 nChanged 12 SP:Iteration 22Q (18558.560000 sec): 3 clusters Score: Raw -56979.791698 + Penalty 633.477940 = -56346.313758 nChanged 7 SP:Iteration 23Q (18558.730000 sec): 3 clusters Score: Raw -56982.108301 + Penalty 633.477940 = -56348.630361 nChanged 12 SP:Iteration 24Q (18558.870000 sec): 3 clusters Score: Raw -56986.662448 + Penalty 633.477940 = -56353.184507 nChanged 8 SP:Iteration 25Q (18559.090000 sec): 3 clusters Score: Raw -56989.985566 + Penalty 633.477940 = -56356.507626 nChanged 8 SP:Iteration 26Q (18559.240000 sec): 3 clusters Score: Raw -56992.794161 + Penalty 633.477940 = -56359.316221 nChanged 11 SP:Iteration 27Q (18559.440000 sec): 3 clusters Score: Raw -56996.868392 + Penalty 633.477940 = -56363.390452 nChanged 11 SP:Iteration 28Q (18559.600000 sec): 3 clusters Score: Raw -57003.660869 + Penalty 633.477940 = -56370.182928 nChanged 17 SP:Iteration 29Q (18559.770000 sec): 3 clusters Score: Raw -57012.804854 + Penalty 633.477940 = -56379.326913 nChanged 13 SP:Iteration 30Q (18559.960000 sec): 3 clusters Score: Raw -57017.269361 + Penalty 633.477940 = -56383.791421 nChanged 11 SP:Iteration 31Q (18560.120000 sec): 3 clusters Score: Raw -57022.706384 + Penalty 633.477940 = -56389.228444 nChanged 10 SP:Iteration 32Q (18560.290000 sec): 3 clusters Score: Raw -57027.845190 + Penalty 633.477940 = -56394.367250 nChanged 10 SP:Iteration 33Q (18560.480000 sec): 3 clusters Score: Raw -57032.245117 + Penalty 633.477940 = -56398.767176 nChanged 12 SP:Iteration 34Q (18560.620000 sec): 3 clusters Score: Raw -57039.193136 + Penalty 633.477940 = -56405.715196 nChanged 13 SP:Iteration 35Q (18560.820000 sec): 3 clusters Score: Raw -57048.019586 + Penalty 633.477940 = -56414.541646 nChanged 14 SP:Iteration 36Q (18561.040000 sec): 3 clusters Score: Raw -57057.856094 + Penalty 633.477940 = -56424.378154 nChanged 16 SP:Iteration 37Q (18561.200000 sec): 3 clusters Score: Raw -57063.783455 + Penalty 633.477940 = -56430.305515 nChanged 7 SP:Iteration 38Q (18561.420000 sec): 3 clusters Score: Raw -57065.327144 + Penalty 633.477940 = -56431.849204 nChanged 7 SP:Iteration 39Q (18561.630000 sec): 3 clusters Score: Raw -57067.374587 + Penalty 633.477940 = -56433.896647 nChanged 11 SP:Iteration 40F (18561.830000 sec): 3 clusters Score: Raw -57072.107620 + Penalty 633.477940 = -56438.629680 nChanged 9 SP:Iteration 41Q (18562.060000 sec): 3 clusters Score: Raw -57080.896474 + Penalty 633.477940 = -56447.418534 nChanged 9 SP:Iteration 42Q (18562.290000 sec): 3 clusters Score: Raw -57086.303580 + Penalty 633.477940 = -56452.825640 nChanged 5 SP:Iteration 43Q (18562.510000 sec): 3 clusters Score: Raw -57087.609377 + Penalty 633.477940 = -56454.131437 nChanged 6 SP:Iteration 44Q (18562.760000 sec): 3 clusters Score: Raw -57090.679333 + Penalty 633.477940 = -56457.201393 nChanged 6 SP:Iteration 45Q (18562.990000 sec): 3 clusters Score: Raw -57094.678115 + Penalty 633.477940 = -56461.200175 nChanged 7 SP:Iteration 46Q (18563.140000 sec): 3 clusters Score: Raw -57097.527967 + Penalty 633.477940 = -56464.050027 nChanged 5 SP:Iteration 47Q (18563.380000 sec): 3 clusters Score: Raw -57099.478798 + Penalty 633.477940 = -56466.000858 nChanged 7 SP:Iteration 48Q (18563.550000 sec): 3 clusters Score: Raw -57102.506207 + Penalty 633.477940 = -56469.028267 nChanged 5 SP:Iteration 49Q (18563.750000 sec): 3 clusters Score: Raw -57103.737709 + Penalty 633.477940 = -56470.259769 nChanged 4 SP:Iteration 50Q (18563.970000 sec): 3 clusters Score: Raw -57105.014523 + Penalty 633.477940 = -56471.536583 nChanged 4 SP:Iteration 51Q (18564.150000 sec): 3 clusters Score: Raw -57105.645518 + Penalty 633.477940 = -56472.167578 nChanged 4 SP:Iteration 52Q (18564.360000 sec): 3 clusters Score: Raw -57106.651777 + Penalty 633.477940 = -56473.173837 nChanged 6 SP:Iteration 53Q (18564.530000 sec): 3 clusters Score: Raw -57107.671053 + Penalty 633.477940 = -56474.193113 nChanged 6 SP:Iteration 54Q (18564.690000 sec): 3 clusters Score: Raw -57108.822593 + Penalty 633.477940 = -56475.344653 nChanged 2 SP:Iteration 55Q (18564.920000 sec): 3 clusters Score: Raw -57108.969228 + Penalty 633.477940 = -56475.491287 nChanged 0 SP:Iteration 56F (18565.070000 sec): 3 clusters Score: Raw -57108.969228 + Penalty 633.477940 = -56475.491287 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18565.190000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18565.370000 sec): 3 clusters Score: Raw -203575.795435 + Penalty 735.442363 = -202840.353072 nChanged 1421 SP:Iteration 1F (18565.580000 sec): 3 clusters Score: Raw -204419.482357 + Penalty 735.442363 = -203684.039994 nChanged 210 SP:Iteration 2F (18565.740000 sec): 3 clusters Score: Raw -204529.107356 + Penalty 735.442363 = -203793.664993 nChanged 162 SP:Iteration 3F (18565.910000 sec): 3 clusters Score: Raw -204608.051011 + Penalty 735.442363 = -203872.608648 nChanged 150 SP:Iteration 4Q (18566.080000 sec): 3 clusters Score: Raw -204697.179624 + Penalty 735.442363 = -203961.737261 nChanged 147 SP:Iteration 5Q (18566.270000 sec): 3 clusters Score: Raw -204794.508632 + Penalty 735.442363 = -204059.066269 nChanged 142 SP:Iteration 6Q (18566.410000 sec): 3 clusters Score: Raw -204887.608620 + Penalty 735.442363 = -204152.166258 nChanged 123 SP:Iteration 7Q (18566.590000 sec): 3 clusters Score: Raw -204960.685086 + Penalty 735.442363 = -204225.242723 nChanged 106 SP:Iteration 8Q (18566.740000 sec): 3 clusters Score: Raw -205022.142764 + Penalty 735.442363 = -204286.700401 nChanged 94 SP:Iteration 9Q (18566.890000 sec): 3 clusters Score: Raw -205069.007029 + Penalty 735.442363 = -204333.564666 nChanged 81 SP:Iteration 10Q (18567.130000 sec): 3 clusters Score: Raw -205119.224045 + Penalty 735.442363 = -204383.781682 nChanged 76 SP:Iteration 11Q (18567.300000 sec): 3 clusters Score: Raw -205162.198245 + Penalty 735.442363 = -204426.755882 nChanged 60 SP:Iteration 12Q (18567.450000 sec): 3 clusters Score: Raw -205194.324469 + Penalty 735.442363 = -204458.882106 nChanged 63 SP:Iteration 13Q (18567.650000 sec): 3 clusters Score: Raw -205222.992656 + Penalty 735.442363 = -204487.550293 nChanged 68 SP:Iteration 14Q (18567.880000 sec): 3 clusters Score: Raw -205266.709689 + Penalty 735.442363 = -204531.267326 nChanged 66 SP:Iteration 15Q (18568.060000 sec): 3 clusters Score: Raw -205305.257731 + Penalty 735.442363 = -204569.815368 nChanged 65 SP:Iteration 16Q (18568.220000 sec): 3 clusters Score: Raw -205347.719946 + Penalty 735.442363 = -204612.277583 nChanged 54 SP:Iteration 17Q (18568.380000 sec): 3 clusters Score: Raw -205382.352618 + Penalty 735.442363 = -204646.910255 nChanged 50 SP:Iteration 18Q (18568.570000 sec): 3 clusters Score: Raw -205405.996272 + Penalty 735.442363 = -204670.553909 nChanged 37 SP:Iteration 19Q (18568.830000 sec): 3 clusters Score: Raw -205423.779654 + Penalty 735.442363 = -204688.337291 nChanged 39 SP:Iteration 20F (18569.000000 sec): 3 clusters Score: Raw -205444.163185 + Penalty 735.442363 = -204708.720822 nChanged 39 SP:Iteration 21Q (18569.210000 sec): 3 clusters Score: Raw -205465.271941 + Penalty 735.442363 = -204729.829578 nChanged 28 SP:Iteration 22Q (18569.420000 sec): 3 clusters Score: Raw -205477.849191 + Penalty 735.442363 = -204742.406828 nChanged 23 SP:Iteration 23Q (18569.600000 sec): 3 clusters Score: Raw -205487.467252 + Penalty 735.442363 = -204752.024889 nChanged 24 SP:Iteration 24Q (18569.770000 sec): 3 clusters Score: Raw -205496.317652 + Penalty 735.442363 = -204760.875289 nChanged 21 SP:Iteration 25Q (18569.990000 sec): 3 clusters Score: Raw -205506.072824 + Penalty 735.442363 = -204770.630461 nChanged 18 SP:Iteration 26Q (18570.160000 sec): 3 clusters Score: Raw -205514.332977 + Penalty 735.442363 = -204778.890614 nChanged 21 SP:Iteration 27Q (18570.330000 sec): 3 clusters Score: Raw -205521.420569 + Penalty 735.442363 = -204785.978206 nChanged 18 SP:Iteration 28Q (18570.560000 sec): 3 clusters Score: Raw -205525.923993 + Penalty 735.442363 = -204790.481631 nChanged 13 SP:Iteration 29Q (18570.740000 sec): 3 clusters Score: Raw -205528.330372 + Penalty 735.442363 = -204792.888009 nChanged 6 SP:Iteration 30Q (18570.920000 sec): 3 clusters Score: Raw -205529.158597 + Penalty 735.442363 = -204793.716235 nChanged 8 SP:Iteration 31Q (18571.100000 sec): 3 clusters Score: Raw -205530.779041 + Penalty 735.442363 = -204795.336678 nChanged 7 SP:Iteration 32Q (18571.300000 sec): 3 clusters Score: Raw -205532.780861 + Penalty 735.442363 = -204797.338498 nChanged 7 SP:Iteration 33Q (18571.510000 sec): 3 clusters Score: Raw -205534.379001 + Penalty 735.442363 = -204798.936638 nChanged 6 SP:Iteration 34Q (18571.710000 sec): 3 clusters Score: Raw -205535.283438 + Penalty 735.442363 = -204799.841075 nChanged 8 SP:Iteration 35Q (18571.890000 sec): 3 clusters Score: Raw -205536.845302 + Penalty 735.442363 = -204801.402939 nChanged 9 SP:Iteration 36Q (18572.120000 sec): 3 clusters Score: Raw -205538.304288 + Penalty 735.442363 = -204802.861925 nChanged 5 SP:Iteration 37Q (18572.280000 sec): 3 clusters Score: Raw -205539.030651 + Penalty 735.442363 = -204803.588288 nChanged 7 SP:Iteration 38Q (18572.440000 sec): 3 clusters Score: Raw -205540.923281 + Penalty 735.442363 = -204805.480918 nChanged 11 SP:Iteration 39Q (18572.670000 sec): 3 clusters Score: Raw -205543.555157 + Penalty 735.442363 = -204808.112794 nChanged 9 SP:Iteration 40F (18572.840000 sec): 3 clusters Score: Raw -205546.055632 + Penalty 735.442363 = -204810.613269 nChanged 13 SP:Iteration 41Q (18573.020000 sec): 3 clusters Score: Raw -205551.165900 + Penalty 735.442363 = -204815.723537 nChanged 18 SP:Iteration 42Q (18573.200000 sec): 3 clusters Score: Raw -205556.494725 + Penalty 735.442363 = -204821.052362 nChanged 15 SP:Iteration 43Q (18573.410000 sec): 3 clusters Score: Raw -205560.857731 + Penalty 735.442363 = -204825.415368 nChanged 14 SP:Iteration 44Q (18573.630000 sec): 3 clusters Score: Raw -205564.540002 + Penalty 735.442363 = -204829.097639 nChanged 17 SP:Iteration 45Q (18573.800000 sec): 3 clusters Score: Raw -205570.618301 + Penalty 735.442363 = -204835.175938 nChanged 14 SP:Iteration 46Q (18573.960000 sec): 3 clusters Score: Raw -205575.734470 + Penalty 735.442363 = -204840.292107 nChanged 17 SP:Iteration 47Q (18574.170000 sec): 3 clusters Score: Raw -205581.874329 + Penalty 735.442363 = -204846.431966 nChanged 13 SP:Iteration 48Q (18574.350000 sec): 3 clusters Score: Raw -205584.994370 + Penalty 735.442363 = -204849.552007 nChanged 13 SP:Iteration 49Q (18574.540000 sec): 3 clusters Score: Raw -205588.919682 + Penalty 735.442363 = -204853.477319 nChanged 11 SP:Iteration 50Q (18574.670000 sec): 3 clusters Score: Raw -205591.740606 + Penalty 735.442363 = -204856.298243 nChanged 9 SP:Iteration 51Q (18574.830000 sec): 3 clusters Score: Raw -205593.029900 + Penalty 735.442363 = -204857.587537 nChanged 6 SP:Iteration 52Q (18575.040000 sec): 3 clusters Score: Raw -205593.555926 + Penalty 735.442363 = -204858.113563 nChanged 2 SP:Iteration 53Q (18575.240000 sec): 3 clusters Score: Raw -205593.989541 + Penalty 735.442363 = -204858.547178 nChanged 4 SP:Iteration 54Q (18575.420000 sec): 3 clusters Score: Raw -205594.495673 + Penalty 735.442363 = -204859.053310 nChanged 7 SP:Iteration 55Q (18575.570000 sec): 3 clusters Score: Raw -205595.929212 + Penalty 735.442363 = -204860.486849 nChanged 4 SP:Iteration 56Q (18575.750000 sec): 3 clusters Score: Raw -205596.910287 + Penalty 735.442363 = -204861.467924 nChanged 6 SP:Iteration 57Q (18575.910000 sec): 3 clusters Score: Raw -205597.975101 + Penalty 735.442363 = -204862.532738 nChanged 3 SP:Iteration 58Q (18576.150000 sec): 3 clusters Score: Raw -205598.685960 + Penalty 735.442363 = -204863.243597 nChanged 4 SP:Iteration 59Q (18576.350000 sec): 3 clusters Score: Raw -205599.679422 + Penalty 735.442363 = -204864.237059 nChanged 4 SP:Iteration 60F (18576.560000 sec): 3 clusters Score: Raw -205601.606784 + Penalty 735.442363 = -204866.164421 nChanged 8 SP:Iteration 61Q (18576.730000 sec): 3 clusters Score: Raw -205604.275737 + Penalty 735.442363 = -204868.833374 nChanged 12 SP:Iteration 62Q (18576.920000 sec): 3 clusters Score: Raw -205606.982247 + Penalty 735.442363 = -204871.539884 nChanged 7 SP:Iteration 63Q (18577.150000 sec): 3 clusters Score: Raw -205608.283651 + Penalty 735.442363 = -204872.841288 nChanged 8 SP:Iteration 64Q (18577.310000 sec): 3 clusters Score: Raw -205609.975324 + Penalty 735.442363 = -204874.532961 nChanged 8 SP:Iteration 65Q (18577.460000 sec): 3 clusters Score: Raw -205612.496326 + Penalty 735.442363 = -204877.053964 nChanged 16 SP:Iteration 66Q (18577.640000 sec): 3 clusters Score: Raw -205620.278042 + Penalty 735.442363 = -204884.835679 nChanged 15 SP:Iteration 67Q (18577.870000 sec): 3 clusters Score: Raw -205626.510579 + Penalty 735.442363 = -204891.068217 nChanged 16 SP:Iteration 68Q (18578.010000 sec): 3 clusters Score: Raw -205633.506746 + Penalty 735.442363 = -204898.064384 nChanged 11 SP:Iteration 69Q (18578.270000 sec): 3 clusters Score: Raw -205636.937549 + Penalty 735.442363 = -204901.495187 nChanged 9 SP:Iteration 70Q (18578.470000 sec): 3 clusters Score: Raw -205640.798119 + Penalty 735.442363 = -204905.355756 nChanged 10 SP:Iteration 71Q (18578.640000 sec): 3 clusters Score: Raw -205642.747797 + Penalty 735.442363 = -204907.305434 nChanged 6 SP:Iteration 72Q (18578.840000 sec): 3 clusters Score: Raw -205643.675121 + Penalty 735.442363 = -204908.232758 nChanged 2 SP:Iteration 73Q (18579.010000 sec): 3 clusters Score: Raw -205644.239023 + Penalty 735.442363 = -204908.796661 nChanged 4 SP:Iteration 74Q (18579.220000 sec): 3 clusters Score: Raw -205645.390012 + Penalty 735.442363 = -204909.947650 nChanged 4 SP:Iteration 75Q (18579.400000 sec): 3 clusters Score: Raw -205647.629269 + Penalty 735.442363 = -204912.186906 nChanged 6 SP:Iteration 76Q (18579.570000 sec): 3 clusters Score: Raw -205648.951882 + Penalty 735.442363 = -204913.509519 nChanged 7 SP:Iteration 77Q (18579.750000 sec): 3 clusters Score: Raw -205651.029950 + Penalty 735.442363 = -204915.587587 nChanged 6 SP:Iteration 78Q (18579.960000 sec): 3 clusters Score: Raw -205652.457664 + Penalty 735.442363 = -204917.015301 nChanged 2 SP:Iteration 79Q (18580.180000 sec): 3 clusters Score: Raw -205652.925552 + Penalty 735.442363 = -204917.483189 nChanged 5 SP:Iteration 80F (18580.370000 sec): 3 clusters Score: Raw -205654.068284 + Penalty 735.442363 = -204918.625921 nChanged 3 SP:Iteration 81Q (18580.550000 sec): 3 clusters Score: Raw -205654.861896 + Penalty 735.442363 = -204919.419534 nChanged 0 SP:Iteration 82F (18580.730000 sec): 3 clusters Score: Raw -205654.861896 + Penalty 735.442363 = -204919.419534 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18580.870000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18581.020000 sec): 3 clusters Score: Raw -8512.831252 + Penalty 452.253010 = -8060.578242 nChanged 34 SP:Iteration 1F (18581.200000 sec): 3 clusters Score: Raw -8565.788412 + Penalty 452.253010 = -8113.535402 nChanged 9 SP:Iteration 2F (18581.400000 sec): 3 clusters Score: Raw -8592.715993 + Penalty 452.253010 = -8140.462983 nChanged 9 SP:Iteration 3F (18581.630000 sec): 3 clusters Score: Raw -8617.179094 + Penalty 452.253010 = -8164.926084 nChanged 4 SP:Iteration 4Q (18581.790000 sec): 3 clusters Score: Raw -8630.053681 + Penalty 452.253010 = -8177.800671 nChanged 2 SP:Iteration 5Q (18582.060000 sec): 3 clusters Score: Raw -8639.972352 + Penalty 452.253010 = -8187.719341 nChanged 1 SP:Iteration 6Q (18582.220000 sec): 3 clusters Score: Raw -8644.843400 + Penalty 452.253010 = -8192.590389 nChanged 1 SP:Iteration 7Q (18582.420000 sec): 3 clusters Score: Raw -8647.400380 + Penalty 452.253010 = -8195.147370 nChanged 0 SP:Iteration 8F (18582.630000 sec): 3 clusters Score: Raw -8647.400380 + Penalty 452.253010 = -8195.147370 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18582.710000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18582.940000 sec): 3 clusters Score: Raw -6734.762300 + Penalty 442.945635 = -6291.816665 nChanged 31 SP:Iteration 1F (18583.110000 sec): 3 clusters Score: Raw -6784.764622 + Penalty 442.945635 = -6341.818987 nChanged 8 SP:Iteration 2F (18583.370000 sec): 3 clusters Score: Raw -6802.257867 + Penalty 442.945635 = -6359.312232 nChanged 6 SP:Iteration 3Q (18583.540000 sec): 3 clusters Score: Raw -6811.469130 + Penalty 442.945635 = -6368.523495 nChanged 2 SP:Iteration 4Q (18583.750000 sec): 3 clusters Score: Raw -6814.584226 + Penalty 442.945635 = -6371.638591 nChanged 2 SP:Iteration 5Q (18583.910000 sec): 3 clusters Score: Raw -6817.990738 + Penalty 442.945635 = -6375.045103 nChanged 1 SP:Iteration 6Q (18584.110000 sec): 3 clusters Score: Raw -6820.807769 + Penalty 442.945635 = -6377.862134 nChanged 3 SP:Iteration 7Q (18584.320000 sec): 3 clusters Score: Raw -6825.517018 + Penalty 442.945635 = -6382.571383 nChanged 2 SP:Iteration 8Q (18584.560000 sec): 3 clusters Score: Raw -6834.832261 + Penalty 442.945635 = -6391.886626 nChanged 0 SP:Iteration 9F (18584.780000 sec): 3 clusters Score: Raw -6834.832261 + Penalty 442.945635 = -6391.886626 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18584.900000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18585.120000 sec): 3 clusters Score: Raw -331800.511080 + Penalty 782.454805 = -331018.056276 nChanged 2481 SP:Iteration 1F (18585.250000 sec): 3 clusters Score: Raw -333222.362644 + Penalty 782.454805 = -332439.907839 nChanged 314 SP:Iteration 2F (18585.480000 sec): 3 clusters Score: Raw -333383.911423 + Penalty 782.454805 = -332601.456619 nChanged 344 SP:Iteration 3F (18585.640000 sec): 3 clusters Score: Raw -333605.030859 + Penalty 782.454805 = -332822.576055 nChanged 357 SP:Iteration 4F (18585.850000 sec): 3 clusters Score: Raw -333864.271993 + Penalty 782.454805 = -333081.817188 nChanged 378 SP:Iteration 5F (18586.100000 sec): 3 clusters Score: Raw -334196.565396 + Penalty 782.454805 = -333414.110592 nChanged 365 SP:Iteration 6F (18586.330000 sec): 3 clusters Score: Raw -334530.499027 + Penalty 782.454805 = -333748.044222 nChanged 339 SP:Iteration 7F (18586.470000 sec): 3 clusters Score: Raw -334818.386005 + Penalty 782.454805 = -334035.931200 nChanged 224 SP:Iteration 8Q (18586.710000 sec): 3 clusters Score: Raw -334955.240593 + Penalty 782.454805 = -334172.785788 nChanged 151 SP:Iteration 9Q (18586.920000 sec): 3 clusters Score: Raw -335035.643082 + Penalty 782.454805 = -334253.188277 nChanged 112 SP:Iteration 10Q (18587.070000 sec): 3 clusters Score: Raw -335089.885428 + Penalty 782.454805 = -334307.430623 nChanged 89 SP:Iteration 11Q (18587.280000 sec): 3 clusters Score: Raw -335136.328564 + Penalty 782.454805 = -334353.873759 nChanged 93 SP:Iteration 12Q (18587.440000 sec): 3 clusters Score: Raw -335186.103366 + Penalty 782.454805 = -334403.648561 nChanged 74 SP:Iteration 13Q (18587.690000 sec): 3 clusters Score: Raw -335220.365820 + Penalty 782.454805 = -334437.911015 nChanged 63 SP:Iteration 14Q (18587.850000 sec): 3 clusters Score: Raw -335251.415902 + Penalty 782.454805 = -334468.961097 nChanged 53 SP:Iteration 15Q (18588.030000 sec): 3 clusters Score: Raw -335274.575083 + Penalty 782.454805 = -334492.120279 nChanged 46 SP:Iteration 16Q (18588.180000 sec): 3 clusters Score: Raw -335296.689931 + Penalty 782.454805 = -334514.235126 nChanged 46 SP:Iteration 17Q (18588.390000 sec): 3 clusters Score: Raw -335310.088388 + Penalty 782.454805 = -334527.633583 nChanged 30 SP:Iteration 18Q (18588.570000 sec): 3 clusters Score: Raw -335317.239971 + Penalty 782.454805 = -334534.785167 nChanged 24 SP:Iteration 19Q (18588.770000 sec): 3 clusters Score: Raw -335322.794601 + Penalty 782.454805 = -334540.339797 nChanged 25 SP:Iteration 20F (18588.970000 sec): 3 clusters Score: Raw -335327.929996 + Penalty 782.454805 = -334545.475192 nChanged 18 SP:Iteration 21Q (18589.160000 sec): 3 clusters Score: Raw -335332.004635 + Penalty 782.454805 = -334549.549830 nChanged 19 SP:Iteration 22Q (18589.360000 sec): 3 clusters Score: Raw -335334.754887 + Penalty 782.454805 = -334552.300082 nChanged 17 SP:Iteration 23Q (18589.580000 sec): 3 clusters Score: Raw -335336.833153 + Penalty 782.454805 = -334554.378348 nChanged 7 SP:Iteration 24Q (18589.780000 sec): 3 clusters Score: Raw -335337.894321 + Penalty 782.454805 = -334555.439517 nChanged 6 SP:Iteration 25Q (18589.960000 sec): 3 clusters Score: Raw -335338.405117 + Penalty 782.454805 = -334555.950313 nChanged 5 SP:Iteration 26Q (18590.120000 sec): 3 clusters Score: Raw -335338.710629 + Penalty 782.454805 = -334556.255825 nChanged 5 SP:Iteration 27Q (18590.320000 sec): 3 clusters Score: Raw -335338.957216 + Penalty 782.454805 = -334556.502411 nChanged 4 SP:Iteration 28Q (18590.500000 sec): 3 clusters Score: Raw -335339.550486 + Penalty 782.454805 = -334557.095682 nChanged 5 SP:Iteration 29Q (18590.700000 sec): 3 clusters Score: Raw -335340.175908 + Penalty 782.454805 = -334557.721103 nChanged 6 SP:Iteration 30Q (18590.880000 sec): 3 clusters Score: Raw -335340.904959 + Penalty 782.454805 = -334558.450154 nChanged 4 SP:Iteration 31Q (18591.060000 sec): 3 clusters Score: Raw -335341.233817 + Penalty 782.454805 = -334558.779013 nChanged 2 SP:Iteration 32Q (18591.270000 sec): 3 clusters Score: Raw -335341.324464 + Penalty 782.454805 = -334558.869659 nChanged 1 SP:Iteration 33Q (18591.430000 sec): 3 clusters Score: Raw -335341.351000 + Penalty 782.454805 = -334558.896195 nChanged 0 SP:Iteration 34F (18591.630000 sec): 3 clusters Score: Raw -335341.351000 + Penalty 782.454805 = -334558.896195 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18591.700000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18591.910000 sec): 3 clusters Score: Raw -4725.229206 + Penalty 392.891418 = -4332.337788 nChanged 6 SP:Iteration 1F (18592.090000 sec): 3 clusters Score: Raw -4733.471632 + Penalty 392.891418 = -4340.580214 nChanged 1 SP:Iteration 2Q (18592.260000 sec): 3 clusters Score: Raw -4737.551328 + Penalty 392.891418 = -4344.659910 nChanged 0 SP:Iteration 3F (18592.410000 sec): 3 clusters Score: Raw -4737.551328 + Penalty 392.891418 = -4344.659910 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18592.500000 sec): 2 clusters Score: Raw -4418.348402 + Penalty 198.809877 = -4219.538524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18592.690000 sec): 3 clusters Score: Raw -4451.722256 + Penalty 397.619755 = -4054.102501 nChanged 12 SP:Iteration 1F (18592.860000 sec): 3 clusters Score: Raw -4487.628942 + Penalty 397.619755 = -4090.009188 nChanged 1 SP:Iteration 2Q (18593.050000 sec): 3 clusters Score: Raw -4501.868943 + Penalty 397.619755 = -4104.249189 nChanged 0 SP:Iteration 3F (18593.230000 sec): 3 clusters Score: Raw -4501.868943 + Penalty 397.619755 = -4104.249189 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18593.330000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18593.520000 sec): 3 clusters Score: Raw -5203.465109 + Penalty 408.465910 = -4794.999200 nChanged 16 SP:Iteration 1F (18593.720000 sec): 3 clusters Score: Raw -5235.001072 + Penalty 408.465910 = -4826.535162 nChanged 1 SP:Iteration 2Q (18593.910000 sec): 3 clusters Score: Raw -5242.231436 + Penalty 408.465910 = -4833.765527 nChanged 0 SP:Iteration 3F (18594.070000 sec): 3 clusters Score: Raw -5242.231436 + Penalty 408.465910 = -4833.765527 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18594.180000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18594.390000 sec): 3 clusters Score: Raw -6955.247140 + Penalty 449.037128 = -6506.210012 nChanged 37 SP:Iteration 1F (18594.610000 sec): 3 clusters Score: Raw -6994.188016 + Penalty 449.037128 = -6545.150888 nChanged 11 SP:Iteration 2F (18594.850000 sec): 3 clusters Score: Raw -7023.318987 + Penalty 449.037128 = -6574.281859 nChanged 7 SP:Iteration 3F (18595.050000 sec): 3 clusters Score: Raw -7042.084910 + Penalty 449.037128 = -6593.047782 nChanged 3 SP:Iteration 4Q (18595.240000 sec): 3 clusters Score: Raw -7053.034265 + Penalty 449.037128 = -6603.997137 nChanged 1 SP:Iteration 5Q (18595.480000 sec): 3 clusters Score: Raw -7055.224590 + Penalty 449.037128 = -6606.187462 nChanged 0 SP:Iteration 6F (18595.680000 sec): 3 clusters Score: Raw -7055.224590 + Penalty 449.037128 = -6606.187462 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18595.810000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18595.970000 sec): 3 clusters Score: Raw -3192.497457 + Penalty 391.669923 = -2800.827533 nChanged 7 SP:Iteration 1F (18596.150000 sec): 3 clusters Score: Raw -3211.671410 + Penalty 391.669923 = -2820.001487 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18596.230000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18596.420000 sec): 3 clusters Score: Raw -14549.919671 + Penalty 503.178047 = -14046.741624 nChanged 91 SP:Iteration 1F (18596.610000 sec): 3 clusters Score: Raw -14634.027537 + Penalty 503.178047 = -14130.849490 nChanged 20 SP:Iteration 2F (18596.800000 sec): 3 clusters Score: Raw -14676.992444 + Penalty 503.178047 = -14173.814397 nChanged 8 SP:Iteration 3Q (18597.000000 sec): 3 clusters Score: Raw -14687.035878 + Penalty 503.178047 = -14183.857831 nChanged 6 SP:Iteration 4Q (18597.190000 sec): 3 clusters Score: Raw -14692.243480 + Penalty 503.178047 = -14189.065433 nChanged 1 SP:Iteration 5Q (18597.410000 sec): 3 clusters Score: Raw -14692.511719 + Penalty 503.178047 = -14189.333672 nChanged 0 SP:Iteration 6F (18597.600000 sec): 3 clusters Score: Raw -14692.511719 + Penalty 503.178047 = -14189.333672 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18597.700000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18597.900000 sec): 3 clusters Score: Raw -37390.868741 + Penalty 583.026079 = -36807.842662 nChanged 201 SP:Iteration 1F (18598.040000 sec): 3 clusters Score: Raw -37519.638748 + Penalty 583.026079 = -36936.612670 nChanged 46 SP:Iteration 2F (18598.250000 sec): 3 clusters Score: Raw -37562.029288 + Penalty 583.026079 = -36979.003209 nChanged 33 SP:Iteration 3F (18598.440000 sec): 3 clusters Score: Raw -37596.296141 + Penalty 583.026079 = -37013.270062 nChanged 26 SP:Iteration 4Q (18598.650000 sec): 3 clusters Score: Raw -37614.372515 + Penalty 583.026079 = -37031.346436 nChanged 20 SP:Iteration 5Q (18598.770000 sec): 3 clusters Score: Raw -37629.624725 + Penalty 583.026079 = -37046.598646 nChanged 14 SP:Iteration 6Q (18599.010000 sec): 3 clusters Score: Raw -37636.384857 + Penalty 583.026079 = -37053.358779 nChanged 11 SP:Iteration 7Q (18599.200000 sec): 3 clusters Score: Raw -37642.494673 + Penalty 583.026079 = -37059.468594 nChanged 10 SP:Iteration 8Q (18599.370000 sec): 3 clusters Score: Raw -37649.951937 + Penalty 583.026079 = -37066.925859 nChanged 7 SP:Iteration 9Q (18599.560000 sec): 3 clusters Score: Raw -37656.673631 + Penalty 583.026079 = -37073.647553 nChanged 2 SP:Iteration 10Q (18599.720000 sec): 3 clusters Score: Raw -37657.760261 + Penalty 583.026079 = -37074.734182 nChanged 0 SP:Iteration 11F (18599.920000 sec): 3 clusters Score: Raw -37657.760261 + Penalty 583.026079 = -37074.734182 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18600.000000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18600.220000 sec): 3 clusters Score: Raw -388277.709216 + Penalty 801.534384 = -387476.174832 nChanged 3084 SP:Iteration 1F (18600.390000 sec): 3 clusters Score: Raw -389966.128987 + Penalty 801.534384 = -389164.594603 nChanged 374 SP:Iteration 2F (18600.600000 sec): 3 clusters Score: Raw -390155.539647 + Penalty 801.534384 = -389354.005263 nChanged 384 SP:Iteration 3F (18600.760000 sec): 3 clusters Score: Raw -390353.077005 + Penalty 801.534384 = -389551.542621 nChanged 389 SP:Iteration 4F (18600.990000 sec): 3 clusters Score: Raw -390630.558373 + Penalty 801.534384 = -389829.023989 nChanged 439 SP:Iteration 5F (18601.160000 sec): 3 clusters Score: Raw -390955.230979 + Penalty 801.534384 = -390153.696595 nChanged 400 SP:Iteration 6F (18601.370000 sec): 3 clusters Score: Raw -391204.742790 + Penalty 801.534384 = -390403.208406 nChanged 284 SP:Iteration 7Q (18601.580000 sec): 3 clusters Score: Raw -391333.757628 + Penalty 801.534384 = -390532.223244 nChanged 194 SP:Iteration 8Q (18601.790000 sec): 3 clusters Score: Raw -391400.086632 + Penalty 801.534384 = -390598.552248 nChanged 136 SP:Iteration 9Q (18601.960000 sec): 3 clusters Score: Raw -391446.076016 + Penalty 801.534384 = -390644.541632 nChanged 130 SP:Iteration 10Q (18602.120000 sec): 3 clusters Score: Raw -391488.181992 + Penalty 801.534384 = -390686.647608 nChanged 123 SP:Iteration 11Q (18602.310000 sec): 3 clusters Score: Raw -391530.558024 + Penalty 801.534384 = -390729.023640 nChanged 123 SP:Iteration 12Q (18602.530000 sec): 3 clusters Score: Raw -391571.712590 + Penalty 801.534384 = -390770.178205 nChanged 122 SP:Iteration 13Q (18602.710000 sec): 3 clusters Score: Raw -391618.164615 + Penalty 801.534384 = -390816.630231 nChanged 114 SP:Iteration 14Q (18602.920000 sec): 3 clusters Score: Raw -391659.352949 + Penalty 801.534384 = -390857.818565 nChanged 117 SP:Iteration 15Q (18603.080000 sec): 3 clusters Score: Raw -391706.269734 + Penalty 801.534384 = -390904.735350 nChanged 110 SP:Iteration 16Q (18603.290000 sec): 3 clusters Score: Raw -391763.459133 + Penalty 801.534384 = -390961.924749 nChanged 104 SP:Iteration 17Q (18603.440000 sec): 3 clusters Score: Raw -391818.069460 + Penalty 801.534384 = -391016.535076 nChanged 102 SP:Iteration 18Q (18603.660000 sec): 3 clusters Score: Raw -391866.729494 + Penalty 801.534384 = -391065.195110 nChanged 104 SP:Iteration 19Q (18603.820000 sec): 3 clusters Score: Raw -391919.207412 + Penalty 801.534384 = -391117.673028 nChanged 104 SP:Iteration 20F (18604.000000 sec): 3 clusters Score: Raw -391969.514968 + Penalty 801.534384 = -391167.980584 nChanged 95 SP:Iteration 21Q (18604.150000 sec): 3 clusters Score: Raw -392015.910536 + Penalty 801.534384 = -391214.376152 nChanged 82 SP:Iteration 22Q (18604.340000 sec): 3 clusters Score: Raw -392056.063299 + Penalty 801.534384 = -391254.528915 nChanged 68 SP:Iteration 23Q (18604.490000 sec): 3 clusters Score: Raw -392087.478925 + Penalty 801.534384 = -391285.944541 nChanged 81 SP:Iteration 24Q (18604.680000 sec): 3 clusters Score: Raw -392132.330273 + Penalty 801.534384 = -391330.795889 nChanged 80 SP:Iteration 25Q (18604.820000 sec): 3 clusters Score: Raw -392176.144912 + Penalty 801.534384 = -391374.610527 nChanged 63 SP:Iteration 26Q (18605.020000 sec): 3 clusters Score: Raw -392213.870208 + Penalty 801.534384 = -391412.335824 nChanged 62 SP:Iteration 27Q (18605.160000 sec): 3 clusters Score: Raw -392259.938145 + Penalty 801.534384 = -391458.403761 nChanged 43 SP:Iteration 28Q (18605.350000 sec): 3 clusters Score: Raw -392292.102384 + Penalty 801.534384 = -391490.568000 nChanged 40 SP:Iteration 29Q (18605.500000 sec): 3 clusters Score: Raw -392321.845087 + Penalty 801.534384 = -391520.310703 nChanged 38 SP:Iteration 30Q (18605.700000 sec): 3 clusters Score: Raw -392356.452138 + Penalty 801.534384 = -391554.917754 nChanged 37 SP:Iteration 31Q (18605.870000 sec): 3 clusters Score: Raw -392379.727285 + Penalty 801.534384 = -391578.192901 nChanged 25 SP:Iteration 32Q (18606.090000 sec): 3 clusters Score: Raw -392398.007137 + Penalty 801.534384 = -391596.472753 nChanged 22 SP:Iteration 33Q (18606.320000 sec): 3 clusters Score: Raw -392410.100428 + Penalty 801.534384 = -391608.566044 nChanged 18 SP:Iteration 34Q (18606.500000 sec): 3 clusters Score: Raw -392420.576122 + Penalty 801.534384 = -391619.041738 nChanged 13 SP:Iteration 35Q (18606.690000 sec): 3 clusters Score: Raw -392431.141072 + Penalty 801.534384 = -391629.606688 nChanged 10 SP:Iteration 36Q (18606.930000 sec): 3 clusters Score: Raw -392436.392049 + Penalty 801.534384 = -391634.857665 nChanged 11 SP:Iteration 37Q (18607.180000 sec): 3 clusters Score: Raw -392440.651206 + Penalty 801.534384 = -391639.116822 nChanged 4 SP:Iteration 38Q (18607.360000 sec): 3 clusters Score: Raw -392445.109186 + Penalty 801.534384 = -391643.574802 nChanged 8 SP:Iteration 39Q (18607.530000 sec): 3 clusters Score: Raw -392452.855774 + Penalty 801.534384 = -391651.321389 nChanged 6 SP:Iteration 40F (18607.720000 sec): 3 clusters Score: Raw -392455.717134 + Penalty 801.534384 = -391654.182750 nChanged 4 SP:Iteration 41Q (18607.890000 sec): 3 clusters Score: Raw -392456.986934 + Penalty 801.534384 = -391655.452550 nChanged 1 SP:Iteration 42Q (18608.100000 sec): 3 clusters Score: Raw -392457.376007 + Penalty 801.534384 = -391655.841623 nChanged 3 SP:Iteration 43Q (18608.270000 sec): 3 clusters Score: Raw -392458.158009 + Penalty 801.534384 = -391656.623624 nChanged 1 SP:Iteration 44Q (18608.460000 sec): 3 clusters Score: Raw -392458.361170 + Penalty 801.534384 = -391656.826786 nChanged 2 SP:Iteration 45Q (18608.660000 sec): 3 clusters Score: Raw -392459.100140 + Penalty 801.534384 = -391657.565756 nChanged 1 SP:Iteration 46Q (18608.860000 sec): 3 clusters Score: Raw -392459.434369 + Penalty 801.534384 = -391657.899984 nChanged 0 SP:Iteration 47F (18609.040000 sec): 3 clusters Score: Raw -392459.434369 + Penalty 801.534384 = -391657.899984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18609.130000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18609.130000 sec): 1 clusters Score: Raw 73.095239 + Penalty 0.000000 = 73.095239 nChanged 23 SP:Iteration 1F (18609.130000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18609.210000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18609.430000 sec): 3 clusters Score: Raw -123336.858897 + Penalty 698.136239 = -122638.722659 nChanged 931 SP:Iteration 1F (18609.630000 sec): 3 clusters Score: Raw -123910.206966 + Penalty 698.136239 = -123212.070727 nChanged 183 SP:Iteration 2F (18609.820000 sec): 3 clusters Score: Raw -124038.722579 + Penalty 698.136239 = -123340.586340 nChanged 152 SP:Iteration 3F (18609.980000 sec): 3 clusters Score: Raw -124133.588046 + Penalty 698.136239 = -123435.451808 nChanged 126 SP:Iteration 4F (18610.230000 sec): 3 clusters Score: Raw -124206.881333 + Penalty 698.136239 = -123508.745094 nChanged 90 SP:Iteration 5Q (18610.370000 sec): 3 clusters Score: Raw -124267.006447 + Penalty 698.136239 = -123568.870209 nChanged 94 SP:Iteration 6Q (18610.560000 sec): 3 clusters Score: Raw -124338.474600 + Penalty 698.136239 = -123640.338361 nChanged 88 SP:Iteration 7Q (18610.730000 sec): 3 clusters Score: Raw -124392.900385 + Penalty 698.136239 = -123694.764147 nChanged 60 SP:Iteration 8Q (18610.960000 sec): 3 clusters Score: Raw -124426.544357 + Penalty 698.136239 = -123728.408118 nChanged 51 SP:Iteration 9Q (18611.100000 sec): 3 clusters Score: Raw -124455.124189 + Penalty 698.136239 = -123756.987950 nChanged 42 SP:Iteration 10Q (18611.310000 sec): 3 clusters Score: Raw -124480.104890 + Penalty 698.136239 = -123781.968651 nChanged 31 SP:Iteration 11Q (18611.470000 sec): 3 clusters Score: Raw -124495.141413 + Penalty 698.136239 = -123797.005174 nChanged 32 SP:Iteration 12Q (18611.640000 sec): 3 clusters Score: Raw -124509.700076 + Penalty 698.136239 = -123811.563838 nChanged 28 SP:Iteration 13Q (18611.800000 sec): 3 clusters Score: Raw -124525.206281 + Penalty 698.136239 = -123827.070043 nChanged 28 SP:Iteration 14Q (18611.970000 sec): 3 clusters Score: Raw -124544.828481 + Penalty 698.136239 = -123846.692242 nChanged 21 SP:Iteration 15Q (18612.210000 sec): 3 clusters Score: Raw -124559.217533 + Penalty 698.136239 = -123861.081294 nChanged 18 SP:Iteration 16Q (18612.370000 sec): 3 clusters Score: Raw -124571.124826 + Penalty 698.136239 = -123872.988588 nChanged 10 SP:Iteration 17Q (18612.550000 sec): 3 clusters Score: Raw -124576.394804 + Penalty 698.136239 = -123878.258566 nChanged 8 SP:Iteration 18Q (18612.700000 sec): 3 clusters Score: Raw -124578.923094 + Penalty 698.136239 = -123880.786855 nChanged 6 SP:Iteration 19Q (18612.940000 sec): 3 clusters Score: Raw -124580.784248 + Penalty 698.136239 = -123882.648009 nChanged 6 SP:Iteration 20F (18613.100000 sec): 3 clusters Score: Raw -124583.618177 + Penalty 698.136239 = -123885.481939 nChanged 3 SP:Iteration 21Q (18613.320000 sec): 3 clusters Score: Raw -124584.343778 + Penalty 698.136239 = -123886.207539 nChanged 3 SP:Iteration 22Q (18613.520000 sec): 3 clusters Score: Raw -124584.930472 + Penalty 698.136239 = -123886.794233 nChanged 4 SP:Iteration 23Q (18613.690000 sec): 3 clusters Score: Raw -124585.979314 + Penalty 698.136239 = -123887.843075 nChanged 2 SP:Iteration 24Q (18613.950000 sec): 3 clusters Score: Raw -124586.669329 + Penalty 698.136239 = -123888.533091 nChanged 3 SP:Iteration 25Q (18614.120000 sec): 3 clusters Score: Raw -124587.602286 + Penalty 698.136239 = -123889.466047 nChanged 3 SP:Iteration 26Q (18614.340000 sec): 3 clusters Score: Raw -124589.161497 + Penalty 698.136239 = -123891.025259 nChanged 4 SP:Iteration 27Q (18614.530000 sec): 3 clusters Score: Raw -124592.197296 + Penalty 698.136239 = -123894.061057 nChanged 3 SP:Iteration 28Q (18614.730000 sec): 3 clusters Score: Raw -124594.169591 + Penalty 698.136239 = -123896.033353 nChanged 6 SP:Iteration 29Q (18614.900000 sec): 3 clusters Score: Raw -124598.803504 + Penalty 698.136239 = -123900.667265 nChanged 3 SP:Iteration 30Q (18615.090000 sec): 3 clusters Score: Raw -124599.914792 + Penalty 698.136239 = -123901.778554 nChanged 1 SP:Iteration 31Q (18615.310000 sec): 3 clusters Score: Raw -124600.176968 + Penalty 698.136239 = -123902.040729 nChanged 1 SP:Iteration 32Q (18615.510000 sec): 3 clusters Score: Raw -124600.946099 + Penalty 698.136239 = -123902.809860 nChanged 0 SP:Iteration 33F (18615.700000 sec): 3 clusters Score: Raw -124600.946099 + Penalty 698.136239 = -123902.809860 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18615.830000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18616.050000 sec): 3 clusters Score: Raw -7576.530152 + Penalty 461.270282 = -7115.259870 nChanged 50 SP:Iteration 1F (18616.260000 sec): 3 clusters Score: Raw -7698.592829 + Penalty 461.270282 = -7237.322547 nChanged 15 SP:Iteration 2F (18616.480000 sec): 3 clusters Score: Raw -7714.533073 + Penalty 461.270282 = -7253.262790 nChanged 1 SP:Iteration 3Q (18616.690000 sec): 3 clusters Score: Raw -7715.662491 + Penalty 461.270282 = -7254.392208 nChanged 1 SP:Iteration 4Q (18616.900000 sec): 3 clusters Score: Raw -7716.790896 + Penalty 461.270282 = -7255.520614 nChanged 1 SP:Iteration 5Q (18617.070000 sec): 3 clusters Score: Raw -7717.698933 + Penalty 461.270282 = -7256.428650 nChanged 1 SP:Iteration 6Q (18617.340000 sec): 3 clusters Score: Raw -7718.466719 + Penalty 461.270282 = -7257.196437 nChanged 0 SP:Iteration 7F (18617.460000 sec): 3 clusters Score: Raw -7718.466719 + Penalty 461.270282 = -7257.196437 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18617.620000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18617.820000 sec): 3 clusters Score: Raw -13957.072074 + Penalty 493.670452 = -13463.401622 nChanged 67 SP:Iteration 1F (18618.030000 sec): 3 clusters Score: Raw -14029.376300 + Penalty 493.670452 = -13535.705848 nChanged 11 SP:Iteration 2Q (18618.180000 sec): 3 clusters Score: Raw -14044.002441 + Penalty 493.670452 = -13550.331989 nChanged 3 SP:Iteration 3Q (18618.390000 sec): 3 clusters Score: Raw -14050.331829 + Penalty 493.670452 = -13556.661378 nChanged 5 SP:Iteration 4Q (18618.680000 sec): 3 clusters Score: Raw -14058.129970 + Penalty 493.670452 = -13564.459519 nChanged 3 SP:Iteration 5Q (18618.860000 sec): 3 clusters Score: Raw -14062.251975 + Penalty 493.670452 = -13568.581523 nChanged 0 SP:Iteration 6F (18619.100000 sec): 3 clusters Score: Raw -14062.251975 + Penalty 493.670452 = -13568.581523 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18619.190000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18619.360000 sec): 3 clusters Score: Raw -8025.459134 + Penalty 447.718264 = -7577.740870 nChanged 35 SP:Iteration 1F (18619.560000 sec): 3 clusters Score: Raw -8073.227916 + Penalty 447.718264 = -7625.509651 nChanged 8 SP:Iteration 2F (18619.790000 sec): 3 clusters Score: Raw -8090.252871 + Penalty 447.718264 = -7642.534607 nChanged 5 SP:Iteration 3Q (18620.000000 sec): 3 clusters Score: Raw -8097.580722 + Penalty 447.718264 = -7649.862457 nChanged 0 SP:Iteration 4F (18620.230000 sec): 3 clusters Score: Raw -8097.580722 + Penalty 447.718264 = -7649.862457 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18620.310000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18620.440000 sec): 3 clusters Score: Raw -5303.935814 + Penalty 414.402797 = -4889.533017 nChanged 12 SP:Iteration 1F (18620.600000 sec): 3 clusters Score: Raw -5337.726937 + Penalty 414.402797 = -4923.324140 nChanged 5 SP:Iteration 2F (18620.800000 sec): 3 clusters Score: Raw -5343.008867 + Penalty 414.402797 = -4928.606070 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18620.850000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18621.080000 sec): 3 clusters Score: Raw -3396.147736 + Penalty 378.458361 = -3017.689375 nChanged 8 SP:Iteration 1F (18621.260000 sec): 3 clusters Score: Raw -3425.755201 + Penalty 378.458361 = -3047.296840 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18621.330000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18621.520000 sec): 3 clusters Score: Raw -10600.170407 + Penalty 477.479191 = -10122.691217 nChanged 51 SP:Iteration 1F (18621.660000 sec): 3 clusters Score: Raw -10694.791678 + Penalty 477.479191 = -10217.312487 nChanged 16 SP:Iteration 2F (18621.880000 sec): 3 clusters Score: Raw -10748.827861 + Penalty 477.479191 = -10271.348671 nChanged 14 SP:Iteration 3F (18622.080000 sec): 3 clusters Score: Raw -10791.705486 + Penalty 477.479191 = -10314.226295 nChanged 10 SP:Iteration 4F (18622.270000 sec): 3 clusters Score: Raw -10811.372426 + Penalty 477.479191 = -10333.893236 nChanged 5 SP:Iteration 5Q (18622.440000 sec): 3 clusters Score: Raw -10817.927817 + Penalty 477.479191 = -10340.448627 nChanged 1 SP:Iteration 6Q (18622.620000 sec): 3 clusters Score: Raw -10819.907430 + Penalty 477.479191 = -10342.428239 nChanged 1 SP:Iteration 7Q (18622.830000 sec): 3 clusters Score: Raw -10820.683626 + Penalty 477.479191 = -10343.204435 nChanged 0 SP:Iteration 8F (18623.010000 sec): 3 clusters Score: Raw -10820.683626 + Penalty 477.479191 = -10343.204435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18623.130000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18623.320000 sec): 3 clusters Score: Raw -20098.351853 + Penalty 521.439080 = -19576.912773 nChanged 90 SP:Iteration 1F (18623.530000 sec): 3 clusters Score: Raw -20193.915175 + Penalty 521.439080 = -19672.476095 nChanged 29 SP:Iteration 2F (18623.710000 sec): 3 clusters Score: Raw -20233.305931 + Penalty 521.439080 = -19711.866851 nChanged 14 SP:Iteration 3Q (18623.870000 sec): 3 clusters Score: Raw -20248.527767 + Penalty 521.439080 = -19727.088687 nChanged 10 SP:Iteration 4Q (18624.070000 sec): 3 clusters Score: Raw -20257.026494 + Penalty 521.439080 = -19735.587414 nChanged 4 SP:Iteration 5Q (18624.250000 sec): 3 clusters Score: Raw -20262.307586 + Penalty 521.439080 = -19740.868505 nChanged 5 SP:Iteration 6Q (18624.480000 sec): 3 clusters Score: Raw -20268.244466 + Penalty 521.439080 = -19746.805386 nChanged 5 SP:Iteration 7Q (18624.700000 sec): 3 clusters Score: Raw -20270.451443 + Penalty 521.439080 = -19749.012362 nChanged 3 SP:Iteration 8Q (18624.850000 sec): 3 clusters Score: Raw -20271.522568 + Penalty 521.439080 = -19750.083488 nChanged 4 SP:Iteration 9Q (18625.050000 sec): 3 clusters Score: Raw -20273.154506 + Penalty 521.439080 = -19751.715425 nChanged 1 SP:Iteration 10Q (18625.240000 sec): 3 clusters Score: Raw -20273.325514 + Penalty 521.439080 = -19751.886434 nChanged 0 SP:Iteration 11F (18625.450000 sec): 3 clusters Score: Raw -20273.325514 + Penalty 521.439080 = -19751.886434 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18625.540000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18625.710000 sec): 3 clusters Score: Raw -18519.047664 + Penalty 518.740365 = -18000.307299 nChanged 84 SP:Iteration 1F (18625.880000 sec): 3 clusters Score: Raw -18573.627843 + Penalty 518.740365 = -18054.887477 nChanged 21 SP:Iteration 2F (18626.120000 sec): 3 clusters Score: Raw -18591.122996 + Penalty 518.740365 = -18072.382631 nChanged 11 SP:Iteration 3Q (18626.280000 sec): 3 clusters Score: Raw -18600.270638 + Penalty 518.740365 = -18081.530273 nChanged 9 SP:Iteration 4Q (18626.490000 sec): 3 clusters Score: Raw -18607.952024 + Penalty 518.740365 = -18089.211659 nChanged 1 SP:Iteration 5Q (18626.680000 sec): 3 clusters Score: Raw -18608.281232 + Penalty 518.740365 = -18089.540866 nChanged 0 SP:Iteration 6F (18626.860000 sec): 3 clusters Score: Raw -18608.281232 + Penalty 518.740365 = -18089.540866 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18626.940000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18627.150000 sec): 3 clusters Score: Raw -6179.325326 + Penalty 426.912657 = -5752.412669 nChanged 24 SP:Iteration 1F (18627.360000 sec): 3 clusters Score: Raw -6232.769783 + Penalty 426.912657 = -5805.857126 nChanged 11 SP:Iteration 2F (18627.590000 sec): 3 clusters Score: Raw -6267.796290 + Penalty 426.912657 = -5840.883632 nChanged 5 SP:Iteration 3Q (18627.760000 sec): 3 clusters Score: Raw -6280.032463 + Penalty 426.912657 = -5853.119805 nChanged 3 SP:Iteration 4Q (18627.980000 sec): 3 clusters Score: Raw -6283.386831 + Penalty 426.912657 = -5856.474174 nChanged 0 SP:Iteration 5F (18628.250000 sec): 3 clusters Score: Raw -6283.386831 + Penalty 426.912657 = -5856.474174 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18628.320000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18628.520000 sec): 3 clusters Score: Raw -8485.945220 + Penalty 448.380085 = -8037.565134 nChanged 33 SP:Iteration 1F (18628.700000 sec): 3 clusters Score: Raw -8546.220308 + Penalty 448.380085 = -8097.840223 nChanged 12 SP:Iteration 2F (18628.920000 sec): 3 clusters Score: Raw -8571.086283 + Penalty 448.380085 = -8122.706197 nChanged 3 SP:Iteration 3Q (18629.120000 sec): 3 clusters Score: Raw -8576.134484 + Penalty 448.380085 = -8127.754399 nChanged 2 SP:Iteration 4Q (18629.300000 sec): 3 clusters Score: Raw -8580.227960 + Penalty 448.380085 = -8131.847875 nChanged 0 SP:Iteration 5F (18629.480000 sec): 3 clusters Score: Raw -8580.227960 + Penalty 448.380085 = -8131.847875 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18629.580000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18629.770000 sec): 3 clusters Score: Raw -7109.368912 + Penalty 430.192292 = -6679.176620 nChanged 24 SP:Iteration 1F (18629.940000 sec): 3 clusters Score: Raw -7140.307390 + Penalty 430.192292 = -6710.115099 nChanged 2 SP:Iteration 2Q (18630.160000 sec): 3 clusters Score: Raw -7144.763696 + Penalty 430.192292 = -6714.571404 nChanged 2 SP:Iteration 3Q (18630.360000 sec): 3 clusters Score: Raw -7147.570908 + Penalty 430.192292 = -6717.378617 nChanged 2 SP:Iteration 4Q (18630.570000 sec): 3 clusters Score: Raw -7149.815098 + Penalty 430.192292 = -6719.622806 nChanged 0 SP:Iteration 5F (18630.730000 sec): 3 clusters Score: Raw -7149.815098 + Penalty 430.192292 = -6719.622806 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18630.830000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18631.040000 sec): 3 clusters Score: Raw -16034.042209 + Penalty 514.056656 = -15519.985553 nChanged 77 SP:Iteration 1F (18631.300000 sec): 3 clusters Score: Raw -16112.127134 + Penalty 514.056656 = -15598.070478 nChanged 17 SP:Iteration 2F (18631.470000 sec): 3 clusters Score: Raw -16132.680462 + Penalty 514.056656 = -15618.623806 nChanged 8 SP:Iteration 3Q (18631.640000 sec): 3 clusters Score: Raw -16146.155628 + Penalty 514.056656 = -15632.098972 nChanged 10 SP:Iteration 4Q (18631.840000 sec): 3 clusters Score: Raw -16161.552613 + Penalty 514.056656 = -15647.495957 nChanged 7 SP:Iteration 5Q (18632.030000 sec): 3 clusters Score: Raw -16173.145698 + Penalty 514.056656 = -15659.089042 nChanged 6 SP:Iteration 6Q (18632.210000 sec): 3 clusters Score: Raw -16180.275376 + Penalty 514.056656 = -15666.218720 nChanged 3 SP:Iteration 7Q (18632.380000 sec): 3 clusters Score: Raw -16183.317454 + Penalty 514.056656 = -15669.260798 nChanged 3 SP:Iteration 8Q (18632.590000 sec): 3 clusters Score: Raw -16186.780688 + Penalty 514.056656 = -15672.724032 nChanged 3 SP:Iteration 9Q (18632.750000 sec): 3 clusters Score: Raw -16189.688021 + Penalty 514.056656 = -15675.631365 nChanged 1 SP:Iteration 10Q (18632.940000 sec): 3 clusters Score: Raw -16190.204051 + Penalty 514.056656 = -15676.147396 nChanged 0 SP:Iteration 11F (18633.140000 sec): 3 clusters Score: Raw -16190.204051 + Penalty 514.056656 = -15676.147396 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18633.280000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18633.460000 sec): 3 clusters Score: Raw -2992.869828 + Penalty 375.569229 = -2617.300599 nChanged 4 SP:Iteration 1F (18633.620000 sec): 3 clusters Score: Raw -3007.677132 + Penalty 375.569229 = -2632.107903 nChanged 1 SP:Iteration 2Q (18633.840000 sec): 3 clusters Score: Raw -3009.654134 + Penalty 375.569229 = -2634.084905 nChanged 0 SP:Iteration 3F (18634.000000 sec): 3 clusters Score: Raw -3009.654134 + Penalty 375.569229 = -2634.084905 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18634.120000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18634.330000 sec): 3 clusters Score: Raw -10173.883030 + Penalty 464.087845 = -9709.795185 nChanged 39 SP:Iteration 1F (18634.500000 sec): 3 clusters Score: Raw -10225.475656 + Penalty 464.087845 = -9761.387811 nChanged 11 SP:Iteration 2F (18634.710000 sec): 3 clusters Score: Raw -10242.248621 + Penalty 464.087845 = -9778.160776 nChanged 3 SP:Iteration 3Q (18634.880000 sec): 3 clusters Score: Raw -10247.256208 + Penalty 464.087845 = -9783.168363 nChanged 0 SP:Iteration 4F (18635.110000 sec): 3 clusters Score: Raw -10247.256208 + Penalty 464.087845 = -9783.168363 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18635.220000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18635.390000 sec): 3 clusters Score: Raw -17364.430315 + Penalty 519.044205 = -16845.386110 nChanged 93 SP:Iteration 1F (18635.560000 sec): 3 clusters Score: Raw -17429.631375 + Penalty 519.044205 = -16910.587170 nChanged 17 SP:Iteration 2F (18635.800000 sec): 3 clusters Score: Raw -17445.817236 + Penalty 519.044205 = -16926.773031 nChanged 11 SP:Iteration 3Q (18636.000000 sec): 3 clusters Score: Raw -17455.906998 + Penalty 519.044205 = -16936.862792 nChanged 7 SP:Iteration 4Q (18636.190000 sec): 3 clusters Score: Raw -17461.993210 + Penalty 519.044205 = -16942.949004 nChanged 6 SP:Iteration 5Q (18636.400000 sec): 3 clusters Score: Raw -17466.605442 + Penalty 519.044205 = -16947.561236 nChanged 4 SP:Iteration 6Q (18636.560000 sec): 3 clusters Score: Raw -17470.437657 + Penalty 519.044205 = -16951.393451 nChanged 2 SP:Iteration 7Q (18636.760000 sec): 3 clusters Score: Raw -17471.434556 + Penalty 519.044205 = -16952.390350 nChanged 1 SP:Iteration 8Q (18636.910000 sec): 3 clusters Score: Raw -17471.682196 + Penalty 519.044205 = -16952.637990 nChanged 0 SP:Iteration 9F (18637.120000 sec): 3 clusters Score: Raw -17471.682196 + Penalty 519.044205 = -16952.637990 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18637.220000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18637.370000 sec): 3 clusters Score: Raw -23173.374158 + Penalty 532.288555 = -22641.085603 nChanged 111 SP:Iteration 1F (18637.550000 sec): 3 clusters Score: Raw -23263.482131 + Penalty 532.288555 = -22731.193576 nChanged 20 SP:Iteration 2F (18637.720000 sec): 3 clusters Score: Raw -23285.441943 + Penalty 532.288555 = -22753.153388 nChanged 11 SP:Iteration 3Q (18637.960000 sec): 3 clusters Score: Raw -23299.499198 + Penalty 532.288555 = -22767.210643 nChanged 14 SP:Iteration 4Q (18638.120000 sec): 3 clusters Score: Raw -23319.453469 + Penalty 532.288555 = -22787.164914 nChanged 6 SP:Iteration 5Q (18638.290000 sec): 3 clusters Score: Raw -23324.601817 + Penalty 532.288555 = -22792.313262 nChanged 4 SP:Iteration 6Q (18638.490000 sec): 3 clusters Score: Raw -23326.390219 + Penalty 532.288555 = -22794.101664 nChanged 3 SP:Iteration 7Q (18638.710000 sec): 3 clusters Score: Raw -23328.113510 + Penalty 532.288555 = -22795.824955 nChanged 1 SP:Iteration 8Q (18638.910000 sec): 3 clusters Score: Raw -23328.692508 + Penalty 532.288555 = -22796.403953 nChanged 2 SP:Iteration 9Q (18639.090000 sec): 3 clusters Score: Raw -23329.201574 + Penalty 532.288555 = -22796.913019 nChanged 1 SP:Iteration 10Q (18639.310000 sec): 3 clusters Score: Raw -23329.805781 + Penalty 532.288555 = -22797.517226 nChanged 0 SP:Iteration 11F (18639.470000 sec): 3 clusters Score: Raw -23329.805781 + Penalty 532.288555 = -22797.517226 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18639.520000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18639.650000 sec): 3 clusters Score: Raw -9471.739090 + Penalty 461.270282 = -9010.468808 nChanged 39 SP:Iteration 1F (18639.800000 sec): 3 clusters Score: Raw -9557.386924 + Penalty 461.270282 = -9096.116642 nChanged 9 SP:Iteration 2F (18639.950000 sec): 3 clusters Score: Raw -9592.333617 + Penalty 461.270282 = -9131.063334 nChanged 5 SP:Iteration 3Q (18640.100000 sec): 3 clusters Score: Raw -9598.540484 + Penalty 461.270282 = -9137.270202 nChanged 2 SP:Iteration 4Q (18640.290000 sec): 3 clusters Score: Raw -9601.248155 + Penalty 461.270282 = -9139.977872 nChanged 0 SP:Iteration 5F (18640.440000 sec): 3 clusters Score: Raw -9601.248155 + Penalty 461.270282 = -9139.977872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18640.560000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18640.750000 sec): 3 clusters Score: Raw -9775.062852 + Penalty 462.407797 = -9312.655055 nChanged 36 SP:Iteration 1F (18640.980000 sec): 3 clusters Score: Raw -9837.673127 + Penalty 462.407797 = -9375.265330 nChanged 6 SP:Iteration 2Q (18641.200000 sec): 3 clusters Score: Raw -9864.110367 + Penalty 462.407797 = -9401.702570 nChanged 6 SP:Iteration 3Q (18641.420000 sec): 3 clusters Score: Raw -9882.126735 + Penalty 462.407797 = -9419.718937 nChanged 7 SP:Iteration 4Q (18641.590000 sec): 3 clusters Score: Raw -9890.365676 + Penalty 462.407797 = -9427.957878 nChanged 1 SP:Iteration 5Q (18641.850000 sec): 3 clusters Score: Raw -9892.575422 + Penalty 462.407797 = -9430.167625 nChanged 0 SP:Iteration 6F (18641.970000 sec): 3 clusters Score: Raw -9892.575422 + Penalty 462.407797 = -9430.167625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18642.060000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18642.290000 sec): 3 clusters Score: Raw -19288.790181 + Penalty 527.164238 = -18761.625943 nChanged 106 SP:Iteration 1F (18642.490000 sec): 3 clusters Score: Raw -19379.497821 + Penalty 527.164238 = -18852.333582 nChanged 31 SP:Iteration 2F (18642.670000 sec): 3 clusters Score: Raw -19411.859642 + Penalty 527.164238 = -18884.695404 nChanged 27 SP:Iteration 3F (18642.870000 sec): 3 clusters Score: Raw -19440.656626 + Penalty 527.164238 = -18913.492388 nChanged 13 SP:Iteration 4Q (18643.120000 sec): 3 clusters Score: Raw -19454.545117 + Penalty 527.164238 = -18927.380878 nChanged 10 SP:Iteration 5Q (18643.270000 sec): 3 clusters Score: Raw -19473.748395 + Penalty 527.164238 = -18946.584157 nChanged 10 SP:Iteration 6Q (18643.470000 sec): 3 clusters Score: Raw -19493.937839 + Penalty 527.164238 = -18966.773601 nChanged 10 SP:Iteration 7Q (18643.710000 sec): 3 clusters Score: Raw -19505.471937 + Penalty 527.164238 = -18978.307698 nChanged 5 SP:Iteration 8Q (18643.930000 sec): 3 clusters Score: Raw -19508.846751 + Penalty 527.164238 = -18981.682513 nChanged 3 SP:Iteration 9Q (18644.130000 sec): 3 clusters Score: Raw -19511.458053 + Penalty 527.164238 = -18984.293815 nChanged 7 SP:Iteration 10Q (18644.310000 sec): 3 clusters Score: Raw -19519.140596 + Penalty 527.164238 = -18991.976357 nChanged 5 SP:Iteration 11Q (18644.510000 sec): 3 clusters Score: Raw -19523.220149 + Penalty 527.164238 = -18996.055910 nChanged 2 SP:Iteration 12Q (18644.750000 sec): 3 clusters Score: Raw -19523.923114 + Penalty 527.164238 = -18996.758875 nChanged 0 SP:Iteration 13F (18644.900000 sec): 3 clusters Score: Raw -19523.923114 + Penalty 527.164238 = -18996.758875 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18644.990000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18645.180000 sec): 3 clusters Score: Raw -8125.043856 + Penalty 443.642956 = -7681.400899 nChanged 25 SP:Iteration 1F (18645.340000 sec): 3 clusters Score: Raw -8156.500774 + Penalty 443.642956 = -7712.857818 nChanged 4 SP:Iteration 2Q (18645.550000 sec): 3 clusters Score: Raw -8164.096380 + Penalty 443.642956 = -7720.453423 nChanged 0 SP:Iteration 3F (18645.750000 sec): 3 clusters Score: Raw -8164.096380 + Penalty 443.642956 = -7720.453423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18645.840000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18646.070000 sec): 3 clusters Score: Raw -7996.152984 + Penalty 444.334975 = -7551.818010 nChanged 31 SP:Iteration 1F (18646.300000 sec): 3 clusters Score: Raw -8039.445372 + Penalty 444.334975 = -7595.110397 nChanged 5 SP:Iteration 2Q (18646.500000 sec): 3 clusters Score: Raw -8050.917669 + Penalty 444.334975 = -7606.582694 nChanged 3 SP:Iteration 3Q (18646.690000 sec): 3 clusters Score: Raw -8071.486419 + Penalty 444.334975 = -7627.151444 nChanged 2 SP:Iteration 4Q (18646.930000 sec): 3 clusters Score: Raw -8074.119786 + Penalty 444.334975 = -7629.784811 nChanged 1 SP:Iteration 5Q (18647.160000 sec): 3 clusters Score: Raw -8074.667678 + Penalty 444.334975 = -7630.332703 nChanged 0 SP:Iteration 6F (18647.360000 sec): 3 clusters Score: Raw -8074.667678 + Penalty 444.334975 = -7630.332703 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18647.470000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18647.700000 sec): 3 clusters Score: Raw -22811.395998 + Penalty 543.847933 = -22267.548066 nChanged 138 SP:Iteration 1F (18647.870000 sec): 3 clusters Score: Raw -22911.754000 + Penalty 543.847933 = -22367.906067 nChanged 31 SP:Iteration 2F (18648.110000 sec): 3 clusters Score: Raw -22936.723664 + Penalty 543.847933 = -22392.875731 nChanged 16 SP:Iteration 3Q (18648.330000 sec): 3 clusters Score: Raw -22951.714915 + Penalty 543.847933 = -22407.866982 nChanged 9 SP:Iteration 4Q (18648.530000 sec): 3 clusters Score: Raw -22964.687998 + Penalty 543.847933 = -22420.840065 nChanged 13 SP:Iteration 5Q (18648.720000 sec): 3 clusters Score: Raw -22980.654487 + Penalty 543.847933 = -22436.806555 nChanged 11 SP:Iteration 6Q (18648.970000 sec): 3 clusters Score: Raw -22989.196082 + Penalty 543.847933 = -22445.348150 nChanged 7 SP:Iteration 7Q (18649.220000 sec): 3 clusters Score: Raw -22993.445166 + Penalty 543.847933 = -22449.597233 nChanged 1 SP:Iteration 8Q (18649.420000 sec): 3 clusters Score: Raw -22993.944755 + Penalty 543.847933 = -22450.096822 nChanged 1 SP:Iteration 9Q (18649.610000 sec): 3 clusters Score: Raw -22994.292750 + Penalty 543.847933 = -22450.444818 nChanged 1 SP:Iteration 10Q (18649.790000 sec): 3 clusters Score: Raw -22994.619353 + Penalty 543.847933 = -22450.771421 nChanged 1 SP:Iteration 11Q (18649.980000 sec): 3 clusters Score: Raw -22995.010067 + Penalty 543.847933 = -22451.162135 nChanged 0 SP:Iteration 12F (18650.220000 sec): 3 clusters Score: Raw -22995.010067 + Penalty 543.847933 = -22451.162135 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18650.320000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18650.520000 sec): 3 clusters Score: Raw -4909.903523 + Penalty 417.232041 = -4492.671482 nChanged 14 SP:Iteration 1F (18650.740000 sec): 3 clusters Score: Raw -4947.740318 + Penalty 417.232041 = -4530.508278 nChanged 4 SP:Iteration 2Q (18650.890000 sec): 3 clusters Score: Raw -4959.488713 + Penalty 417.232041 = -4542.256673 nChanged 1 SP:Iteration 3Q (18651.080000 sec): 3 clusters Score: Raw -4971.643620 + Penalty 417.232041 = -4554.411580 nChanged 0 SP:Iteration 4F (18651.290000 sec): 3 clusters Score: Raw -4971.643620 + Penalty 417.232041 = -4554.411580 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18651.350000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18651.570000 sec): 3 clusters Score: Raw -8202.097005 + Penalty 450.980262 = -7751.116743 nChanged 25 SP:Iteration 1F (18651.710000 sec): 3 clusters Score: Raw -8234.641556 + Penalty 450.980262 = -7783.661294 nChanged 5 SP:Iteration 2Q (18651.910000 sec): 3 clusters Score: Raw -8242.966071 + Penalty 450.980262 = -7791.985809 nChanged 2 SP:Iteration 3Q (18652.080000 sec): 3 clusters Score: Raw -8247.963398 + Penalty 450.980262 = -7796.983135 nChanged 2 SP:Iteration 4Q (18652.240000 sec): 3 clusters Score: Raw -8253.075619 + Penalty 450.980262 = -7802.095357 nChanged 3 SP:Iteration 5Q (18652.450000 sec): 3 clusters Score: Raw -8262.040013 + Penalty 450.980262 = -7811.059751 nChanged 1 SP:Iteration 6Q (18652.590000 sec): 3 clusters Score: Raw -8263.482262 + Penalty 450.980262 = -7812.502000 nChanged 0 SP:Iteration 7F (18652.770000 sec): 3 clusters Score: Raw -8263.482262 + Penalty 450.980262 = -7812.502000 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18652.880000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18653.090000 sec): 3 clusters Score: Raw -4505.858566 + Penalty 414.402797 = -4091.455769 nChanged 23 SP:Iteration 1F (18653.310000 sec): 3 clusters Score: Raw -4559.388339 + Penalty 414.402797 = -4144.985542 nChanged 5 SP:Iteration 2F (18653.490000 sec): 3 clusters Score: Raw -4575.909528 + Penalty 414.402797 = -4161.506731 nChanged 5 SP:Iteration 3F (18653.720000 sec): 3 clusters Score: Raw -4585.201147 + Penalty 414.402797 = -4170.798349 nChanged 2 SP:Iteration 4Q (18653.880000 sec): 3 clusters Score: Raw -4590.820870 + Penalty 414.402797 = -4176.418073 nChanged 0 SP:Iteration 5F (18654.040000 sec): 3 clusters Score: Raw -4590.820870 + Penalty 414.402797 = -4176.418073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18654.140000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18654.350000 sec): 3 clusters Score: Raw -8509.152398 + Penalty 448.380085 = -8060.772313 nChanged 28 SP:Iteration 1F (18654.520000 sec): 3 clusters Score: Raw -8545.342910 + Penalty 448.380085 = -8096.962825 nChanged 6 SP:Iteration 2Q (18654.760000 sec): 3 clusters Score: Raw -8562.159326 + Penalty 448.380085 = -8113.779241 nChanged 4 SP:Iteration 3Q (18654.960000 sec): 3 clusters Score: Raw -8570.461632 + Penalty 448.380085 = -8122.081547 nChanged 2 SP:Iteration 4Q (18655.160000 sec): 3 clusters Score: Raw -8573.802740 + Penalty 448.380085 = -8125.422654 nChanged 2 SP:Iteration 5Q (18655.340000 sec): 3 clusters Score: Raw -8576.525957 + Penalty 448.380085 = -8128.145872 nChanged 1 SP:Iteration 6Q (18655.530000 sec): 3 clusters Score: Raw -8579.468358 + Penalty 448.380085 = -8131.088273 nChanged 1 SP:Iteration 7Q (18655.810000 sec): 3 clusters Score: Raw -8581.142267 + Penalty 448.380085 = -8132.762182 nChanged 1 SP:Iteration 8Q (18655.970000 sec): 3 clusters Score: Raw -8585.066210 + Penalty 448.380085 = -8136.686124 nChanged 0 SP:Iteration 9F (18656.100000 sec): 3 clusters Score: Raw -8585.066210 + Penalty 448.380085 = -8136.686124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18656.220000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18656.430000 sec): 3 clusters Score: Raw -2008.237059 + Penalty 337.935058 = -1670.302001 nChanged 5 SP:Iteration 1F (18656.610000 sec): 3 clusters Score: Raw -2032.050099 + Penalty 337.935058 = -1694.115041 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18656.720000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18656.940000 sec): 3 clusters Score: Raw -30924.059577 + Penalty 573.204381 = -30350.855196 nChanged 189 SP:Iteration 1F (18657.140000 sec): 3 clusters Score: Raw -31057.665947 + Penalty 573.204381 = -30484.461566 nChanged 39 SP:Iteration 2F (18657.320000 sec): 3 clusters Score: Raw -31080.837072 + Penalty 573.204381 = -30507.632691 nChanged 23 SP:Iteration 3Q (18657.500000 sec): 3 clusters Score: Raw -31094.868041 + Penalty 573.204381 = -30521.663660 nChanged 16 SP:Iteration 4Q (18657.700000 sec): 3 clusters Score: Raw -31106.692623 + Penalty 573.204381 = -30533.488242 nChanged 16 SP:Iteration 5Q (18657.870000 sec): 3 clusters Score: Raw -31115.912125 + Penalty 573.204381 = -30542.707744 nChanged 11 SP:Iteration 6Q (18658.090000 sec): 3 clusters Score: Raw -31120.826147 + Penalty 573.204381 = -30547.621765 nChanged 5 SP:Iteration 7Q (18658.270000 sec): 3 clusters Score: Raw -31124.674146 + Penalty 573.204381 = -30551.469765 nChanged 8 SP:Iteration 8Q (18658.490000 sec): 3 clusters Score: Raw -31127.438632 + Penalty 573.204381 = -30554.234251 nChanged 2 SP:Iteration 9Q (18658.670000 sec): 3 clusters Score: Raw -31128.973777 + Penalty 573.204381 = -30555.769396 nChanged 3 SP:Iteration 10Q (18658.910000 sec): 3 clusters Score: Raw -31132.470921 + Penalty 573.204381 = -30559.266539 nChanged 6 SP:Iteration 11Q (18659.130000 sec): 3 clusters Score: Raw -31135.803010 + Penalty 573.204381 = -30562.598629 nChanged 4 SP:Iteration 12Q (18659.260000 sec): 3 clusters Score: Raw -31140.503358 + Penalty 573.204381 = -30567.298976 nChanged 3 SP:Iteration 13Q (18659.440000 sec): 3 clusters Score: Raw -31141.911330 + Penalty 573.204381 = -30568.706949 nChanged 5 SP:Iteration 14Q (18659.640000 sec): 3 clusters Score: Raw -31144.294049 + Penalty 573.204381 = -30571.089668 nChanged 2 SP:Iteration 15Q (18659.830000 sec): 3 clusters Score: Raw -31145.502776 + Penalty 573.204381 = -30572.298394 nChanged 1 SP:Iteration 16Q (18660.010000 sec): 3 clusters Score: Raw -31146.733781 + Penalty 573.204381 = -30573.529400 nChanged 2 SP:Iteration 17Q (18660.180000 sec): 3 clusters Score: Raw -31147.721547 + Penalty 573.204381 = -30574.517166 nChanged 1 SP:Iteration 18Q (18660.360000 sec): 3 clusters Score: Raw -31148.042103 + Penalty 573.204381 = -30574.837722 nChanged 1 SP:Iteration 19Q (18660.560000 sec): 3 clusters Score: Raw -31148.221586 + Penalty 573.204381 = -30575.017204 nChanged 0 SP:Iteration 20F (18660.760000 sec): 3 clusters Score: Raw -31148.221586 + Penalty 573.204381 = -30575.017204 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18660.840000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18661.040000 sec): 3 clusters Score: Raw -3284.819603 + Penalty 377.025260 = -2907.794343 nChanged 12 SP:Iteration 1F (18661.260000 sec): 3 clusters Score: Raw -3325.465018 + Penalty 377.025260 = -2948.439758 nChanged 1 SP:Iteration 2Q (18661.500000 sec): 3 clusters Score: Raw -3331.264959 + Penalty 377.025260 = -2954.239699 nChanged 0 SP:Iteration 3F (18661.710000 sec): 3 clusters Score: Raw -3331.264959 + Penalty 377.025260 = -2954.239699 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18661.780000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18661.990000 sec): 3 clusters Score: Raw -6241.131548 + Penalty 439.376550 = -5801.754998 nChanged 31 SP:Iteration 1F (18662.160000 sec): 3 clusters Score: Raw -6303.277428 + Penalty 439.376550 = -5863.900878 nChanged 8 SP:Iteration 2F (18662.360000 sec): 3 clusters Score: Raw -6319.235530 + Penalty 439.376550 = -5879.858980 nChanged 3 SP:Iteration 3Q (18662.520000 sec): 3 clusters Score: Raw -6323.073531 + Penalty 439.376550 = -5883.696981 nChanged 2 SP:Iteration 4Q (18662.740000 sec): 3 clusters Score: Raw -6325.738545 + Penalty 439.376550 = -5886.361995 nChanged 1 SP:Iteration 5Q (18662.940000 sec): 3 clusters Score: Raw -6326.779690 + Penalty 439.376550 = -5887.403140 nChanged 2 SP:Iteration 6Q (18663.090000 sec): 3 clusters Score: Raw -6330.645086 + Penalty 439.376550 = -5891.268536 nChanged 4 SP:Iteration 7Q (18663.250000 sec): 3 clusters Score: Raw -6335.020679 + Penalty 439.376550 = -5895.644129 nChanged 2 SP:Iteration 8Q (18663.400000 sec): 3 clusters Score: Raw -6340.838748 + Penalty 439.376550 = -5901.462198 nChanged 3 SP:Iteration 9Q (18663.590000 sec): 3 clusters Score: Raw -6345.484989 + Penalty 439.376550 = -5906.108439 nChanged 1 SP:Iteration 10Q (18663.780000 sec): 3 clusters Score: Raw -6347.013651 + Penalty 439.376550 = -5907.637101 nChanged 0 SP:Iteration 11F (18663.970000 sec): 3 clusters Score: Raw -6347.013651 + Penalty 439.376550 = -5907.637101 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18664.080000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18664.240000 sec): 3 clusters Score: Raw -3214.520293 + Penalty 404.281264 = -2810.239029 nChanged 14 SP:Iteration 1F (18664.450000 sec): 3 clusters Score: Raw -3293.675295 + Penalty 404.281264 = -2889.394031 nChanged 8 SP:Iteration 2F (18664.660000 sec): 3 clusters Score: Raw -3341.205614 + Penalty 404.281264 = -2936.924350 nChanged 3 SP:Iteration 3Q (18664.840000 sec): 3 clusters Score: Raw -3349.787360 + Penalty 404.281264 = -2945.506095 nChanged 0 SP:Iteration 4F (18665.030000 sec): 3 clusters Score: Raw -3349.787360 + Penalty 404.281264 = -2945.506095 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18665.130000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18665.240000 sec): 3 clusters Score: Raw -3745.123457 + Penalty 391.669923 = -3353.453534 nChanged 8 SP:Iteration 1F (18665.430000 sec): 3 clusters Score: Raw -3765.822020 + Penalty 391.669923 = -3374.152097 nChanged 5 SP:Iteration 2F (18665.600000 sec): 3 clusters Score: Raw -3778.068681 + Penalty 391.669923 = -3386.398758 nChanged 3 SP:Iteration 3Q (18665.780000 sec): 3 clusters Score: Raw -3784.707540 + Penalty 391.669923 = -3393.037617 nChanged 0 SP:Iteration 4F (18665.970000 sec): 3 clusters Score: Raw -3784.707540 + Penalty 391.669923 = -3393.037617 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18666.070000 sec): 2 clusters Score: Raw -1938.811321 + Penalty 177.077824 = -1761.733497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18666.310000 sec): 3 clusters Score: Raw -2008.410556 + Penalty 354.155647 = -1654.254909 nChanged 6 SP:Iteration 1F (18666.470000 sec): 3 clusters Score: Raw -2030.203149 + Penalty 354.155647 = -1676.047501 nChanged 1 SP:Iteration 2Q (18666.660000 sec): 3 clusters Score: Raw -2032.191607 + Penalty 354.155647 = -1678.035960 nChanged 1 SP:Iteration 3Q (18666.840000 sec): 3 clusters Score: Raw -2044.029477 + Penalty 354.155647 = -1689.873830 nChanged 0 SP:Iteration 4F (18667.010000 sec): 3 clusters Score: Raw -2044.029477 + Penalty 354.155647 = -1689.873830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18667.110000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18667.290000 sec): 3 clusters Score: Raw -4827.518548 + Penalty 421.760338 = -4405.758210 nChanged 24 SP:Iteration 1F (18667.460000 sec): 3 clusters Score: Raw -4885.316241 + Penalty 421.760338 = -4463.555903 nChanged 3 SP:Iteration 2Q (18667.660000 sec): 3 clusters Score: Raw -4890.911873 + Penalty 421.760338 = -4469.151535 nChanged 2 SP:Iteration 3Q (18667.880000 sec): 3 clusters Score: Raw -4891.843658 + Penalty 421.760338 = -4470.083320 nChanged 0 SP:Iteration 4F (18668.020000 sec): 3 clusters Score: Raw -4891.843658 + Penalty 421.760338 = -4470.083320 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18668.100000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18668.300000 sec): 3 clusters Score: Raw -2593.958005 + Penalty 377.025260 = -2216.932745 nChanged 7 SP:Iteration 1F (18668.500000 sec): 3 clusters Score: Raw -2615.488597 + Penalty 377.025260 = -2238.463336 nChanged 1 SP:Iteration 2Q (18668.670000 sec): 3 clusters Score: Raw -2619.690284 + Penalty 377.025260 = -2242.665024 nChanged 0 SP:Iteration 3F (18668.840000 sec): 3 clusters Score: Raw -2619.690284 + Penalty 377.025260 = -2242.665024 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18668.960000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18669.210000 sec): 3 clusters Score: Raw -1228.268090 + Penalty 320.898808 = -907.369282 nChanged 2 SP:Iteration 1F (18669.420000 sec): 3 clusters Score: Raw -1242.210667 + Penalty 320.898808 = -921.311859 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18669.480000 sec): 2 clusters Score: Raw -3865.714267 + Penalty 202.140632 = -3663.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18669.710000 sec): 3 clusters Score: Raw -3902.698327 + Penalty 404.281264 = -3498.417062 nChanged 20 SP:Iteration 1F (18669.900000 sec): 3 clusters Score: Raw -3967.523275 + Penalty 404.281264 = -3563.242011 nChanged 9 SP:Iteration 2F (18670.110000 sec): 3 clusters Score: Raw -4018.014220 + Penalty 404.281264 = -3613.732955 nChanged 2 SP:Iteration 3Q (18670.320000 sec): 3 clusters Score: Raw -4024.035939 + Penalty 404.281264 = -3619.754674 nChanged 0 SP:Iteration 4F (18670.480000 sec): 3 clusters Score: Raw -4024.035939 + Penalty 404.281264 = -3619.754674 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18670.570000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18670.820000 sec): 3 clusters Score: Raw -10498.299283 + Penalty 490.405527 = -10007.893756 nChanged 65 SP:Iteration 1F (18671.030000 sec): 3 clusters Score: Raw -10613.727853 + Penalty 490.405527 = -10123.322325 nChanged 16 SP:Iteration 2F (18671.220000 sec): 3 clusters Score: Raw -10636.244353 + Penalty 490.405527 = -10145.838826 nChanged 7 SP:Iteration 3Q (18671.400000 sec): 3 clusters Score: Raw -10647.301330 + Penalty 490.405527 = -10156.895803 nChanged 6 SP:Iteration 4Q (18671.630000 sec): 3 clusters Score: Raw -10653.928305 + Penalty 490.405527 = -10163.522778 nChanged 4 SP:Iteration 5Q (18671.820000 sec): 3 clusters Score: Raw -10660.728674 + Penalty 490.405527 = -10170.323146 nChanged 4 SP:Iteration 6Q (18671.970000 sec): 3 clusters Score: Raw -10668.296981 + Penalty 490.405527 = -10177.891453 nChanged 3 SP:Iteration 7Q (18672.150000 sec): 3 clusters Score: Raw -10671.467645 + Penalty 490.405527 = -10181.062117 nChanged 2 SP:Iteration 8Q (18672.360000 sec): 3 clusters Score: Raw -10673.231183 + Penalty 490.405527 = -10182.825656 nChanged 1 SP:Iteration 9Q (18672.520000 sec): 3 clusters Score: Raw -10674.458338 + Penalty 490.405527 = -10184.052810 nChanged 1 SP:Iteration 10Q (18672.720000 sec): 3 clusters Score: Raw -10675.527226 + Penalty 490.405527 = -10185.121699 nChanged 0 SP:Iteration 11F (18672.920000 sec): 3 clusters Score: Raw -10675.527226 + Penalty 490.405527 = -10185.121699 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18672.990000 sec): 2 clusters Score: Raw -6831.077925 + Penalty 218.208470 = -6612.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18673.150000 sec): 3 clusters Score: Raw -6848.112174 + Penalty 436.416940 = -6411.695234 nChanged 32 SP:Iteration 1F (18673.320000 sec): 3 clusters Score: Raw -6913.940773 + Penalty 436.416940 = -6477.523833 nChanged 2 SP:Iteration 2Q (18673.480000 sec): 3 clusters Score: Raw -6920.222941 + Penalty 436.416940 = -6483.806001 nChanged 0 SP:Iteration 3F (18673.670000 sec): 3 clusters Score: Raw -6920.222941 + Penalty 436.416940 = -6483.806001 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18673.780000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18673.920000 sec): 3 clusters Score: Raw -1861.071117 + Penalty 346.406287 = -1514.664830 nChanged 5 SP:Iteration 1F (18674.060000 sec): 3 clusters Score: Raw -1880.180935 + Penalty 346.406287 = -1533.774648 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 82 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18674.170000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18674.280000 sec): 2 clusters Score: Raw -1018.599461 + Penalty 151.615305 = -866.984155 nChanged 8 SP:Iteration 1F (18674.320000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 Iteration 342F (18707.320000 sec): 84 clusters Score: Raw -24055335.586242 + Penalty 48657.382911 = -24006678.203332 nChanged 0 Compute initial score before splitting: Score: Raw -24055335.586242 + Penalty 48657.382911 = -24006678.203332 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18707.550000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18707.810000 sec): 3 clusters Score: Raw -2006980.724110 + Penalty 945.348165 = -2006035.375945 nChanged 15745 SP:Iteration 1F (18708.080000 sec): 3 clusters Score: Raw -2016182.564306 + Penalty 945.348165 = -2015237.216142 nChanged 1194 SP:Iteration 2Q (18708.380000 sec): 3 clusters Score: Raw -2016516.581293 + Penalty 945.348165 = -2015571.233128 nChanged 1315 SP:Iteration 3Q (18708.640000 sec): 3 clusters Score: Raw -2016939.450940 + Penalty 945.348165 = -2015994.102775 nChanged 1418 SP:Iteration 4Q (18708.920000 sec): 3 clusters Score: Raw -2017469.669154 + Penalty 945.348165 = -2016524.320990 nChanged 1469 SP:Iteration 5Q (18709.210000 sec): 3 clusters Score: Raw -2018126.149596 + Penalty 945.348165 = -2017180.801431 nChanged 1579 SP:Iteration 6Q (18709.460000 sec): 3 clusters Score: Raw -2018967.174642 + Penalty 945.348165 = -2018021.826478 nChanged 1684 SP:Iteration 7F (18709.750000 sec): 3 clusters Score: Raw -2020132.942284 + Penalty 945.348165 = -2019187.594119 nChanged 1770 SP:Iteration 8F (18710.030000 sec): 3 clusters Score: Raw -2021556.155868 + Penalty 945.348165 = -2020610.807704 nChanged 1722 SP:Iteration 9F (18710.320000 sec): 3 clusters Score: Raw -2022916.952072 + Penalty 945.348165 = -2021971.603907 nChanged 1404 SP:Iteration 10Q (18710.590000 sec): 3 clusters Score: Raw -2023681.838864 + Penalty 945.348165 = -2022736.490699 nChanged 821 SP:Iteration 11Q (18710.850000 sec): 3 clusters Score: Raw -2024007.689309 + Penalty 945.348165 = -2023062.341144 nChanged 655 SP:Iteration 12Q (18711.110000 sec): 3 clusters Score: Raw -2024255.564089 + Penalty 945.348165 = -2023310.215924 nChanged 602 SP:Iteration 13Q (18711.410000 sec): 3 clusters Score: Raw -2024485.682532 + Penalty 945.348165 = -2023540.334368 nChanged 658 SP:Iteration 14Q (18711.720000 sec): 3 clusters Score: Raw -2024756.697781 + Penalty 945.348165 = -2023811.349616 nChanged 641 SP:Iteration 15Q (18711.950000 sec): 3 clusters Score: Raw -2025046.938506 + Penalty 945.348165 = -2024101.590342 nChanged 681 SP:Iteration 16Q (18712.230000 sec): 3 clusters Score: Raw -2025362.410682 + Penalty 945.348165 = -2024417.062518 nChanged 622 SP:Iteration 17Q (18712.540000 sec): 3 clusters Score: Raw -2025654.730589 + Penalty 945.348165 = -2024709.382425 nChanged 569 SP:Iteration 18Q (18712.830000 sec): 3 clusters Score: Raw -2025917.741271 + Penalty 945.348165 = -2024972.393106 nChanged 521 SP:Iteration 19Q (18713.140000 sec): 3 clusters Score: Raw -2026156.964785 + Penalty 945.348165 = -2025211.616620 nChanged 482 SP:Iteration 20F (18713.450000 sec): 3 clusters Score: Raw -2026403.668795 + Penalty 945.348165 = -2025458.320630 nChanged 503 SP:Iteration 21Q (18713.730000 sec): 3 clusters Score: Raw -2026673.106234 + Penalty 945.348165 = -2025727.758069 nChanged 435 SP:Iteration 22Q (18713.970000 sec): 3 clusters Score: Raw -2026906.056999 + Penalty 945.348165 = -2025960.708834 nChanged 374 SP:Iteration 23Q (18714.240000 sec): 3 clusters Score: Raw -2027090.884046 + Penalty 945.348165 = -2026145.535882 nChanged 317 SP:Iteration 24Q (18714.500000 sec): 3 clusters Score: Raw -2027245.343925 + Penalty 945.348165 = -2026299.995761 nChanged 285 SP:Iteration 25Q (18714.780000 sec): 3 clusters Score: Raw -2027381.282468 + Penalty 945.348165 = -2026435.934304 nChanged 282 SP:Iteration 26Q (18715.040000 sec): 3 clusters Score: Raw -2027519.201243 + Penalty 945.348165 = -2026573.853079 nChanged 256 SP:Iteration 27Q (18715.290000 sec): 3 clusters Score: Raw -2027647.127490 + Penalty 945.348165 = -2026701.779325 nChanged 235 SP:Iteration 28Q (18715.520000 sec): 3 clusters Score: Raw -2027762.752657 + Penalty 945.348165 = -2026817.404492 nChanged 204 SP:Iteration 29Q (18715.750000 sec): 3 clusters Score: Raw -2027875.059244 + Penalty 945.348165 = -2026929.711079 nChanged 174 SP:Iteration 30Q (18716.030000 sec): 3 clusters Score: Raw -2027975.371668 + Penalty 945.348165 = -2027030.023504 nChanged 144 SP:Iteration 31Q (18716.260000 sec): 3 clusters Score: Raw -2028053.305832 + Penalty 945.348165 = -2027107.957667 nChanged 125 SP:Iteration 32Q (18716.570000 sec): 3 clusters Score: Raw -2028118.568008 + Penalty 945.348165 = -2027173.219843 nChanged 117 SP:Iteration 33Q (18716.810000 sec): 3 clusters Score: Raw -2028180.202741 + Penalty 945.348165 = -2027234.854577 nChanged 100 SP:Iteration 34Q (18717.110000 sec): 3 clusters Score: Raw -2028231.588160 + Penalty 945.348165 = -2027286.239995 nChanged 79 SP:Iteration 35Q (18717.400000 sec): 3 clusters Score: Raw -2028269.375035 + Penalty 945.348165 = -2027324.026871 nChanged 64 SP:Iteration 36Q (18717.640000 sec): 3 clusters Score: Raw -2028296.278659 + Penalty 945.348165 = -2027350.930494 nChanged 54 SP:Iteration 37Q (18717.950000 sec): 3 clusters Score: Raw -2028318.793189 + Penalty 945.348165 = -2027373.445025 nChanged 36 SP:Iteration 38Q (18718.160000 sec): 3 clusters Score: Raw -2028337.255686 + Penalty 945.348165 = -2027391.907521 nChanged 29 SP:Iteration 39Q (18718.430000 sec): 3 clusters Score: Raw -2028352.489507 + Penalty 945.348165 = -2027407.141342 nChanged 22 SP:Iteration 40F (18718.690000 sec): 3 clusters Score: Raw -2028363.186369 + Penalty 945.348165 = -2027417.838205 nChanged 21 SP:Iteration 41Q (18718.990000 sec): 3 clusters Score: Raw -2028373.326782 + Penalty 945.348165 = -2027427.978618 nChanged 19 SP:Iteration 42Q (18719.260000 sec): 3 clusters Score: Raw -2028378.707867 + Penalty 945.348165 = -2027433.359703 nChanged 14 SP:Iteration 43Q (18719.560000 sec): 3 clusters Score: Raw -2028386.964145 + Penalty 945.348165 = -2027441.615980 nChanged 13 SP:Iteration 44Q (18719.840000 sec): 3 clusters Score: Raw -2028391.680810 + Penalty 945.348165 = -2027446.332646 nChanged 8 SP:Iteration 45Q (18720.080000 sec): 3 clusters Score: Raw -2028394.526232 + Penalty 945.348165 = -2027449.178067 nChanged 3 SP:Iteration 46Q (18720.390000 sec): 3 clusters Score: Raw -2028395.534067 + Penalty 945.348165 = -2027450.185902 nChanged 4 SP:Iteration 47Q (18720.660000 sec): 3 clusters Score: Raw -2028397.127238 + Penalty 945.348165 = -2027451.779074 nChanged 3 SP:Iteration 48Q (18720.940000 sec): 3 clusters Score: Raw -2028398.061956 + Penalty 945.348165 = -2027452.713792 nChanged 4 SP:Iteration 49Q (18721.240000 sec): 3 clusters Score: Raw -2028400.063964 + Penalty 945.348165 = -2027454.715800 nChanged 6 SP:Iteration 50Q (18721.500000 sec): 3 clusters Score: Raw -2028402.057451 + Penalty 945.348165 = -2027456.709286 nChanged 3 SP:Iteration 51Q (18721.720000 sec): 3 clusters Score: Raw -2028403.026162 + Penalty 945.348165 = -2027457.677998 nChanged 1 SP:Iteration 52Q (18721.980000 sec): 3 clusters Score: Raw -2028403.322334 + Penalty 945.348165 = -2027457.974169 nChanged 2 SP:Iteration 53Q (18722.260000 sec): 3 clusters Score: Raw -2028403.949645 + Penalty 945.348165 = -2027458.601480 nChanged 1 SP:Iteration 54Q (18722.530000 sec): 3 clusters Score: Raw -2028404.662592 + Penalty 945.348165 = -2027459.314428 nChanged 4 SP:Iteration 55Q (18722.810000 sec): 3 clusters Score: Raw -2028406.455955 + Penalty 945.348165 = -2027461.107791 nChanged 8 SP:Iteration 56Q (18723.090000 sec): 3 clusters Score: Raw -2028410.025786 + Penalty 945.348165 = -2027464.677621 nChanged 5 SP:Iteration 57Q (18723.390000 sec): 3 clusters Score: Raw -2028412.021911 + Penalty 945.348165 = -2027466.673746 nChanged 1 SP:Iteration 58Q (18723.650000 sec): 3 clusters Score: Raw -2028412.280893 + Penalty 945.348165 = -2027466.932728 nChanged 2 SP:Iteration 59Q (18723.940000 sec): 3 clusters Score: Raw -2028412.745264 + Penalty 945.348165 = -2027467.397100 nChanged 0 SP:Iteration 60F (18724.210000 sec): 3 clusters Score: Raw -2028412.745264 + Penalty 945.348165 = -2027467.397100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18724.350000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18724.510000 sec): 3 clusters Score: Raw -78786.740367 + Penalty 651.069997 = -78135.670370 nChanged 532 SP:Iteration 1F (18724.670000 sec): 3 clusters Score: Raw -79080.343532 + Penalty 651.069997 = -78429.273535 nChanged 111 SP:Iteration 2F (18724.820000 sec): 3 clusters Score: Raw -79151.198384 + Penalty 651.069997 = -78500.128387 nChanged 99 SP:Iteration 3F (18725.030000 sec): 3 clusters Score: Raw -79207.389911 + Penalty 651.069997 = -78556.319913 nChanged 66 SP:Iteration 4F (18725.190000 sec): 3 clusters Score: Raw -79249.302150 + Penalty 651.069997 = -78598.232153 nChanged 68 SP:Iteration 5F (18725.370000 sec): 3 clusters Score: Raw -79300.126709 + Penalty 651.069997 = -78649.056712 nChanged 66 SP:Iteration 6F (18725.550000 sec): 3 clusters Score: Raw -79347.048692 + Penalty 651.069997 = -78695.978695 nChanged 56 SP:Iteration 7Q (18725.750000 sec): 3 clusters Score: Raw -79393.016260 + Penalty 651.069997 = -78741.946263 nChanged 46 SP:Iteration 8Q (18725.920000 sec): 3 clusters Score: Raw -79435.692732 + Penalty 651.069997 = -78784.622734 nChanged 43 SP:Iteration 9Q (18726.060000 sec): 3 clusters Score: Raw -79473.572175 + Penalty 651.069997 = -78822.502177 nChanged 24 SP:Iteration 10Q (18726.250000 sec): 3 clusters Score: Raw -79490.884637 + Penalty 651.069997 = -78839.814640 nChanged 17 SP:Iteration 11Q (18726.480000 sec): 3 clusters Score: Raw -79502.296482 + Penalty 651.069997 = -78851.226485 nChanged 7 SP:Iteration 12Q (18726.640000 sec): 3 clusters Score: Raw -79505.858702 + Penalty 651.069997 = -78854.788704 nChanged 2 SP:Iteration 13Q (18726.810000 sec): 3 clusters Score: Raw -79507.513486 + Penalty 651.069997 = -78856.443488 nChanged 1 SP:Iteration 14Q (18727.000000 sec): 3 clusters Score: Raw -79507.990423 + Penalty 651.069997 = -78856.920426 nChanged 0 SP:Iteration 15F (18727.230000 sec): 3 clusters Score: Raw -79507.990423 + Penalty 651.069997 = -78856.920426 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18727.300000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18727.470000 sec): 3 clusters Score: Raw -3602.566446 + Penalty 392.891418 = -3209.675027 nChanged 16 SP:Iteration 1F (18727.600000 sec): 3 clusters Score: Raw -3675.494122 + Penalty 392.891418 = -3282.602703 nChanged 1 SP:Iteration 2Q (18727.800000 sec): 3 clusters Score: Raw -3676.873313 + Penalty 392.891418 = -3283.981894 nChanged 1 SP:Iteration 3Q (18727.960000 sec): 3 clusters Score: Raw -3677.937813 + Penalty 392.891418 = -3285.046395 nChanged 1 SP:Iteration 4Q (18728.150000 sec): 3 clusters Score: Raw -3688.568819 + Penalty 392.891418 = -3295.677401 nChanged 0 SP:Iteration 5F (18728.300000 sec): 3 clusters Score: Raw -3688.568819 + Penalty 392.891418 = -3295.677401 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18728.410000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18728.550000 sec): 3 clusters Score: Raw -8947.294174 + Penalty 461.840817 = -8485.453357 nChanged 51 SP:Iteration 1F (18728.720000 sec): 3 clusters Score: Raw -9044.013569 + Penalty 461.840817 = -8582.172752 nChanged 10 SP:Iteration 2F (18728.830000 sec): 3 clusters Score: Raw -9064.064767 + Penalty 461.840817 = -8602.223950 nChanged 3 SP:Iteration 3Q (18728.970000 sec): 3 clusters Score: Raw -9069.558444 + Penalty 461.840817 = -8607.717627 nChanged 0 SP:Iteration 4F (18729.150000 sec): 3 clusters Score: Raw -9069.558444 + Penalty 461.840817 = -8607.717627 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18729.220000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18729.400000 sec): 3 clusters Score: Raw -24603.097425 + Penalty 552.015836 = -24051.081589 nChanged 139 SP:Iteration 1F (18729.570000 sec): 3 clusters Score: Raw -24723.264005 + Penalty 552.015836 = -24171.248169 nChanged 31 SP:Iteration 2F (18729.790000 sec): 3 clusters Score: Raw -24752.757450 + Penalty 552.015836 = -24200.741614 nChanged 15 SP:Iteration 3Q (18730.020000 sec): 3 clusters Score: Raw -24768.806831 + Penalty 552.015836 = -24216.790995 nChanged 12 SP:Iteration 4Q (18730.150000 sec): 3 clusters Score: Raw -24783.532210 + Penalty 552.015836 = -24231.516374 nChanged 10 SP:Iteration 5Q (18730.370000 sec): 3 clusters Score: Raw -24796.061499 + Penalty 552.015836 = -24244.045663 nChanged 11 SP:Iteration 6Q (18730.550000 sec): 3 clusters Score: Raw -24813.904079 + Penalty 552.015836 = -24261.888243 nChanged 16 SP:Iteration 7Q (18730.740000 sec): 3 clusters Score: Raw -24842.743820 + Penalty 552.015836 = -24290.727984 nChanged 18 SP:Iteration 8Q (18730.880000 sec): 3 clusters Score: Raw -24865.432075 + Penalty 552.015836 = -24313.416238 nChanged 15 SP:Iteration 9Q (18731.090000 sec): 3 clusters Score: Raw -24882.459845 + Penalty 552.015836 = -24330.444009 nChanged 12 SP:Iteration 10Q (18731.290000 sec): 3 clusters Score: Raw -24891.202115 + Penalty 552.015836 = -24339.186279 nChanged 11 SP:Iteration 11Q (18731.490000 sec): 3 clusters Score: Raw -24906.145489 + Penalty 552.015836 = -24354.129653 nChanged 5 SP:Iteration 12Q (18731.730000 sec): 3 clusters Score: Raw -24910.550722 + Penalty 552.015836 = -24358.534886 nChanged 4 SP:Iteration 13Q (18731.850000 sec): 3 clusters Score: Raw -24913.582594 + Penalty 552.015836 = -24361.566758 nChanged 2 SP:Iteration 14Q (18732.070000 sec): 3 clusters Score: Raw -24914.817880 + Penalty 552.015836 = -24362.802043 nChanged 1 SP:Iteration 15Q (18732.270000 sec): 3 clusters Score: Raw -24915.045446 + Penalty 552.015836 = -24363.029610 nChanged 0 SP:Iteration 16F (18732.440000 sec): 3 clusters Score: Raw -24915.045446 + Penalty 552.015836 = -24363.029610 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18732.530000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18732.720000 sec): 3 clusters Score: Raw -242389.082348 + Penalty 745.372708 = -241643.709640 nChanged 1610 SP:Iteration 1F (18732.880000 sec): 3 clusters Score: Raw -243267.843541 + Penalty 745.372708 = -242522.470833 nChanged 198 SP:Iteration 2F (18733.050000 sec): 3 clusters Score: Raw -243339.828155 + Penalty 745.372708 = -242594.455447 nChanged 182 SP:Iteration 3F (18733.200000 sec): 3 clusters Score: Raw -243410.410944 + Penalty 745.372708 = -242665.038236 nChanged 160 SP:Iteration 4Q (18733.400000 sec): 3 clusters Score: Raw -243470.321092 + Penalty 745.372708 = -242724.948384 nChanged 165 SP:Iteration 5Q (18733.590000 sec): 3 clusters Score: Raw -243547.974835 + Penalty 745.372708 = -242802.602127 nChanged 191 SP:Iteration 6F (18733.780000 sec): 3 clusters Score: Raw -243664.589067 + Penalty 745.372708 = -242919.216359 nChanged 222 SP:Iteration 7F (18733.970000 sec): 3 clusters Score: Raw -243836.775768 + Penalty 745.372708 = -243091.403060 nChanged 229 SP:Iteration 8F (18734.110000 sec): 3 clusters Score: Raw -244038.729919 + Penalty 745.372708 = -243293.357211 nChanged 208 SP:Iteration 9F (18734.290000 sec): 3 clusters Score: Raw -244232.265712 + Penalty 745.372708 = -243486.893003 nChanged 153 SP:Iteration 10Q (18734.500000 sec): 3 clusters Score: Raw -244380.289958 + Penalty 745.372708 = -243634.917250 nChanged 94 SP:Iteration 11Q (18734.670000 sec): 3 clusters Score: Raw -244462.459203 + Penalty 745.372708 = -243717.086495 nChanged 52 SP:Iteration 12Q (18734.790000 sec): 3 clusters Score: Raw -244517.574837 + Penalty 745.372708 = -243772.202128 nChanged 22 SP:Iteration 13Q (18734.960000 sec): 3 clusters Score: Raw -244545.805421 + Penalty 745.372708 = -243800.432713 nChanged 13 SP:Iteration 14Q (18735.140000 sec): 3 clusters Score: Raw -244558.030010 + Penalty 745.372708 = -243812.657302 nChanged 6 SP:Iteration 15Q (18735.350000 sec): 3 clusters Score: Raw -244563.687496 + Penalty 745.372708 = -243818.314788 nChanged 6 SP:Iteration 16Q (18735.600000 sec): 3 clusters Score: Raw -244566.566026 + Penalty 745.372708 = -243821.193317 nChanged 6 SP:Iteration 17Q (18735.730000 sec): 3 clusters Score: Raw -244569.210953 + Penalty 745.372708 = -243823.838245 nChanged 3 SP:Iteration 18Q (18735.920000 sec): 3 clusters Score: Raw -244571.669299 + Penalty 745.372708 = -243826.296591 nChanged 4 SP:Iteration 19Q (18736.110000 sec): 3 clusters Score: Raw -244574.389732 + Penalty 745.372708 = -243829.017024 nChanged 2 SP:Iteration 20F (18736.320000 sec): 3 clusters Score: Raw -244575.829018 + Penalty 745.372708 = -243830.456309 nChanged 1 SP:Iteration 21Q (18736.490000 sec): 3 clusters Score: Raw -244576.247335 + Penalty 745.372708 = -243830.874627 nChanged 1 SP:Iteration 22Q (18736.620000 sec): 3 clusters Score: Raw -244576.656305 + Penalty 745.372708 = -243831.283597 nChanged 0 SP:Iteration 23F (18736.810000 sec): 3 clusters Score: Raw -244576.656305 + Penalty 745.372708 = -243831.283597 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.900000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18737.090000 sec): 3 clusters Score: Raw -7195.384142 + Penalty 427.743713 = -6767.640429 nChanged 18 SP:Iteration 1F (18737.260000 sec): 3 clusters Score: Raw -7219.966305 + Penalty 427.743713 = -6792.222592 nChanged 4 SP:Iteration 2Q (18737.440000 sec): 3 clusters Score: Raw -7227.106719 + Penalty 427.743713 = -6799.363006 nChanged 0 SP:Iteration 3F (18737.660000 sec): 3 clusters Score: Raw -7227.106719 + Penalty 427.743713 = -6799.363006 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18737.740000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18737.990000 sec): 3 clusters Score: Raw -3329.033260 + Penalty 371.055907 = -2957.977352 nChanged 11 SP:Iteration 1F (18738.170000 sec): 3 clusters Score: Raw -3390.446859 + Penalty 371.055907 = -3019.390951 nChanged 4 SP:Iteration 2F (18738.350000 sec): 3 clusters Score: Raw -3417.284273 + Penalty 371.055907 = -3046.228365 nChanged 3 SP:Iteration 3F (18738.570000 sec): 3 clusters Score: Raw -3436.122916 + Penalty 371.055907 = -3065.067009 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.690000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.900000 sec): 3 clusters Score: Raw -4171.504767 + Penalty 382.627028 = -3788.877739 nChanged 2 SP:Iteration 1Q (18739.030000 sec): 3 clusters Score: Raw -4176.629490 + Penalty 382.627028 = -3794.002462 nChanged 1 SP:Iteration 2Q (18739.210000 sec): 3 clusters Score: Raw -4177.619378 + Penalty 382.627028 = -3794.992350 nChanged 0 SP:Iteration 3F (18739.470000 sec): 3 clusters Score: Raw -4177.619378 + Penalty 382.627028 = -3794.992350 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.530000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.760000 sec): 3 clusters Score: Raw -13619.757079 + Penalty 497.208694 = -13122.548384 nChanged 62 SP:Iteration 1F (18739.890000 sec): 3 clusters Score: Raw -13694.851488 + Penalty 497.208694 = -13197.642794 nChanged 12 SP:Iteration 2F (18740.100000 sec): 3 clusters Score: Raw -13724.099664 + Penalty 497.208694 = -13226.890970 nChanged 14 SP:Iteration 3F (18740.280000 sec): 3 clusters Score: Raw -13746.669457 + Penalty 497.208694 = -13249.460763 nChanged 12 SP:Iteration 4F (18740.480000 sec): 3 clusters Score: Raw -13768.270933 + Penalty 497.208694 = -13271.062239 nChanged 8 SP:Iteration 5Q (18740.730000 sec): 3 clusters Score: Raw -13786.201654 + Penalty 497.208694 = -13288.992959 nChanged 2 SP:Iteration 6Q (18740.890000 sec): 3 clusters Score: Raw -13787.728948 + Penalty 497.208694 = -13290.520254 nChanged 2 SP:Iteration 7Q (18741.080000 sec): 3 clusters Score: Raw -13789.365685 + Penalty 497.208694 = -13292.156991 nChanged 1 SP:Iteration 8Q (18741.310000 sec): 3 clusters Score: Raw -13789.554930 + Penalty 497.208694 = -13292.346236 nChanged 0 SP:Iteration 9F (18741.480000 sec): 3 clusters Score: Raw -13789.554930 + Penalty 497.208694 = -13292.346236 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18741.690000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18741.960000 sec): 3 clusters Score: Raw -2057393.456546 + Penalty 942.825748 = -2056450.630798 nChanged 15180 SP:Iteration 1F (18742.210000 sec): 3 clusters Score: Raw -2066042.058638 + Penalty 942.825748 = -2065099.232890 nChanged 1458 SP:Iteration 2Q (18742.530000 sec): 3 clusters Score: Raw -2066673.777433 + Penalty 942.825748 = -2065730.951685 nChanged 1767 SP:Iteration 3F (18742.860000 sec): 3 clusters Score: Raw -2067671.993702 + Penalty 942.825748 = -2066729.167954 nChanged 2135 SP:Iteration 4F (18743.120000 sec): 3 clusters Score: Raw -2069166.525725 + Penalty 942.825748 = -2068223.699977 nChanged 2377 SP:Iteration 5F (18743.430000 sec): 3 clusters Score: Raw -2071077.712376 + Penalty 942.825748 = -2070134.886627 nChanged 2337 SP:Iteration 6F (18743.700000 sec): 3 clusters Score: Raw -2073106.227837 + Penalty 942.825748 = -2072163.402088 nChanged 1952 SP:Iteration 7F (18744.000000 sec): 3 clusters Score: Raw -2074855.001112 + Penalty 942.825748 = -2073912.175364 nChanged 1423 SP:Iteration 8Q (18744.320000 sec): 3 clusters Score: Raw -2076141.149293 + Penalty 942.825748 = -2075198.323545 nChanged 944 SP:Iteration 9Q (18744.660000 sec): 3 clusters Score: Raw -2076997.743556 + Penalty 942.825748 = -2076054.917808 nChanged 577 SP:Iteration 10Q (18745.000000 sec): 3 clusters Score: Raw -2077511.242845 + Penalty 942.825748 = -2076568.417097 nChanged 296 SP:Iteration 11Q (18745.250000 sec): 3 clusters Score: Raw -2077767.732378 + Penalty 942.825748 = -2076824.906630 nChanged 132 SP:Iteration 12Q (18745.580000 sec): 3 clusters Score: Raw -2077879.752852 + Penalty 942.825748 = -2076936.927104 nChanged 56 SP:Iteration 13Q (18745.870000 sec): 3 clusters Score: Raw -2077930.501747 + Penalty 942.825748 = -2076987.675998 nChanged 27 SP:Iteration 14Q (18746.140000 sec): 3 clusters Score: Raw -2077962.049681 + Penalty 942.825748 = -2077019.223933 nChanged 16 SP:Iteration 15Q (18746.460000 sec): 3 clusters Score: Raw -2077976.330505 + Penalty 942.825748 = -2077033.504757 nChanged 9 SP:Iteration 16Q (18746.690000 sec): 3 clusters Score: Raw -2077984.475497 + Penalty 942.825748 = -2077041.649749 nChanged 10 SP:Iteration 17Q (18747.070000 sec): 3 clusters Score: Raw -2077996.160061 + Penalty 942.825748 = -2077053.334312 nChanged 4 SP:Iteration 18Q (18747.340000 sec): 3 clusters Score: Raw -2078001.251849 + Penalty 942.825748 = -2077058.426101 nChanged 3 SP:Iteration 19Q (18747.660000 sec): 3 clusters Score: Raw -2078005.220535 + Penalty 942.825748 = -2077062.394787 nChanged 3 SP:Iteration 20F (18747.960000 sec): 3 clusters Score: Raw -2078008.910534 + Penalty 942.825748 = -2077066.084786 nChanged 2 SP:Iteration 21Q (18748.180000 sec): 3 clusters Score: Raw -2078010.090207 + Penalty 942.825748 = -2077067.264459 nChanged 2 SP:Iteration 22Q (18748.470000 sec): 3 clusters Score: Raw -2078012.331122 + Penalty 942.825748 = -2077069.505373 nChanged 5 SP:Iteration 23Q (18748.780000 sec): 3 clusters Score: Raw -2078015.981754 + Penalty 942.825748 = -2077073.156006 nChanged 3 SP:Iteration 24Q (18749.000000 sec): 3 clusters Score: Raw -2078017.348134 + Penalty 942.825748 = -2077074.522386 nChanged 1 SP:Iteration 25Q (18749.230000 sec): 3 clusters Score: Raw -2078017.773154 + Penalty 942.825748 = -2077074.947406 nChanged 0 SP:Iteration 26F (18749.490000 sec): 3 clusters Score: Raw -2078017.773154 + Penalty 942.825748 = -2077074.947406 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18749.610000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18749.830000 sec): 3 clusters Score: Raw -7994.320280 + Penalty 444.334975 = -7549.985305 nChanged 31 SP:Iteration 1F (18750.000000 sec): 3 clusters Score: Raw -8038.968022 + Penalty 444.334975 = -7594.633048 nChanged 7 SP:Iteration 2F (18750.190000 sec): 3 clusters Score: Raw -8048.437370 + Penalty 444.334975 = -7604.102395 nChanged 3 SP:Iteration 3Q (18750.380000 sec): 3 clusters Score: Raw -8051.978119 + Penalty 444.334975 = -7607.643144 nChanged 0 SP:Iteration 4F (18750.630000 sec): 3 clusters Score: Raw -8051.978119 + Penalty 444.334975 = -7607.643144 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18750.710000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18750.870000 sec): 3 clusters Score: Raw -6765.510979 + Penalty 437.908776 = -6327.602203 nChanged 30 SP:Iteration 1F (18751.040000 sec): 3 clusters Score: Raw -6818.892969 + Penalty 437.908776 = -6380.984192 nChanged 7 SP:Iteration 2F (18751.280000 sec): 3 clusters Score: Raw -6844.015262 + Penalty 437.908776 = -6406.106485 nChanged 7 SP:Iteration 3F (18751.500000 sec): 3 clusters Score: Raw -6868.673403 + Penalty 437.908776 = -6430.764627 nChanged 5 SP:Iteration 4Q (18751.730000 sec): 3 clusters Score: Raw -6883.036269 + Penalty 437.908776 = -6445.127493 nChanged 1 SP:Iteration 5Q (18751.900000 sec): 3 clusters Score: Raw -6885.282770 + Penalty 437.908776 = -6447.373993 nChanged 1 SP:Iteration 6Q (18752.100000 sec): 3 clusters Score: Raw -6888.701732 + Penalty 437.908776 = -6450.792955 nChanged 1 SP:Iteration 7Q (18752.390000 sec): 3 clusters Score: Raw -6890.327360 + Penalty 437.908776 = -6452.418584 nChanged 1 SP:Iteration 8Q (18752.590000 sec): 3 clusters Score: Raw -6891.229658 + Penalty 437.908776 = -6453.320882 nChanged 1 SP:Iteration 9Q (18752.740000 sec): 3 clusters Score: Raw -6895.418420 + Penalty 437.908776 = -6457.509644 nChanged 2 SP:Iteration 10Q (18752.950000 sec): 3 clusters Score: Raw -6898.995079 + Penalty 437.908776 = -6461.086302 nChanged 1 SP:Iteration 11Q (18753.100000 sec): 3 clusters Score: Raw -6907.740527 + Penalty 437.908776 = -6469.831751 nChanged 1 SP:Iteration 12Q (18753.280000 sec): 3 clusters Score: Raw -6915.956962 + Penalty 437.908776 = -6478.048185 nChanged 0 SP:Iteration 13F (18753.470000 sec): 3 clusters Score: Raw -6915.956962 + Penalty 437.908776 = -6478.048185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18753.560000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18753.740000 sec): 3 clusters Score: Raw -342458.771458 + Penalty 786.748363 = -341672.023096 nChanged 2634 SP:Iteration 1F (18753.880000 sec): 3 clusters Score: Raw -343931.775199 + Penalty 786.748363 = -343145.026836 nChanged 313 SP:Iteration 2F (18754.080000 sec): 3 clusters Score: Raw -344073.633984 + Penalty 786.748363 = -343286.885621 nChanged 325 SP:Iteration 3F (18754.260000 sec): 3 clusters Score: Raw -344237.128879 + Penalty 786.748363 = -343450.380516 nChanged 332 SP:Iteration 4F (18754.470000 sec): 3 clusters Score: Raw -344459.222924 + Penalty 786.748363 = -343672.474561 nChanged 392 SP:Iteration 5F (18754.630000 sec): 3 clusters Score: Raw -344772.386543 + Penalty 786.748363 = -343985.638180 nChanged 386 SP:Iteration 6F (18754.820000 sec): 3 clusters Score: Raw -345110.879464 + Penalty 786.748363 = -344324.131101 nChanged 288 SP:Iteration 7F (18755.030000 sec): 3 clusters Score: Raw -345373.590996 + Penalty 786.748363 = -344586.842633 nChanged 220 SP:Iteration 8Q (18755.230000 sec): 3 clusters Score: Raw -345568.896420 + Penalty 786.748363 = -344782.148057 nChanged 159 SP:Iteration 9Q (18755.410000 sec): 3 clusters Score: Raw -345687.462575 + Penalty 786.748363 = -344900.714212 nChanged 107 SP:Iteration 10Q (18755.580000 sec): 3 clusters Score: Raw -345761.585424 + Penalty 786.748363 = -344974.837061 nChanged 79 SP:Iteration 11Q (18755.760000 sec): 3 clusters Score: Raw -345809.501523 + Penalty 786.748363 = -345022.753160 nChanged 55 SP:Iteration 12Q (18756.010000 sec): 3 clusters Score: Raw -345845.454968 + Penalty 786.748363 = -345058.706605 nChanged 51 SP:Iteration 13Q (18756.220000 sec): 3 clusters Score: Raw -345879.114563 + Penalty 786.748363 = -345092.366200 nChanged 35 SP:Iteration 14Q (18756.400000 sec): 3 clusters Score: Raw -345897.973134 + Penalty 786.748363 = -345111.224771 nChanged 37 SP:Iteration 15Q (18756.570000 sec): 3 clusters Score: Raw -345922.633490 + Penalty 786.748363 = -345135.885127 nChanged 35 SP:Iteration 16Q (18756.770000 sec): 3 clusters Score: Raw -345948.960252 + Penalty 786.748363 = -345162.211890 nChanged 29 SP:Iteration 17Q (18756.930000 sec): 3 clusters Score: Raw -345966.179312 + Penalty 786.748363 = -345179.430949 nChanged 23 SP:Iteration 18Q (18757.160000 sec): 3 clusters Score: Raw -345976.587544 + Penalty 786.748363 = -345189.839181 nChanged 19 SP:Iteration 19Q (18757.350000 sec): 3 clusters Score: Raw -345987.492093 + Penalty 786.748363 = -345200.743730 nChanged 18 SP:Iteration 20F (18757.540000 sec): 3 clusters Score: Raw -345995.916111 + Penalty 786.748363 = -345209.167748 nChanged 14 SP:Iteration 21Q (18757.760000 sec): 3 clusters Score: Raw -346001.675536 + Penalty 786.748363 = -345214.927173 nChanged 11 SP:Iteration 22Q (18757.970000 sec): 3 clusters Score: Raw -346006.631397 + Penalty 786.748363 = -345219.883034 nChanged 6 SP:Iteration 23Q (18758.210000 sec): 3 clusters Score: Raw -346008.721129 + Penalty 786.748363 = -345221.972766 nChanged 3 SP:Iteration 24Q (18758.410000 sec): 3 clusters Score: Raw -346009.419629 + Penalty 786.748363 = -345222.671266 nChanged 1 SP:Iteration 25Q (18758.590000 sec): 3 clusters Score: Raw -346009.681302 + Penalty 786.748363 = -345222.932939 nChanged 1 SP:Iteration 26Q (18758.770000 sec): 3 clusters Score: Raw -346009.852526 + Penalty 786.748363 = -345223.104163 nChanged 0 SP:Iteration 27F (18758.960000 sec): 3 clusters Score: Raw -346009.852526 + Penalty 786.748363 = -345223.104163 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18759.960000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18761.290000 sec): 3 clusters Score: Raw -17494668.014896 + Penalty 1141.157483 = -17493526.857413 nChanged 137969 SP:Iteration 1F (18762.420000 sec): 3 clusters Score: Raw -17583349.726297 + Penalty 1141.157483 = -17582208.568814 nChanged 14762 SP:Iteration 2F (18763.500000 sec): 3 clusters Score: Raw -17590190.616604 + Penalty 1141.157483 = -17589049.459121 nChanged 17771 SP:Iteration 3F (18764.410000 sec): 3 clusters Score: Raw -17601034.128724 + Penalty 1141.157483 = -17599892.971241 nChanged 19675 SP:Iteration 4F (18765.360000 sec): 3 clusters Score: Raw -17616615.077604 + Penalty 1141.157483 = -17615473.920122 nChanged 19259 SP:Iteration 5F (18766.350000 sec): 3 clusters Score: Raw -17634573.678881 + Penalty 1141.157483 = -17633432.521398 nChanged 15636 SP:Iteration 6F (18767.310000 sec): 3 clusters Score: Raw -17649073.472930 + Penalty 1141.157483 = -17647932.315447 nChanged 10974 SP:Iteration 7Q (18768.270000 sec): 3 clusters Score: Raw -17657484.892341 + Penalty 1141.157483 = -17656343.734858 nChanged 7664 SP:Iteration 8Q (18769.270000 sec): 3 clusters Score: Raw -17662297.670115 + Penalty 1141.157483 = -17661156.512632 nChanged 6232 SP:Iteration 9Q (18770.130000 sec): 3 clusters Score: Raw -17665841.460822 + Penalty 1141.157483 = -17664700.303339 nChanged 5471 SP:Iteration 10Q (18771.060000 sec): 3 clusters Score: Raw -17668812.421311 + Penalty 1141.157483 = -17667671.263828 nChanged 4895 SP:Iteration 11Q (18772.000000 sec): 3 clusters Score: Raw -17671480.855134 + Penalty 1141.157483 = -17670339.697652 nChanged 4407 SP:Iteration 12Q (18772.890000 sec): 3 clusters Score: Raw -17673974.657136 + Penalty 1141.157483 = -17672833.499653 nChanged 3919 SP:Iteration 13Q (18773.740000 sec): 3 clusters Score: Raw -17676272.569480 + Penalty 1141.157483 = -17675131.411997 nChanged 3380 SP:Iteration 14Q (18774.480000 sec): 3 clusters Score: Raw -17678345.654439 + Penalty 1141.157483 = -17677204.496957 nChanged 2840 SP:Iteration 15Q (18775.230000 sec): 3 clusters Score: Raw -17680136.368838 + Penalty 1141.157483 = -17678995.211355 nChanged 2233 SP:Iteration 16Q (18776.050000 sec): 3 clusters Score: Raw -17681571.037813 + Penalty 1141.157483 = -17680429.880331 nChanged 1708 SP:Iteration 17Q (18776.770000 sec): 3 clusters Score: Raw -17682680.354333 + Penalty 1141.157483 = -17681539.196850 nChanged 1213 SP:Iteration 18Q (18777.620000 sec): 3 clusters Score: Raw -17683438.303304 + Penalty 1141.157483 = -17682297.145821 nChanged 817 SP:Iteration 19Q (18778.430000 sec): 3 clusters Score: Raw -17683924.896679 + Penalty 1141.157483 = -17682783.739196 nChanged 558 SP:Iteration 20F (18779.280000 sec): 3 clusters Score: Raw -17684246.201128 + Penalty 1141.157483 = -17683105.043646 nChanged 376 SP:Iteration 21Q (18780.140000 sec): 3 clusters Score: Raw -17684462.454429 + Penalty 1141.157483 = -17683321.296946 nChanged 251 SP:Iteration 22Q (18780.930000 sec): 3 clusters Score: Raw -17684606.252149 + Penalty 1141.157483 = -17683465.094667 nChanged 138 SP:Iteration 23Q (18781.760000 sec): 3 clusters Score: Raw -17684690.993499 + Penalty 1141.157483 = -17683549.836017 nChanged 96 SP:Iteration 24Q (18782.650000 sec): 3 clusters Score: Raw -17684750.518851 + Penalty 1141.157483 = -17683609.361369 nChanged 57 SP:Iteration 25Q (18783.620000 sec): 3 clusters Score: Raw -17684781.107975 + Penalty 1141.157483 = -17683639.950492 nChanged 38 SP:Iteration 26Q (18784.560000 sec): 3 clusters Score: Raw -17684798.413770 + Penalty 1141.157483 = -17683657.256287 nChanged 27 SP:Iteration 27Q (18785.470000 sec): 3 clusters Score: Raw -17684810.580329 + Penalty 1141.157483 = -17683669.422846 nChanged 23 SP:Iteration 28Q (18786.420000 sec): 3 clusters Score: Raw -17684821.181443 + Penalty 1141.157483 = -17683680.023960 nChanged 19 SP:Iteration 29Q (18787.410000 sec): 3 clusters Score: Raw -17684828.255756 + Penalty 1141.157483 = -17683687.098273 nChanged 14 SP:Iteration 30Q (18788.270000 sec): 3 clusters Score: Raw -17684836.355217 + Penalty 1141.157483 = -17683695.197734 nChanged 11 SP:Iteration 31Q (18789.290000 sec): 3 clusters Score: Raw -17684843.423076 + Penalty 1141.157483 = -17683702.265594 nChanged 12 SP:Iteration 32Q (18790.230000 sec): 3 clusters Score: Raw -17684849.624504 + Penalty 1141.157483 = -17683708.467021 nChanged 10 SP:Iteration 33Q (18791.110000 sec): 3 clusters Score: Raw -17684858.659875 + Penalty 1141.157483 = -17683717.502393 nChanged 6 SP:Iteration 34Q (18792.060000 sec): 3 clusters Score: Raw -17684864.785022 + Penalty 1141.157483 = -17683723.627540 nChanged 5 SP:Iteration 35Q (18793.060000 sec): 3 clusters Score: Raw -17684869.239123 + Penalty 1141.157483 = -17683728.081640 nChanged 3 SP:Iteration 36Q (18793.980000 sec): 3 clusters Score: Raw -17684872.989746 + Penalty 1141.157483 = -17683731.832263 nChanged 5 SP:Iteration 37Q (18794.830000 sec): 3 clusters Score: Raw -17684876.528206 + Penalty 1141.157483 = -17683735.370724 nChanged 2 SP:Iteration 38Q (18795.720000 sec): 3 clusters Score: Raw -17684877.309849 + Penalty 1141.157483 = -17683736.152366 nChanged 3 SP:Iteration 39Q (18796.560000 sec): 3 clusters Score: Raw -17684879.114762 + Penalty 1141.157483 = -17683737.957279 nChanged 3 SP:Iteration 40F (18797.500000 sec): 3 clusters Score: Raw -17684881.777053 + Penalty 1141.157483 = -17683740.619570 nChanged 6 SP:Iteration 41Q (18798.400000 sec): 3 clusters Score: Raw -17684886.951814 + Penalty 1141.157483 = -17683745.794331 nChanged 6 SP:Iteration 42Q (18799.230000 sec): 3 clusters Score: Raw -17684889.292944 + Penalty 1141.157483 = -17683748.135461 nChanged 1 SP:Iteration 43Q (18800.000000 sec): 3 clusters Score: Raw -17684890.525644 + Penalty 1141.157483 = -17683749.368162 nChanged 0 SP:Iteration 44F (18801.000000 sec): 3 clusters Score: Raw -17684890.525644 + Penalty 1141.157483 = -17683749.368162 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18801.220000 sec): 2 clusters Score: Raw -34981.319160 + Penalty 291.362626 = -34689.956534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18801.430000 sec): 3 clusters Score: Raw -34708.761251 + Penalty 582.725252 = -34126.035999 nChanged 238 SP:Iteration 1F (18801.690000 sec): 3 clusters Score: Raw -34930.076361 + Penalty 582.725252 = -34347.351109 nChanged 51 SP:Iteration 2F (18801.870000 sec): 3 clusters Score: Raw -34981.850849 + Penalty 582.725252 = -34399.125597 nChanged 35 SP:Iteration 3F (18802.060000 sec): 3 clusters Score: Raw -35022.239402 + Penalty 582.725252 = -34439.514150 nChanged 25 SP:Iteration 4Q (18802.310000 sec): 3 clusters Score: Raw -35041.257678 + Penalty 582.725252 = -34458.532426 nChanged 18 SP:Iteration 5Q (18802.500000 sec): 3 clusters Score: Raw -35055.836009 + Penalty 582.725252 = -34473.110757 nChanged 20 SP:Iteration 6Q (18802.760000 sec): 3 clusters Score: Raw -35075.483426 + Penalty 582.725252 = -34492.758174 nChanged 16 SP:Iteration 7Q (18802.920000 sec): 3 clusters Score: Raw -35092.169167 + Penalty 582.725252 = -34509.443915 nChanged 16 SP:Iteration 8Q (18803.120000 sec): 3 clusters Score: Raw -35106.313629 + Penalty 582.725252 = -34523.588377 nChanged 13 SP:Iteration 9Q (18803.340000 sec): 3 clusters Score: Raw -35117.584323 + Penalty 582.725252 = -34534.859071 nChanged 10 SP:Iteration 10Q (18803.560000 sec): 3 clusters Score: Raw -35123.473489 + Penalty 582.725252 = -34540.748237 nChanged 6 SP:Iteration 11Q (18803.740000 sec): 3 clusters Score: Raw -35129.625803 + Penalty 582.725252 = -34546.900551 nChanged 4 SP:Iteration 12Q (18803.910000 sec): 3 clusters Score: Raw -35134.593018 + Penalty 582.725252 = -34551.867766 nChanged 5 SP:Iteration 13Q (18804.140000 sec): 3 clusters Score: Raw -35136.788432 + Penalty 582.725252 = -34554.063180 nChanged 3 SP:Iteration 14Q (18804.320000 sec): 3 clusters Score: Raw -35137.662842 + Penalty 582.725252 = -34554.937590 nChanged 2 SP:Iteration 15Q (18804.510000 sec): 3 clusters Score: Raw -35137.961706 + Penalty 582.725252 = -34555.236454 nChanged 1 SP:Iteration 16Q (18804.720000 sec): 3 clusters Score: Raw -35138.155301 + Penalty 582.725252 = -34555.430049 nChanged 1 SP:Iteration 17Q (18804.910000 sec): 3 clusters Score: Raw -35138.410358 + Penalty 582.725252 = -34555.685106 nChanged 1 SP:Iteration 18Q (18805.110000 sec): 3 clusters Score: Raw -35138.511688 + Penalty 582.725252 = -34555.786436 nChanged 1 SP:Iteration 19Q (18805.310000 sec): 3 clusters Score: Raw -35138.746564 + Penalty 582.725252 = -34556.021312 nChanged 1 SP:Iteration 20F (18805.510000 sec): 3 clusters Score: Raw -35138.908277 + Penalty 582.725252 = -34556.183025 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18805.590000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18805.790000 sec): 3 clusters Score: Raw -17195.007209 + Penalty 518.129625 = -16676.877585 nChanged 90 SP:Iteration 1F (18806.010000 sec): 3 clusters Score: Raw -17290.011609 + Penalty 518.129625 = -16771.881985 nChanged 31 SP:Iteration 2F (18806.210000 sec): 3 clusters Score: Raw -17332.217093 + Penalty 518.129625 = -16814.087469 nChanged 18 SP:Iteration 3F (18806.370000 sec): 3 clusters Score: Raw -17353.919282 + Penalty 518.129625 = -16835.789657 nChanged 17 SP:Iteration 4F (18806.580000 sec): 3 clusters Score: Raw -17372.565847 + Penalty 518.129625 = -16854.436222 nChanged 8 SP:Iteration 5Q (18806.810000 sec): 3 clusters Score: Raw -17385.753882 + Penalty 518.129625 = -16867.624258 nChanged 8 SP:Iteration 6Q (18807.020000 sec): 3 clusters Score: Raw -17394.144959 + Penalty 518.129625 = -16876.015334 nChanged 5 SP:Iteration 7Q (18807.200000 sec): 3 clusters Score: Raw -17401.601815 + Penalty 518.129625 = -16883.472190 nChanged 6 SP:Iteration 8Q (18807.400000 sec): 3 clusters Score: Raw -17410.820915 + Penalty 518.129625 = -16892.691291 nChanged 5 SP:Iteration 9Q (18807.600000 sec): 3 clusters Score: Raw -17416.344623 + Penalty 518.129625 = -16898.214999 nChanged 6 SP:Iteration 10Q (18807.800000 sec): 3 clusters Score: Raw -17420.935767 + Penalty 518.129625 = -16902.806142 nChanged 1 SP:Iteration 11Q (18807.970000 sec): 3 clusters Score: Raw -17421.257154 + Penalty 518.129625 = -16903.127529 nChanged 2 SP:Iteration 12Q (18808.190000 sec): 3 clusters Score: Raw -17422.755297 + Penalty 518.129625 = -16904.625672 nChanged 2 SP:Iteration 13Q (18808.340000 sec): 3 clusters Score: Raw -17423.957944 + Penalty 518.129625 = -16905.828319 nChanged 1 SP:Iteration 14Q (18808.480000 sec): 3 clusters Score: Raw -17425.227408 + Penalty 518.129625 = -16907.097783 nChanged 1 SP:Iteration 15Q (18808.700000 sec): 3 clusters Score: Raw -17425.656117 + Penalty 518.129625 = -16907.526493 nChanged 1 SP:Iteration 16Q (18808.900000 sec): 3 clusters Score: Raw -17427.495221 + Penalty 518.129625 = -16909.365597 nChanged 1 SP:Iteration 17Q (18809.040000 sec): 3 clusters Score: Raw -17430.068462 + Penalty 518.129625 = -16911.938838 nChanged 0 SP:Iteration 18F (18809.260000 sec): 3 clusters Score: Raw -17430.068462 + Penalty 518.129625 = -16911.938838 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18809.470000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18809.620000 sec): 3 clusters Score: Raw -260996.120543 + Penalty 758.196257 = -260237.924285 nChanged 1903 SP:Iteration 1F (18809.850000 sec): 3 clusters Score: Raw -262216.083363 + Penalty 758.196257 = -261457.887106 nChanged 291 SP:Iteration 2F (18810.040000 sec): 3 clusters Score: Raw -262488.517814 + Penalty 758.196257 = -261730.321557 nChanged 307 SP:Iteration 3F (18810.240000 sec): 3 clusters Score: Raw -262775.516656 + Penalty 758.196257 = -262017.320399 nChanged 309 SP:Iteration 4F (18810.470000 sec): 3 clusters Score: Raw -263023.956201 + Penalty 758.196257 = -262265.759944 nChanged 267 SP:Iteration 5F (18810.720000 sec): 3 clusters Score: Raw -263239.162233 + Penalty 758.196257 = -262480.965976 nChanged 259 SP:Iteration 6F (18810.940000 sec): 3 clusters Score: Raw -263430.217198 + Penalty 758.196257 = -262672.020940 nChanged 182 SP:Iteration 7Q (18811.150000 sec): 3 clusters Score: Raw -263555.755416 + Penalty 758.196257 = -262797.559158 nChanged 116 SP:Iteration 8Q (18811.390000 sec): 3 clusters Score: Raw -263618.435009 + Penalty 758.196257 = -262860.238751 nChanged 71 SP:Iteration 9Q (18811.540000 sec): 3 clusters Score: Raw -263659.766523 + Penalty 758.196257 = -262901.570265 nChanged 63 SP:Iteration 10Q (18811.740000 sec): 3 clusters Score: Raw -263696.960243 + Penalty 758.196257 = -262938.763985 nChanged 60 SP:Iteration 11Q (18811.900000 sec): 3 clusters Score: Raw -263724.203232 + Penalty 758.196257 = -262966.006975 nChanged 57 SP:Iteration 12Q (18812.060000 sec): 3 clusters Score: Raw -263747.770442 + Penalty 758.196257 = -262989.574184 nChanged 50 SP:Iteration 13Q (18812.250000 sec): 3 clusters Score: Raw -263765.851746 + Penalty 758.196257 = -263007.655489 nChanged 41 SP:Iteration 14Q (18812.490000 sec): 3 clusters Score: Raw -263779.393341 + Penalty 758.196257 = -263021.197084 nChanged 34 SP:Iteration 15Q (18812.680000 sec): 3 clusters Score: Raw -263787.764673 + Penalty 758.196257 = -263029.568416 nChanged 23 SP:Iteration 16Q (18812.900000 sec): 3 clusters Score: Raw -263792.052618 + Penalty 758.196257 = -263033.856360 nChanged 24 SP:Iteration 17Q (18813.050000 sec): 3 clusters Score: Raw -263795.403600 + Penalty 758.196257 = -263037.207343 nChanged 14 SP:Iteration 18Q (18813.260000 sec): 3 clusters Score: Raw -263797.832235 + Penalty 758.196257 = -263039.635977 nChanged 16 SP:Iteration 19Q (18813.480000 sec): 3 clusters Score: Raw -263800.706962 + Penalty 758.196257 = -263042.510705 nChanged 12 SP:Iteration 20F (18813.640000 sec): 3 clusters Score: Raw -263803.394679 + Penalty 758.196257 = -263045.198422 nChanged 12 SP:Iteration 21Q (18813.850000 sec): 3 clusters Score: Raw -263805.312129 + Penalty 758.196257 = -263047.115871 nChanged 12 SP:Iteration 22Q (18814.020000 sec): 3 clusters Score: Raw -263806.666017 + Penalty 758.196257 = -263048.469759 nChanged 12 SP:Iteration 23Q (18814.190000 sec): 3 clusters Score: Raw -263808.575681 + Penalty 758.196257 = -263050.379423 nChanged 15 SP:Iteration 24Q (18814.380000 sec): 3 clusters Score: Raw -263810.976739 + Penalty 758.196257 = -263052.780481 nChanged 12 SP:Iteration 25Q (18814.610000 sec): 3 clusters Score: Raw -263812.567551 + Penalty 758.196257 = -263054.371294 nChanged 8 SP:Iteration 26Q (18814.770000 sec): 3 clusters Score: Raw -263813.612976 + Penalty 758.196257 = -263055.416718 nChanged 10 SP:Iteration 27Q (18815.000000 sec): 3 clusters Score: Raw -263814.800646 + Penalty 758.196257 = -263056.604389 nChanged 8 SP:Iteration 28Q (18815.180000 sec): 3 clusters Score: Raw -263815.683368 + Penalty 758.196257 = -263057.487111 nChanged 7 SP:Iteration 29Q (18815.410000 sec): 3 clusters Score: Raw -263816.811438 + Penalty 758.196257 = -263058.615181 nChanged 7 SP:Iteration 30Q (18815.590000 sec): 3 clusters Score: Raw -263818.833903 + Penalty 758.196257 = -263060.637645 nChanged 11 SP:Iteration 31Q (18815.780000 sec): 3 clusters Score: Raw -263821.067271 + Penalty 758.196257 = -263062.871013 nChanged 8 SP:Iteration 32Q (18815.950000 sec): 3 clusters Score: Raw -263822.207106 + Penalty 758.196257 = -263064.010849 nChanged 5 SP:Iteration 33Q (18816.120000 sec): 3 clusters Score: Raw -263822.627850 + Penalty 758.196257 = -263064.431593 nChanged 3 SP:Iteration 34Q (18816.300000 sec): 3 clusters Score: Raw -263822.817326 + Penalty 758.196257 = -263064.621068 nChanged 3 SP:Iteration 35Q (18816.480000 sec): 3 clusters Score: Raw -263823.097983 + Penalty 758.196257 = -263064.901726 nChanged 3 SP:Iteration 36Q (18816.650000 sec): 3 clusters Score: Raw -263823.594115 + Penalty 758.196257 = -263065.397858 nChanged 6 SP:Iteration 37Q (18816.840000 sec): 3 clusters Score: Raw -263824.238934 + Penalty 758.196257 = -263066.042676 nChanged 6 SP:Iteration 38Q (18817.000000 sec): 3 clusters Score: Raw -263824.960401 + Penalty 758.196257 = -263066.764143 nChanged 6 SP:Iteration 39Q (18817.200000 sec): 3 clusters Score: Raw -263825.407157 + Penalty 758.196257 = -263067.210900 nChanged 3 SP:Iteration 40F (18817.360000 sec): 3 clusters Score: Raw -263825.637208 + Penalty 758.196257 = -263067.440950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18817.470000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18817.610000 sec): 3 clusters Score: Raw -37173.974731 + Penalty 592.568825 = -36581.405906 nChanged 242 SP:Iteration 1F (18817.770000 sec): 3 clusters Score: Raw -37355.629102 + Penalty 592.568825 = -36763.060277 nChanged 52 SP:Iteration 2F (18817.920000 sec): 3 clusters Score: Raw -37396.276084 + Penalty 592.568825 = -36803.707259 nChanged 38 SP:Iteration 3F (18818.100000 sec): 3 clusters Score: Raw -37418.943947 + Penalty 592.568825 = -36826.375122 nChanged 32 SP:Iteration 4Q (18818.280000 sec): 3 clusters Score: Raw -37438.161652 + Penalty 592.568825 = -36845.592827 nChanged 20 SP:Iteration 5Q (18818.490000 sec): 3 clusters Score: Raw -37447.116351 + Penalty 592.568825 = -36854.547526 nChanged 20 SP:Iteration 6Q (18818.700000 sec): 3 clusters Score: Raw -37460.829727 + Penalty 592.568825 = -36868.260902 nChanged 17 SP:Iteration 7Q (18818.900000 sec): 3 clusters Score: Raw -37471.902436 + Penalty 592.568825 = -36879.333611 nChanged 11 SP:Iteration 8Q (18819.040000 sec): 3 clusters Score: Raw -37480.578290 + Penalty 592.568825 = -36888.009465 nChanged 16 SP:Iteration 9Q (18819.220000 sec): 3 clusters Score: Raw -37494.772295 + Penalty 592.568825 = -36902.203470 nChanged 10 SP:Iteration 10Q (18819.380000 sec): 3 clusters Score: Raw -37504.596693 + Penalty 592.568825 = -36912.027868 nChanged 8 SP:Iteration 11Q (18819.560000 sec): 3 clusters Score: Raw -37510.841206 + Penalty 592.568825 = -36918.272381 nChanged 6 SP:Iteration 12Q (18819.740000 sec): 3 clusters Score: Raw -37516.912545 + Penalty 592.568825 = -36924.343720 nChanged 7 SP:Iteration 13Q (18819.910000 sec): 3 clusters Score: Raw -37525.239961 + Penalty 592.568825 = -36932.671136 nChanged 9 SP:Iteration 14Q (18820.160000 sec): 3 clusters Score: Raw -37535.596689 + Penalty 592.568825 = -36943.027864 nChanged 4 SP:Iteration 15Q (18820.320000 sec): 3 clusters Score: Raw -37539.954512 + Penalty 592.568825 = -36947.385687 nChanged 4 SP:Iteration 16Q (18820.500000 sec): 3 clusters Score: Raw -37541.800887 + Penalty 592.568825 = -36949.232062 nChanged 1 SP:Iteration 17Q (18820.720000 sec): 3 clusters Score: Raw -37543.210040 + Penalty 592.568825 = -36950.641215 nChanged 1 SP:Iteration 18Q (18820.850000 sec): 3 clusters Score: Raw -37544.168750 + Penalty 592.568825 = -36951.599925 nChanged 0 SP:Iteration 19F (18820.960000 sec): 3 clusters Score: Raw -37544.168750 + Penalty 592.568825 = -36951.599925 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18821.040000 sec): 2 clusters Score: Raw -13442.169131 + Penalty 246.229895 = -13195.939236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18821.220000 sec): 3 clusters Score: Raw -13382.363982 + Penalty 492.459791 = -12889.904191 nChanged 70 SP:Iteration 1F (18821.390000 sec): 3 clusters Score: Raw -13441.533518 + Penalty 492.459791 = -12949.073728 nChanged 16 SP:Iteration 2F (18821.550000 sec): 3 clusters Score: Raw -13474.711144 + Penalty 492.459791 = -12982.251353 nChanged 11 SP:Iteration 3Q (18821.720000 sec): 3 clusters Score: Raw -13500.633928 + Penalty 492.459791 = -13008.174137 nChanged 8 SP:Iteration 4Q (18821.900000 sec): 3 clusters Score: Raw -13518.418951 + Penalty 492.459791 = -13025.959160 nChanged 8 SP:Iteration 5Q (18822.090000 sec): 3 clusters Score: Raw -13537.738910 + Penalty 492.459791 = -13045.279119 nChanged 11 SP:Iteration 6Q (18822.240000 sec): 3 clusters Score: Raw -13574.638054 + Penalty 492.459791 = -13082.178263 nChanged 11 SP:Iteration 7Q (18822.420000 sec): 3 clusters Score: Raw -13626.712853 + Penalty 492.459791 = -13134.253062 nChanged 13 SP:Iteration 8F (18822.660000 sec): 3 clusters Score: Raw -13666.768491 + Penalty 492.459791 = -13174.308700 nChanged 6 SP:Iteration 9Q (18822.830000 sec): 3 clusters Score: Raw -13684.483482 + Penalty 492.459791 = -13192.023691 nChanged 3 SP:Iteration 10Q (18823.040000 sec): 3 clusters Score: Raw -13693.116713 + Penalty 492.459791 = -13200.656922 nChanged 1 SP:Iteration 11Q (18823.190000 sec): 3 clusters Score: Raw -13696.141790 + Penalty 492.459791 = -13203.681999 nChanged 2 SP:Iteration 12Q (18823.350000 sec): 3 clusters Score: Raw -13700.795728 + Penalty 492.459791 = -13208.335937 nChanged 1 SP:Iteration 13Q (18823.540000 sec): 3 clusters Score: Raw -13702.490604 + Penalty 492.459791 = -13210.030813 nChanged 1 SP:Iteration 14Q (18823.740000 sec): 3 clusters Score: Raw -13703.481475 + Penalty 492.459791 = -13211.021684 nChanged 2 SP:Iteration 15Q (18823.900000 sec): 3 clusters Score: Raw -13705.481397 + Penalty 492.459791 = -13213.021606 nChanged 1 SP:Iteration 16Q (18824.100000 sec): 3 clusters Score: Raw -13706.983624 + Penalty 492.459791 = -13214.523833 nChanged 2 SP:Iteration 17Q (18824.340000 sec): 3 clusters Score: Raw -13708.610570 + Penalty 492.459791 = -13216.150780 nChanged 1 SP:Iteration 18Q (18824.460000 sec): 3 clusters Score: Raw -13709.701916 + Penalty 492.459791 = -13217.242125 nChanged 1 SP:Iteration 19Q (18824.670000 sec): 3 clusters Score: Raw -13710.677092 + Penalty 492.459791 = -13218.217302 nChanged 0 SP:Iteration 20F (18824.860000 sec): 3 clusters Score: Raw -13710.677092 + Penalty 492.459791 = -13218.217302 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 84. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18824.980000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18825.180000 sec): 3 clusters Score: Raw -2077.356435 + Penalty 355.994093 = -1721.362342 nChanged 4 SP:Iteration 1F (18825.320000 sec): 3 clusters Score: Raw -2090.714367 + Penalty 355.994093 = -1734.720273 nChanged 1 SP:Iteration 2Q (18825.570000 sec): 3 clusters Score: Raw -2097.520670 + Penalty 355.994093 = -1741.526576 nChanged 0 SP:Iteration 3F (18825.770000 sec): 3 clusters Score: Raw -2097.520670 + Penalty 355.994093 = -1741.526576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18825.910000 sec): 2 clusters Score: Raw -2154.577506 + Penalty 163.050112 = -1991.527394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18826.100000 sec): 3 clusters Score: Raw -2270.503946 + Penalty 326.100223 = -1944.403723 nChanged 2 SP:Iteration 1F (18826.280000 sec): 3 clusters Score: Raw -2295.605718 + Penalty 326.100223 = -1969.505494 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18826.360000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18826.550000 sec): 3 clusters Score: Raw -11678.190983 + Penalty 479.842960 = -11198.348023 nChanged 40 SP:Iteration 1F (18826.700000 sec): 3 clusters Score: Raw -11728.924961 + Penalty 479.842960 = -11249.082001 nChanged 12 SP:Iteration 2F (18826.840000 sec): 3 clusters Score: Raw -11748.756389 + Penalty 479.842960 = -11268.913429 nChanged 4 SP:Iteration 3Q (18827.030000 sec): 3 clusters Score: Raw -11752.278408 + Penalty 479.842960 = -11272.435448 nChanged 2 SP:Iteration 4Q (18827.250000 sec): 3 clusters Score: Raw -11754.212615 + Penalty 479.842960 = -11274.369655 nChanged 1 SP:Iteration 5Q (18827.420000 sec): 3 clusters Score: Raw -11755.129508 + Penalty 479.842960 = -11275.286549 nChanged 1 SP:Iteration 6Q (18827.600000 sec): 3 clusters Score: Raw -11756.485578 + Penalty 479.842960 = -11276.642618 nChanged 0 SP:Iteration 7F (18827.780000 sec): 3 clusters Score: Raw -11756.485578 + Penalty 479.842960 = -11276.642618 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18827.870000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18828.080000 sec): 3 clusters Score: Raw -34707.005027 + Penalty 581.968805 = -34125.036222 nChanged 246 SP:Iteration 1F (18828.280000 sec): 3 clusters Score: Raw -34974.119706 + Penalty 581.968805 = -34392.150900 nChanged 66 SP:Iteration 2F (18828.450000 sec): 3 clusters Score: Raw -35048.658015 + Penalty 581.968805 = -34466.689210 nChanged 36 SP:Iteration 3F (18828.630000 sec): 3 clusters Score: Raw -35076.833002 + Penalty 581.968805 = -34494.864197 nChanged 14 SP:Iteration 4Q (18828.810000 sec): 3 clusters Score: Raw -35085.672989 + Penalty 581.968805 = -34503.704183 nChanged 7 SP:Iteration 5Q (18829.000000 sec): 3 clusters Score: Raw -35091.585324 + Penalty 581.968805 = -34509.616519 nChanged 0 SP:Iteration 6F (18829.200000 sec): 3 clusters Score: Raw -35091.585324 + Penalty 581.968805 = -34509.616519 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18829.270000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18829.450000 sec): 3 clusters Score: Raw -8733.619234 + Penalty 449.689460 = -8283.929774 nChanged 30 SP:Iteration 1F (18829.620000 sec): 3 clusters Score: Raw -8790.249381 + Penalty 449.689460 = -8340.559920 nChanged 7 SP:Iteration 2Q (18829.780000 sec): 3 clusters Score: Raw -8800.111225 + Penalty 449.689460 = -8350.421764 nChanged 0 SP:Iteration 3F (18829.980000 sec): 3 clusters Score: Raw -8800.111225 + Penalty 449.689460 = -8350.421764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18830.080000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18830.280000 sec): 3 clusters Score: Raw -33885.388411 + Penalty 577.612418 = -33307.775993 nChanged 200 SP:Iteration 1F (18830.540000 sec): 3 clusters Score: Raw -34004.172770 + Penalty 577.612418 = -33426.560352 nChanged 40 SP:Iteration 2F (18830.710000 sec): 3 clusters Score: Raw -34038.904043 + Penalty 577.612418 = -33461.291625 nChanged 30 SP:Iteration 3F (18830.880000 sec): 3 clusters Score: Raw -34061.597651 + Penalty 577.612418 = -33483.985233 nChanged 22 SP:Iteration 4Q (18831.040000 sec): 3 clusters Score: Raw -34079.151212 + Penalty 577.612418 = -33501.538794 nChanged 13 SP:Iteration 5Q (18831.220000 sec): 3 clusters Score: Raw -34084.958357 + Penalty 577.612418 = -33507.345939 nChanged 6 SP:Iteration 6Q (18831.460000 sec): 3 clusters Score: Raw -34087.525424 + Penalty 577.612418 = -33509.913006 nChanged 6 SP:Iteration 7Q (18831.650000 sec): 3 clusters Score: Raw -34091.252556 + Penalty 577.612418 = -33513.640138 nChanged 6 SP:Iteration 8Q (18831.860000 sec): 3 clusters Score: Raw -34094.824990 + Penalty 577.612418 = -33517.212572 nChanged 11 SP:Iteration 9Q (18832.080000 sec): 3 clusters Score: Raw -34105.904406 + Penalty 577.612418 = -33528.291988 nChanged 12 SP:Iteration 10Q (18832.240000 sec): 3 clusters Score: Raw -34111.211101 + Penalty 577.612418 = -33533.598683 nChanged 4 SP:Iteration 11Q (18832.410000 sec): 3 clusters Score: Raw -34113.090074 + Penalty 577.612418 = -33535.477656 nChanged 1 SP:Iteration 12Q (18832.600000 sec): 3 clusters Score: Raw -34113.444685 + Penalty 577.612418 = -33535.832267 nChanged 1 SP:Iteration 13Q (18832.780000 sec): 3 clusters Score: Raw -34114.020762 + Penalty 577.612418 = -33536.408344 nChanged 2 SP:Iteration 14Q (18832.990000 sec): 3 clusters Score: Raw -34115.289640 + Penalty 577.612418 = -33537.677222 nChanged 1 SP:Iteration 15Q (18833.210000 sec): 3 clusters Score: Raw -34115.579971 + Penalty 577.612418 = -33537.967553 nChanged 2 SP:Iteration 16Q (18833.380000 sec): 3 clusters Score: Raw -34116.535958 + Penalty 577.612418 = -33538.923540 nChanged 0 SP:Iteration 17F (18833.590000 sec): 3 clusters Score: Raw -34116.535958 + Penalty 577.612418 = -33538.923540 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18833.670000 sec): 2 clusters Score: Raw -57022.516007 + Penalty 316.738970 = -56705.777036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18833.830000 sec): 3 clusters Score: Raw -56488.160938 + Penalty 633.477940 = -55854.682998 nChanged 413 SP:Iteration 1F (18833.980000 sec): 3 clusters Score: Raw -56777.684622 + Penalty 633.477940 = -56144.206682 nChanged 82 SP:Iteration 2F (18834.230000 sec): 3 clusters Score: Raw -56828.288955 + Penalty 633.477940 = -56194.811015 nChanged 53 SP:Iteration 3F (18834.380000 sec): 3 clusters Score: Raw -56860.195265 + Penalty 633.477940 = -56226.717325 nChanged 44 SP:Iteration 4Q (18834.610000 sec): 3 clusters Score: Raw -56893.228767 + Penalty 633.477940 = -56259.750827 nChanged 32 SP:Iteration 5Q (18834.810000 sec): 3 clusters Score: Raw -56916.633082 + Penalty 633.477940 = -56283.155142 nChanged 33 SP:Iteration 6Q (18835.020000 sec): 3 clusters Score: Raw -56934.133838 + Penalty 633.477940 = -56300.655898 nChanged 19 SP:Iteration 7Q (18835.210000 sec): 3 clusters Score: Raw -56943.511782 + Penalty 633.477940 = -56310.033842 nChanged 15 SP:Iteration 8Q (18835.370000 sec): 3 clusters Score: Raw -56952.585329 + Penalty 633.477940 = -56319.107389 nChanged 18 SP:Iteration 9Q (18835.590000 sec): 3 clusters Score: Raw -56959.818680 + Penalty 633.477940 = -56326.340740 nChanged 7 SP:Iteration 10Q (18835.710000 sec): 3 clusters Score: Raw -56963.836663 + Penalty 633.477940 = -56330.358723 nChanged 6 SP:Iteration 11Q (18835.920000 sec): 3 clusters Score: Raw -56966.600749 + Penalty 633.477940 = -56333.122808 nChanged 5 SP:Iteration 12Q (18836.150000 sec): 3 clusters Score: Raw -56969.091487 + Penalty 633.477940 = -56335.613547 nChanged 3 SP:Iteration 13Q (18836.350000 sec): 3 clusters Score: Raw -56969.630332 + Penalty 633.477940 = -56336.152392 nChanged 1 SP:Iteration 14Q (18836.530000 sec): 3 clusters Score: Raw -56970.110697 + Penalty 633.477940 = -56336.632757 nChanged 1 SP:Iteration 15Q (18836.750000 sec): 3 clusters Score: Raw -56970.569090 + Penalty 633.477940 = -56337.091149 nChanged 3 SP:Iteration 16Q (18836.950000 sec): 3 clusters Score: Raw -56971.098337 + Penalty 633.477940 = -56337.620397 nChanged 0 SP:Iteration 17F (18837.100000 sec): 3 clusters Score: Raw -56971.098337 + Penalty 633.477940 = -56337.620397 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18837.220000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18837.460000 sec): 3 clusters Score: Raw -203509.297629 + Penalty 735.442363 = -202773.855266 nChanged 1410 SP:Iteration 1F (18837.630000 sec): 3 clusters Score: Raw -204295.272079 + Penalty 735.442363 = -203559.829717 nChanged 217 SP:Iteration 2F (18837.790000 sec): 3 clusters Score: Raw -204419.264496 + Penalty 735.442363 = -203683.822133 nChanged 189 SP:Iteration 3F (18837.990000 sec): 3 clusters Score: Raw -204540.806575 + Penalty 735.442363 = -203805.364212 nChanged 189 SP:Iteration 4F (18838.190000 sec): 3 clusters Score: Raw -204650.636484 + Penalty 735.442363 = -203915.194121 nChanged 155 SP:Iteration 5Q (18838.360000 sec): 3 clusters Score: Raw -204730.291485 + Penalty 735.442363 = -203994.849123 nChanged 131 SP:Iteration 6Q (18838.560000 sec): 3 clusters Score: Raw -204809.696518 + Penalty 735.442363 = -204074.254155 nChanged 136 SP:Iteration 7Q (18838.740000 sec): 3 clusters Score: Raw -204883.564996 + Penalty 735.442363 = -204148.122633 nChanged 97 SP:Iteration 8Q (18838.940000 sec): 3 clusters Score: Raw -204931.795466 + Penalty 735.442363 = -204196.353104 nChanged 81 SP:Iteration 9Q (18839.150000 sec): 3 clusters Score: Raw -204969.560514 + Penalty 735.442363 = -204234.118151 nChanged 90 SP:Iteration 10Q (18839.340000 sec): 3 clusters Score: Raw -205025.009396 + Penalty 735.442363 = -204289.567034 nChanged 84 SP:Iteration 11Q (18839.550000 sec): 3 clusters Score: Raw -205074.315618 + Penalty 735.442363 = -204338.873255 nChanged 69 SP:Iteration 12Q (18839.720000 sec): 3 clusters Score: Raw -205120.272290 + Penalty 735.442363 = -204384.829927 nChanged 68 SP:Iteration 13Q (18839.940000 sec): 3 clusters Score: Raw -205175.145936 + Penalty 735.442363 = -204439.703573 nChanged 64 SP:Iteration 14Q (18840.120000 sec): 3 clusters Score: Raw -205229.432626 + Penalty 735.442363 = -204493.990263 nChanged 46 SP:Iteration 15Q (18840.320000 sec): 3 clusters Score: Raw -205254.987811 + Penalty 735.442363 = -204519.545448 nChanged 29 SP:Iteration 16Q (18840.490000 sec): 3 clusters Score: Raw -205265.102538 + Penalty 735.442363 = -204529.660175 nChanged 27 SP:Iteration 17Q (18840.690000 sec): 3 clusters Score: Raw -205273.069750 + Penalty 735.442363 = -204537.627387 nChanged 27 SP:Iteration 18Q (18840.860000 sec): 3 clusters Score: Raw -205280.574237 + Penalty 735.442363 = -204545.131874 nChanged 19 SP:Iteration 19Q (18841.060000 sec): 3 clusters Score: Raw -205284.380866 + Penalty 735.442363 = -204548.938503 nChanged 22 SP:Iteration 20F (18841.270000 sec): 3 clusters Score: Raw -205289.033575 + Penalty 735.442363 = -204553.591213 nChanged 21 SP:Iteration 21Q (18841.460000 sec): 3 clusters Score: Raw -205294.250571 + Penalty 735.442363 = -204558.808208 nChanged 18 SP:Iteration 22Q (18841.670000 sec): 3 clusters Score: Raw -205299.784204 + Penalty 735.442363 = -204564.341841 nChanged 19 SP:Iteration 23Q (18841.860000 sec): 3 clusters Score: Raw -205305.127283 + Penalty 735.442363 = -204569.684920 nChanged 17 SP:Iteration 24Q (18842.030000 sec): 3 clusters Score: Raw -205309.260019 + Penalty 735.442363 = -204573.817657 nChanged 17 SP:Iteration 25Q (18842.260000 sec): 3 clusters Score: Raw -205311.884875 + Penalty 735.442363 = -204576.442512 nChanged 14 SP:Iteration 26Q (18842.420000 sec): 3 clusters Score: Raw -205313.956169 + Penalty 735.442363 = -204578.513807 nChanged 6 SP:Iteration 27Q (18842.660000 sec): 3 clusters Score: Raw -205314.778462 + Penalty 735.442363 = -204579.336099 nChanged 1 SP:Iteration 28Q (18842.890000 sec): 3 clusters Score: Raw -205314.930000 + Penalty 735.442363 = -204579.487637 nChanged 3 SP:Iteration 29Q (18843.060000 sec): 3 clusters Score: Raw -205315.291636 + Penalty 735.442363 = -204579.849273 nChanged 3 SP:Iteration 30Q (18843.220000 sec): 3 clusters Score: Raw -205315.492781 + Penalty 735.442363 = -204580.050418 nChanged 0 SP:Iteration 31F (18843.390000 sec): 3 clusters Score: Raw -205315.492781 + Penalty 735.442363 = -204580.050418 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18843.500000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18843.690000 sec): 3 clusters Score: Raw -8535.479928 + Penalty 452.253010 = -8083.226918 nChanged 32 SP:Iteration 1F (18843.850000 sec): 3 clusters Score: Raw -8578.958778 + Penalty 452.253010 = -8126.705768 nChanged 6 SP:Iteration 2Q (18844.030000 sec): 3 clusters Score: Raw -8591.681388 + Penalty 452.253010 = -8139.428378 nChanged 3 SP:Iteration 3Q (18844.220000 sec): 3 clusters Score: Raw -8598.345775 + Penalty 452.253010 = -8146.092765 nChanged 3 SP:Iteration 4Q (18844.450000 sec): 3 clusters Score: Raw -8605.327409 + Penalty 452.253010 = -8153.074399 nChanged 3 SP:Iteration 5Q (18844.660000 sec): 3 clusters Score: Raw -8608.569514 + Penalty 452.253010 = -8156.316504 nChanged 2 SP:Iteration 6Q (18844.820000 sec): 3 clusters Score: Raw -8612.950359 + Penalty 452.253010 = -8160.697349 nChanged 5 SP:Iteration 7Q (18844.990000 sec): 3 clusters Score: Raw -8621.666244 + Penalty 452.253010 = -8169.413234 nChanged 5 SP:Iteration 8Q (18845.160000 sec): 3 clusters Score: Raw -8640.142887 + Penalty 452.253010 = -8187.889877 nChanged 4 SP:Iteration 9Q (18845.320000 sec): 3 clusters Score: Raw -8654.617642 + Penalty 452.253010 = -8202.364632 nChanged 1 SP:Iteration 10Q (18845.500000 sec): 3 clusters Score: Raw -8658.711894 + Penalty 452.253010 = -8206.458884 nChanged 1 SP:Iteration 11Q (18845.710000 sec): 3 clusters Score: Raw -8664.550094 + Penalty 452.253010 = -8212.297084 nChanged 1 SP:Iteration 12Q (18845.900000 sec): 3 clusters Score: Raw -8665.224242 + Penalty 452.253010 = -8212.971232 nChanged 0 SP:Iteration 13F (18846.080000 sec): 3 clusters Score: Raw -8665.224242 + Penalty 452.253010 = -8212.971232 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18846.140000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18846.350000 sec): 3 clusters Score: Raw -6728.759632 + Penalty 442.945635 = -6285.813997 nChanged 30 SP:Iteration 1F (18846.500000 sec): 3 clusters Score: Raw -6776.096615 + Penalty 442.945635 = -6333.150980 nChanged 11 SP:Iteration 2F (18846.650000 sec): 3 clusters Score: Raw -6800.812044 + Penalty 442.945635 = -6357.866409 nChanged 8 SP:Iteration 3F (18846.850000 sec): 3 clusters Score: Raw -6817.603547 + Penalty 442.945635 = -6374.657912 nChanged 4 SP:Iteration 4Q (18847.020000 sec): 3 clusters Score: Raw -6827.702685 + Penalty 442.945635 = -6384.757050 nChanged 4 SP:Iteration 5Q (18847.220000 sec): 3 clusters Score: Raw -6844.348911 + Penalty 442.945635 = -6401.403276 nChanged 2 SP:Iteration 6Q (18847.390000 sec): 3 clusters Score: Raw -6850.862260 + Penalty 442.945635 = -6407.916625 nChanged 2 SP:Iteration 7Q (18847.570000 sec): 3 clusters Score: Raw -6859.718392 + Penalty 442.945635 = -6416.772757 nChanged 0 SP:Iteration 8F (18847.760000 sec): 3 clusters Score: Raw -6859.718392 + Penalty 442.945635 = -6416.772757 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18847.890000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18848.040000 sec): 3 clusters Score: Raw -331762.713879 + Penalty 782.454805 = -330980.259075 nChanged 2473 SP:Iteration 1F (18848.200000 sec): 3 clusters Score: Raw -333165.718515 + Penalty 782.454805 = -332383.263710 nChanged 362 SP:Iteration 2F (18848.400000 sec): 3 clusters Score: Raw -333363.010098 + Penalty 782.454805 = -332580.555293 nChanged 379 SP:Iteration 3F (18848.570000 sec): 3 clusters Score: Raw -333618.043447 + Penalty 782.454805 = -332835.588643 nChanged 413 SP:Iteration 4F (18848.770000 sec): 3 clusters Score: Raw -333952.036294 + Penalty 782.454805 = -333169.581489 nChanged 400 SP:Iteration 5F (18849.000000 sec): 3 clusters Score: Raw -334323.939746 + Penalty 782.454805 = -333541.484942 nChanged 324 SP:Iteration 6F (18849.240000 sec): 3 clusters Score: Raw -334623.861482 + Penalty 782.454805 = -333841.406678 nChanged 185 SP:Iteration 7Q (18849.420000 sec): 3 clusters Score: Raw -334814.001018 + Penalty 782.454805 = -334031.546213 nChanged 126 SP:Iteration 8Q (18849.600000 sec): 3 clusters Score: Raw -334940.265285 + Penalty 782.454805 = -334157.810480 nChanged 63 SP:Iteration 9Q (18849.830000 sec): 3 clusters Score: Raw -335002.491310 + Penalty 782.454805 = -334220.036506 nChanged 45 SP:Iteration 10Q (18850.070000 sec): 3 clusters Score: Raw -335052.615634 + Penalty 782.454805 = -334270.160829 nChanged 40 SP:Iteration 11Q (18850.240000 sec): 3 clusters Score: Raw -335094.099149 + Penalty 782.454805 = -334311.644344 nChanged 30 SP:Iteration 12Q (18850.450000 sec): 3 clusters Score: Raw -335129.869110 + Penalty 782.454805 = -334347.414305 nChanged 35 SP:Iteration 13Q (18850.630000 sec): 3 clusters Score: Raw -335167.852779 + Penalty 782.454805 = -334385.397974 nChanged 28 SP:Iteration 14Q (18850.820000 sec): 3 clusters Score: Raw -335185.337172 + Penalty 782.454805 = -334402.882367 nChanged 20 SP:Iteration 15Q (18851.000000 sec): 3 clusters Score: Raw -335199.781430 + Penalty 782.454805 = -334417.326625 nChanged 16 SP:Iteration 16Q (18851.170000 sec): 3 clusters Score: Raw -335207.836767 + Penalty 782.454805 = -334425.381963 nChanged 9 SP:Iteration 17Q (18851.420000 sec): 3 clusters Score: Raw -335211.593260 + Penalty 782.454805 = -334429.138455 nChanged 8 SP:Iteration 18Q (18851.620000 sec): 3 clusters Score: Raw -335213.853524 + Penalty 782.454805 = -334431.398719 nChanged 5 SP:Iteration 19Q (18851.780000 sec): 3 clusters Score: Raw -335215.468439 + Penalty 782.454805 = -334433.013635 nChanged 4 SP:Iteration 20F (18851.970000 sec): 3 clusters Score: Raw -335216.945673 + Penalty 782.454805 = -334434.490868 nChanged 5 SP:Iteration 21Q (18852.170000 sec): 3 clusters Score: Raw -335218.359478 + Penalty 782.454805 = -334435.904673 nChanged 5 SP:Iteration 22Q (18852.330000 sec): 3 clusters Score: Raw -335219.980282 + Penalty 782.454805 = -334437.525477 nChanged 2 SP:Iteration 23Q (18852.530000 sec): 3 clusters Score: Raw -335220.696690 + Penalty 782.454805 = -334438.241885 nChanged 0 SP:Iteration 24F (18852.690000 sec): 3 clusters Score: Raw -335220.696690 + Penalty 782.454805 = -334438.241885 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18852.790000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18852.970000 sec): 3 clusters Score: Raw -4723.678851 + Penalty 392.891418 = -4330.787433 nChanged 11 SP:Iteration 1F (18853.180000 sec): 3 clusters Score: Raw -4748.453844 + Penalty 392.891418 = -4355.562425 nChanged 1 SP:Iteration 2Q (18853.350000 sec): 3 clusters Score: Raw -4751.358707 + Penalty 392.891418 = -4358.467289 nChanged 0 SP:Iteration 3F (18853.510000 sec): 3 clusters Score: Raw -4751.358707 + Penalty 392.891418 = -4358.467289 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18853.610000 sec): 2 clusters Score: Raw -4418.348402 + Penalty 198.809877 = -4219.538524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18853.750000 sec): 3 clusters Score: Raw -4448.333000 + Penalty 397.619755 = -4050.713246 nChanged 14 SP:Iteration 1F (18853.890000 sec): 3 clusters Score: Raw -4503.976709 + Penalty 397.619755 = -4106.356954 nChanged 5 SP:Iteration 2F (18854.090000 sec): 3 clusters Score: Raw -4530.505878 + Penalty 397.619755 = -4132.886124 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18854.190000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18854.410000 sec): 3 clusters Score: Raw -5199.361962 + Penalty 408.465910 = -4790.896052 nChanged 18 SP:Iteration 1F (18854.620000 sec): 3 clusters Score: Raw -5233.840673 + Penalty 408.465910 = -4825.374764 nChanged 5 SP:Iteration 2F (18854.830000 sec): 3 clusters Score: Raw -5251.000170 + Penalty 408.465910 = -4842.534260 nChanged 3 SP:Iteration 3Q (18855.070000 sec): 3 clusters Score: Raw -5258.253475 + Penalty 408.465910 = -4849.787566 nChanged 1 SP:Iteration 4Q (18855.260000 sec): 3 clusters Score: Raw -5260.078720 + Penalty 408.465910 = -4851.612810 nChanged 0 SP:Iteration 5F (18855.410000 sec): 3 clusters Score: Raw -5260.078720 + Penalty 408.465910 = -4851.612810 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18855.520000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18855.640000 sec): 3 clusters Score: Raw -6965.793897 + Penalty 449.037128 = -6516.756769 nChanged 32 SP:Iteration 1F (18855.830000 sec): 3 clusters Score: Raw -7030.252211 + Penalty 449.037128 = -6581.215083 nChanged 10 SP:Iteration 2F (18856.000000 sec): 3 clusters Score: Raw -7050.031390 + Penalty 449.037128 = -6600.994262 nChanged 3 SP:Iteration 3Q (18856.160000 sec): 3 clusters Score: Raw -7057.692167 + Penalty 449.037128 = -6608.655039 nChanged 4 SP:Iteration 4Q (18856.350000 sec): 3 clusters Score: Raw -7067.010466 + Penalty 449.037128 = -6617.973338 nChanged 2 SP:Iteration 5Q (18856.530000 sec): 3 clusters Score: Raw -7072.478128 + Penalty 449.037128 = -6623.441001 nChanged 1 SP:Iteration 6Q (18856.780000 sec): 3 clusters Score: Raw -7073.609580 + Penalty 449.037128 = -6624.572452 nChanged 1 SP:Iteration 7Q (18856.940000 sec): 3 clusters Score: Raw -7074.020209 + Penalty 449.037128 = -6624.983081 nChanged 0 SP:Iteration 8F (18857.160000 sec): 3 clusters Score: Raw -7074.020209 + Penalty 449.037128 = -6624.983081 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18857.230000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18857.410000 sec): 3 clusters Score: Raw -3181.906218 + Penalty 391.669923 = -2790.236295 nChanged 6 SP:Iteration 1F (18857.590000 sec): 3 clusters Score: Raw -3209.226787 + Penalty 391.669923 = -2817.556864 nChanged 4 SP:Iteration 2F (18857.810000 sec): 3 clusters Score: Raw -3227.478292 + Penalty 391.669923 = -2835.808369 nChanged 2 SP:Iteration 3Q (18858.000000 sec): 3 clusters Score: Raw -3236.852303 + Penalty 391.669923 = -2845.182380 nChanged 2 SP:Iteration 4Q (18858.190000 sec): 3 clusters Score: Raw -3250.727043 + Penalty 391.669923 = -2859.057119 nChanged 0 SP:Iteration 5F (18858.450000 sec): 3 clusters Score: Raw -3250.727043 + Penalty 391.669923 = -2859.057119 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18858.490000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18858.710000 sec): 3 clusters Score: Raw -14559.297784 + Penalty 503.178047 = -14056.119737 nChanged 70 SP:Iteration 1F (18858.840000 sec): 3 clusters Score: Raw -14630.237265 + Penalty 503.178047 = -14127.059218 nChanged 19 SP:Iteration 2F (18859.040000 sec): 3 clusters Score: Raw -14645.571647 + Penalty 503.178047 = -14142.393600 nChanged 6 SP:Iteration 3Q (18859.210000 sec): 3 clusters Score: Raw -14654.467214 + Penalty 503.178047 = -14151.289167 nChanged 2 SP:Iteration 4Q (18859.380000 sec): 3 clusters Score: Raw -14655.825132 + Penalty 503.178047 = -14152.647085 nChanged 2 SP:Iteration 5Q (18859.570000 sec): 3 clusters Score: Raw -14657.483943 + Penalty 503.178047 = -14154.305896 nChanged 5 SP:Iteration 6Q (18859.770000 sec): 3 clusters Score: Raw -14663.003323 + Penalty 503.178047 = -14159.825276 nChanged 1 SP:Iteration 7Q (18859.950000 sec): 3 clusters Score: Raw -14664.560875 + Penalty 503.178047 = -14161.382828 nChanged 0 SP:Iteration 8F (18860.170000 sec): 3 clusters Score: Raw -14664.560875 + Penalty 503.178047 = -14161.382828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18860.230000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18860.430000 sec): 3 clusters Score: Raw -37383.539529 + Penalty 583.026079 = -36800.513451 nChanged 208 SP:Iteration 1F (18860.620000 sec): 3 clusters Score: Raw -37518.948406 + Penalty 583.026079 = -36935.922327 nChanged 41 SP:Iteration 2F (18860.850000 sec): 3 clusters Score: Raw -37549.050167 + Penalty 583.026079 = -36966.024088 nChanged 40 SP:Iteration 3F (18861.030000 sec): 3 clusters Score: Raw -37592.858533 + Penalty 583.026079 = -37009.832454 nChanged 42 SP:Iteration 4F (18861.250000 sec): 3 clusters Score: Raw -37632.264042 + Penalty 583.026079 = -37049.237964 nChanged 31 SP:Iteration 5F (18861.410000 sec): 3 clusters Score: Raw -37655.871889 + Penalty 583.026079 = -37072.845810 nChanged 21 SP:Iteration 6Q (18861.620000 sec): 3 clusters Score: Raw -37672.991971 + Penalty 583.026079 = -37089.965893 nChanged 12 SP:Iteration 7Q (18861.800000 sec): 3 clusters Score: Raw -37681.720997 + Penalty 583.026079 = -37098.694918 nChanged 12 SP:Iteration 8Q (18861.930000 sec): 3 clusters Score: Raw -37687.674201 + Penalty 583.026079 = -37104.648123 nChanged 8 SP:Iteration 9Q (18862.080000 sec): 3 clusters Score: Raw -37695.014464 + Penalty 583.026079 = -37111.988385 nChanged 9 SP:Iteration 10Q (18862.280000 sec): 3 clusters Score: Raw -37700.446865 + Penalty 583.026079 = -37117.420787 nChanged 2 SP:Iteration 11Q (18862.430000 sec): 3 clusters Score: Raw -37701.832509 + Penalty 583.026079 = -37118.806431 nChanged 1 SP:Iteration 12Q (18862.590000 sec): 3 clusters Score: Raw -37702.269850 + Penalty 583.026079 = -37119.243771 nChanged 0 SP:Iteration 13F (18862.750000 sec): 3 clusters Score: Raw -37702.269850 + Penalty 583.026079 = -37119.243771 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18862.860000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18863.020000 sec): 3 clusters Score: Raw -388336.915375 + Penalty 801.534384 = -387535.380991 nChanged 3037 SP:Iteration 1F (18863.190000 sec): 3 clusters Score: Raw -390057.899127 + Penalty 801.534384 = -389256.364743 nChanged 388 SP:Iteration 2F (18863.390000 sec): 3 clusters Score: Raw -390226.589312 + Penalty 801.534384 = -389425.054928 nChanged 361 SP:Iteration 3F (18863.570000 sec): 3 clusters Score: Raw -390399.725661 + Penalty 801.534384 = -389598.191277 nChanged 330 SP:Iteration 4Q (18863.760000 sec): 3 clusters Score: Raw -390566.088924 + Penalty 801.534384 = -389764.554540 nChanged 330 SP:Iteration 5Q (18863.930000 sec): 3 clusters Score: Raw -390741.348783 + Penalty 801.534384 = -389939.814399 nChanged 315 SP:Iteration 6Q (18864.110000 sec): 3 clusters Score: Raw -390911.120550 + Penalty 801.534384 = -390109.586166 nChanged 297 SP:Iteration 7Q (18864.280000 sec): 3 clusters Score: Raw -391060.882116 + Penalty 801.534384 = -390259.347732 nChanged 282 SP:Iteration 8Q (18864.460000 sec): 3 clusters Score: Raw -391177.809658 + Penalty 801.534384 = -390376.275274 nChanged 215 SP:Iteration 9Q (18864.650000 sec): 3 clusters Score: Raw -391256.119168 + Penalty 801.534384 = -390454.584784 nChanged 186 SP:Iteration 10Q (18864.800000 sec): 3 clusters Score: Raw -391312.815068 + Penalty 801.534384 = -390511.280684 nChanged 137 SP:Iteration 11Q (18864.950000 sec): 3 clusters Score: Raw -391352.313940 + Penalty 801.534384 = -390550.779556 nChanged 126 SP:Iteration 12Q (18865.100000 sec): 3 clusters Score: Raw -391383.719112 + Penalty 801.534384 = -390582.184728 nChanged 109 SP:Iteration 13Q (18865.300000 sec): 3 clusters Score: Raw -391412.345490 + Penalty 801.534384 = -390610.811106 nChanged 96 SP:Iteration 14Q (18865.510000 sec): 3 clusters Score: Raw -391436.986261 + Penalty 801.534384 = -390635.451877 nChanged 105 SP:Iteration 15Q (18865.720000 sec): 3 clusters Score: Raw -391465.356591 + Penalty 801.534384 = -390663.822207 nChanged 93 SP:Iteration 16Q (18865.950000 sec): 3 clusters Score: Raw -391489.367711 + Penalty 801.534384 = -390687.833327 nChanged 103 SP:Iteration 17Q (18866.130000 sec): 3 clusters Score: Raw -391515.784722 + Penalty 801.534384 = -390714.250338 nChanged 79 SP:Iteration 18Q (18866.310000 sec): 3 clusters Score: Raw -391536.005179 + Penalty 801.534384 = -390734.470795 nChanged 81 SP:Iteration 19Q (18866.430000 sec): 3 clusters Score: Raw -391555.157500 + Penalty 801.534384 = -390753.623116 nChanged 66 SP:Iteration 20F (18866.580000 sec): 3 clusters Score: Raw -391571.637381 + Penalty 801.534384 = -390770.102997 nChanged 69 SP:Iteration 21Q (18866.790000 sec): 3 clusters Score: Raw -391586.539048 + Penalty 801.534384 = -390785.004664 nChanged 72 SP:Iteration 22Q (18866.990000 sec): 3 clusters Score: Raw -391604.487379 + Penalty 801.534384 = -390802.952995 nChanged 65 SP:Iteration 23Q (18867.140000 sec): 3 clusters Score: Raw -391620.534575 + Penalty 801.534384 = -390819.000191 nChanged 57 SP:Iteration 24Q (18867.350000 sec): 3 clusters Score: Raw -391633.841240 + Penalty 801.534384 = -390832.306856 nChanged 65 SP:Iteration 25Q (18867.520000 sec): 3 clusters Score: Raw -391650.228884 + Penalty 801.534384 = -390848.694500 nChanged 75 SP:Iteration 26Q (18867.750000 sec): 3 clusters Score: Raw -391669.100176 + Penalty 801.534384 = -390867.565792 nChanged 73 SP:Iteration 27Q (18867.910000 sec): 3 clusters Score: Raw -391686.102445 + Penalty 801.534384 = -390884.568061 nChanged 70 SP:Iteration 28Q (18868.080000 sec): 3 clusters Score: Raw -391702.075183 + Penalty 801.534384 = -390900.540799 nChanged 75 SP:Iteration 29Q (18868.300000 sec): 3 clusters Score: Raw -391721.858636 + Penalty 801.534384 = -390920.324251 nChanged 71 SP:Iteration 30Q (18868.490000 sec): 3 clusters Score: Raw -391738.252493 + Penalty 801.534384 = -390936.718109 nChanged 67 SP:Iteration 31Q (18868.730000 sec): 3 clusters Score: Raw -391752.680652 + Penalty 801.534384 = -390951.146268 nChanged 63 SP:Iteration 32Q (18868.900000 sec): 3 clusters Score: Raw -391768.156459 + Penalty 801.534384 = -390966.622075 nChanged 76 SP:Iteration 33Q (18869.060000 sec): 3 clusters Score: Raw -391785.585144 + Penalty 801.534384 = -390984.050760 nChanged 67 SP:Iteration 34Q (18869.230000 sec): 3 clusters Score: Raw -391807.842980 + Penalty 801.534384 = -391006.308596 nChanged 85 SP:Iteration 35Q (18869.440000 sec): 3 clusters Score: Raw -391837.868259 + Penalty 801.534384 = -391036.333875 nChanged 90 SP:Iteration 36Q (18869.610000 sec): 3 clusters Score: Raw -391866.205958 + Penalty 801.534384 = -391064.671574 nChanged 91 SP:Iteration 37Q (18869.800000 sec): 3 clusters Score: Raw -391894.929257 + Penalty 801.534384 = -391093.394873 nChanged 84 SP:Iteration 38Q (18869.960000 sec): 3 clusters Score: Raw -391921.982445 + Penalty 801.534384 = -391120.448061 nChanged 78 SP:Iteration 39Q (18870.160000 sec): 3 clusters Score: Raw -391945.490015 + Penalty 801.534384 = -391143.955631 nChanged 74 SP:Iteration 40F (18870.280000 sec): 3 clusters Score: Raw -391969.586888 + Penalty 801.534384 = -391168.052504 nChanged 74 SP:Iteration 41Q (18870.480000 sec): 3 clusters Score: Raw -391994.842095 + Penalty 801.534384 = -391193.307711 nChanged 76 SP:Iteration 42Q (18870.690000 sec): 3 clusters Score: Raw -392022.399789 + Penalty 801.534384 = -391220.865404 nChanged 82 SP:Iteration 43Q (18870.840000 sec): 3 clusters Score: Raw -392053.627158 + Penalty 801.534384 = -391252.092774 nChanged 80 SP:Iteration 44Q (18871.020000 sec): 3 clusters Score: Raw -392082.119817 + Penalty 801.534384 = -391280.585432 nChanged 67 SP:Iteration 45Q (18871.190000 sec): 3 clusters Score: Raw -392108.242188 + Penalty 801.534384 = -391306.707804 nChanged 67 SP:Iteration 46Q (18871.380000 sec): 3 clusters Score: Raw -392134.027162 + Penalty 801.534384 = -391332.492778 nChanged 57 SP:Iteration 47Q (18871.580000 sec): 3 clusters Score: Raw -392156.880435 + Penalty 801.534384 = -391355.346051 nChanged 69 SP:Iteration 48Q (18871.800000 sec): 3 clusters Score: Raw -392187.110711 + Penalty 801.534384 = -391385.576327 nChanged 65 SP:Iteration 49Q (18871.980000 sec): 3 clusters Score: Raw -392217.468841 + Penalty 801.534384 = -391415.934456 nChanged 52 SP:Iteration 50Q (18872.140000 sec): 3 clusters Score: Raw -392246.882551 + Penalty 801.534384 = -391445.348167 nChanged 58 SP:Iteration 51Q (18872.320000 sec): 3 clusters Score: Raw -392280.843997 + Penalty 801.534384 = -391479.309613 nChanged 50 SP:Iteration 52Q (18872.490000 sec): 3 clusters Score: Raw -392309.439330 + Penalty 801.534384 = -391507.904946 nChanged 39 SP:Iteration 53Q (18872.690000 sec): 3 clusters Score: Raw -392333.397916 + Penalty 801.534384 = -391531.863532 nChanged 27 SP:Iteration 54Q (18872.850000 sec): 3 clusters Score: Raw -392347.914495 + Penalty 801.534384 = -391546.380111 nChanged 24 SP:Iteration 55Q (18873.060000 sec): 3 clusters Score: Raw -392359.349011 + Penalty 801.534384 = -391557.814627 nChanged 22 SP:Iteration 56Q (18873.250000 sec): 3 clusters Score: Raw -392370.704738 + Penalty 801.534384 = -391569.170354 nChanged 18 SP:Iteration 57Q (18873.440000 sec): 3 clusters Score: Raw -392379.714092 + Penalty 801.534384 = -391578.179708 nChanged 14 SP:Iteration 58Q (18873.620000 sec): 3 clusters Score: Raw -392387.580847 + Penalty 801.534384 = -391586.046463 nChanged 14 SP:Iteration 59Q (18873.760000 sec): 3 clusters Score: Raw -392393.891771 + Penalty 801.534384 = -391592.357387 nChanged 16 SP:Iteration 60F (18873.960000 sec): 3 clusters Score: Raw -392401.879786 + Penalty 801.534384 = -391600.345402 nChanged 10 SP:Iteration 61Q (18874.130000 sec): 3 clusters Score: Raw -392407.134718 + Penalty 801.534384 = -391605.600334 nChanged 8 SP:Iteration 62Q (18874.300000 sec): 3 clusters Score: Raw -392413.032897 + Penalty 801.534384 = -391611.498513 nChanged 7 SP:Iteration 63Q (18874.430000 sec): 3 clusters Score: Raw -392417.905963 + Penalty 801.534384 = -391616.371579 nChanged 8 SP:Iteration 64Q (18874.610000 sec): 3 clusters Score: Raw -392421.824179 + Penalty 801.534384 = -391620.289795 nChanged 12 SP:Iteration 65Q (18874.830000 sec): 3 clusters Score: Raw -392426.487671 + Penalty 801.534384 = -391624.953287 nChanged 8 SP:Iteration 66Q (18875.020000 sec): 3 clusters Score: Raw -392429.952441 + Penalty 801.534384 = -391628.418057 nChanged 7 SP:Iteration 67Q (18875.180000 sec): 3 clusters Score: Raw -392435.861721 + Penalty 801.534384 = -391634.327336 nChanged 7 SP:Iteration 68Q (18875.380000 sec): 3 clusters Score: Raw -392439.368140 + Penalty 801.534384 = -391637.833756 nChanged 3 SP:Iteration 69Q (18875.580000 sec): 3 clusters Score: Raw -392440.421318 + Penalty 801.534384 = -391638.886934 nChanged 1 SP:Iteration 70Q (18875.780000 sec): 3 clusters Score: Raw -392440.526097 + Penalty 801.534384 = -391638.991713 nChanged 0 SP:Iteration 71F (18875.980000 sec): 3 clusters Score: Raw -392440.526097 + Penalty 801.534384 = -391638.991713 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18876.080000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18876.170000 sec): 2 clusters Score: Raw 1509645.381513 + Penalty 142.664987 = 1509788.046500 nChanged 10 SP:Iteration 1F (18876.260000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18876.360000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18876.540000 sec): 3 clusters Score: Raw -123297.873608 + Penalty 698.136239 = -122599.737370 nChanged 917 SP:Iteration 1F (18876.710000 sec): 3 clusters Score: Raw -123803.938203 + Penalty 698.136239 = -123105.801964 nChanged 173 SP:Iteration 2F (18876.890000 sec): 3 clusters Score: Raw -123931.669578 + Penalty 698.136239 = -123233.533339 nChanged 162 SP:Iteration 3F (18877.060000 sec): 3 clusters Score: Raw -124046.775384 + Penalty 698.136239 = -123348.639146 nChanged 153 SP:Iteration 4F (18877.240000 sec): 3 clusters Score: Raw -124150.233128 + Penalty 698.136239 = -123452.096890 nChanged 151 SP:Iteration 5F (18877.430000 sec): 3 clusters Score: Raw -124269.031053 + Penalty 698.136239 = -123570.894814 nChanged 136 SP:Iteration 6F (18877.660000 sec): 3 clusters Score: Raw -124378.779497 + Penalty 698.136239 = -123680.643259 nChanged 104 SP:Iteration 7Q (18877.830000 sec): 3 clusters Score: Raw -124462.535937 + Penalty 698.136239 = -123764.399699 nChanged 66 SP:Iteration 8Q (18878.030000 sec): 3 clusters Score: Raw -124513.213339 + Penalty 698.136239 = -123815.077100 nChanged 44 SP:Iteration 9Q (18878.240000 sec): 3 clusters Score: Raw -124538.821533 + Penalty 698.136239 = -123840.685294 nChanged 23 SP:Iteration 10Q (18878.420000 sec): 3 clusters Score: Raw -124551.364814 + Penalty 698.136239 = -123853.228575 nChanged 17 SP:Iteration 11Q (18878.620000 sec): 3 clusters Score: Raw -124561.561516 + Penalty 698.136239 = -123863.425277 nChanged 15 SP:Iteration 12Q (18878.800000 sec): 3 clusters Score: Raw -124570.535411 + Penalty 698.136239 = -123872.399172 nChanged 15 SP:Iteration 13Q (18879.060000 sec): 3 clusters Score: Raw -124577.458972 + Penalty 698.136239 = -123879.322733 nChanged 8 SP:Iteration 14Q (18879.260000 sec): 3 clusters Score: Raw -124579.465056 + Penalty 698.136239 = -123881.328817 nChanged 4 SP:Iteration 15Q (18879.490000 sec): 3 clusters Score: Raw -124580.719307 + Penalty 698.136239 = -123882.583069 nChanged 2 SP:Iteration 16Q (18879.670000 sec): 3 clusters Score: Raw -124581.695708 + Penalty 698.136239 = -123883.559470 nChanged 0 SP:Iteration 17F (18879.860000 sec): 3 clusters Score: Raw -124581.695708 + Penalty 698.136239 = -123883.559470 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18879.970000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18880.150000 sec): 3 clusters Score: Raw -7545.830869 + Penalty 461.270282 = -7084.560586 nChanged 53 SP:Iteration 1F (18880.350000 sec): 3 clusters Score: Raw -7668.603543 + Penalty 461.270282 = -7207.333260 nChanged 14 SP:Iteration 2F (18880.520000 sec): 3 clusters Score: Raw -7692.572656 + Penalty 461.270282 = -7231.302374 nChanged 6 SP:Iteration 3Q (18880.700000 sec): 3 clusters Score: Raw -7703.160209 + Penalty 461.270282 = -7241.889927 nChanged 3 SP:Iteration 4Q (18880.860000 sec): 3 clusters Score: Raw -7710.834939 + Penalty 461.270282 = -7249.564657 nChanged 3 SP:Iteration 5Q (18880.960000 sec): 3 clusters Score: Raw -7718.433423 + Penalty 461.270282 = -7257.163140 nChanged 1 SP:Iteration 6Q (18881.120000 sec): 3 clusters Score: Raw -7720.757209 + Penalty 461.270282 = -7259.486927 nChanged 1 SP:Iteration 7Q (18881.230000 sec): 3 clusters Score: Raw -7727.866010 + Penalty 461.270282 = -7266.595728 nChanged 1 SP:Iteration 8Q (18881.390000 sec): 3 clusters Score: Raw -7732.428783 + Penalty 461.270282 = -7271.158501 nChanged 3 SP:Iteration 9Q (18881.570000 sec): 3 clusters Score: Raw -7735.119931 + Penalty 461.270282 = -7273.849649 nChanged 1 SP:Iteration 10Q (18881.740000 sec): 3 clusters Score: Raw -7735.503943 + Penalty 461.270282 = -7274.233661 nChanged 0 SP:Iteration 11F (18881.930000 sec): 3 clusters Score: Raw -7735.503943 + Penalty 461.270282 = -7274.233661 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18882.030000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18882.190000 sec): 3 clusters Score: Raw -13954.894015 + Penalty 493.670452 = -13461.223563 nChanged 75 SP:Iteration 1F (18882.410000 sec): 3 clusters Score: Raw -14014.906170 + Penalty 493.670452 = -13521.235719 nChanged 17 SP:Iteration 2F (18882.590000 sec): 3 clusters Score: Raw -14031.761119 + Penalty 493.670452 = -13538.090667 nChanged 10 SP:Iteration 3Q (18882.770000 sec): 3 clusters Score: Raw -14043.158647 + Penalty 493.670452 = -13549.488195 nChanged 6 SP:Iteration 4Q (18882.980000 sec): 3 clusters Score: Raw -14051.370401 + Penalty 493.670452 = -13557.699949 nChanged 3 SP:Iteration 5Q (18883.210000 sec): 3 clusters Score: Raw -14054.593208 + Penalty 493.670452 = -13560.922757 nChanged 3 SP:Iteration 6Q (18883.380000 sec): 3 clusters Score: Raw -14058.083957 + Penalty 493.670452 = -13564.413505 nChanged 2 SP:Iteration 7Q (18883.560000 sec): 3 clusters Score: Raw -14060.033782 + Penalty 493.670452 = -13566.363330 nChanged 1 SP:Iteration 8Q (18883.720000 sec): 3 clusters Score: Raw -14061.220426 + Penalty 493.670452 = -13567.549975 nChanged 2 SP:Iteration 9Q (18883.870000 sec): 3 clusters Score: Raw -14065.047630 + Penalty 493.670452 = -13571.377179 nChanged 2 SP:Iteration 10Q (18884.090000 sec): 3 clusters Score: Raw -14068.026316 + Penalty 493.670452 = -13574.355864 nChanged 3 SP:Iteration 11Q (18884.240000 sec): 3 clusters Score: Raw -14070.149281 + Penalty 493.670452 = -13576.478829 nChanged 1 SP:Iteration 12Q (18884.430000 sec): 3 clusters Score: Raw -14070.423202 + Penalty 493.670452 = -13576.752750 nChanged 1 SP:Iteration 13Q (18884.610000 sec): 3 clusters Score: Raw -14072.123957 + Penalty 493.670452 = -13578.453505 nChanged 0 SP:Iteration 14F (18884.820000 sec): 3 clusters Score: Raw -14072.123957 + Penalty 493.670452 = -13578.453505 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18884.920000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18885.110000 sec): 3 clusters Score: Raw -8036.043855 + Penalty 447.718264 = -7588.325591 nChanged 35 SP:Iteration 1F (18885.300000 sec): 3 clusters Score: Raw -8104.910512 + Penalty 447.718264 = -7657.192247 nChanged 9 SP:Iteration 2F (18885.490000 sec): 3 clusters Score: Raw -8123.280755 + Penalty 447.718264 = -7675.562490 nChanged 1 SP:Iteration 3Q (18885.650000 sec): 3 clusters Score: Raw -8125.717684 + Penalty 447.718264 = -7677.999419 nChanged 2 SP:Iteration 4Q (18885.840000 sec): 3 clusters Score: Raw -8131.583542 + Penalty 447.718264 = -7683.865278 nChanged 1 SP:Iteration 5Q (18886.030000 sec): 3 clusters Score: Raw -8133.333870 + Penalty 447.718264 = -7685.615606 nChanged 0 SP:Iteration 6F (18886.210000 sec): 3 clusters Score: Raw -8133.333870 + Penalty 447.718264 = -7685.615606 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18886.290000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18886.490000 sec): 3 clusters Score: Raw -5308.885524 + Penalty 414.402797 = -4894.482727 nChanged 12 SP:Iteration 1F (18886.680000 sec): 3 clusters Score: Raw -5331.721242 + Penalty 414.402797 = -4917.318445 nChanged 6 SP:Iteration 2F (18886.840000 sec): 3 clusters Score: Raw -5343.352663 + Penalty 414.402797 = -4928.949866 nChanged 1 SP:Iteration 3Q (18887.060000 sec): 3 clusters Score: Raw -5343.909551 + Penalty 414.402797 = -4929.506754 nChanged 0 SP:Iteration 4F (18887.240000 sec): 3 clusters Score: Raw -5343.909551 + Penalty 414.402797 = -4929.506754 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18887.340000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18887.570000 sec): 3 clusters Score: Raw -3396.882691 + Penalty 378.458361 = -3018.424330 nChanged 7 SP:Iteration 1F (18887.770000 sec): 3 clusters Score: Raw -3429.340125 + Penalty 378.458361 = -3050.881764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18887.880000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18888.090000 sec): 3 clusters Score: Raw -10626.705986 + Penalty 477.479191 = -10149.226795 nChanged 46 SP:Iteration 1F (18888.290000 sec): 3 clusters Score: Raw -10724.966861 + Penalty 477.479191 = -10247.487670 nChanged 18 SP:Iteration 2F (18888.530000 sec): 3 clusters Score: Raw -10784.849342 + Penalty 477.479191 = -10307.370152 nChanged 9 SP:Iteration 3Q (18888.720000 sec): 3 clusters Score: Raw -10809.131363 + Penalty 477.479191 = -10331.652172 nChanged 4 SP:Iteration 4Q (18888.890000 sec): 3 clusters Score: Raw -10815.772439 + Penalty 477.479191 = -10338.293248 nChanged 1 SP:Iteration 5Q (18889.110000 sec): 3 clusters Score: Raw -10817.446278 + Penalty 477.479191 = -10339.967087 nChanged 0 SP:Iteration 6F (18889.290000 sec): 3 clusters Score: Raw -10817.446278 + Penalty 477.479191 = -10339.967087 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18889.390000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18889.570000 sec): 3 clusters Score: Raw -20092.917901 + Penalty 521.439080 = -19571.478821 nChanged 93 SP:Iteration 1F (18889.760000 sec): 3 clusters Score: Raw -20185.352278 + Penalty 521.439080 = -19663.913197 nChanged 26 SP:Iteration 2F (18889.970000 sec): 3 clusters Score: Raw -20223.421156 + Penalty 521.439080 = -19701.982076 nChanged 19 SP:Iteration 3F (18890.190000 sec): 3 clusters Score: Raw -20239.802925 + Penalty 521.439080 = -19718.363845 nChanged 8 SP:Iteration 4Q (18890.400000 sec): 3 clusters Score: Raw -20247.317138 + Penalty 521.439080 = -19725.878058 nChanged 3 SP:Iteration 5Q (18890.590000 sec): 3 clusters Score: Raw -20253.963082 + Penalty 521.439080 = -19732.524001 nChanged 5 SP:Iteration 6Q (18890.750000 sec): 3 clusters Score: Raw -20257.524156 + Penalty 521.439080 = -19736.085076 nChanged 2 SP:Iteration 7Q (18890.970000 sec): 3 clusters Score: Raw -20258.934309 + Penalty 521.439080 = -19737.495228 nChanged 1 SP:Iteration 8Q (18891.100000 sec): 3 clusters Score: Raw -20259.778743 + Penalty 521.439080 = -19738.339662 nChanged 1 SP:Iteration 9Q (18891.290000 sec): 3 clusters Score: Raw -20261.426927 + Penalty 521.439080 = -19739.987847 nChanged 1 SP:Iteration 10Q (18891.470000 sec): 3 clusters Score: Raw -20262.167345 + Penalty 521.439080 = -19740.728265 nChanged 2 SP:Iteration 11Q (18891.610000 sec): 3 clusters Score: Raw -20262.938787 + Penalty 521.439080 = -19741.499706 nChanged 0 SP:Iteration 12F (18891.780000 sec): 3 clusters Score: Raw -20262.938787 + Penalty 521.439080 = -19741.499706 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18891.830000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18892.020000 sec): 3 clusters Score: Raw -18539.227035 + Penalty 518.740365 = -18020.486670 nChanged 84 SP:Iteration 1F (18892.180000 sec): 3 clusters Score: Raw -18603.684603 + Penalty 518.740365 = -18084.944238 nChanged 13 SP:Iteration 2Q (18892.380000 sec): 3 clusters Score: Raw -18611.216484 + Penalty 518.740365 = -18092.476119 nChanged 4 SP:Iteration 3Q (18892.560000 sec): 3 clusters Score: Raw -18613.650740 + Penalty 518.740365 = -18094.910375 nChanged 4 SP:Iteration 4Q (18892.740000 sec): 3 clusters Score: Raw -18616.774082 + Penalty 518.740365 = -18098.033717 nChanged 5 SP:Iteration 5Q (18892.890000 sec): 3 clusters Score: Raw -18619.279459 + Penalty 518.740365 = -18100.539094 nChanged 1 SP:Iteration 6Q (18893.120000 sec): 3 clusters Score: Raw -18620.055398 + Penalty 518.740365 = -18101.315033 nChanged 2 SP:Iteration 7Q (18893.290000 sec): 3 clusters Score: Raw -18620.781959 + Penalty 518.740365 = -18102.041594 nChanged 1 SP:Iteration 8Q (18893.500000 sec): 3 clusters Score: Raw -18621.470690 + Penalty 518.740365 = -18102.730325 nChanged 0 SP:Iteration 9F (18893.690000 sec): 3 clusters Score: Raw -18621.470690 + Penalty 518.740365 = -18102.730325 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18893.770000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18893.910000 sec): 3 clusters Score: Raw -6184.500949 + Penalty 426.912657 = -5757.588292 nChanged 22 SP:Iteration 1F (18894.150000 sec): 3 clusters Score: Raw -6227.945264 + Penalty 426.912657 = -5801.032607 nChanged 6 SP:Iteration 2F (18894.310000 sec): 3 clusters Score: Raw -6238.382056 + Penalty 426.912657 = -5811.469399 nChanged 1 SP:Iteration 3Q (18894.490000 sec): 3 clusters Score: Raw -6241.215382 + Penalty 426.912657 = -5814.302724 nChanged 1 SP:Iteration 4Q (18894.630000 sec): 3 clusters Score: Raw -6241.640420 + Penalty 426.912657 = -5814.727762 nChanged 0 SP:Iteration 5F (18894.810000 sec): 3 clusters Score: Raw -6241.640420 + Penalty 426.912657 = -5814.727762 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18894.890000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18895.080000 sec): 3 clusters Score: Raw -8487.514437 + Penalty 448.380085 = -8039.134352 nChanged 33 SP:Iteration 1F (18895.290000 sec): 3 clusters Score: Raw -8537.034553 + Penalty 448.380085 = -8088.654468 nChanged 7 SP:Iteration 2F (18895.440000 sec): 3 clusters Score: Raw -8555.931413 + Penalty 448.380085 = -8107.551328 nChanged 4 SP:Iteration 3Q (18895.660000 sec): 3 clusters Score: Raw -8565.032521 + Penalty 448.380085 = -8116.652436 nChanged 1 SP:Iteration 4Q (18895.820000 sec): 3 clusters Score: Raw -8571.139161 + Penalty 448.380085 = -8122.759076 nChanged 1 SP:Iteration 5Q (18895.970000 sec): 3 clusters Score: Raw -8573.229885 + Penalty 448.380085 = -8124.849800 nChanged 1 SP:Iteration 6Q (18896.200000 sec): 3 clusters Score: Raw -8574.000913 + Penalty 448.380085 = -8125.620828 nChanged 0 SP:Iteration 7F (18896.410000 sec): 3 clusters Score: Raw -8574.000913 + Penalty 448.380085 = -8125.620828 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18896.510000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18896.680000 sec): 3 clusters Score: Raw -7100.742068 + Penalty 430.192292 = -6670.549776 nChanged 22 SP:Iteration 1F (18896.840000 sec): 3 clusters Score: Raw -7142.968502 + Penalty 430.192292 = -6712.776210 nChanged 6 SP:Iteration 2F (18897.040000 sec): 3 clusters Score: Raw -7157.692479 + Penalty 430.192292 = -6727.500187 nChanged 2 SP:Iteration 3Q (18897.250000 sec): 3 clusters Score: Raw -7159.841159 + Penalty 430.192292 = -6729.648868 nChanged 0 SP:Iteration 4F (18897.460000 sec): 3 clusters Score: Raw -7159.841159 + Penalty 430.192292 = -6729.648868 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18897.570000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18897.790000 sec): 3 clusters Score: Raw -16014.917864 + Penalty 514.056656 = -15500.861209 nChanged 91 SP:Iteration 1F (18898.060000 sec): 3 clusters Score: Raw -16089.804465 + Penalty 514.056656 = -15575.747810 nChanged 19 SP:Iteration 2F (18898.260000 sec): 3 clusters Score: Raw -16113.174537 + Penalty 514.056656 = -15599.117882 nChanged 14 SP:Iteration 3Q (18898.450000 sec): 3 clusters Score: Raw -16123.670232 + Penalty 514.056656 = -15609.613576 nChanged 6 SP:Iteration 4Q (18898.630000 sec): 3 clusters Score: Raw -16127.376547 + Penalty 514.056656 = -15613.319892 nChanged 4 SP:Iteration 5Q (18898.870000 sec): 3 clusters Score: Raw -16131.047736 + Penalty 514.056656 = -15616.991081 nChanged 3 SP:Iteration 6Q (18899.090000 sec): 3 clusters Score: Raw -16134.781518 + Penalty 514.056656 = -15620.724862 nChanged 4 SP:Iteration 7Q (18899.350000 sec): 3 clusters Score: Raw -16137.771124 + Penalty 514.056656 = -15623.714468 nChanged 0 SP:Iteration 8F (18899.570000 sec): 3 clusters Score: Raw -16137.771124 + Penalty 514.056656 = -15623.714468 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18899.690000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18899.870000 sec): 3 clusters Score: Raw -2989.683130 + Penalty 375.569229 = -2614.113901 nChanged 8 SP:Iteration 1F (18900.090000 sec): 3 clusters Score: Raw -3006.951521 + Penalty 375.569229 = -2631.382292 nChanged 1 SP:Iteration 2Q (18900.300000 sec): 3 clusters Score: Raw -3009.422472 + Penalty 375.569229 = -2633.853243 nChanged 0 SP:Iteration 3F (18900.490000 sec): 3 clusters Score: Raw -3009.422472 + Penalty 375.569229 = -2633.853243 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18900.640000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18900.850000 sec): 3 clusters Score: Raw -10184.422485 + Penalty 464.087845 = -9720.334640 nChanged 34 SP:Iteration 1F (18901.090000 sec): 3 clusters Score: Raw -10240.480079 + Penalty 464.087845 = -9776.392234 nChanged 11 SP:Iteration 2F (18901.310000 sec): 3 clusters Score: Raw -10253.095293 + Penalty 464.087845 = -9789.007448 nChanged 1 SP:Iteration 3Q (18901.520000 sec): 3 clusters Score: Raw -10255.732770 + Penalty 464.087845 = -9791.644925 nChanged 1 SP:Iteration 4Q (18901.760000 sec): 3 clusters Score: Raw -10257.561540 + Penalty 464.087845 = -9793.473695 nChanged 1 SP:Iteration 5Q (18901.940000 sec): 3 clusters Score: Raw -10258.204446 + Penalty 464.087845 = -9794.116602 nChanged 0 SP:Iteration 6F (18902.190000 sec): 3 clusters Score: Raw -10258.204446 + Penalty 464.087845 = -9794.116602 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18902.280000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18902.490000 sec): 3 clusters Score: Raw -17352.911650 + Penalty 519.044205 = -16833.867445 nChanged 85 SP:Iteration 1F (18902.700000 sec): 3 clusters Score: Raw -17408.848677 + Penalty 519.044205 = -16889.804472 nChanged 19 SP:Iteration 2F (18902.890000 sec): 3 clusters Score: Raw -17427.364358 + Penalty 519.044205 = -16908.320153 nChanged 9 SP:Iteration 3Q (18903.080000 sec): 3 clusters Score: Raw -17434.481317 + Penalty 519.044205 = -16915.437112 nChanged 4 SP:Iteration 4Q (18903.270000 sec): 3 clusters Score: Raw -17437.920110 + Penalty 519.044205 = -16918.875905 nChanged 4 SP:Iteration 5Q (18903.480000 sec): 3 clusters Score: Raw -17440.486440 + Penalty 519.044205 = -16921.442234 nChanged 0 SP:Iteration 6F (18903.690000 sec): 3 clusters Score: Raw -17440.486440 + Penalty 519.044205 = -16921.442234 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18903.740000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18903.930000 sec): 3 clusters Score: Raw -23188.666632 + Penalty 532.288555 = -22656.378077 nChanged 105 SP:Iteration 1F (18904.100000 sec): 3 clusters Score: Raw -23290.282751 + Penalty 532.288555 = -22757.994196 nChanged 22 SP:Iteration 2F (18904.290000 sec): 3 clusters Score: Raw -23315.654952 + Penalty 532.288555 = -22783.366397 nChanged 12 SP:Iteration 3Q (18904.510000 sec): 3 clusters Score: Raw -23326.315472 + Penalty 532.288555 = -22794.026917 nChanged 6 SP:Iteration 4Q (18904.690000 sec): 3 clusters Score: Raw -23329.856097 + Penalty 532.288555 = -22797.567542 nChanged 3 SP:Iteration 5Q (18904.860000 sec): 3 clusters Score: Raw -23331.369973 + Penalty 532.288555 = -22799.081418 nChanged 1 SP:Iteration 6Q (18905.100000 sec): 3 clusters Score: Raw -23331.755121 + Penalty 532.288555 = -22799.466566 nChanged 0 SP:Iteration 7F (18905.280000 sec): 3 clusters Score: Raw -23331.755121 + Penalty 532.288555 = -22799.466566 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18905.340000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18905.500000 sec): 3 clusters Score: Raw -9461.189658 + Penalty 461.270282 = -8999.919375 nChanged 40 SP:Iteration 1F (18905.660000 sec): 3 clusters Score: Raw -9506.267042 + Penalty 461.270282 = -9044.996760 nChanged 12 SP:Iteration 2F (18905.860000 sec): 3 clusters Score: Raw -9533.088043 + Penalty 461.270282 = -9071.817760 nChanged 8 SP:Iteration 3F (18906.020000 sec): 3 clusters Score: Raw -9546.297216 + Penalty 461.270282 = -9085.026934 nChanged 1 SP:Iteration 4Q (18906.190000 sec): 3 clusters Score: Raw -9546.950859 + Penalty 461.270282 = -9085.680577 nChanged 1 SP:Iteration 5Q (18906.380000 sec): 3 clusters Score: Raw -9547.542199 + Penalty 461.270282 = -9086.271916 nChanged 0 SP:Iteration 6F (18906.540000 sec): 3 clusters Score: Raw -9547.542199 + Penalty 461.270282 = -9086.271916 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18906.600000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18906.790000 sec): 3 clusters Score: Raw -9757.155793 + Penalty 462.407797 = -9294.747995 nChanged 40 SP:Iteration 1F (18906.920000 sec): 3 clusters Score: Raw -9808.862452 + Penalty 462.407797 = -9346.454654 nChanged 8 SP:Iteration 2Q (18907.180000 sec): 3 clusters Score: Raw -9819.712478 + Penalty 462.407797 = -9357.304681 nChanged 5 SP:Iteration 3Q (18907.420000 sec): 3 clusters Score: Raw -9835.257730 + Penalty 462.407797 = -9372.849933 nChanged 7 SP:Iteration 4Q (18907.590000 sec): 3 clusters Score: Raw -9852.753362 + Penalty 462.407797 = -9390.345564 nChanged 6 SP:Iteration 5Q (18907.750000 sec): 3 clusters Score: Raw -9862.344557 + Penalty 462.407797 = -9399.936760 nChanged 1 SP:Iteration 6Q (18907.950000 sec): 3 clusters Score: Raw -9864.725305 + Penalty 462.407797 = -9402.317508 nChanged 1 SP:Iteration 7Q (18908.190000 sec): 3 clusters Score: Raw -9867.163250 + Penalty 462.407797 = -9404.755453 nChanged 2 SP:Iteration 8Q (18908.340000 sec): 3 clusters Score: Raw -9870.377736 + Penalty 462.407797 = -9407.969939 nChanged 1 SP:Iteration 9Q (18908.540000 sec): 3 clusters Score: Raw -9871.551244 + Penalty 462.407797 = -9409.143447 nChanged 0 SP:Iteration 10F (18908.740000 sec): 3 clusters Score: Raw -9871.551244 + Penalty 462.407797 = -9409.143447 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18908.870000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18909.070000 sec): 3 clusters Score: Raw -19273.922288 + Penalty 527.164238 = -18746.758049 nChanged 104 SP:Iteration 1F (18909.250000 sec): 3 clusters Score: Raw -19365.793678 + Penalty 527.164238 = -18838.629440 nChanged 32 SP:Iteration 2F (18909.440000 sec): 3 clusters Score: Raw -19400.638187 + Penalty 527.164238 = -18873.473948 nChanged 12 SP:Iteration 3Q (18909.640000 sec): 3 clusters Score: Raw -19414.395497 + Penalty 527.164238 = -18887.231258 nChanged 9 SP:Iteration 4Q (18909.860000 sec): 3 clusters Score: Raw -19422.460830 + Penalty 527.164238 = -18895.296592 nChanged 9 SP:Iteration 5Q (18910.100000 sec): 3 clusters Score: Raw -19436.200147 + Penalty 527.164238 = -18909.035909 nChanged 6 SP:Iteration 6Q (18910.280000 sec): 3 clusters Score: Raw -19443.394098 + Penalty 527.164238 = -18916.229860 nChanged 7 SP:Iteration 7Q (18910.480000 sec): 3 clusters Score: Raw -19465.518390 + Penalty 527.164238 = -18938.354152 nChanged 14 SP:Iteration 8Q (18910.670000 sec): 3 clusters Score: Raw -19510.286063 + Penalty 527.164238 = -18983.121824 nChanged 14 SP:Iteration 9Q (18910.900000 sec): 3 clusters Score: Raw -19546.663131 + Penalty 527.164238 = -19019.498892 nChanged 14 SP:Iteration 10Q (18911.040000 sec): 3 clusters Score: Raw -19581.432520 + Penalty 527.164238 = -19054.268282 nChanged 9 SP:Iteration 11Q (18911.270000 sec): 3 clusters Score: Raw -19595.500603 + Penalty 527.164238 = -19068.336365 nChanged 2 SP:Iteration 12Q (18911.530000 sec): 3 clusters Score: Raw -19598.594291 + Penalty 527.164238 = -19071.430053 nChanged 2 SP:Iteration 13Q (18911.690000 sec): 3 clusters Score: Raw -19602.800634 + Penalty 527.164238 = -19075.636396 nChanged 1 SP:Iteration 14Q (18911.880000 sec): 3 clusters Score: Raw -19603.394623 + Penalty 527.164238 = -19076.230385 nChanged 0 SP:Iteration 15F (18912.060000 sec): 3 clusters Score: Raw -19603.394623 + Penalty 527.164238 = -19076.230385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18912.190000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18912.370000 sec): 3 clusters Score: Raw -8115.488243 + Penalty 443.642956 = -7671.845286 nChanged 28 SP:Iteration 1F (18912.560000 sec): 3 clusters Score: Raw -8156.026179 + Penalty 443.642956 = -7712.383223 nChanged 6 SP:Iteration 2Q (18912.760000 sec): 3 clusters Score: Raw -8190.404241 + Penalty 443.642956 = -7746.761285 nChanged 2 SP:Iteration 3Q (18912.940000 sec): 3 clusters Score: Raw -8197.130807 + Penalty 443.642956 = -7753.487850 nChanged 3 SP:Iteration 4Q (18913.180000 sec): 3 clusters Score: Raw -8203.733571 + Penalty 443.642956 = -7760.090615 nChanged 2 SP:Iteration 5Q (18913.370000 sec): 3 clusters Score: Raw -8208.827650 + Penalty 443.642956 = -7765.184693 nChanged 1 SP:Iteration 6Q (18913.520000 sec): 3 clusters Score: Raw -8209.778747 + Penalty 443.642956 = -7766.135790 nChanged 0 SP:Iteration 7F (18913.710000 sec): 3 clusters Score: Raw -8209.778747 + Penalty 443.642956 = -7766.135790 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18913.800000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18914.010000 sec): 3 clusters Score: Raw -7994.551126 + Penalty 444.334975 = -7550.216151 nChanged 31 SP:Iteration 1F (18914.220000 sec): 3 clusters Score: Raw -8040.977864 + Penalty 444.334975 = -7596.642889 nChanged 6 SP:Iteration 2Q (18914.390000 sec): 3 clusters Score: Raw -8061.774042 + Penalty 444.334975 = -7617.439067 nChanged 3 SP:Iteration 3Q (18914.570000 sec): 3 clusters Score: Raw -8069.277924 + Penalty 444.334975 = -7624.942949 nChanged 1 SP:Iteration 4Q (18914.780000 sec): 3 clusters Score: Raw -8083.452870 + Penalty 444.334975 = -7639.117895 nChanged 1 SP:Iteration 5Q (18915.000000 sec): 3 clusters Score: Raw -8084.581291 + Penalty 444.334975 = -7640.246316 nChanged 3 SP:Iteration 6Q (18915.220000 sec): 3 clusters Score: Raw -8087.348938 + Penalty 444.334975 = -7643.013963 nChanged 0 SP:Iteration 7F (18915.410000 sec): 3 clusters Score: Raw -8087.348938 + Penalty 444.334975 = -7643.013963 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18915.510000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18915.680000 sec): 3 clusters Score: Raw -22817.818763 + Penalty 543.847933 = -22273.970831 nChanged 144 SP:Iteration 1F (18915.870000 sec): 3 clusters Score: Raw -22954.532147 + Penalty 543.847933 = -22410.684214 nChanged 43 SP:Iteration 2F (18916.050000 sec): 3 clusters Score: Raw -23003.367846 + Penalty 543.847933 = -22459.519913 nChanged 15 SP:Iteration 3Q (18916.270000 sec): 3 clusters Score: Raw -23023.872824 + Penalty 543.847933 = -22480.024891 nChanged 14 SP:Iteration 4Q (18916.460000 sec): 3 clusters Score: Raw -23045.150694 + Penalty 543.847933 = -22501.302762 nChanged 11 SP:Iteration 5Q (18916.660000 sec): 3 clusters Score: Raw -23060.959198 + Penalty 543.847933 = -22517.111265 nChanged 9 SP:Iteration 6Q (18916.870000 sec): 3 clusters Score: Raw -23073.791458 + Penalty 543.847933 = -22529.943525 nChanged 5 SP:Iteration 7Q (18917.070000 sec): 3 clusters Score: Raw -23079.342008 + Penalty 543.847933 = -22535.494075 nChanged 4 SP:Iteration 8Q (18917.230000 sec): 3 clusters Score: Raw -23085.870061 + Penalty 543.847933 = -22542.022128 nChanged 2 SP:Iteration 9Q (18917.450000 sec): 3 clusters Score: Raw -23086.927757 + Penalty 543.847933 = -22543.079824 nChanged 0 SP:Iteration 10F (18917.630000 sec): 3 clusters Score: Raw -23086.927757 + Penalty 543.847933 = -22543.079824 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18917.730000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18917.930000 sec): 3 clusters Score: Raw -4896.987719 + Penalty 417.232041 = -4479.755679 nChanged 17 SP:Iteration 1F (18918.090000 sec): 3 clusters Score: Raw -4933.229669 + Penalty 417.232041 = -4515.997628 nChanged 7 SP:Iteration 2F (18918.300000 sec): 3 clusters Score: Raw -4944.781711 + Penalty 417.232041 = -4527.549670 nChanged 1 SP:Iteration 3Q (18918.460000 sec): 3 clusters Score: Raw -4945.545638 + Penalty 417.232041 = -4528.313598 nChanged 0 SP:Iteration 4F (18918.690000 sec): 3 clusters Score: Raw -4945.545638 + Penalty 417.232041 = -4528.313598 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18918.760000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18918.940000 sec): 3 clusters Score: Raw -8183.515423 + Penalty 450.980262 = -7732.535161 nChanged 31 SP:Iteration 1F (18919.150000 sec): 3 clusters Score: Raw -8241.930652 + Penalty 450.980262 = -7790.950390 nChanged 12 SP:Iteration 2F (18919.350000 sec): 3 clusters Score: Raw -8270.420090 + Penalty 450.980262 = -7819.439828 nChanged 1 SP:Iteration 3Q (18919.560000 sec): 3 clusters Score: Raw -8270.674218 + Penalty 450.980262 = -7819.693956 nChanged 1 SP:Iteration 4Q (18919.740000 sec): 3 clusters Score: Raw -8271.327053 + Penalty 450.980262 = -7820.346791 nChanged 1 SP:Iteration 5Q (18919.900000 sec): 3 clusters Score: Raw -8271.996532 + Penalty 450.980262 = -7821.016270 nChanged 2 SP:Iteration 6Q (18920.110000 sec): 3 clusters Score: Raw -8274.318188 + Penalty 450.980262 = -7823.337925 nChanged 0 SP:Iteration 7F (18920.320000 sec): 3 clusters Score: Raw -8274.318188 + Penalty 450.980262 = -7823.337925 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18920.430000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18920.640000 sec): 3 clusters Score: Raw -4525.565297 + Penalty 414.402797 = -4111.162500 nChanged 18 SP:Iteration 1F (18920.840000 sec): 3 clusters Score: Raw -4585.702186 + Penalty 414.402797 = -4171.299388 nChanged 4 SP:Iteration 2Q (18921.070000 sec): 3 clusters Score: Raw -4603.604270 + Penalty 414.402797 = -4189.201473 nChanged 0 SP:Iteration 3F (18921.230000 sec): 3 clusters Score: Raw -4603.604270 + Penalty 414.402797 = -4189.201473 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18921.350000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18921.520000 sec): 3 clusters Score: Raw -8504.875050 + Penalty 448.380085 = -8056.494965 nChanged 35 SP:Iteration 1F (18921.740000 sec): 3 clusters Score: Raw -8577.215545 + Penalty 448.380085 = -8128.835460 nChanged 9 SP:Iteration 2F (18921.930000 sec): 3 clusters Score: Raw -8599.635789 + Penalty 448.380085 = -8151.255704 nChanged 4 SP:Iteration 3Q (18922.160000 sec): 3 clusters Score: Raw -8603.989168 + Penalty 448.380085 = -8155.609083 nChanged 0 SP:Iteration 4F (18922.350000 sec): 3 clusters Score: Raw -8603.989168 + Penalty 448.380085 = -8155.609083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18922.470000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18922.680000 sec): 3 clusters Score: Raw -2000.873019 + Penalty 337.935058 = -1662.937961 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18922.740000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18922.950000 sec): 3 clusters Score: Raw -30898.697866 + Penalty 573.204381 = -30325.493484 nChanged 198 SP:Iteration 1F (18923.170000 sec): 3 clusters Score: Raw -31028.986696 + Penalty 573.204381 = -30455.782315 nChanged 38 SP:Iteration 2F (18923.310000 sec): 3 clusters Score: Raw -31057.796409 + Penalty 573.204381 = -30484.592028 nChanged 21 SP:Iteration 3Q (18923.480000 sec): 3 clusters Score: Raw -31082.589866 + Penalty 573.204381 = -30509.385485 nChanged 20 SP:Iteration 4Q (18923.670000 sec): 3 clusters Score: Raw -31102.925545 + Penalty 573.204381 = -30529.721163 nChanged 13 SP:Iteration 5Q (18923.810000 sec): 3 clusters Score: Raw -31110.400226 + Penalty 573.204381 = -30537.195845 nChanged 11 SP:Iteration 6Q (18924.020000 sec): 3 clusters Score: Raw -31114.913204 + Penalty 573.204381 = -30541.708822 nChanged 6 SP:Iteration 7Q (18924.190000 sec): 3 clusters Score: Raw -31117.521770 + Penalty 573.204381 = -30544.317388 nChanged 6 SP:Iteration 8Q (18924.410000 sec): 3 clusters Score: Raw -31120.329606 + Penalty 573.204381 = -30547.125224 nChanged 5 SP:Iteration 9Q (18924.550000 sec): 3 clusters Score: Raw -31124.026319 + Penalty 573.204381 = -30550.821938 nChanged 5 SP:Iteration 10Q (18924.750000 sec): 3 clusters Score: Raw -31128.356349 + Penalty 573.204381 = -30555.151967 nChanged 5 SP:Iteration 11Q (18924.930000 sec): 3 clusters Score: Raw -31129.680759 + Penalty 573.204381 = -30556.476378 nChanged 4 SP:Iteration 12Q (18925.100000 sec): 3 clusters Score: Raw -31130.406446 + Penalty 573.204381 = -30557.202064 nChanged 3 SP:Iteration 13Q (18925.280000 sec): 3 clusters Score: Raw -31131.300148 + Penalty 573.204381 = -30558.095766 nChanged 1 SP:Iteration 14Q (18925.450000 sec): 3 clusters Score: Raw -31131.540884 + Penalty 573.204381 = -30558.336503 nChanged 1 SP:Iteration 15Q (18925.650000 sec): 3 clusters Score: Raw -31131.759312 + Penalty 573.204381 = -30558.554930 nChanged 1 SP:Iteration 16Q (18925.820000 sec): 3 clusters Score: Raw -31132.648399 + Penalty 573.204381 = -30559.444017 nChanged 4 SP:Iteration 17Q (18925.980000 sec): 3 clusters Score: Raw -31136.241071 + Penalty 573.204381 = -30563.036689 nChanged 4 SP:Iteration 18Q (18926.140000 sec): 3 clusters Score: Raw -31137.933493 + Penalty 573.204381 = -30564.729112 nChanged 1 SP:Iteration 19Q (18926.360000 sec): 3 clusters Score: Raw -31138.218549 + Penalty 573.204381 = -30565.014168 nChanged 0 SP:Iteration 20F (18926.570000 sec): 3 clusters Score: Raw -31138.218549 + Penalty 573.204381 = -30565.014168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18926.650000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18926.890000 sec): 3 clusters Score: Raw -3280.504952 + Penalty 377.025260 = -2903.479692 nChanged 12 SP:Iteration 1F (18927.050000 sec): 3 clusters Score: Raw -3355.727550 + Penalty 377.025260 = -2978.702290 nChanged 2 SP:Iteration 2Q (18927.270000 sec): 3 clusters Score: Raw -3376.771552 + Penalty 377.025260 = -2999.746292 nChanged 1 SP:Iteration 3Q (18927.450000 sec): 3 clusters Score: Raw -3383.253729 + Penalty 377.025260 = -3006.228469 nChanged 1 SP:Iteration 4Q (18927.640000 sec): 3 clusters Score: Raw -3388.226543 + Penalty 377.025260 = -3011.201283 nChanged 0 SP:Iteration 5F (18927.870000 sec): 3 clusters Score: Raw -3388.226543 + Penalty 377.025260 = -3011.201283 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18927.940000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18928.140000 sec): 3 clusters Score: Raw -6271.040327 + Penalty 439.376550 = -5831.663777 nChanged 35 SP:Iteration 1F (18928.380000 sec): 3 clusters Score: Raw -6341.208863 + Penalty 439.376550 = -5901.832313 nChanged 9 SP:Iteration 2F (18928.590000 sec): 3 clusters Score: Raw -6361.236806 + Penalty 439.376550 = -5921.860256 nChanged 4 SP:Iteration 3Q (18928.770000 sec): 3 clusters Score: Raw -6368.353505 + Penalty 439.376550 = -5928.976955 nChanged 1 SP:Iteration 4Q (18928.950000 sec): 3 clusters Score: Raw -6370.872792 + Penalty 439.376550 = -5931.496241 nChanged 0 SP:Iteration 5F (18929.180000 sec): 3 clusters Score: Raw -6370.872792 + Penalty 439.376550 = -5931.496241 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18929.250000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18929.430000 sec): 3 clusters Score: Raw -3226.743462 + Penalty 404.281264 = -2822.462198 nChanged 17 SP:Iteration 1F (18929.610000 sec): 3 clusters Score: Raw -3324.960902 + Penalty 404.281264 = -2920.679638 nChanged 1 SP:Iteration 2Q (18929.790000 sec): 3 clusters Score: Raw -3339.575283 + Penalty 404.281264 = -2935.294019 nChanged 0 SP:Iteration 3F (18929.980000 sec): 3 clusters Score: Raw -3339.575283 + Penalty 404.281264 = -2935.294019 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18930.060000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18930.280000 sec): 3 clusters Score: Raw -3749.163290 + Penalty 391.669923 = -3357.493367 nChanged 19 SP:Iteration 1F (18930.500000 sec): 3 clusters Score: Raw -3793.155602 + Penalty 391.669923 = -3401.485679 nChanged 3 SP:Iteration 2Q (18930.670000 sec): 3 clusters Score: Raw -3798.556060 + Penalty 391.669923 = -3406.886136 nChanged 0 SP:Iteration 3F (18930.840000 sec): 3 clusters Score: Raw -3798.556060 + Penalty 391.669923 = -3406.886136 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18930.940000 sec): 2 clusters Score: Raw -1938.811321 + Penalty 177.077824 = -1761.733497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18931.180000 sec): 3 clusters Score: Raw -2029.300829 + Penalty 354.155647 = -1675.145182 nChanged 6 SP:Iteration 1F (18931.310000 sec): 3 clusters Score: Raw -2073.473006 + Penalty 354.155647 = -1719.317359 nChanged 1 SP:Iteration 2Q (18931.510000 sec): 3 clusters Score: Raw -2088.480680 + Penalty 354.155647 = -1734.325033 nChanged 0 SP:Iteration 3F (18931.690000 sec): 3 clusters Score: Raw -2088.480680 + Penalty 354.155647 = -1734.325033 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18931.790000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18932.000000 sec): 3 clusters Score: Raw -4837.765747 + Penalty 421.760338 = -4416.005409 nChanged 21 SP:Iteration 1F (18932.160000 sec): 3 clusters Score: Raw -4875.751346 + Penalty 421.760338 = -4453.991008 nChanged 4 SP:Iteration 2Q (18932.350000 sec): 3 clusters Score: Raw -4887.165367 + Penalty 421.760338 = -4465.405029 nChanged 1 SP:Iteration 3Q (18932.550000 sec): 3 clusters Score: Raw -4888.449330 + Penalty 421.760338 = -4466.688992 nChanged 0 SP:Iteration 4F (18932.720000 sec): 3 clusters Score: Raw -4888.449330 + Penalty 421.760338 = -4466.688992 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18932.780000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18932.980000 sec): 3 clusters Score: Raw -2589.086223 + Penalty 377.025260 = -2212.060963 nChanged 9 SP:Iteration 1F (18933.140000 sec): 3 clusters Score: Raw -2620.325846 + Penalty 377.025260 = -2243.300586 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18933.250000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18933.450000 sec): 3 clusters Score: Raw -1217.397950 + Penalty 320.898808 = -896.499142 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18933.510000 sec): 2 clusters Score: Raw -3865.714267 + Penalty 202.140632 = -3663.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18933.720000 sec): 3 clusters Score: Raw -3925.428470 + Penalty 404.281264 = -3521.147205 nChanged 16 SP:Iteration 1F (18933.910000 sec): 3 clusters Score: Raw -3980.246422 + Penalty 404.281264 = -3575.965158 nChanged 3 SP:Iteration 2Q (18934.080000 sec): 3 clusters Score: Raw -3986.057963 + Penalty 404.281264 = -3581.776698 nChanged 0 SP:Iteration 3F (18934.280000 sec): 3 clusters Score: Raw -3986.057963 + Penalty 404.281264 = -3581.776698 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18934.410000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18934.560000 sec): 3 clusters Score: Raw -10488.146205 + Penalty 490.405527 = -9997.740677 nChanged 67 SP:Iteration 1F (18934.770000 sec): 3 clusters Score: Raw -10600.866500 + Penalty 490.405527 = -10110.460972 nChanged 17 SP:Iteration 2F (18934.970000 sec): 3 clusters Score: Raw -10633.026221 + Penalty 490.405527 = -10142.620694 nChanged 4 SP:Iteration 3Q (18935.180000 sec): 3 clusters Score: Raw -10638.175830 + Penalty 490.405527 = -10147.770302 nChanged 6 SP:Iteration 4Q (18935.350000 sec): 3 clusters Score: Raw -10647.095584 + Penalty 490.405527 = -10156.690056 nChanged 3 SP:Iteration 5Q (18935.530000 sec): 3 clusters Score: Raw -10651.213210 + Penalty 490.405527 = -10160.807683 nChanged 2 SP:Iteration 6Q (18935.730000 sec): 3 clusters Score: Raw -10652.907700 + Penalty 490.405527 = -10162.502172 nChanged 2 SP:Iteration 7Q (18936.010000 sec): 3 clusters Score: Raw -10654.091677 + Penalty 490.405527 = -10163.686149 nChanged 1 SP:Iteration 8Q (18936.170000 sec): 3 clusters Score: Raw -10654.269009 + Penalty 490.405527 = -10163.863481 nChanged 0 SP:Iteration 9F (18936.410000 sec): 3 clusters Score: Raw -10654.269009 + Penalty 490.405527 = -10163.863481 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18936.490000 sec): 2 clusters Score: Raw -6831.077925 + Penalty 218.208470 = -6612.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18936.660000 sec): 3 clusters Score: Raw -6815.646111 + Penalty 436.416940 = -6379.229172 nChanged 20 SP:Iteration 1F (18936.850000 sec): 3 clusters Score: Raw -6863.860586 + Penalty 436.416940 = -6427.443646 nChanged 4 SP:Iteration 2Q (18936.990000 sec): 3 clusters Score: Raw -6873.916214 + Penalty 436.416940 = -6437.499274 nChanged 0 SP:Iteration 3F (18937.200000 sec): 3 clusters Score: Raw -6873.916214 + Penalty 436.416940 = -6437.499274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18937.300000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18937.500000 sec): 3 clusters Score: Raw -1820.701867 + Penalty 346.406287 = -1474.295581 nChanged 5 SP:Iteration 1F (18937.740000 sec): 3 clusters Score: Raw -1836.692755 + Penalty 346.406287 = -1490.286469 nChanged 2 SP:Iteration 2Q (18937.940000 sec): 3 clusters Score: Raw -1850.561297 + Penalty 346.406287 = -1504.155010 nChanged 1 SP:Iteration 3Q (18938.130000 sec): 3 clusters Score: Raw -1863.012274 + Penalty 346.406287 = -1516.605987 nChanged 0 SP:Iteration 4F (18938.330000 sec): 3 clusters Score: Raw -1863.012274 + Penalty 346.406287 = -1516.605987 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 82 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18938.450000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18938.620000 sec): 3 clusters Score: Raw -1195.099340 + Penalty 303.230610 = -891.868730 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18938.710000 sec): 2 clusters Score: Raw -1027.787729 + Penalty 131.511915 = -896.275814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18938.720000 sec): 1 clusters Score: Raw 52.999901 + Penalty 0.000000 = 52.999901 nChanged 18 SP:Iteration 1F (18938.720000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Iteration 343F (18980.330000 sec): 85 clusters Score: Raw -24055604.094203 + Penalty 49243.616440 = -24006360.477764 nChanged 0 Compute initial score before splitting: Score: Raw -24055604.094203 + Penalty 49243.616440 = -24006360.477764 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18980.530000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18980.850000 sec): 3 clusters Score: Raw -2007190.984232 + Penalty 945.348165 = -2006245.636068 nChanged 15605 SP:Iteration 1F (18981.140000 sec): 3 clusters Score: Raw -2016229.053615 + Penalty 945.348165 = -2015283.705450 nChanged 1536 SP:Iteration 2Q (18981.370000 sec): 3 clusters Score: Raw -2016926.818979 + Penalty 945.348165 = -2015981.470815 nChanged 1999 SP:Iteration 3F (18981.640000 sec): 3 clusters Score: Raw -2018143.181150 + Penalty 945.348165 = -2017197.832985 nChanged 2579 SP:Iteration 4F (18981.910000 sec): 3 clusters Score: Raw -2020167.333878 + Penalty 945.348165 = -2019221.985714 nChanged 2970 SP:Iteration 5F (18982.210000 sec): 3 clusters Score: Raw -2022990.121259 + Penalty 945.348165 = -2022044.773094 nChanged 2588 SP:Iteration 6F (18982.540000 sec): 3 clusters Score: Raw -2025728.343849 + Penalty 945.348165 = -2024782.995685 nChanged 1645 SP:Iteration 7F (18982.840000 sec): 3 clusters Score: Raw -2027472.812538 + Penalty 945.348165 = -2026527.464373 nChanged 662 SP:Iteration 8Q (18983.050000 sec): 3 clusters Score: Raw -2028148.193159 + Penalty 945.348165 = -2027202.844995 nChanged 162 SP:Iteration 9Q (18983.340000 sec): 3 clusters Score: Raw -2028323.653924 + Penalty 945.348165 = -2027378.305759 nChanged 27 SP:Iteration 10Q (18983.630000 sec): 3 clusters Score: Raw -2028368.446254 + Penalty 945.348165 = -2027423.098089 nChanged 5 SP:Iteration 11Q (18983.860000 sec): 3 clusters Score: Raw -2028380.624390 + Penalty 945.348165 = -2027435.276226 nChanged 3 SP:Iteration 12Q (18984.160000 sec): 3 clusters Score: Raw -2028386.877383 + Penalty 945.348165 = -2027441.529219 nChanged 3 SP:Iteration 13Q (18984.400000 sec): 3 clusters Score: Raw -2028388.466069 + Penalty 945.348165 = -2027443.117904 nChanged 1 SP:Iteration 14Q (18984.660000 sec): 3 clusters Score: Raw -2028389.372709 + Penalty 945.348165 = -2027444.024544 nChanged 1 SP:Iteration 15Q (18984.920000 sec): 3 clusters Score: Raw -2028391.882009 + Penalty 945.348165 = -2027446.533845 nChanged 0 SP:Iteration 16F (18985.200000 sec): 3 clusters Score: Raw -2028391.882009 + Penalty 945.348165 = -2027446.533845 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18985.280000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18985.490000 sec): 3 clusters Score: Raw -78831.718998 + Penalty 651.069997 = -78180.649000 nChanged 500 SP:Iteration 1F (18985.680000 sec): 3 clusters Score: Raw -79131.146559 + Penalty 651.069997 = -78480.076561 nChanged 112 SP:Iteration 2F (18985.890000 sec): 3 clusters Score: Raw -79207.900566 + Penalty 651.069997 = -78556.830568 nChanged 93 SP:Iteration 3F (18986.020000 sec): 3 clusters Score: Raw -79315.356381 + Penalty 651.069997 = -78664.286383 nChanged 97 SP:Iteration 4F (18986.230000 sec): 3 clusters Score: Raw -79445.749933 + Penalty 651.069997 = -78794.679935 nChanged 89 SP:Iteration 5F (18986.380000 sec): 3 clusters Score: Raw -79531.809420 + Penalty 651.069997 = -78880.739422 nChanged 59 SP:Iteration 6Q (18986.540000 sec): 3 clusters Score: Raw -79577.209452 + Penalty 651.069997 = -78926.139455 nChanged 42 SP:Iteration 7Q (18986.690000 sec): 3 clusters Score: Raw -79606.013826 + Penalty 651.069997 = -78954.943829 nChanged 29 SP:Iteration 8Q (18986.860000 sec): 3 clusters Score: Raw -79623.532296 + Penalty 651.069997 = -78972.462298 nChanged 20 SP:Iteration 9Q (18987.030000 sec): 3 clusters Score: Raw -79629.419791 + Penalty 651.069997 = -78978.349793 nChanged 8 SP:Iteration 10Q (18987.180000 sec): 3 clusters Score: Raw -79632.272488 + Penalty 651.069997 = -78981.202491 nChanged 10 SP:Iteration 11Q (18987.320000 sec): 3 clusters Score: Raw -79635.083339 + Penalty 651.069997 = -78984.013341 nChanged 4 SP:Iteration 12Q (18987.490000 sec): 3 clusters Score: Raw -79635.955942 + Penalty 651.069997 = -78984.885945 nChanged 1 SP:Iteration 13Q (18987.670000 sec): 3 clusters Score: Raw -79636.111010 + Penalty 651.069997 = -78985.041013 nChanged 0 SP:Iteration 14F (18987.870000 sec): 3 clusters Score: Raw -79636.111010 + Penalty 651.069997 = -78985.041013 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18987.920000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18988.120000 sec): 3 clusters Score: Raw -3591.284389 + Penalty 392.891418 = -3198.392971 nChanged 11 SP:Iteration 1F (18988.280000 sec): 3 clusters Score: Raw -3630.023306 + Penalty 392.891418 = -3237.131888 nChanged 3 SP:Iteration 2Q (18988.430000 sec): 3 clusters Score: Raw -3636.102941 + Penalty 392.891418 = -3243.211522 nChanged 2 SP:Iteration 3Q (18988.640000 sec): 3 clusters Score: Raw -3650.468629 + Penalty 392.891418 = -3257.577211 nChanged 3 SP:Iteration 4Q (18988.800000 sec): 3 clusters Score: Raw -3670.154188 + Penalty 392.891418 = -3277.262770 nChanged 1 SP:Iteration 5Q (18988.940000 sec): 3 clusters Score: Raw -3674.378754 + Penalty 392.891418 = -3281.487335 nChanged 0 SP:Iteration 6F (18989.110000 sec): 3 clusters Score: Raw -3674.378754 + Penalty 392.891418 = -3281.487335 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18989.220000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18989.360000 sec): 3 clusters Score: Raw -8950.511935 + Penalty 461.840817 = -8488.671118 nChanged 48 SP:Iteration 1F (18989.510000 sec): 3 clusters Score: Raw -9028.155164 + Penalty 461.840817 = -8566.314347 nChanged 9 SP:Iteration 2F (18989.660000 sec): 3 clusters Score: Raw -9051.524979 + Penalty 461.840817 = -8589.684162 nChanged 6 SP:Iteration 3Q (18989.850000 sec): 3 clusters Score: Raw -9068.596369 + Penalty 461.840817 = -8606.755552 nChanged 3 SP:Iteration 4Q (18989.980000 sec): 3 clusters Score: Raw -9083.374315 + Penalty 461.840817 = -8621.533498 nChanged 3 SP:Iteration 5Q (18990.180000 sec): 3 clusters Score: Raw -9122.761744 + Penalty 461.840817 = -8660.920927 nChanged 4 SP:Iteration 6Q (18990.340000 sec): 3 clusters Score: Raw -9151.429354 + Penalty 461.840817 = -8689.588537 nChanged 2 SP:Iteration 7Q (18990.520000 sec): 3 clusters Score: Raw -9154.193770 + Penalty 461.840817 = -8692.352953 nChanged 1 SP:Iteration 8Q (18990.700000 sec): 3 clusters Score: Raw -9154.823010 + Penalty 461.840817 = -8692.982193 nChanged 0 SP:Iteration 9F (18990.930000 sec): 3 clusters Score: Raw -9154.823010 + Penalty 461.840817 = -8692.982193 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18990.980000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18991.170000 sec): 3 clusters Score: Raw -24605.008364 + Penalty 552.015836 = -24052.992527 nChanged 143 SP:Iteration 1F (18991.350000 sec): 3 clusters Score: Raw -24738.663665 + Penalty 552.015836 = -24186.647828 nChanged 44 SP:Iteration 2F (18991.560000 sec): 3 clusters Score: Raw -24782.128344 + Penalty 552.015836 = -24230.112507 nChanged 26 SP:Iteration 3F (18991.720000 sec): 3 clusters Score: Raw -24829.719545 + Penalty 552.015836 = -24277.703709 nChanged 25 SP:Iteration 4F (18991.950000 sec): 3 clusters Score: Raw -24866.651329 + Penalty 552.015836 = -24314.635493 nChanged 16 SP:Iteration 5Q (18992.120000 sec): 3 clusters Score: Raw -24885.752800 + Penalty 552.015836 = -24333.736963 nChanged 14 SP:Iteration 6Q (18992.290000 sec): 3 clusters Score: Raw -24899.761736 + Penalty 552.015836 = -24347.745900 nChanged 10 SP:Iteration 7Q (18992.490000 sec): 3 clusters Score: Raw -24907.048016 + Penalty 552.015836 = -24355.032179 nChanged 2 SP:Iteration 8Q (18992.680000 sec): 3 clusters Score: Raw -24907.537674 + Penalty 552.015836 = -24355.521838 nChanged 0 SP:Iteration 9F (18992.850000 sec): 3 clusters Score: Raw -24907.537674 + Penalty 552.015836 = -24355.521838 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18992.940000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18993.180000 sec): 3 clusters Score: Raw -242423.874478 + Penalty 745.372708 = -241678.501770 nChanged 1587 SP:Iteration 1F (18993.340000 sec): 3 clusters Score: Raw -243359.835126 + Penalty 745.372708 = -242614.462417 nChanged 250 SP:Iteration 2F (18993.530000 sec): 3 clusters Score: Raw -243498.639451 + Penalty 745.372708 = -242753.266743 nChanged 237 SP:Iteration 3F (18993.700000 sec): 3 clusters Score: Raw -243664.963052 + Penalty 745.372708 = -242919.590344 nChanged 245 SP:Iteration 4F (18993.860000 sec): 3 clusters Score: Raw -243857.264913 + Penalty 745.372708 = -243111.892205 nChanged 227 SP:Iteration 5F (18994.020000 sec): 3 clusters Score: Raw -244053.004758 + Penalty 745.372708 = -243307.632049 nChanged 185 SP:Iteration 6F (18994.200000 sec): 3 clusters Score: Raw -244225.343690 + Penalty 745.372708 = -243479.970982 nChanged 155 SP:Iteration 7Q (18994.390000 sec): 3 clusters Score: Raw -244377.663387 + Penalty 745.372708 = -243632.290679 nChanged 89 SP:Iteration 8Q (18994.600000 sec): 3 clusters Score: Raw -244448.597273 + Penalty 745.372708 = -243703.224565 nChanged 57 SP:Iteration 9Q (18994.760000 sec): 3 clusters Score: Raw -244484.261626 + Penalty 745.372708 = -243738.888918 nChanged 42 SP:Iteration 10Q (18994.890000 sec): 3 clusters Score: Raw -244505.647224 + Penalty 745.372708 = -243760.274515 nChanged 31 SP:Iteration 11Q (18995.080000 sec): 3 clusters Score: Raw -244520.953590 + Penalty 745.372708 = -243775.580882 nChanged 19 SP:Iteration 12Q (18995.250000 sec): 3 clusters Score: Raw -244529.539586 + Penalty 745.372708 = -243784.166878 nChanged 10 SP:Iteration 13Q (18995.400000 sec): 3 clusters Score: Raw -244533.307474 + Penalty 745.372708 = -243787.934766 nChanged 10 SP:Iteration 14Q (18995.540000 sec): 3 clusters Score: Raw -244536.960762 + Penalty 745.372708 = -243791.588054 nChanged 10 SP:Iteration 15Q (18995.690000 sec): 3 clusters Score: Raw -244541.793598 + Penalty 745.372708 = -243796.420890 nChanged 12 SP:Iteration 16Q (18995.850000 sec): 3 clusters Score: Raw -244549.447729 + Penalty 745.372708 = -243804.075020 nChanged 10 SP:Iteration 17Q (18996.070000 sec): 3 clusters Score: Raw -244553.826854 + Penalty 745.372708 = -243808.454146 nChanged 10 SP:Iteration 18Q (18996.250000 sec): 3 clusters Score: Raw -244557.700437 + Penalty 745.372708 = -243812.327729 nChanged 8 SP:Iteration 19Q (18996.450000 sec): 3 clusters Score: Raw -244560.232708 + Penalty 745.372708 = -243814.860000 nChanged 8 SP:Iteration 20F (18996.630000 sec): 3 clusters Score: Raw -244562.742624 + Penalty 745.372708 = -243817.369915 nChanged 5 SP:Iteration 21Q (18996.820000 sec): 3 clusters Score: Raw -244565.132287 + Penalty 745.372708 = -243819.759579 nChanged 8 SP:Iteration 22Q (18997.020000 sec): 3 clusters Score: Raw -244569.056463 + Penalty 745.372708 = -243823.683755 nChanged 5 SP:Iteration 23Q (18997.200000 sec): 3 clusters Score: Raw -244570.539535 + Penalty 745.372708 = -243825.166827 nChanged 2 SP:Iteration 24Q (18997.370000 sec): 3 clusters Score: Raw -244570.703894 + Penalty 745.372708 = -243825.331186 nChanged 0 SP:Iteration 25F (18997.580000 sec): 3 clusters Score: Raw -244570.703894 + Penalty 745.372708 = -243825.331186 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18997.710000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18997.870000 sec): 3 clusters Score: Raw -7194.974396 + Penalty 427.743713 = -6767.230682 nChanged 18 SP:Iteration 1F (18998.060000 sec): 3 clusters Score: Raw -7230.298869 + Penalty 427.743713 = -6802.555156 nChanged 6 SP:Iteration 2F (18998.240000 sec): 3 clusters Score: Raw -7244.574293 + Penalty 427.743713 = -6816.830580 nChanged 4 SP:Iteration 3Q (18998.420000 sec): 3 clusters Score: Raw -7248.359748 + Penalty 427.743713 = -6820.616035 nChanged 0 SP:Iteration 4F (18998.590000 sec): 3 clusters Score: Raw -7248.359748 + Penalty 427.743713 = -6820.616035 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18998.680000 sec): 2 clusters Score: Raw -3290.566951 + Penalty 185.527954 = -3105.038997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18998.840000 sec): 3 clusters Score: Raw -3329.919750 + Penalty 371.055907 = -2958.863843 nChanged 14 SP:Iteration 1F (18999.050000 sec): 3 clusters Score: Raw -3385.174177 + Penalty 371.055907 = -3014.118270 nChanged 6 SP:Iteration 2F (18999.280000 sec): 3 clusters Score: Raw -3436.003601 + Penalty 371.055907 = -3064.947693 nChanged 3 SP:Iteration 3F (18999.480000 sec): 3 clusters Score: Raw -3467.335458 + Penalty 371.055907 = -3096.279551 nChanged 2 SP:Iteration 4Q (18999.720000 sec): 3 clusters Score: Raw -3479.192246 + Penalty 371.055907 = -3108.136339 nChanged 0 SP:Iteration 5F (18999.940000 sec): 3 clusters Score: Raw -3479.192246 + Penalty 371.055907 = -3108.136339 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 85. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19000.030000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19000.200000 sec): 3 clusters Score: Raw -4164.429512 + Penalty 382.627028 = -3781.802484 nChanged 8 SP:Iteration 1F (19000.420000 sec): 3 clusters Score: Raw -4179.389853 + Penalty 382.627028 = -3796.762824 nChanged 2 SP:Iteration 2Q (19000.630000 sec): 3 clusters Score: Raw -4184.233751 + Penalty 382.627028 = -3801.606722 nChanged 0 SP:Iteration 3F (19000.820000 sec): 3 clusters Score: Raw -4184.233751 + Penalty 382.627028 = -3801.606722 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19000.900000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19001.090000 sec): 3 clusters Score: Raw -13614.789191 + Penalty 497.208694 = -13117.580497 nChanged 67 SP:Iteration 1F (19001.250000 sec): 3 clusters Score: Raw -13684.539139 + Penalty 497.208694 = -13187.330445 nChanged 16 SP:Iteration 2F (19001.430000 sec): 3 clusters Score: Raw -13711.152012 + Penalty 497.208694 = -13213.943318 nChanged 11 SP:Iteration 3Q (19001.630000 sec): 3 clusters Score: Raw -13723.410114 + Penalty 497.208694 = -13226.201420 nChanged 5 SP:Iteration 4Q (19001.870000 sec): 3 clusters Score: Raw -13728.530748 + Penalty 497.208694 = -13231.322054 nChanged 4 SP:Iteration 5Q (19002.020000 sec): 3 clusters Score: Raw -13737.163927 + Penalty 497.208694 = -13239.955233 nChanged 7 SP:Iteration 6Q (19002.260000 sec): 3 clusters Score: Raw -13748.822756 + Penalty 497.208694 = -13251.614062 nChanged 6 SP:Iteration 7Q (19002.440000 sec): 3 clusters Score: Raw -13759.402141 + Penalty 497.208694 = -13262.193447 nChanged 4 SP:Iteration 8Q (19002.640000 sec): 3 clusters Score: Raw -13763.635300 + Penalty 497.208694 = -13266.426606 nChanged 4 SP:Iteration 9Q (19002.840000 sec): 3 clusters Score: Raw -13768.957271 + Penalty 497.208694 = -13271.748577 nChanged 6 SP:Iteration 10Q (19003.000000 sec): 3 clusters Score: Raw -13780.254685 + Penalty 497.208694 = -13283.045991 nChanged 5 SP:Iteration 11Q (19003.240000 sec): 3 clusters Score: Raw -13787.237012 + Penalty 497.208694 = -13290.028317 nChanged 2 SP:Iteration 12Q (19003.420000 sec): 3 clusters Score: Raw -13794.710900 + Penalty 497.208694 = -13297.502205 nChanged 2 SP:Iteration 13Q (19003.580000 sec): 3 clusters Score: Raw -13797.241929 + Penalty 497.208694 = -13300.033234 nChanged 0 SP:Iteration 14F (19003.780000 sec): 3 clusters Score: Raw -13797.597908 + Penalty 497.208694 = -13300.389214 nChanged 1 SP:Iteration 15Q (19003.990000 sec): 3 clusters Score: Raw -13803.375194 + Penalty 497.208694 = -13306.166499 nChanged 2 SP:Iteration 16Q (19004.180000 sec): 3 clusters Score: Raw -13805.877542 + Penalty 497.208694 = -13308.668848 nChanged 0 SP:Iteration 17F (19004.340000 sec): 3 clusters Score: Raw -13805.877542 + Penalty 497.208694 = -13308.668848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19004.470000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19004.740000 sec): 3 clusters Score: Raw -2057319.037524 + Penalty 942.825748 = -2056376.211776 nChanged 15193 SP:Iteration 1F (19005.030000 sec): 3 clusters Score: Raw -2066499.416450 + Penalty 942.825748 = -2065556.590702 nChanged 1596 SP:Iteration 2F (19005.300000 sec): 3 clusters Score: Raw -2067042.992393 + Penalty 942.825748 = -2066100.166645 nChanged 1674 SP:Iteration 3F (19005.610000 sec): 3 clusters Score: Raw -2067664.088483 + Penalty 942.825748 = -2066721.262734 nChanged 1708 SP:Iteration 4F (19005.900000 sec): 3 clusters Score: Raw -2068467.256681 + Penalty 942.825748 = -2067524.430933 nChanged 1950 SP:Iteration 5F (19006.250000 sec): 3 clusters Score: Raw -2069597.070450 + Penalty 942.825748 = -2068654.244702 nChanged 2058 SP:Iteration 6F (19006.540000 sec): 3 clusters Score: Raw -2070997.291885 + Penalty 942.825748 = -2070054.466137 nChanged 2124 SP:Iteration 7F (19006.790000 sec): 3 clusters Score: Raw -2072667.905877 + Penalty 942.825748 = -2071725.080128 nChanged 1936 SP:Iteration 8F (19007.130000 sec): 3 clusters Score: Raw -2074397.167373 + Penalty 942.825748 = -2073454.341624 nChanged 1608 SP:Iteration 9F (19007.390000 sec): 3 clusters Score: Raw -2075863.527356 + Penalty 942.825748 = -2074920.701608 nChanged 1117 SP:Iteration 10Q (19007.650000 sec): 3 clusters Score: Raw -2076859.509319 + Penalty 942.825748 = -2075916.683571 nChanged 718 SP:Iteration 11Q (19007.970000 sec): 3 clusters Score: Raw -2077466.490442 + Penalty 942.825748 = -2076523.664694 nChanged 367 SP:Iteration 12Q (19008.250000 sec): 3 clusters Score: Raw -2077763.413242 + Penalty 942.825748 = -2076820.587494 nChanged 166 SP:Iteration 13Q (19008.520000 sec): 3 clusters Score: Raw -2077900.371808 + Penalty 942.825748 = -2076957.546060 nChanged 74 SP:Iteration 14Q (19008.760000 sec): 3 clusters Score: Raw -2077962.779572 + Penalty 942.825748 = -2077019.953823 nChanged 36 SP:Iteration 15Q (19008.990000 sec): 3 clusters Score: Raw -2077996.836506 + Penalty 942.825748 = -2077054.010757 nChanged 24 SP:Iteration 16Q (19009.340000 sec): 3 clusters Score: Raw -2078027.174189 + Penalty 942.825748 = -2077084.348441 nChanged 17 SP:Iteration 17Q (19009.660000 sec): 3 clusters Score: Raw -2078041.895732 + Penalty 942.825748 = -2077099.069984 nChanged 14 SP:Iteration 18Q (19009.910000 sec): 3 clusters Score: Raw -2078052.366463 + Penalty 942.825748 = -2077109.540715 nChanged 9 SP:Iteration 19Q (19010.190000 sec): 3 clusters Score: Raw -2078057.646530 + Penalty 942.825748 = -2077114.820782 nChanged 7 SP:Iteration 20F (19010.470000 sec): 3 clusters Score: Raw -2078060.069139 + Penalty 942.825748 = -2077117.243390 nChanged 3 SP:Iteration 21Q (19010.750000 sec): 3 clusters Score: Raw -2078060.862306 + Penalty 942.825748 = -2077118.036558 nChanged 1 SP:Iteration 22Q (19010.960000 sec): 3 clusters Score: Raw -2078060.949595 + Penalty 942.825748 = -2077118.123847 nChanged 1 SP:Iteration 23Q (19011.210000 sec): 3 clusters Score: Raw -2078061.030094 + Penalty 942.825748 = -2077118.204346 nChanged 1 SP:Iteration 24Q (19011.520000 sec): 3 clusters Score: Raw -2078061.093023 + Penalty 942.825748 = -2077118.267275 nChanged 0 SP:Iteration 25F (19011.910000 sec): 3 clusters Score: Raw -2078061.093023 + Penalty 942.825748 = -2077118.267275 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19012.030000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19012.310000 sec): 3 clusters Score: Raw -7982.918859 + Penalty 444.334975 = -7538.583884 nChanged 26 SP:Iteration 1F (19012.500000 sec): 3 clusters Score: Raw -8025.326560 + Penalty 444.334975 = -7580.991585 nChanged 10 SP:Iteration 2F (19012.690000 sec): 3 clusters Score: Raw -8042.946017 + Penalty 444.334975 = -7598.611042 nChanged 5 SP:Iteration 3Q (19012.860000 sec): 3 clusters Score: Raw -8052.430903 + Penalty 444.334975 = -7608.095928 nChanged 5 SP:Iteration 4Q (19013.050000 sec): 3 clusters Score: Raw -8064.322678 + Penalty 444.334975 = -7619.987703 nChanged 3 SP:Iteration 5Q (19013.240000 sec): 3 clusters Score: Raw -8068.026163 + Penalty 444.334975 = -7623.691188 nChanged 0 SP:Iteration 6F (19013.440000 sec): 3 clusters Score: Raw -8068.026163 + Penalty 444.334975 = -7623.691188 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19013.550000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19013.800000 sec): 3 clusters Score: Raw -6745.254403 + Penalty 437.908776 = -6307.345627 nChanged 32 SP:Iteration 1F (19013.990000 sec): 3 clusters Score: Raw -6807.459603 + Penalty 437.908776 = -6369.550827 nChanged 10 SP:Iteration 2F (19014.160000 sec): 3 clusters Score: Raw -6836.534543 + Penalty 437.908776 = -6398.625766 nChanged 4 SP:Iteration 3Q (19014.350000 sec): 3 clusters Score: Raw -6864.669987 + Penalty 437.908776 = -6426.761210 nChanged 5 SP:Iteration 4Q (19014.570000 sec): 3 clusters Score: Raw -6882.914329 + Penalty 437.908776 = -6445.005552 nChanged 2 SP:Iteration 5Q (19014.740000 sec): 3 clusters Score: Raw -6885.282305 + Penalty 437.908776 = -6447.373529 nChanged 1 SP:Iteration 6Q (19014.930000 sec): 3 clusters Score: Raw -6886.556506 + Penalty 437.908776 = -6448.647729 nChanged 2 SP:Iteration 7Q (19015.080000 sec): 3 clusters Score: Raw -6888.321165 + Penalty 437.908776 = -6450.412389 nChanged 0 SP:Iteration 8F (19015.240000 sec): 3 clusters Score: Raw -6888.321165 + Penalty 437.908776 = -6450.412389 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19015.400000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19015.560000 sec): 3 clusters Score: Raw -342466.188977 + Penalty 786.748363 = -341679.440614 nChanged 2584 SP:Iteration 1F (19015.740000 sec): 3 clusters Score: Raw -344204.643401 + Penalty 786.748363 = -343417.895038 nChanged 365 SP:Iteration 2F (19015.900000 sec): 3 clusters Score: Raw -344441.198787 + Penalty 786.748363 = -343654.450424 nChanged 371 SP:Iteration 3F (19016.060000 sec): 3 clusters Score: Raw -344677.266305 + Penalty 786.748363 = -343890.517942 nChanged 357 SP:Iteration 4F (19016.220000 sec): 3 clusters Score: Raw -344876.124948 + Penalty 786.748363 = -344089.376585 nChanged 313 SP:Iteration 5F (19016.420000 sec): 3 clusters Score: Raw -345030.908166 + Penalty 786.748363 = -344244.159803 nChanged 270 SP:Iteration 6Q (19016.590000 sec): 3 clusters Score: Raw -345167.053793 + Penalty 786.748363 = -344380.305430 nChanged 207 SP:Iteration 7Q (19016.770000 sec): 3 clusters Score: Raw -345296.852417 + Penalty 786.748363 = -344510.104054 nChanged 214 SP:Iteration 8Q (19016.950000 sec): 3 clusters Score: Raw -345491.149923 + Penalty 786.748363 = -344704.401560 nChanged 163 SP:Iteration 9Q (19017.160000 sec): 3 clusters Score: Raw -345634.736247 + Penalty 786.748363 = -344847.987884 nChanged 126 SP:Iteration 10Q (19017.310000 sec): 3 clusters Score: Raw -345701.654099 + Penalty 786.748363 = -344914.905736 nChanged 101 SP:Iteration 11Q (19017.470000 sec): 3 clusters Score: Raw -345743.094151 + Penalty 786.748363 = -344956.345788 nChanged 91 SP:Iteration 12Q (19017.670000 sec): 3 clusters Score: Raw -345773.739893 + Penalty 786.748363 = -344986.991530 nChanged 69 SP:Iteration 13Q (19017.840000 sec): 3 clusters Score: Raw -345795.086213 + Penalty 786.748363 = -345008.337850 nChanged 60 SP:Iteration 14Q (19018.040000 sec): 3 clusters Score: Raw -345813.827689 + Penalty 786.748363 = -345027.079327 nChanged 58 SP:Iteration 15Q (19018.200000 sec): 3 clusters Score: Raw -345828.330154 + Penalty 786.748363 = -345041.581791 nChanged 45 SP:Iteration 16Q (19018.380000 sec): 3 clusters Score: Raw -345841.034895 + Penalty 786.748363 = -345054.286532 nChanged 42 SP:Iteration 17Q (19018.530000 sec): 3 clusters Score: Raw -345851.768014 + Penalty 786.748363 = -345065.019652 nChanged 47 SP:Iteration 18Q (19018.740000 sec): 3 clusters Score: Raw -345863.974479 + Penalty 786.748363 = -345077.226116 nChanged 42 SP:Iteration 19Q (19018.910000 sec): 3 clusters Score: Raw -345874.154665 + Penalty 786.748363 = -345087.406302 nChanged 47 SP:Iteration 20F (19019.140000 sec): 3 clusters Score: Raw -345887.510786 + Penalty 786.748363 = -345100.762423 nChanged 38 SP:Iteration 21Q (19019.350000 sec): 3 clusters Score: Raw -345896.532581 + Penalty 786.748363 = -345109.784218 nChanged 34 SP:Iteration 22Q (19019.570000 sec): 3 clusters Score: Raw -345905.450238 + Penalty 786.748363 = -345118.701875 nChanged 27 SP:Iteration 23Q (19019.810000 sec): 3 clusters Score: Raw -345913.515538 + Penalty 786.748363 = -345126.767175 nChanged 34 SP:Iteration 24Q (19020.000000 sec): 3 clusters Score: Raw -345925.659405 + Penalty 786.748363 = -345138.911042 nChanged 40 SP:Iteration 25Q (19020.190000 sec): 3 clusters Score: Raw -345938.337620 + Penalty 786.748363 = -345151.589257 nChanged 40 SP:Iteration 26Q (19020.350000 sec): 3 clusters Score: Raw -345950.029264 + Penalty 786.748363 = -345163.280901 nChanged 37 SP:Iteration 27Q (19020.540000 sec): 3 clusters Score: Raw -345960.146357 + Penalty 786.748363 = -345173.397994 nChanged 40 SP:Iteration 28Q (19020.700000 sec): 3 clusters Score: Raw -345972.562625 + Penalty 786.748363 = -345185.814262 nChanged 42 SP:Iteration 29Q (19020.850000 sec): 3 clusters Score: Raw -345984.466803 + Penalty 786.748363 = -345197.718440 nChanged 39 SP:Iteration 30Q (19021.020000 sec): 3 clusters Score: Raw -345996.566810 + Penalty 786.748363 = -345209.818447 nChanged 34 SP:Iteration 31Q (19021.180000 sec): 3 clusters Score: Raw -346008.568156 + Penalty 786.748363 = -345221.819793 nChanged 37 SP:Iteration 32Q (19021.400000 sec): 3 clusters Score: Raw -346022.523920 + Penalty 786.748363 = -345235.775557 nChanged 32 SP:Iteration 33Q (19021.580000 sec): 3 clusters Score: Raw -346033.333737 + Penalty 786.748363 = -345246.585374 nChanged 27 SP:Iteration 34Q (19021.750000 sec): 3 clusters Score: Raw -346039.986269 + Penalty 786.748363 = -345253.237906 nChanged 19 SP:Iteration 35Q (19021.930000 sec): 3 clusters Score: Raw -346044.835580 + Penalty 786.748363 = -345258.087217 nChanged 22 SP:Iteration 36Q (19022.100000 sec): 3 clusters Score: Raw -346052.918766 + Penalty 786.748363 = -345266.170403 nChanged 21 SP:Iteration 37Q (19022.310000 sec): 3 clusters Score: Raw -346060.041393 + Penalty 786.748363 = -345273.293030 nChanged 17 SP:Iteration 38Q (19022.550000 sec): 3 clusters Score: Raw -346063.302778 + Penalty 786.748363 = -345276.554415 nChanged 14 SP:Iteration 39Q (19022.760000 sec): 3 clusters Score: Raw -346066.426881 + Penalty 786.748363 = -345279.678518 nChanged 11 SP:Iteration 40F (19022.970000 sec): 3 clusters Score: Raw -346068.539883 + Penalty 786.748363 = -345281.791520 nChanged 11 SP:Iteration 41Q (19023.170000 sec): 3 clusters Score: Raw -346070.671069 + Penalty 786.748363 = -345283.922706 nChanged 10 SP:Iteration 42Q (19023.360000 sec): 3 clusters Score: Raw -346071.968772 + Penalty 786.748363 = -345285.220409 nChanged 7 SP:Iteration 43Q (19023.570000 sec): 3 clusters Score: Raw -346072.913638 + Penalty 786.748363 = -345286.165275 nChanged 4 SP:Iteration 44Q (19023.710000 sec): 3 clusters Score: Raw -346073.636922 + Penalty 786.748363 = -345286.888559 nChanged 2 SP:Iteration 45Q (19023.880000 sec): 3 clusters Score: Raw -346073.815808 + Penalty 786.748363 = -345287.067445 nChanged 1 SP:Iteration 46Q (19024.030000 sec): 3 clusters Score: Raw -346074.007236 + Penalty 786.748363 = -345287.258873 nChanged 3 SP:Iteration 47Q (19024.210000 sec): 3 clusters Score: Raw -346074.314088 + Penalty 786.748363 = -345287.565725 nChanged 0 SP:Iteration 48F (19024.410000 sec): 3 clusters Score: Raw -346074.314088 + Penalty 786.748363 = -345287.565725 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19025.410000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19026.430000 sec): 3 clusters Score: Raw -17494545.420490 + Penalty 1141.157483 = -17493404.263007 nChanged 137500 SP:Iteration 1F (19027.600000 sec): 3 clusters Score: Raw -17581212.888561 + Penalty 1141.157483 = -17580071.731078 nChanged 11658 SP:Iteration 2Q (19028.650000 sec): 3 clusters Score: Raw -17585994.726301 + Penalty 1141.157483 = -17584853.568818 nChanged 14256 SP:Iteration 3F (19029.590000 sec): 3 clusters Score: Raw -17594127.352373 + Penalty 1141.157483 = -17592986.194891 nChanged 16898 SP:Iteration 4F (19030.550000 sec): 3 clusters Score: Raw -17606936.048874 + Penalty 1141.157483 = -17605794.891392 nChanged 17949 SP:Iteration 5F (19031.520000 sec): 3 clusters Score: Raw -17623087.575574 + Penalty 1141.157483 = -17621946.418092 nChanged 16482 SP:Iteration 6F (19032.360000 sec): 3 clusters Score: Raw -17638073.862647 + Penalty 1141.157483 = -17636932.705165 nChanged 13166 SP:Iteration 7Q (19033.140000 sec): 3 clusters Score: Raw -17648101.951388 + Penalty 1141.157483 = -17646960.793905 nChanged 9490 SP:Iteration 8Q (19033.900000 sec): 3 clusters Score: Raw -17653888.617677 + Penalty 1141.157483 = -17652747.460194 nChanged 7264 SP:Iteration 9Q (19034.900000 sec): 3 clusters Score: Raw -17657883.739132 + Penalty 1141.157483 = -17656742.581649 nChanged 6420 SP:Iteration 10Q (19035.870000 sec): 3 clusters Score: Raw -17661360.691537 + Penalty 1141.157483 = -17660219.534055 nChanged 6087 SP:Iteration 11Q (19036.800000 sec): 3 clusters Score: Raw -17664860.945038 + Penalty 1141.157483 = -17663719.787555 nChanged 5828 SP:Iteration 12Q (19037.660000 sec): 3 clusters Score: Raw -17668489.669350 + Penalty 1141.157483 = -17667348.511867 nChanged 5339 SP:Iteration 13Q (19038.470000 sec): 3 clusters Score: Raw -17672129.814932 + Penalty 1141.157483 = -17670988.657449 nChanged 4725 SP:Iteration 14Q (19039.290000 sec): 3 clusters Score: Raw -17675552.765551 + Penalty 1141.157483 = -17674411.608068 nChanged 3825 SP:Iteration 15Q (19040.220000 sec): 3 clusters Score: Raw -17678451.909929 + Penalty 1141.157483 = -17677310.752447 nChanged 2976 SP:Iteration 16Q (19041.160000 sec): 3 clusters Score: Raw -17680736.280150 + Penalty 1141.157483 = -17679595.122667 nChanged 2127 SP:Iteration 17Q (19042.110000 sec): 3 clusters Score: Raw -17682310.952796 + Penalty 1141.157483 = -17681169.795313 nChanged 1441 SP:Iteration 18Q (19042.940000 sec): 3 clusters Score: Raw -17683344.243840 + Penalty 1141.157483 = -17682203.086357 nChanged 942 SP:Iteration 19Q (19043.870000 sec): 3 clusters Score: Raw -17683991.429820 + Penalty 1141.157483 = -17682850.272338 nChanged 539 SP:Iteration 20F (19044.900000 sec): 3 clusters Score: Raw -17684343.948960 + Penalty 1141.157483 = -17683202.791478 nChanged 322 SP:Iteration 21Q (19045.680000 sec): 3 clusters Score: Raw -17684549.627127 + Penalty 1141.157483 = -17683408.469644 nChanged 195 SP:Iteration 22Q (19046.440000 sec): 3 clusters Score: Raw -17684673.905993 + Penalty 1141.157483 = -17683532.748511 nChanged 116 SP:Iteration 23Q (19047.270000 sec): 3 clusters Score: Raw -17684755.208463 + Penalty 1141.157483 = -17683614.050980 nChanged 73 SP:Iteration 24Q (19047.980000 sec): 3 clusters Score: Raw -17684800.758537 + Penalty 1141.157483 = -17683659.601055 nChanged 49 SP:Iteration 25Q (19048.800000 sec): 3 clusters Score: Raw -17684823.949670 + Penalty 1141.157483 = -17683682.792187 nChanged 29 SP:Iteration 26Q (19049.610000 sec): 3 clusters Score: Raw -17684838.602495 + Penalty 1141.157483 = -17683697.445013 nChanged 15 SP:Iteration 27Q (19050.560000 sec): 3 clusters Score: Raw -17684844.444909 + Penalty 1141.157483 = -17683703.287426 nChanged 14 SP:Iteration 28Q (19051.510000 sec): 3 clusters Score: Raw -17684851.190074 + Penalty 1141.157483 = -17683710.032591 nChanged 13 SP:Iteration 29Q (19052.360000 sec): 3 clusters Score: Raw -17684857.149208 + Penalty 1141.157483 = -17683715.991725 nChanged 12 SP:Iteration 30Q (19053.170000 sec): 3 clusters Score: Raw -17684861.890368 + Penalty 1141.157483 = -17683720.732886 nChanged 11 SP:Iteration 31Q (19054.040000 sec): 3 clusters Score: Raw -17684866.026559 + Penalty 1141.157483 = -17683724.869076 nChanged 2 SP:Iteration 32Q (19054.940000 sec): 3 clusters Score: Raw -17684866.879360 + Penalty 1141.157483 = -17683725.721878 nChanged 1 SP:Iteration 33Q (19055.900000 sec): 3 clusters Score: Raw -17684867.228761 + Penalty 1141.157483 = -17683726.071279 nChanged 2 SP:Iteration 34Q (19056.790000 sec): 3 clusters Score: Raw -17684867.580484 + Penalty 1141.157483 = -17683726.423002 nChanged 1 SP:Iteration 35Q (19057.640000 sec): 3 clusters Score: Raw -17684868.549994 + Penalty 1141.157483 = -17683727.392511 nChanged 2 SP:Iteration 36Q (19058.410000 sec): 3 clusters Score: Raw -17684869.196650 + Penalty 1141.157483 = -17683728.039168 nChanged 0 SP:Iteration 37F (19059.240000 sec): 3 clusters Score: Raw -17684869.196650 + Penalty 1141.157483 = -17683728.039168 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19059.460000 sec): 2 clusters Score: Raw -34981.319160 + Penalty 291.362626 = -34689.956534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19059.660000 sec): 3 clusters Score: Raw -34717.306209 + Penalty 582.725252 = -34134.580957 nChanged 218 SP:Iteration 1F (19059.840000 sec): 3 clusters Score: Raw -34916.548834 + Penalty 582.725252 = -34333.823582 nChanged 61 SP:Iteration 2F (19060.080000 sec): 3 clusters Score: Raw -34988.186942 + Penalty 582.725252 = -34405.461690 nChanged 36 SP:Iteration 3F (19060.220000 sec): 3 clusters Score: Raw -35024.848900 + Penalty 582.725252 = -34442.123648 nChanged 27 SP:Iteration 4Q (19060.440000 sec): 3 clusters Score: Raw -35050.721343 + Penalty 582.725252 = -34467.996091 nChanged 21 SP:Iteration 5Q (19060.610000 sec): 3 clusters Score: Raw -35074.222228 + Penalty 582.725252 = -34491.496976 nChanged 10 SP:Iteration 6Q (19060.820000 sec): 3 clusters Score: Raw -35080.030524 + Penalty 582.725252 = -34497.305272 nChanged 11 SP:Iteration 7Q (19061.030000 sec): 3 clusters Score: Raw -35090.734739 + Penalty 582.725252 = -34508.009487 nChanged 9 SP:Iteration 8Q (19061.250000 sec): 3 clusters Score: Raw -35109.693204 + Penalty 582.725252 = -34526.967952 nChanged 11 SP:Iteration 9Q (19061.430000 sec): 3 clusters Score: Raw -35121.461205 + Penalty 582.725252 = -34538.735953 nChanged 7 SP:Iteration 10Q (19061.670000 sec): 3 clusters Score: Raw -35128.237581 + Penalty 582.725252 = -34545.512329 nChanged 6 SP:Iteration 11Q (19061.850000 sec): 3 clusters Score: Raw -35136.771434 + Penalty 582.725252 = -34554.046182 nChanged 6 SP:Iteration 12Q (19062.020000 sec): 3 clusters Score: Raw -35150.189093 + Penalty 582.725252 = -34567.463841 nChanged 3 SP:Iteration 13Q (19062.230000 sec): 3 clusters Score: Raw -35151.955862 + Penalty 582.725252 = -34569.230610 nChanged 2 SP:Iteration 14Q (19062.400000 sec): 3 clusters Score: Raw -35153.496666 + Penalty 582.725252 = -34570.771414 nChanged 1 SP:Iteration 15Q (19062.630000 sec): 3 clusters Score: Raw -35153.809339 + Penalty 582.725252 = -34571.084087 nChanged 0 SP:Iteration 16F (19062.820000 sec): 3 clusters Score: Raw -35153.809339 + Penalty 582.725252 = -34571.084087 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19062.910000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19063.060000 sec): 3 clusters Score: Raw -17205.068865 + Penalty 518.129625 = -16686.939240 nChanged 100 SP:Iteration 1F (19063.280000 sec): 3 clusters Score: Raw -17296.937725 + Penalty 518.129625 = -16778.808100 nChanged 24 SP:Iteration 2F (19063.410000 sec): 3 clusters Score: Raw -17334.698657 + Penalty 518.129625 = -16816.569033 nChanged 14 SP:Iteration 3Q (19063.630000 sec): 3 clusters Score: Raw -17356.510622 + Penalty 518.129625 = -16838.380998 nChanged 10 SP:Iteration 4Q (19063.830000 sec): 3 clusters Score: Raw -17370.451734 + Penalty 518.129625 = -16852.322110 nChanged 12 SP:Iteration 5Q (19063.970000 sec): 3 clusters Score: Raw -17400.603377 + Penalty 518.129625 = -16882.473752 nChanged 12 SP:Iteration 6Q (19064.210000 sec): 3 clusters Score: Raw -17412.576207 + Penalty 518.129625 = -16894.446583 nChanged 5 SP:Iteration 7Q (19064.360000 sec): 3 clusters Score: Raw -17417.528719 + Penalty 518.129625 = -16899.399094 nChanged 2 SP:Iteration 8Q (19064.540000 sec): 3 clusters Score: Raw -17421.102702 + Penalty 518.129625 = -16902.973077 nChanged 2 SP:Iteration 9Q (19064.700000 sec): 3 clusters Score: Raw -17423.063723 + Penalty 518.129625 = -16904.934098 nChanged 2 SP:Iteration 10Q (19064.880000 sec): 3 clusters Score: Raw -17424.058472 + Penalty 518.129625 = -16905.928848 nChanged 1 SP:Iteration 11Q (19065.110000 sec): 3 clusters Score: Raw -17424.573140 + Penalty 518.129625 = -16906.443515 nChanged 1 SP:Iteration 12Q (19065.300000 sec): 3 clusters Score: Raw -17425.781667 + Penalty 518.129625 = -16907.652042 nChanged 1 SP:Iteration 13Q (19065.500000 sec): 3 clusters Score: Raw -17426.336492 + Penalty 518.129625 = -16908.206868 nChanged 0 SP:Iteration 14F (19065.680000 sec): 3 clusters Score: Raw -17426.336492 + Penalty 518.129625 = -16908.206868 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19065.830000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19066.030000 sec): 3 clusters Score: Raw -261007.924134 + Penalty 758.196257 = -260249.727877 nChanged 1875 SP:Iteration 1F (19066.260000 sec): 3 clusters Score: Raw -262267.693540 + Penalty 758.196257 = -261509.497283 nChanged 330 SP:Iteration 2F (19066.430000 sec): 3 clusters Score: Raw -262578.270545 + Penalty 758.196257 = -261820.074288 nChanged 379 SP:Iteration 3F (19066.680000 sec): 3 clusters Score: Raw -262931.798946 + Penalty 758.196257 = -262173.602689 nChanged 342 SP:Iteration 4F (19066.820000 sec): 3 clusters Score: Raw -263212.338014 + Penalty 758.196257 = -262454.141757 nChanged 283 SP:Iteration 5F (19067.000000 sec): 3 clusters Score: Raw -263425.468871 + Penalty 758.196257 = -262667.272614 nChanged 192 SP:Iteration 6Q (19067.230000 sec): 3 clusters Score: Raw -263557.797977 + Penalty 758.196257 = -262799.601720 nChanged 111 SP:Iteration 7Q (19067.500000 sec): 3 clusters Score: Raw -263624.495557 + Penalty 758.196257 = -262866.299300 nChanged 88 SP:Iteration 8Q (19067.670000 sec): 3 clusters Score: Raw -263673.621737 + Penalty 758.196257 = -262915.425480 nChanged 63 SP:Iteration 9Q (19067.900000 sec): 3 clusters Score: Raw -263702.557451 + Penalty 758.196257 = -262944.361193 nChanged 56 SP:Iteration 10Q (19068.060000 sec): 3 clusters Score: Raw -263728.122432 + Penalty 758.196257 = -262969.926175 nChanged 45 SP:Iteration 11Q (19068.210000 sec): 3 clusters Score: Raw -263747.641394 + Penalty 758.196257 = -262989.445136 nChanged 42 SP:Iteration 12Q (19068.430000 sec): 3 clusters Score: Raw -263764.542737 + Penalty 758.196257 = -263006.346480 nChanged 30 SP:Iteration 13Q (19068.650000 sec): 3 clusters Score: Raw -263773.492286 + Penalty 758.196257 = -263015.296028 nChanged 32 SP:Iteration 14Q (19068.840000 sec): 3 clusters Score: Raw -263783.126908 + Penalty 758.196257 = -263024.930650 nChanged 27 SP:Iteration 15Q (19069.010000 sec): 3 clusters Score: Raw -263789.875249 + Penalty 758.196257 = -263031.678992 nChanged 28 SP:Iteration 16Q (19069.180000 sec): 3 clusters Score: Raw -263795.306529 + Penalty 758.196257 = -263037.110271 nChanged 17 SP:Iteration 17Q (19069.330000 sec): 3 clusters Score: Raw -263798.262701 + Penalty 758.196257 = -263040.066444 nChanged 13 SP:Iteration 18Q (19069.500000 sec): 3 clusters Score: Raw -263800.225303 + Penalty 758.196257 = -263042.029046 nChanged 13 SP:Iteration 19Q (19069.710000 sec): 3 clusters Score: Raw -263802.567181 + Penalty 758.196257 = -263044.370923 nChanged 16 SP:Iteration 20F (19069.920000 sec): 3 clusters Score: Raw -263804.938985 + Penalty 758.196257 = -263046.742728 nChanged 14 SP:Iteration 21Q (19070.130000 sec): 3 clusters Score: Raw -263806.913264 + Penalty 758.196257 = -263048.717006 nChanged 12 SP:Iteration 22Q (19070.270000 sec): 3 clusters Score: Raw -263808.147757 + Penalty 758.196257 = -263049.951499 nChanged 11 SP:Iteration 23Q (19070.430000 sec): 3 clusters Score: Raw -263810.144695 + Penalty 758.196257 = -263051.948438 nChanged 13 SP:Iteration 24Q (19070.610000 sec): 3 clusters Score: Raw -263812.058184 + Penalty 758.196257 = -263053.861926 nChanged 9 SP:Iteration 25Q (19070.720000 sec): 3 clusters Score: Raw -263813.206521 + Penalty 758.196257 = -263055.010263 nChanged 7 SP:Iteration 26Q (19070.860000 sec): 3 clusters Score: Raw -263813.876389 + Penalty 758.196257 = -263055.680132 nChanged 5 SP:Iteration 27Q (19071.030000 sec): 3 clusters Score: Raw -263814.469654 + Penalty 758.196257 = -263056.273397 nChanged 6 SP:Iteration 28Q (19071.190000 sec): 3 clusters Score: Raw -263815.101837 + Penalty 758.196257 = -263056.905580 nChanged 7 SP:Iteration 29Q (19071.320000 sec): 3 clusters Score: Raw -263816.487754 + Penalty 758.196257 = -263058.291496 nChanged 11 SP:Iteration 30Q (19071.480000 sec): 3 clusters Score: Raw -263818.294202 + Penalty 758.196257 = -263060.097945 nChanged 10 SP:Iteration 31Q (19071.710000 sec): 3 clusters Score: Raw -263820.172793 + Penalty 758.196257 = -263061.976536 nChanged 8 SP:Iteration 32Q (19071.920000 sec): 3 clusters Score: Raw -263821.454707 + Penalty 758.196257 = -263063.258449 nChanged 9 SP:Iteration 33Q (19072.060000 sec): 3 clusters Score: Raw -263822.959828 + Penalty 758.196257 = -263064.763571 nChanged 6 SP:Iteration 34Q (19072.310000 sec): 3 clusters Score: Raw -263823.598940 + Penalty 758.196257 = -263065.402683 nChanged 4 SP:Iteration 35Q (19072.500000 sec): 3 clusters Score: Raw -263824.148119 + Penalty 758.196257 = -263065.951861 nChanged 4 SP:Iteration 36Q (19072.670000 sec): 3 clusters Score: Raw -263824.510418 + Penalty 758.196257 = -263066.314161 nChanged 4 SP:Iteration 37Q (19072.920000 sec): 3 clusters Score: Raw -263825.018112 + Penalty 758.196257 = -263066.821855 nChanged 3 SP:Iteration 38Q (19073.040000 sec): 3 clusters Score: Raw -263825.178968 + Penalty 758.196257 = -263066.982710 nChanged 3 SP:Iteration 39Q (19073.220000 sec): 3 clusters Score: Raw -263825.468860 + Penalty 758.196257 = -263067.272603 nChanged 2 SP:Iteration 40F (19073.400000 sec): 3 clusters Score: Raw -263825.637208 + Penalty 758.196257 = -263067.440950 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19073.550000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19073.740000 sec): 3 clusters Score: Raw -37189.977471 + Penalty 592.568825 = -36597.408646 nChanged 249 SP:Iteration 1F (19073.920000 sec): 3 clusters Score: Raw -37357.638556 + Penalty 592.568825 = -36765.069731 nChanged 46 SP:Iteration 2F (19074.180000 sec): 3 clusters Score: Raw -37408.123762 + Penalty 592.568825 = -36815.554937 nChanged 46 SP:Iteration 3F (19074.330000 sec): 3 clusters Score: Raw -37448.390106 + Penalty 592.568825 = -36855.821281 nChanged 22 SP:Iteration 4Q (19074.540000 sec): 3 clusters Score: Raw -37466.572852 + Penalty 592.568825 = -36874.004027 nChanged 20 SP:Iteration 5Q (19074.760000 sec): 3 clusters Score: Raw -37482.705059 + Penalty 592.568825 = -36890.136234 nChanged 13 SP:Iteration 6Q (19075.000000 sec): 3 clusters Score: Raw -37495.330310 + Penalty 592.568825 = -36902.761485 nChanged 12 SP:Iteration 7Q (19075.220000 sec): 3 clusters Score: Raw -37507.633087 + Penalty 592.568825 = -36915.064262 nChanged 9 SP:Iteration 8Q (19075.480000 sec): 3 clusters Score: Raw -37513.929278 + Penalty 592.568825 = -36921.360453 nChanged 7 SP:Iteration 9Q (19075.650000 sec): 3 clusters Score: Raw -37516.792703 + Penalty 592.568825 = -36924.223878 nChanged 1 SP:Iteration 10Q (19075.840000 sec): 3 clusters Score: Raw -37517.052918 + Penalty 592.568825 = -36924.484093 nChanged 1 SP:Iteration 11Q (19076.060000 sec): 3 clusters Score: Raw -37517.280516 + Penalty 592.568825 = -36924.711691 nChanged 0 SP:Iteration 12F (19076.290000 sec): 3 clusters Score: Raw -37517.280516 + Penalty 592.568825 = -36924.711691 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19076.420000 sec): 2 clusters Score: Raw -6770.393443 + Penalty 213.036971 = -6557.356472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19076.630000 sec): 3 clusters Score: Raw -6781.229917 + Penalty 426.073942 = -6355.155975 nChanged 14 SP:Iteration 1F (19076.810000 sec): 3 clusters Score: Raw -6810.383693 + Penalty 426.073942 = -6384.309751 nChanged 1 SP:Iteration 2Q (19076.960000 sec): 3 clusters Score: Raw -6813.831232 + Penalty 426.073942 = -6387.757290 nChanged 2 SP:Iteration 3Q (19077.160000 sec): 3 clusters Score: Raw -6817.342925 + Penalty 426.073942 = -6391.268984 nChanged 0 SP:Iteration 4F (19077.380000 sec): 3 clusters Score: Raw -6817.342925 + Penalty 426.073942 = -6391.268984 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19077.470000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19077.610000 sec): 3 clusters Score: Raw -2055.844827 + Penalty 355.994093 = -1699.850733 nChanged 6 SP:Iteration 1F (19077.870000 sec): 3 clusters Score: Raw -2082.032905 + Penalty 355.994093 = -1726.038812 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19077.940000 sec): 2 clusters Score: Raw -2154.577506 + Penalty 163.050112 = -1991.527394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19078.080000 sec): 3 clusters Score: Raw -2268.353608 + Penalty 326.100223 = -1942.253385 nChanged 3 SP:Iteration 1F (19078.250000 sec): 3 clusters Score: Raw -2285.794978 + Penalty 326.100223 = -1959.694754 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19078.400000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19078.540000 sec): 3 clusters Score: Raw -11669.307864 + Penalty 479.842960 = -11189.464905 nChanged 57 SP:Iteration 1F (19078.740000 sec): 3 clusters Score: Raw -11735.786554 + Penalty 479.842960 = -11255.943594 nChanged 13 SP:Iteration 2F (19078.890000 sec): 3 clusters Score: Raw -11754.535133 + Penalty 479.842960 = -11274.692173 nChanged 8 SP:Iteration 3Q (19079.130000 sec): 3 clusters Score: Raw -11764.657102 + Penalty 479.842960 = -11284.814142 nChanged 3 SP:Iteration 4Q (19079.330000 sec): 3 clusters Score: Raw -11767.679850 + Penalty 479.842960 = -11287.836891 nChanged 2 SP:Iteration 5Q (19079.490000 sec): 3 clusters Score: Raw -11769.883938 + Penalty 479.842960 = -11290.040978 nChanged 2 SP:Iteration 6Q (19079.730000 sec): 3 clusters Score: Raw -11770.475164 + Penalty 479.842960 = -11290.632204 nChanged 0 SP:Iteration 7F (19079.950000 sec): 3 clusters Score: Raw -11770.475164 + Penalty 479.842960 = -11290.632204 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19080.090000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19080.270000 sec): 3 clusters Score: Raw -34697.582809 + Penalty 581.968805 = -34115.614004 nChanged 223 SP:Iteration 1F (19080.510000 sec): 3 clusters Score: Raw -34950.357630 + Penalty 581.968805 = -34368.388824 nChanged 73 SP:Iteration 2F (19080.690000 sec): 3 clusters Score: Raw -35030.086081 + Penalty 581.968805 = -34448.117276 nChanged 32 SP:Iteration 3F (19080.910000 sec): 3 clusters Score: Raw -35056.282405 + Penalty 581.968805 = -34474.313600 nChanged 18 SP:Iteration 4Q (19081.060000 sec): 3 clusters Score: Raw -35065.886541 + Penalty 581.968805 = -34483.917736 nChanged 13 SP:Iteration 5Q (19081.230000 sec): 3 clusters Score: Raw -35078.146420 + Penalty 581.968805 = -34496.177615 nChanged 8 SP:Iteration 6Q (19081.410000 sec): 3 clusters Score: Raw -35085.085277 + Penalty 581.968805 = -34503.116472 nChanged 3 SP:Iteration 7Q (19081.590000 sec): 3 clusters Score: Raw -35086.617634 + Penalty 581.968805 = -34504.648829 nChanged 2 SP:Iteration 8Q (19081.760000 sec): 3 clusters Score: Raw -35088.475489 + Penalty 581.968805 = -34506.506684 nChanged 4 SP:Iteration 9Q (19081.910000 sec): 3 clusters Score: Raw -35092.883852 + Penalty 581.968805 = -34510.915047 nChanged 3 SP:Iteration 10Q (19082.100000 sec): 3 clusters Score: Raw -35094.194249 + Penalty 581.968805 = -34512.225444 nChanged 0 SP:Iteration 11F (19082.240000 sec): 3 clusters Score: Raw -35094.194249 + Penalty 581.968805 = -34512.225444 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19082.350000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19082.530000 sec): 3 clusters Score: Raw -8712.268532 + Penalty 449.689460 = -8262.579071 nChanged 29 SP:Iteration 1F (19082.710000 sec): 3 clusters Score: Raw -8756.241665 + Penalty 449.689460 = -8306.552205 nChanged 10 SP:Iteration 2F (19082.870000 sec): 3 clusters Score: Raw -8774.658293 + Penalty 449.689460 = -8324.968832 nChanged 4 SP:Iteration 3Q (19083.010000 sec): 3 clusters Score: Raw -8781.314617 + Penalty 449.689460 = -8331.625156 nChanged 1 SP:Iteration 4Q (19083.150000 sec): 3 clusters Score: Raw -8782.959332 + Penalty 449.689460 = -8333.269872 nChanged 0 SP:Iteration 5F (19083.330000 sec): 3 clusters Score: Raw -8782.959332 + Penalty 449.689460 = -8333.269872 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19083.390000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19083.590000 sec): 3 clusters Score: Raw -33876.211641 + Penalty 577.612418 = -33298.599223 nChanged 206 SP:Iteration 1F (19083.700000 sec): 3 clusters Score: Raw -34027.426029 + Penalty 577.612418 = -33449.813611 nChanged 56 SP:Iteration 2F (19083.880000 sec): 3 clusters Score: Raw -34071.438411 + Penalty 577.612418 = -33493.825993 nChanged 24 SP:Iteration 3Q (19084.040000 sec): 3 clusters Score: Raw -34089.463659 + Penalty 577.612418 = -33511.851241 nChanged 20 SP:Iteration 4Q (19084.210000 sec): 3 clusters Score: Raw -34102.335879 + Penalty 577.612418 = -33524.723461 nChanged 16 SP:Iteration 5Q (19084.350000 sec): 3 clusters Score: Raw -34112.017463 + Penalty 577.612418 = -33534.405045 nChanged 10 SP:Iteration 6Q (19084.530000 sec): 3 clusters Score: Raw -34121.750117 + Penalty 577.612418 = -33544.137699 nChanged 9 SP:Iteration 7Q (19084.740000 sec): 3 clusters Score: Raw -34133.701147 + Penalty 577.612418 = -33556.088729 nChanged 9 SP:Iteration 8Q (19084.850000 sec): 3 clusters Score: Raw -34142.074333 + Penalty 577.612418 = -33564.461915 nChanged 8 SP:Iteration 9Q (19085.040000 sec): 3 clusters Score: Raw -34150.289539 + Penalty 577.612418 = -33572.677121 nChanged 8 SP:Iteration 10Q (19085.300000 sec): 3 clusters Score: Raw -34161.224839 + Penalty 577.612418 = -33583.612421 nChanged 12 SP:Iteration 11Q (19085.450000 sec): 3 clusters Score: Raw -34181.683267 + Penalty 577.612418 = -33604.070848 nChanged 11 SP:Iteration 12Q (19085.680000 sec): 3 clusters Score: Raw -34194.407534 + Penalty 577.612418 = -33616.795116 nChanged 4 SP:Iteration 13Q (19085.850000 sec): 3 clusters Score: Raw -34195.983103 + Penalty 577.612418 = -33618.370685 nChanged 0 SP:Iteration 14F (19086.050000 sec): 3 clusters Score: Raw -34195.983103 + Penalty 577.612418 = -33618.370685 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19086.150000 sec): 2 clusters Score: Raw -57022.516007 + Penalty 316.738970 = -56705.777036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19086.360000 sec): 3 clusters Score: Raw -56503.708832 + Penalty 633.477940 = -55870.230892 nChanged 421 SP:Iteration 1F (19086.550000 sec): 3 clusters Score: Raw -56775.904272 + Penalty 633.477940 = -56142.426332 nChanged 89 SP:Iteration 2F (19086.730000 sec): 3 clusters Score: Raw -56853.138257 + Penalty 633.477940 = -56219.660317 nChanged 69 SP:Iteration 3F (19086.950000 sec): 3 clusters Score: Raw -56917.560294 + Penalty 633.477940 = -56284.082354 nChanged 64 SP:Iteration 4F (19087.090000 sec): 3 clusters Score: Raw -56976.270616 + Penalty 633.477940 = -56342.792676 nChanged 47 SP:Iteration 5Q (19087.290000 sec): 3 clusters Score: Raw -57007.475129 + Penalty 633.477940 = -56373.997189 nChanged 31 SP:Iteration 6Q (19087.500000 sec): 3 clusters Score: Raw -57020.474147 + Penalty 633.477940 = -56386.996207 nChanged 21 SP:Iteration 7Q (19087.690000 sec): 3 clusters Score: Raw -57028.089003 + Penalty 633.477940 = -56394.611063 nChanged 15 SP:Iteration 8Q (19087.900000 sec): 3 clusters Score: Raw -57037.892368 + Penalty 633.477940 = -56404.414428 nChanged 17 SP:Iteration 9Q (19088.060000 sec): 3 clusters Score: Raw -57055.120095 + Penalty 633.477940 = -56421.642155 nChanged 22 SP:Iteration 10Q (19088.230000 sec): 3 clusters Score: Raw -57067.204634 + Penalty 633.477940 = -56433.726694 nChanged 11 SP:Iteration 11Q (19088.380000 sec): 3 clusters Score: Raw -57070.834768 + Penalty 633.477940 = -56437.356828 nChanged 10 SP:Iteration 12Q (19088.580000 sec): 3 clusters Score: Raw -57073.946371 + Penalty 633.477940 = -56440.468430 nChanged 11 SP:Iteration 13Q (19088.850000 sec): 3 clusters Score: Raw -57076.504045 + Penalty 633.477940 = -56443.026104 nChanged 11 SP:Iteration 14Q (19089.040000 sec): 3 clusters Score: Raw -57084.789219 + Penalty 633.477940 = -56451.311279 nChanged 13 SP:Iteration 15Q (19089.290000 sec): 3 clusters Score: Raw -57093.233985 + Penalty 633.477940 = -56459.756044 nChanged 11 SP:Iteration 16Q (19089.490000 sec): 3 clusters Score: Raw -57100.141668 + Penalty 633.477940 = -56466.663728 nChanged 7 SP:Iteration 17Q (19089.640000 sec): 3 clusters Score: Raw -57102.336475 + Penalty 633.477940 = -56468.858535 nChanged 5 SP:Iteration 18Q (19089.800000 sec): 3 clusters Score: Raw -57104.174177 + Penalty 633.477940 = -56470.696237 nChanged 3 SP:Iteration 19Q (19089.940000 sec): 3 clusters Score: Raw -57104.958301 + Penalty 633.477940 = -56471.480361 nChanged 2 SP:Iteration 20F (19090.090000 sec): 3 clusters Score: Raw -57105.421873 + Penalty 633.477940 = -56471.943933 nChanged 3 SP:Iteration 21Q (19090.280000 sec): 3 clusters Score: Raw -57106.191936 + Penalty 633.477940 = -56472.713996 nChanged 2 SP:Iteration 22Q (19090.450000 sec): 3 clusters Score: Raw -57106.468572 + Penalty 633.477940 = -56472.990632 nChanged 0 SP:Iteration 23F (19090.560000 sec): 3 clusters Score: Raw -57106.468572 + Penalty 633.477940 = -56472.990632 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19090.690000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19090.830000 sec): 3 clusters Score: Raw -203537.758338 + Penalty 735.442363 = -202802.315975 nChanged 1426 SP:Iteration 1F (19091.010000 sec): 3 clusters Score: Raw -204353.499017 + Penalty 735.442363 = -203618.056654 nChanged 225 SP:Iteration 2F (19091.210000 sec): 3 clusters Score: Raw -204451.858632 + Penalty 735.442363 = -203716.416270 nChanged 178 SP:Iteration 3F (19091.380000 sec): 3 clusters Score: Raw -204539.165355 + Penalty 735.442363 = -203803.722993 nChanged 161 SP:Iteration 4Q (19091.570000 sec): 3 clusters Score: Raw -204614.575013 + Penalty 735.442363 = -203879.132650 nChanged 148 SP:Iteration 5Q (19091.770000 sec): 3 clusters Score: Raw -204695.353259 + Penalty 735.442363 = -203959.910897 nChanged 122 SP:Iteration 6Q (19091.970000 sec): 3 clusters Score: Raw -204786.535251 + Penalty 735.442363 = -204051.092889 nChanged 115 SP:Iteration 7Q (19092.200000 sec): 3 clusters Score: Raw -204885.973443 + Penalty 735.442363 = -204150.531081 nChanged 127 SP:Iteration 8Q (19092.350000 sec): 3 clusters Score: Raw -204997.205654 + Penalty 735.442363 = -204261.763291 nChanged 105 SP:Iteration 9Q (19092.590000 sec): 3 clusters Score: Raw -205087.900630 + Penalty 735.442363 = -204352.458267 nChanged 89 SP:Iteration 10Q (19092.830000 sec): 3 clusters Score: Raw -205148.506557 + Penalty 735.442363 = -204413.064194 nChanged 63 SP:Iteration 11Q (19093.020000 sec): 3 clusters Score: Raw -205177.831864 + Penalty 735.442363 = -204442.389501 nChanged 58 SP:Iteration 12Q (19093.160000 sec): 3 clusters Score: Raw -205200.929084 + Penalty 735.442363 = -204465.486721 nChanged 34 SP:Iteration 13Q (19093.370000 sec): 3 clusters Score: Raw -205210.487920 + Penalty 735.442363 = -204475.045557 nChanged 26 SP:Iteration 14Q (19093.540000 sec): 3 clusters Score: Raw -205218.130812 + Penalty 735.442363 = -204482.688449 nChanged 27 SP:Iteration 15Q (19093.700000 sec): 3 clusters Score: Raw -205224.808358 + Penalty 735.442363 = -204489.365995 nChanged 22 SP:Iteration 16Q (19093.940000 sec): 3 clusters Score: Raw -205232.097723 + Penalty 735.442363 = -204496.655360 nChanged 24 SP:Iteration 17Q (19094.130000 sec): 3 clusters Score: Raw -205238.798717 + Penalty 735.442363 = -204503.356354 nChanged 20 SP:Iteration 18Q (19094.320000 sec): 3 clusters Score: Raw -205250.208904 + Penalty 735.442363 = -204514.766541 nChanged 18 SP:Iteration 19Q (19094.570000 sec): 3 clusters Score: Raw -205259.269350 + Penalty 735.442363 = -204523.826987 nChanged 24 SP:Iteration 20F (19094.750000 sec): 3 clusters Score: Raw -205263.956548 + Penalty 735.442363 = -204528.514185 nChanged 12 SP:Iteration 21Q (19094.930000 sec): 3 clusters Score: Raw -205266.528355 + Penalty 735.442363 = -204531.085992 nChanged 13 SP:Iteration 22Q (19095.090000 sec): 3 clusters Score: Raw -205269.885519 + Penalty 735.442363 = -204534.443156 nChanged 8 SP:Iteration 23Q (19095.300000 sec): 3 clusters Score: Raw -205271.085468 + Penalty 735.442363 = -204535.643105 nChanged 9 SP:Iteration 24Q (19095.440000 sec): 3 clusters Score: Raw -205272.519443 + Penalty 735.442363 = -204537.077080 nChanged 6 SP:Iteration 25Q (19095.640000 sec): 3 clusters Score: Raw -205273.382483 + Penalty 735.442363 = -204537.940121 nChanged 3 SP:Iteration 26Q (19095.870000 sec): 3 clusters Score: Raw -205274.107853 + Penalty 735.442363 = -204538.665491 nChanged 4 SP:Iteration 27Q (19096.050000 sec): 3 clusters Score: Raw -205274.927049 + Penalty 735.442363 = -204539.484686 nChanged 5 SP:Iteration 28Q (19096.210000 sec): 3 clusters Score: Raw -205275.804494 + Penalty 735.442363 = -204540.362131 nChanged 5 SP:Iteration 29Q (19096.390000 sec): 3 clusters Score: Raw -205276.965614 + Penalty 735.442363 = -204541.523251 nChanged 5 SP:Iteration 30Q (19096.570000 sec): 3 clusters Score: Raw -205278.079036 + Penalty 735.442363 = -204542.636673 nChanged 7 SP:Iteration 31Q (19096.750000 sec): 3 clusters Score: Raw -205279.226063 + Penalty 735.442363 = -204543.783700 nChanged 7 SP:Iteration 32Q (19096.990000 sec): 3 clusters Score: Raw -205280.062507 + Penalty 735.442363 = -204544.620144 nChanged 5 SP:Iteration 33Q (19097.190000 sec): 3 clusters Score: Raw -205281.008774 + Penalty 735.442363 = -204545.566411 nChanged 7 SP:Iteration 34Q (19097.420000 sec): 3 clusters Score: Raw -205281.693687 + Penalty 735.442363 = -204546.251324 nChanged 4 SP:Iteration 35Q (19097.540000 sec): 3 clusters Score: Raw -205282.563332 + Penalty 735.442363 = -204547.120970 nChanged 6 SP:Iteration 36Q (19097.790000 sec): 3 clusters Score: Raw -205283.927124 + Penalty 735.442363 = -204548.484761 nChanged 8 SP:Iteration 37Q (19098.030000 sec): 3 clusters Score: Raw -205286.374464 + Penalty 735.442363 = -204550.932101 nChanged 9 SP:Iteration 38Q (19098.180000 sec): 3 clusters Score: Raw -205288.005983 + Penalty 735.442363 = -204552.563620 nChanged 10 SP:Iteration 39Q (19098.330000 sec): 3 clusters Score: Raw -205289.676598 + Penalty 735.442363 = -204554.234235 nChanged 10 SP:Iteration 40F (19098.520000 sec): 3 clusters Score: Raw -205291.458531 + Penalty 735.442363 = -204556.016169 nChanged 9 SP:Iteration 41Q (19098.710000 sec): 3 clusters Score: Raw -205293.463784 + Penalty 735.442363 = -204558.021421 nChanged 8 SP:Iteration 42Q (19098.950000 sec): 3 clusters Score: Raw -205294.892449 + Penalty 735.442363 = -204559.450087 nChanged 9 SP:Iteration 43Q (19099.170000 sec): 3 clusters Score: Raw -205297.256766 + Penalty 735.442363 = -204561.814403 nChanged 12 SP:Iteration 44Q (19099.380000 sec): 3 clusters Score: Raw -205299.355379 + Penalty 735.442363 = -204563.913016 nChanged 11 SP:Iteration 45Q (19099.580000 sec): 3 clusters Score: Raw -205301.371941 + Penalty 735.442363 = -204565.929578 nChanged 13 SP:Iteration 46Q (19099.740000 sec): 3 clusters Score: Raw -205303.943233 + Penalty 735.442363 = -204568.500871 nChanged 12 SP:Iteration 47Q (19099.860000 sec): 3 clusters Score: Raw -205306.169031 + Penalty 735.442363 = -204570.726668 nChanged 7 SP:Iteration 48Q (19100.020000 sec): 3 clusters Score: Raw -205307.395324 + Penalty 735.442363 = -204571.952961 nChanged 7 SP:Iteration 49Q (19100.220000 sec): 3 clusters Score: Raw -205308.916772 + Penalty 735.442363 = -204573.474410 nChanged 9 SP:Iteration 50Q (19100.390000 sec): 3 clusters Score: Raw -205311.210615 + Penalty 735.442363 = -204575.768252 nChanged 9 SP:Iteration 51Q (19100.600000 sec): 3 clusters Score: Raw -205312.931235 + Penalty 735.442363 = -204577.488872 nChanged 8 SP:Iteration 52Q (19100.790000 sec): 3 clusters Score: Raw -205315.040435 + Penalty 735.442363 = -204579.598072 nChanged 9 SP:Iteration 53Q (19100.970000 sec): 3 clusters Score: Raw -205316.318959 + Penalty 735.442363 = -204580.876596 nChanged 7 SP:Iteration 54Q (19101.200000 sec): 3 clusters Score: Raw -205317.320361 + Penalty 735.442363 = -204581.877998 nChanged 10 SP:Iteration 55Q (19101.360000 sec): 3 clusters Score: Raw -205318.516723 + Penalty 735.442363 = -204583.074360 nChanged 4 SP:Iteration 56Q (19101.530000 sec): 3 clusters Score: Raw -205319.191169 + Penalty 735.442363 = -204583.748807 nChanged 4 SP:Iteration 57Q (19101.760000 sec): 3 clusters Score: Raw -205319.628916 + Penalty 735.442363 = -204584.186553 nChanged 2 SP:Iteration 58Q (19101.890000 sec): 3 clusters Score: Raw -205319.908165 + Penalty 735.442363 = -204584.465803 nChanged 8 SP:Iteration 59Q (19102.110000 sec): 3 clusters Score: Raw -205321.302024 + Penalty 735.442363 = -204585.859662 nChanged 5 SP:Iteration 60F (19102.310000 sec): 3 clusters Score: Raw -205322.112713 + Penalty 735.442363 = -204586.670350 nChanged 3 SP:Iteration 61Q (19102.470000 sec): 3 clusters Score: Raw -205322.386883 + Penalty 735.442363 = -204586.944520 nChanged 3 SP:Iteration 62Q (19102.580000 sec): 3 clusters Score: Raw -205322.608003 + Penalty 735.442363 = -204587.165640 nChanged 4 SP:Iteration 63Q (19102.740000 sec): 3 clusters Score: Raw -205323.028884 + Penalty 735.442363 = -204587.586521 nChanged 1 SP:Iteration 64Q (19102.890000 sec): 3 clusters Score: Raw -205323.194876 + Penalty 735.442363 = -204587.752514 nChanged 0 SP:Iteration 65F (19103.070000 sec): 3 clusters Score: Raw -205323.194876 + Penalty 735.442363 = -204587.752514 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19103.150000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19103.310000 sec): 3 clusters Score: Raw -8532.471531 + Penalty 452.253010 = -8080.218521 nChanged 40 SP:Iteration 1F (19103.480000 sec): 3 clusters Score: Raw -8580.141143 + Penalty 452.253010 = -8127.888133 nChanged 12 SP:Iteration 2F (19103.680000 sec): 3 clusters Score: Raw -8589.313211 + Penalty 452.253010 = -8137.060201 nChanged 3 SP:Iteration 3Q (19103.790000 sec): 3 clusters Score: Raw -8592.141893 + Penalty 452.253010 = -8139.888883 nChanged 1 SP:Iteration 4Q (19103.910000 sec): 3 clusters Score: Raw -8594.867737 + Penalty 452.253010 = -8142.614726 nChanged 1 SP:Iteration 5Q (19104.040000 sec): 3 clusters Score: Raw -8595.640492 + Penalty 452.253010 = -8143.387481 nChanged 0 SP:Iteration 6F (19104.170000 sec): 3 clusters Score: Raw -8595.640492 + Penalty 452.253010 = -8143.387481 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19104.230000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19104.360000 sec): 3 clusters Score: Raw -6720.659318 + Penalty 442.945635 = -6277.713683 nChanged 34 SP:Iteration 1F (19104.490000 sec): 3 clusters Score: Raw -6770.454668 + Penalty 442.945635 = -6327.509033 nChanged 8 SP:Iteration 2F (19104.620000 sec): 3 clusters Score: Raw -6786.536112 + Penalty 442.945635 = -6343.590477 nChanged 7 SP:Iteration 3F (19104.750000 sec): 3 clusters Score: Raw -6798.498084 + Penalty 442.945635 = -6355.552449 nChanged 3 SP:Iteration 4Q (19104.870000 sec): 3 clusters Score: Raw -6802.233063 + Penalty 442.945635 = -6359.287428 nChanged 1 SP:Iteration 5Q (19105.000000 sec): 3 clusters Score: Raw -6802.966493 + Penalty 442.945635 = -6360.020858 nChanged 2 SP:Iteration 6Q (19105.130000 sec): 3 clusters Score: Raw -6804.115240 + Penalty 442.945635 = -6361.169605 nChanged 0 SP:Iteration 7F (19105.260000 sec): 3 clusters Score: Raw -6804.115240 + Penalty 442.945635 = -6361.169605 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19105.370000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19105.560000 sec): 3 clusters Score: Raw -331737.603987 + Penalty 782.454805 = -330955.149182 nChanged 2495 SP:Iteration 1F (19105.680000 sec): 3 clusters Score: Raw -333057.846124 + Penalty 782.454805 = -332275.391319 nChanged 291 SP:Iteration 2F (19105.800000 sec): 3 clusters Score: Raw -333193.134295 + Penalty 782.454805 = -332410.679490 nChanged 323 SP:Iteration 3F (19105.910000 sec): 3 clusters Score: Raw -333368.174064 + Penalty 782.454805 = -332585.719259 nChanged 360 SP:Iteration 4F (19106.030000 sec): 3 clusters Score: Raw -333605.261114 + Penalty 782.454805 = -332822.806309 nChanged 402 SP:Iteration 5F (19106.140000 sec): 3 clusters Score: Raw -333918.601415 + Penalty 782.454805 = -333136.146611 nChanged 415 SP:Iteration 6F (19106.260000 sec): 3 clusters Score: Raw -334331.305499 + Penalty 782.454805 = -333548.850694 nChanged 343 SP:Iteration 7F (19106.370000 sec): 3 clusters Score: Raw -334707.556420 + Penalty 782.454805 = -333925.101616 nChanged 198 SP:Iteration 8Q (19106.490000 sec): 3 clusters Score: Raw -334909.990259 + Penalty 782.454805 = -334127.535454 nChanged 91 SP:Iteration 9Q (19106.600000 sec): 3 clusters Score: Raw -335002.573240 + Penalty 782.454805 = -334220.118435 nChanged 51 SP:Iteration 10Q (19106.730000 sec): 3 clusters Score: Raw -335048.233983 + Penalty 782.454805 = -334265.779178 nChanged 38 SP:Iteration 11Q (19106.860000 sec): 3 clusters Score: Raw -335077.195299 + Penalty 782.454805 = -334294.740495 nChanged 24 SP:Iteration 12Q (19106.990000 sec): 3 clusters Score: Raw -335091.430409 + Penalty 782.454805 = -334308.975605 nChanged 18 SP:Iteration 13Q (19107.130000 sec): 3 clusters Score: Raw -335102.056264 + Penalty 782.454805 = -334319.601459 nChanged 12 SP:Iteration 14Q (19107.260000 sec): 3 clusters Score: Raw -335109.081523 + Penalty 782.454805 = -334326.626718 nChanged 14 SP:Iteration 15Q (19107.390000 sec): 3 clusters Score: Raw -335115.750206 + Penalty 782.454805 = -334333.295401 nChanged 10 SP:Iteration 16Q (19107.520000 sec): 3 clusters Score: Raw -335122.018837 + Penalty 782.454805 = -334339.564032 nChanged 6 SP:Iteration 17Q (19107.650000 sec): 3 clusters Score: Raw -335125.841680 + Penalty 782.454805 = -334343.386876 nChanged 2 SP:Iteration 18Q (19107.780000 sec): 3 clusters Score: Raw -335126.800914 + Penalty 782.454805 = -334344.346109 nChanged 2 SP:Iteration 19Q (19107.910000 sec): 3 clusters Score: Raw -335127.893410 + Penalty 782.454805 = -334345.438605 nChanged 2 SP:Iteration 20F (19108.040000 sec): 3 clusters Score: Raw -335129.306231 + Penalty 782.454805 = -334346.851426 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19108.100000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19108.230000 sec): 3 clusters Score: Raw -4728.105279 + Penalty 392.891418 = -4335.213860 nChanged 9 SP:Iteration 1F (19108.350000 sec): 3 clusters Score: Raw -4749.367933 + Penalty 392.891418 = -4356.476515 nChanged 2 SP:Iteration 2Q (19108.480000 sec): 3 clusters Score: Raw -4754.604493 + Penalty 392.891418 = -4361.713075 nChanged 1 SP:Iteration 3Q (19108.610000 sec): 3 clusters Score: Raw -4759.145972 + Penalty 392.891418 = -4366.254553 nChanged 0 SP:Iteration 4F (19108.740000 sec): 3 clusters Score: Raw -4759.145972 + Penalty 392.891418 = -4366.254553 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19108.800000 sec): 2 clusters Score: Raw -4418.348402 + Penalty 198.809877 = -4219.538524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19108.930000 sec): 3 clusters Score: Raw -4440.440422 + Penalty 397.619755 = -4042.820667 nChanged 12 SP:Iteration 1F (19109.060000 sec): 3 clusters Score: Raw -4479.841193 + Penalty 397.619755 = -4082.221438 nChanged 5 SP:Iteration 2F (19109.180000 sec): 3 clusters Score: Raw -4494.353331 + Penalty 397.619755 = -4096.733576 nChanged 1 SP:Iteration 3Q (19109.310000 sec): 3 clusters Score: Raw -4497.306858 + Penalty 397.619755 = -4099.687103 nChanged 0 SP:Iteration 4F (19109.440000 sec): 3 clusters Score: Raw -4497.306858 + Penalty 397.619755 = -4099.687103 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19109.500000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19109.630000 sec): 3 clusters Score: Raw -5212.198369 + Penalty 408.465910 = -4803.732459 nChanged 10 SP:Iteration 1F (19109.760000 sec): 3 clusters Score: Raw -5233.333018 + Penalty 408.465910 = -4824.867108 nChanged 2 SP:Iteration 2Q (19109.890000 sec): 3 clusters Score: Raw -5238.441959 + Penalty 408.465910 = -4829.976049 nChanged 0 SP:Iteration 3F (19110.010000 sec): 3 clusters Score: Raw -5238.441959 + Penalty 408.465910 = -4829.976049 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19110.080000 sec): 2 clusters Score: Raw -6960.367510 + Penalty 224.518564 = -6735.848946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19110.210000 sec): 3 clusters Score: Raw -6943.151640 + Penalty 449.037128 = -6494.114512 nChanged 34 SP:Iteration 1F (19110.330000 sec): 3 clusters Score: Raw -6978.687278 + Penalty 449.037128 = -6529.650150 nChanged 6 SP:Iteration 2Q (19110.460000 sec): 3 clusters Score: Raw -6991.357482 + Penalty 449.037128 = -6542.320354 nChanged 2 SP:Iteration 3Q (19110.590000 sec): 3 clusters Score: Raw -6997.279112 + Penalty 449.037128 = -6548.241984 nChanged 5 SP:Iteration 4Q (19110.720000 sec): 3 clusters Score: Raw -7021.574192 + Penalty 449.037128 = -6572.537064 nChanged 7 SP:Iteration 5F (19110.850000 sec): 3 clusters Score: Raw -7046.022621 + Penalty 449.037128 = -6596.985493 nChanged 7 SP:Iteration 6F (19110.970000 sec): 3 clusters Score: Raw -7067.944218 + Penalty 449.037128 = -6618.907090 nChanged 2 SP:Iteration 7Q (19111.100000 sec): 3 clusters Score: Raw -7074.650632 + Penalty 449.037128 = -6625.613505 nChanged 1 SP:Iteration 8Q (19111.230000 sec): 3 clusters Score: Raw -7076.003795 + Penalty 449.037128 = -6626.966667 nChanged 0 SP:Iteration 9F (19111.360000 sec): 3 clusters Score: Raw -7076.003795 + Penalty 449.037128 = -6626.966667 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19111.430000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19111.550000 sec): 3 clusters Score: Raw -3170.741648 + Penalty 391.669923 = -2779.071724 nChanged 6 SP:Iteration 1F (19111.690000 sec): 3 clusters Score: Raw -3200.358758 + Penalty 391.669923 = -2808.688835 nChanged 1 SP:Iteration 2Q (19111.820000 sec): 3 clusters Score: Raw -3203.516639 + Penalty 391.669923 = -2811.846715 nChanged 0 SP:Iteration 3F (19111.950000 sec): 3 clusters Score: Raw -3203.516639 + Penalty 391.669923 = -2811.846715 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19112.020000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19112.150000 sec): 3 clusters Score: Raw -14548.326854 + Penalty 503.178047 = -14045.148807 nChanged 70 SP:Iteration 1F (19112.280000 sec): 3 clusters Score: Raw -14604.459543 + Penalty 503.178047 = -14101.281496 nChanged 14 SP:Iteration 2F (19112.410000 sec): 3 clusters Score: Raw -14613.701702 + Penalty 503.178047 = -14110.523655 nChanged 5 SP:Iteration 3Q (19112.540000 sec): 3 clusters Score: Raw -14620.032250 + Penalty 503.178047 = -14116.854203 nChanged 5 SP:Iteration 4Q (19112.670000 sec): 3 clusters Score: Raw -14633.095529 + Penalty 503.178047 = -14129.917482 nChanged 5 SP:Iteration 5Q (19112.810000 sec): 3 clusters Score: Raw -14643.660123 + Penalty 503.178047 = -14140.482076 nChanged 4 SP:Iteration 6Q (19112.930000 sec): 3 clusters Score: Raw -14663.222370 + Penalty 503.178047 = -14160.044323 nChanged 8 SP:Iteration 7Q (19113.060000 sec): 3 clusters Score: Raw -14674.318085 + Penalty 503.178047 = -14171.140038 nChanged 11 SP:Iteration 8Q (19113.190000 sec): 3 clusters Score: Raw -14691.173073 + Penalty 503.178047 = -14187.995027 nChanged 6 SP:Iteration 9Q (19113.320000 sec): 3 clusters Score: Raw -14697.638884 + Penalty 503.178047 = -14194.460837 nChanged 4 SP:Iteration 10Q (19113.450000 sec): 3 clusters Score: Raw -14701.969151 + Penalty 503.178047 = -14198.791104 nChanged 4 SP:Iteration 11Q (19113.570000 sec): 3 clusters Score: Raw -14706.391959 + Penalty 503.178047 = -14203.213912 nChanged 3 SP:Iteration 12Q (19113.700000 sec): 3 clusters Score: Raw -14714.540278 + Penalty 503.178047 = -14211.362231 nChanged 1 SP:Iteration 13Q (19113.830000 sec): 3 clusters Score: Raw -14716.158577 + Penalty 503.178047 = -14212.980530 nChanged 2 SP:Iteration 14Q (19113.960000 sec): 3 clusters Score: Raw -14716.989873 + Penalty 503.178047 = -14213.811826 nChanged 0 SP:Iteration 15F (19114.090000 sec): 3 clusters Score: Raw -14716.989873 + Penalty 503.178047 = -14213.811826 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19114.150000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19114.280000 sec): 3 clusters Score: Raw -37403.352387 + Penalty 583.026079 = -36820.326308 nChanged 218 SP:Iteration 1F (19114.410000 sec): 3 clusters Score: Raw -37564.190217 + Penalty 583.026079 = -36981.164138 nChanged 55 SP:Iteration 2F (19114.530000 sec): 3 clusters Score: Raw -37629.378134 + Penalty 583.026079 = -37046.352056 nChanged 40 SP:Iteration 3F (19114.660000 sec): 3 clusters Score: Raw -37674.936925 + Penalty 583.026079 = -37091.910847 nChanged 22 SP:Iteration 4Q (19114.790000 sec): 3 clusters Score: Raw -37697.257127 + Penalty 583.026079 = -37114.231048 nChanged 13 SP:Iteration 5Q (19114.920000 sec): 3 clusters Score: Raw -37710.086055 + Penalty 583.026079 = -37127.059976 nChanged 14 SP:Iteration 6Q (19115.120000 sec): 3 clusters Score: Raw -37721.821024 + Penalty 583.026079 = -37138.794945 nChanged 10 SP:Iteration 7Q (19115.270000 sec): 3 clusters Score: Raw -37733.071565 + Penalty 583.026079 = -37150.045487 nChanged 14 SP:Iteration 8Q (19115.430000 sec): 3 clusters Score: Raw -37745.288571 + Penalty 583.026079 = -37162.262492 nChanged 10 SP:Iteration 9Q (19115.650000 sec): 3 clusters Score: Raw -37751.256555 + Penalty 583.026079 = -37168.230476 nChanged 4 SP:Iteration 10Q (19115.790000 sec): 3 clusters Score: Raw -37754.087333 + Penalty 583.026079 = -37171.061254 nChanged 2 SP:Iteration 11Q (19116.000000 sec): 3 clusters Score: Raw -37754.950890 + Penalty 583.026079 = -37171.924811 nChanged 2 SP:Iteration 12Q (19116.140000 sec): 3 clusters Score: Raw -37756.533528 + Penalty 583.026079 = -37173.507449 nChanged 2 SP:Iteration 13Q (19116.290000 sec): 3 clusters Score: Raw -37758.332799 + Penalty 583.026079 = -37175.306720 nChanged 2 SP:Iteration 14Q (19116.430000 sec): 3 clusters Score: Raw -37759.228546 + Penalty 583.026079 = -37176.202467 nChanged 2 SP:Iteration 15Q (19116.650000 sec): 3 clusters Score: Raw -37760.066263 + Penalty 583.026079 = -37177.040185 nChanged 0 SP:Iteration 16F (19116.830000 sec): 3 clusters Score: Raw -37760.066263 + Penalty 583.026079 = -37177.040185 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19116.980000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19117.140000 sec): 3 clusters Score: Raw -388302.025815 + Penalty 801.534384 = -387500.491431 nChanged 3060 SP:Iteration 1F (19117.340000 sec): 3 clusters Score: Raw -390242.934730 + Penalty 801.534384 = -389441.400346 nChanged 517 SP:Iteration 2F (19117.530000 sec): 3 clusters Score: Raw -390562.465978 + Penalty 801.534384 = -389760.931594 nChanged 498 SP:Iteration 3F (19117.730000 sec): 3 clusters Score: Raw -390909.101205 + Penalty 801.534384 = -390107.566821 nChanged 450 SP:Iteration 4F (19117.970000 sec): 3 clusters Score: Raw -391221.479947 + Penalty 801.534384 = -390419.945563 nChanged 352 SP:Iteration 5F (19118.180000 sec): 3 clusters Score: Raw -391483.626648 + Penalty 801.534384 = -390682.092264 nChanged 283 SP:Iteration 6Q (19118.370000 sec): 3 clusters Score: Raw -391676.722285 + Penalty 801.534384 = -390875.187901 nChanged 197 SP:Iteration 7Q (19118.630000 sec): 3 clusters Score: Raw -391805.441929 + Penalty 801.534384 = -391003.907545 nChanged 170 SP:Iteration 8Q (19118.830000 sec): 3 clusters Score: Raw -391936.006616 + Penalty 801.534384 = -391134.472232 nChanged 170 SP:Iteration 9Q (19119.010000 sec): 3 clusters Score: Raw -392071.666058 + Penalty 801.534384 = -391270.131674 nChanged 136 SP:Iteration 10Q (19119.170000 sec): 3 clusters Score: Raw -392188.387230 + Penalty 801.534384 = -391386.852846 nChanged 98 SP:Iteration 11Q (19119.370000 sec): 3 clusters Score: Raw -392280.225299 + Penalty 801.534384 = -391478.690915 nChanged 77 SP:Iteration 12Q (19119.520000 sec): 3 clusters Score: Raw -392347.884828 + Penalty 801.534384 = -391546.350444 nChanged 36 SP:Iteration 13Q (19119.670000 sec): 3 clusters Score: Raw -392391.399200 + Penalty 801.534384 = -391589.864816 nChanged 17 SP:Iteration 14Q (19119.850000 sec): 3 clusters Score: Raw -392416.941841 + Penalty 801.534384 = -391615.407457 nChanged 10 SP:Iteration 15Q (19120.020000 sec): 3 clusters Score: Raw -392424.620463 + Penalty 801.534384 = -391623.086079 nChanged 8 SP:Iteration 16Q (19120.180000 sec): 3 clusters Score: Raw -392432.055482 + Penalty 801.534384 = -391630.521098 nChanged 5 SP:Iteration 17Q (19120.370000 sec): 3 clusters Score: Raw -392438.270255 + Penalty 801.534384 = -391636.735871 nChanged 3 SP:Iteration 18Q (19120.540000 sec): 3 clusters Score: Raw -392442.817007 + Penalty 801.534384 = -391641.282623 nChanged 6 SP:Iteration 19Q (19120.720000 sec): 3 clusters Score: Raw -392447.911861 + Penalty 801.534384 = -391646.377477 nChanged 5 SP:Iteration 20F (19120.870000 sec): 3 clusters Score: Raw -392451.645199 + Penalty 801.534384 = -391650.110815 nChanged 1 SP:Iteration 21Q (19120.980000 sec): 3 clusters Score: Raw -392452.623712 + Penalty 801.534384 = -391651.089328 nChanged 0 SP:Iteration 22F (19121.150000 sec): 3 clusters Score: Raw -392452.623712 + Penalty 801.534384 = -391651.089328 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19121.250000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19121.330000 sec): 2 clusters Score: Raw -1052.562144 + Penalty 142.664987 = -909.897157 nChanged 9 SP:Iteration 1F (19121.420000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19121.530000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19121.690000 sec): 3 clusters Score: Raw -123314.874502 + Penalty 698.136239 = -122616.738264 nChanged 908 SP:Iteration 1F (19121.850000 sec): 3 clusters Score: Raw -123847.945638 + Penalty 698.136239 = -123149.809399 nChanged 212 SP:Iteration 2F (19122.010000 sec): 3 clusters Score: Raw -124017.704160 + Penalty 698.136239 = -123319.567921 nChanged 164 SP:Iteration 3F (19122.230000 sec): 3 clusters Score: Raw -124141.376112 + Penalty 698.136239 = -123443.239873 nChanged 139 SP:Iteration 4F (19122.330000 sec): 3 clusters Score: Raw -124251.372851 + Penalty 698.136239 = -123553.236612 nChanged 111 SP:Iteration 5F (19122.510000 sec): 3 clusters Score: Raw -124323.467341 + Penalty 698.136239 = -123625.331103 nChanged 97 SP:Iteration 6Q (19122.700000 sec): 3 clusters Score: Raw -124385.440952 + Penalty 698.136239 = -123687.304713 nChanged 72 SP:Iteration 7Q (19122.860000 sec): 3 clusters Score: Raw -124432.807913 + Penalty 698.136239 = -123734.671674 nChanged 56 SP:Iteration 8Q (19123.010000 sec): 3 clusters Score: Raw -124466.804913 + Penalty 698.136239 = -123768.668675 nChanged 46 SP:Iteration 9Q (19123.230000 sec): 3 clusters Score: Raw -124495.477667 + Penalty 698.136239 = -123797.341428 nChanged 34 SP:Iteration 10Q (19123.430000 sec): 3 clusters Score: Raw -124514.338055 + Penalty 698.136239 = -123816.201817 nChanged 35 SP:Iteration 11Q (19123.580000 sec): 3 clusters Score: Raw -124537.535949 + Penalty 698.136239 = -123839.399710 nChanged 39 SP:Iteration 12Q (19123.750000 sec): 3 clusters Score: Raw -124565.227241 + Penalty 698.136239 = -123867.091003 nChanged 27 SP:Iteration 13Q (19123.910000 sec): 3 clusters Score: Raw -124578.653378 + Penalty 698.136239 = -123880.517140 nChanged 16 SP:Iteration 14Q (19124.060000 sec): 3 clusters Score: Raw -124587.328244 + Penalty 698.136239 = -123889.192005 nChanged 13 SP:Iteration 15Q (19124.170000 sec): 3 clusters Score: Raw -124593.816592 + Penalty 698.136239 = -123895.680354 nChanged 11 SP:Iteration 16Q (19124.330000 sec): 3 clusters Score: Raw -124598.838314 + Penalty 698.136239 = -123900.702075 nChanged 7 SP:Iteration 17Q (19124.510000 sec): 3 clusters Score: Raw -124602.946254 + Penalty 698.136239 = -123904.810016 nChanged 3 SP:Iteration 18Q (19124.690000 sec): 3 clusters Score: Raw -124604.550309 + Penalty 698.136239 = -123906.414070 nChanged 2 SP:Iteration 19Q (19124.870000 sec): 3 clusters Score: Raw -124605.222373 + Penalty 698.136239 = -123907.086134 nChanged 1 SP:Iteration 20F (19125.010000 sec): 3 clusters Score: Raw -124605.331073 + Penalty 698.136239 = -123907.194835 nChanged 1 SP:Iteration 21Q (19125.190000 sec): 3 clusters Score: Raw -124605.678123 + Penalty 698.136239 = -123907.541885 nChanged 0 SP:Iteration 22F (19125.330000 sec): 3 clusters Score: Raw -124605.678123 + Penalty 698.136239 = -123907.541885 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19125.400000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19125.580000 sec): 3 clusters Score: Raw -7573.949691 + Penalty 461.270282 = -7112.679408 nChanged 46 SP:Iteration 1F (19125.730000 sec): 3 clusters Score: Raw -7681.306180 + Penalty 461.270282 = -7220.035897 nChanged 13 SP:Iteration 2F (19125.880000 sec): 3 clusters Score: Raw -7698.783161 + Penalty 461.270282 = -7237.512879 nChanged 7 SP:Iteration 3Q (19126.010000 sec): 3 clusters Score: Raw -7718.902980 + Penalty 461.270282 = -7257.632698 nChanged 9 SP:Iteration 4F (19126.110000 sec): 3 clusters Score: Raw -7741.056666 + Penalty 461.270282 = -7279.786383 nChanged 3 SP:Iteration 5Q (19126.250000 sec): 3 clusters Score: Raw -7745.415054 + Penalty 461.270282 = -7284.144771 nChanged 1 SP:Iteration 6Q (19126.450000 sec): 3 clusters Score: Raw -7746.160495 + Penalty 461.270282 = -7284.890213 nChanged 0 SP:Iteration 7F (19126.600000 sec): 3 clusters Score: Raw -7746.160495 + Penalty 461.270282 = -7284.890213 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19126.660000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19126.820000 sec): 3 clusters Score: Raw -13969.625715 + Penalty 493.670452 = -13475.955263 nChanged 61 SP:Iteration 1F (19126.930000 sec): 3 clusters Score: Raw -14026.591266 + Penalty 493.670452 = -13532.920814 nChanged 15 SP:Iteration 2F (19127.080000 sec): 3 clusters Score: Raw -14042.339312 + Penalty 493.670452 = -13548.668860 nChanged 6 SP:Iteration 3Q (19127.240000 sec): 3 clusters Score: Raw -14051.092941 + Penalty 493.670452 = -13557.422489 nChanged 6 SP:Iteration 4Q (19127.410000 sec): 3 clusters Score: Raw -14057.480462 + Penalty 493.670452 = -13563.810010 nChanged 2 SP:Iteration 5Q (19127.580000 sec): 3 clusters Score: Raw -14059.456571 + Penalty 493.670452 = -13565.786120 nChanged 1 SP:Iteration 6Q (19127.750000 sec): 3 clusters Score: Raw -14061.571794 + Penalty 493.670452 = -13567.901342 nChanged 0 SP:Iteration 7F (19127.910000 sec): 3 clusters Score: Raw -14061.571794 + Penalty 493.670452 = -13567.901342 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19128.020000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19128.180000 sec): 3 clusters Score: Raw -8032.864509 + Penalty 447.718264 = -7585.146245 nChanged 41 SP:Iteration 1F (19128.390000 sec): 3 clusters Score: Raw -8092.078439 + Penalty 447.718264 = -7644.360174 nChanged 6 SP:Iteration 2Q (19128.560000 sec): 3 clusters Score: Raw -8108.775630 + Penalty 447.718264 = -7661.057366 nChanged 2 SP:Iteration 3Q (19128.770000 sec): 3 clusters Score: Raw -8112.017934 + Penalty 447.718264 = -7664.299669 nChanged 0 SP:Iteration 4F (19128.940000 sec): 3 clusters Score: Raw -8112.017934 + Penalty 447.718264 = -7664.299669 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19129.030000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19129.260000 sec): 3 clusters Score: Raw -5314.535986 + Penalty 414.402797 = -4900.133189 nChanged 12 SP:Iteration 1F (19129.420000 sec): 3 clusters Score: Raw -5336.703018 + Penalty 414.402797 = -4922.300221 nChanged 4 SP:Iteration 2Q (19129.610000 sec): 3 clusters Score: Raw -5353.960556 + Penalty 414.402797 = -4939.557759 nChanged 1 SP:Iteration 3Q (19129.810000 sec): 3 clusters Score: Raw -5355.497259 + Penalty 414.402797 = -4941.094462 nChanged 0 SP:Iteration 4F (19129.950000 sec): 3 clusters Score: Raw -5355.497259 + Penalty 414.402797 = -4941.094462 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19130.040000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19130.210000 sec): 3 clusters Score: Raw -3390.904223 + Penalty 378.458361 = -3012.445862 nChanged 12 SP:Iteration 1F (19130.420000 sec): 3 clusters Score: Raw -3415.436883 + Penalty 378.458361 = -3036.978522 nChanged 1 SP:Iteration 2Q (19130.630000 sec): 3 clusters Score: Raw -3416.940114 + Penalty 378.458361 = -3038.481754 nChanged 0 SP:Iteration 3F (19130.830000 sec): 3 clusters Score: Raw -3416.940114 + Penalty 378.458361 = -3038.481754 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19130.990000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19131.100000 sec): 3 clusters Score: Raw -10600.106138 + Penalty 477.479191 = -10122.626947 nChanged 65 SP:Iteration 1F (19131.290000 sec): 3 clusters Score: Raw -10736.486152 + Penalty 477.479191 = -10259.006961 nChanged 17 SP:Iteration 2F (19131.440000 sec): 3 clusters Score: Raw -10775.016794 + Penalty 477.479191 = -10297.537603 nChanged 9 SP:Iteration 3Q (19131.650000 sec): 3 clusters Score: Raw -10793.579318 + Penalty 477.479191 = -10316.100128 nChanged 2 SP:Iteration 4Q (19131.820000 sec): 3 clusters Score: Raw -10796.396878 + Penalty 477.479191 = -10318.917688 nChanged 2 SP:Iteration 5Q (19132.030000 sec): 3 clusters Score: Raw -10798.949725 + Penalty 477.479191 = -10321.470534 nChanged 3 SP:Iteration 6Q (19132.240000 sec): 3 clusters Score: Raw -10805.463522 + Penalty 477.479191 = -10327.984331 nChanged 2 SP:Iteration 7Q (19132.450000 sec): 3 clusters Score: Raw -10809.522514 + Penalty 477.479191 = -10332.043323 nChanged 0 SP:Iteration 8F (19132.650000 sec): 3 clusters Score: Raw -10809.522514 + Penalty 477.479191 = -10332.043323 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19132.720000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19132.930000 sec): 3 clusters Score: Raw -20093.807424 + Penalty 521.439080 = -19572.368343 nChanged 98 SP:Iteration 1F (19133.180000 sec): 3 clusters Score: Raw -20203.799655 + Penalty 521.439080 = -19682.360575 nChanged 35 SP:Iteration 2F (19133.350000 sec): 3 clusters Score: Raw -20243.490920 + Penalty 521.439080 = -19722.051840 nChanged 17 SP:Iteration 3F (19133.530000 sec): 3 clusters Score: Raw -20263.678338 + Penalty 521.439080 = -19742.239257 nChanged 7 SP:Iteration 4Q (19133.690000 sec): 3 clusters Score: Raw -20274.913983 + Penalty 521.439080 = -19753.474902 nChanged 7 SP:Iteration 5Q (19133.890000 sec): 3 clusters Score: Raw -20282.790387 + Penalty 521.439080 = -19761.351307 nChanged 0 SP:Iteration 6F (19134.080000 sec): 3 clusters Score: Raw -20282.790387 + Penalty 521.439080 = -19761.351307 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19134.150000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19134.310000 sec): 3 clusters Score: Raw -18519.185878 + Penalty 518.740365 = -18000.445513 nChanged 92 SP:Iteration 1F (19134.450000 sec): 3 clusters Score: Raw -18591.905871 + Penalty 518.740365 = -18073.165506 nChanged 20 SP:Iteration 2F (19134.650000 sec): 3 clusters Score: Raw -18611.928607 + Penalty 518.740365 = -18093.188242 nChanged 11 SP:Iteration 3Q (19134.800000 sec): 3 clusters Score: Raw -18623.888672 + Penalty 518.740365 = -18105.148307 nChanged 5 SP:Iteration 4Q (19134.980000 sec): 3 clusters Score: Raw -18628.195326 + Penalty 518.740365 = -18109.454960 nChanged 7 SP:Iteration 5Q (19135.150000 sec): 3 clusters Score: Raw -18634.663286 + Penalty 518.740365 = -18115.922921 nChanged 4 SP:Iteration 6Q (19135.340000 sec): 3 clusters Score: Raw -18639.139505 + Penalty 518.740365 = -18120.399140 nChanged 2 SP:Iteration 7Q (19135.500000 sec): 3 clusters Score: Raw -18641.113470 + Penalty 518.740365 = -18122.373105 nChanged 1 SP:Iteration 8Q (19135.670000 sec): 3 clusters Score: Raw -18641.967844 + Penalty 518.740365 = -18123.227479 nChanged 0 SP:Iteration 9F (19135.870000 sec): 3 clusters Score: Raw -18641.967844 + Penalty 518.740365 = -18123.227479 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19135.990000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19136.120000 sec): 3 clusters Score: Raw -6192.605274 + Penalty 426.912657 = -5765.692617 nChanged 16 SP:Iteration 1F (19136.290000 sec): 3 clusters Score: Raw -6238.246780 + Penalty 426.912657 = -5811.334122 nChanged 11 SP:Iteration 2F (19136.480000 sec): 3 clusters Score: Raw -6267.568199 + Penalty 426.912657 = -5840.655542 nChanged 5 SP:Iteration 3Q (19136.700000 sec): 3 clusters Score: Raw -6316.134978 + Penalty 426.912657 = -5889.222320 nChanged 2 SP:Iteration 4Q (19136.870000 sec): 3 clusters Score: Raw -6319.148809 + Penalty 426.912657 = -5892.236151 nChanged 2 SP:Iteration 5Q (19137.050000 sec): 3 clusters Score: Raw -6322.883047 + Penalty 426.912657 = -5895.970390 nChanged 1 SP:Iteration 6Q (19137.230000 sec): 3 clusters Score: Raw -6323.657977 + Penalty 426.912657 = -5896.745320 nChanged 1 SP:Iteration 7Q (19137.430000 sec): 3 clusters Score: Raw -6327.235081 + Penalty 426.912657 = -5900.322424 nChanged 0 SP:Iteration 8F (19137.640000 sec): 3 clusters Score: Raw -6327.235081 + Penalty 426.912657 = -5900.322424 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19137.730000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19137.920000 sec): 3 clusters Score: Raw -8479.366974 + Penalty 448.380085 = -8030.986889 nChanged 28 SP:Iteration 1F (19138.110000 sec): 3 clusters Score: Raw -8507.361101 + Penalty 448.380085 = -8058.981015 nChanged 5 SP:Iteration 2Q (19138.300000 sec): 3 clusters Score: Raw -8513.912665 + Penalty 448.380085 = -8065.532580 nChanged 4 SP:Iteration 3Q (19138.500000 sec): 3 clusters Score: Raw -8522.260023 + Penalty 448.380085 = -8073.879938 nChanged 2 SP:Iteration 4Q (19138.720000 sec): 3 clusters Score: Raw -8526.868917 + Penalty 448.380085 = -8078.488831 nChanged 1 SP:Iteration 5Q (19138.920000 sec): 3 clusters Score: Raw -8529.853848 + Penalty 448.380085 = -8081.473763 nChanged 1 SP:Iteration 6Q (19139.140000 sec): 3 clusters Score: Raw -8530.572687 + Penalty 448.380085 = -8082.192601 nChanged 0 SP:Iteration 7F (19139.370000 sec): 3 clusters Score: Raw -8530.572687 + Penalty 448.380085 = -8082.192601 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19139.470000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19139.650000 sec): 3 clusters Score: Raw -7102.555605 + Penalty 430.192292 = -6672.363314 nChanged 31 SP:Iteration 1F (19139.810000 sec): 3 clusters Score: Raw -7151.122019 + Penalty 430.192292 = -6720.929728 nChanged 2 SP:Iteration 2Q (19140.010000 sec): 3 clusters Score: Raw -7155.816414 + Penalty 430.192292 = -6725.624122 nChanged 3 SP:Iteration 3Q (19140.180000 sec): 3 clusters Score: Raw -7161.640352 + Penalty 430.192292 = -6731.448060 nChanged 1 SP:Iteration 4Q (19140.360000 sec): 3 clusters Score: Raw -7162.935839 + Penalty 430.192292 = -6732.743547 nChanged 0 SP:Iteration 5F (19140.590000 sec): 3 clusters Score: Raw -7162.935839 + Penalty 430.192292 = -6732.743547 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19140.680000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19140.910000 sec): 3 clusters Score: Raw -16033.245087 + Penalty 514.056656 = -15519.188432 nChanged 87 SP:Iteration 1F (19141.080000 sec): 3 clusters Score: Raw -16092.695983 + Penalty 514.056656 = -15578.639327 nChanged 15 SP:Iteration 2F (19141.290000 sec): 3 clusters Score: Raw -16111.086385 + Penalty 514.056656 = -15597.029730 nChanged 15 SP:Iteration 3F (19141.480000 sec): 3 clusters Score: Raw -16129.134759 + Penalty 514.056656 = -15615.078103 nChanged 7 SP:Iteration 4Q (19141.700000 sec): 3 clusters Score: Raw -16132.784374 + Penalty 514.056656 = -15618.727718 nChanged 1 SP:Iteration 5Q (19141.910000 sec): 3 clusters Score: Raw -16133.061601 + Penalty 514.056656 = -15619.004945 nChanged 1 SP:Iteration 6Q (19142.150000 sec): 3 clusters Score: Raw -16133.997476 + Penalty 514.056656 = -15619.940820 nChanged 0 SP:Iteration 7F (19142.310000 sec): 3 clusters Score: Raw -16133.997476 + Penalty 514.056656 = -15619.940820 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19142.410000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19142.570000 sec): 3 clusters Score: Raw -2988.999521 + Penalty 375.569229 = -2613.430292 nChanged 6 SP:Iteration 1F (19142.750000 sec): 3 clusters Score: Raw -3003.171994 + Penalty 375.569229 = -2627.602765 nChanged 1 SP:Iteration 2Q (19142.920000 sec): 3 clusters Score: Raw -3006.707484 + Penalty 375.569229 = -2631.138255 nChanged 0 SP:Iteration 3F (19143.120000 sec): 3 clusters Score: Raw -3006.707484 + Penalty 375.569229 = -2631.138255 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19143.190000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19143.360000 sec): 3 clusters Score: Raw -10166.092137 + Penalty 464.087845 = -9702.004292 nChanged 42 SP:Iteration 1F (19143.560000 sec): 3 clusters Score: Raw -10226.341720 + Penalty 464.087845 = -9762.253875 nChanged 11 SP:Iteration 2F (19143.750000 sec): 3 clusters Score: Raw -10243.189019 + Penalty 464.087845 = -9779.101174 nChanged 5 SP:Iteration 3Q (19143.950000 sec): 3 clusters Score: Raw -10249.235760 + Penalty 464.087845 = -9785.147915 nChanged 1 SP:Iteration 4Q (19144.110000 sec): 3 clusters Score: Raw -10250.313847 + Penalty 464.087845 = -9786.226002 nChanged 1 SP:Iteration 5Q (19144.340000 sec): 3 clusters Score: Raw -10251.776735 + Penalty 464.087845 = -9787.688890 nChanged 0 SP:Iteration 6F (19144.510000 sec): 3 clusters Score: Raw -10251.776735 + Penalty 464.087845 = -9787.688890 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19144.570000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19144.750000 sec): 3 clusters Score: Raw -17362.701868 + Penalty 519.044205 = -16843.657663 nChanged 75 SP:Iteration 1F (19144.910000 sec): 3 clusters Score: Raw -17424.286898 + Penalty 519.044205 = -16905.242693 nChanged 15 SP:Iteration 2Q (19145.060000 sec): 3 clusters Score: Raw -17441.604720 + Penalty 519.044205 = -16922.560514 nChanged 14 SP:Iteration 3Q (19145.270000 sec): 3 clusters Score: Raw -17458.651807 + Penalty 519.044205 = -16939.607602 nChanged 10 SP:Iteration 4Q (19145.490000 sec): 3 clusters Score: Raw -17470.205760 + Penalty 519.044205 = -16951.161555 nChanged 7 SP:Iteration 5Q (19145.610000 sec): 3 clusters Score: Raw -17476.873030 + Penalty 519.044205 = -16957.828825 nChanged 6 SP:Iteration 6Q (19145.800000 sec): 3 clusters Score: Raw -17484.550713 + Penalty 519.044205 = -16965.506507 nChanged 2 SP:Iteration 7Q (19146.010000 sec): 3 clusters Score: Raw -17486.603178 + Penalty 519.044205 = -16967.558973 nChanged 1 SP:Iteration 8Q (19146.200000 sec): 3 clusters Score: Raw -17487.647594 + Penalty 519.044205 = -16968.603388 nChanged 1 SP:Iteration 9Q (19146.390000 sec): 3 clusters Score: Raw -17488.160559 + Penalty 519.044205 = -16969.116354 nChanged 0 SP:Iteration 10F (19146.560000 sec): 3 clusters Score: Raw -17488.160559 + Penalty 519.044205 = -16969.116354 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19146.670000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19146.870000 sec): 3 clusters Score: Raw -23178.503409 + Penalty 532.288555 = -22646.214854 nChanged 107 SP:Iteration 1F (19147.090000 sec): 3 clusters Score: Raw -23261.430714 + Penalty 532.288555 = -22729.142159 nChanged 28 SP:Iteration 2F (19147.310000 sec): 3 clusters Score: Raw -23291.048936 + Penalty 532.288555 = -22758.760381 nChanged 16 SP:Iteration 3Q (19147.510000 sec): 3 clusters Score: Raw -23313.780788 + Penalty 532.288555 = -22781.492233 nChanged 12 SP:Iteration 4Q (19147.720000 sec): 3 clusters Score: Raw -23324.879565 + Penalty 532.288555 = -22792.591010 nChanged 8 SP:Iteration 5Q (19147.880000 sec): 3 clusters Score: Raw -23335.304220 + Penalty 532.288555 = -22803.015665 nChanged 7 SP:Iteration 6Q (19148.020000 sec): 3 clusters Score: Raw -23347.499274 + Penalty 532.288555 = -22815.210719 nChanged 4 SP:Iteration 7Q (19148.170000 sec): 3 clusters Score: Raw -23352.755482 + Penalty 532.288555 = -22820.466927 nChanged 2 SP:Iteration 8Q (19148.360000 sec): 3 clusters Score: Raw -23355.230689 + Penalty 532.288555 = -22822.942134 nChanged 2 SP:Iteration 9Q (19148.530000 sec): 3 clusters Score: Raw -23358.474268 + Penalty 532.288555 = -22826.185713 nChanged 1 SP:Iteration 10Q (19148.720000 sec): 3 clusters Score: Raw -23358.794751 + Penalty 532.288555 = -22826.506196 nChanged 0 SP:Iteration 11F (19148.860000 sec): 3 clusters Score: Raw -23358.794751 + Penalty 532.288555 = -22826.506196 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19148.940000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19149.160000 sec): 3 clusters Score: Raw -9464.340962 + Penalty 461.270282 = -9003.070680 nChanged 39 SP:Iteration 1F (19149.350000 sec): 3 clusters Score: Raw -9533.209238 + Penalty 461.270282 = -9071.938955 nChanged 9 SP:Iteration 2F (19149.580000 sec): 3 clusters Score: Raw -9551.997533 + Penalty 461.270282 = -9090.727251 nChanged 5 SP:Iteration 3Q (19149.800000 sec): 3 clusters Score: Raw -9564.256971 + Penalty 461.270282 = -9102.986689 nChanged 5 SP:Iteration 4Q (19149.940000 sec): 3 clusters Score: Raw -9574.377182 + Penalty 461.270282 = -9113.106900 nChanged 8 SP:Iteration 5F (19150.150000 sec): 3 clusters Score: Raw -9596.471928 + Penalty 461.270282 = -9135.201645 nChanged 4 SP:Iteration 6Q (19150.320000 sec): 3 clusters Score: Raw -9601.842611 + Penalty 461.270282 = -9140.572329 nChanged 0 SP:Iteration 7F (19150.460000 sec): 3 clusters Score: Raw -9601.842611 + Penalty 461.270282 = -9140.572329 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19150.540000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19150.760000 sec): 3 clusters Score: Raw -9766.636768 + Penalty 462.407797 = -9304.228971 nChanged 39 SP:Iteration 1F (19150.950000 sec): 3 clusters Score: Raw -9819.324478 + Penalty 462.407797 = -9356.916680 nChanged 11 SP:Iteration 2F (19151.150000 sec): 3 clusters Score: Raw -9839.915634 + Penalty 462.407797 = -9377.507837 nChanged 7 SP:Iteration 3Q (19151.300000 sec): 3 clusters Score: Raw -9849.729657 + Penalty 462.407797 = -9387.321860 nChanged 1 SP:Iteration 4Q (19151.490000 sec): 3 clusters Score: Raw -9850.498602 + Penalty 462.407797 = -9388.090805 nChanged 0 SP:Iteration 5F (19151.730000 sec): 3 clusters Score: Raw -9850.498602 + Penalty 462.407797 = -9388.090805 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19151.790000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19152.050000 sec): 3 clusters Score: Raw -19340.552759 + Penalty 527.164238 = -18813.388520 nChanged 89 SP:Iteration 1F (19152.280000 sec): 3 clusters Score: Raw -19489.416840 + Penalty 527.164238 = -18962.252601 nChanged 27 SP:Iteration 2F (19152.510000 sec): 3 clusters Score: Raw -19529.099875 + Penalty 527.164238 = -19001.935637 nChanged 13 SP:Iteration 3Q (19152.740000 sec): 3 clusters Score: Raw -19552.406057 + Penalty 527.164238 = -19025.241819 nChanged 8 SP:Iteration 4Q (19152.920000 sec): 3 clusters Score: Raw -19563.876370 + Penalty 527.164238 = -19036.712132 nChanged 4 SP:Iteration 5Q (19153.180000 sec): 3 clusters Score: Raw -19566.919838 + Penalty 527.164238 = -19039.755600 nChanged 2 SP:Iteration 6Q (19153.370000 sec): 3 clusters Score: Raw -19568.282631 + Penalty 527.164238 = -19041.118393 nChanged 1 SP:Iteration 7Q (19153.630000 sec): 3 clusters Score: Raw -19568.954003 + Penalty 527.164238 = -19041.789765 nChanged 1 SP:Iteration 8Q (19153.830000 sec): 3 clusters Score: Raw -19569.285568 + Penalty 527.164238 = -19042.121330 nChanged 0 SP:Iteration 9F (19154.020000 sec): 3 clusters Score: Raw -19569.285568 + Penalty 527.164238 = -19042.121330 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19154.120000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19154.320000 sec): 3 clusters Score: Raw -8136.327239 + Penalty 443.642956 = -7692.684283 nChanged 27 SP:Iteration 1F (19154.500000 sec): 3 clusters Score: Raw -8176.818857 + Penalty 443.642956 = -7733.175901 nChanged 6 SP:Iteration 2Q (19154.670000 sec): 3 clusters Score: Raw -8187.336070 + Penalty 443.642956 = -7743.693113 nChanged 1 SP:Iteration 3Q (19154.830000 sec): 3 clusters Score: Raw -8190.779358 + Penalty 443.642956 = -7747.136401 nChanged 1 SP:Iteration 4Q (19155.020000 sec): 3 clusters Score: Raw -8193.113613 + Penalty 443.642956 = -7749.470657 nChanged 1 SP:Iteration 5Q (19155.240000 sec): 3 clusters Score: Raw -8195.898210 + Penalty 443.642956 = -7752.255253 nChanged 0 SP:Iteration 6F (19155.420000 sec): 3 clusters Score: Raw -8195.898210 + Penalty 443.642956 = -7752.255253 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19155.500000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19155.710000 sec): 3 clusters Score: Raw -7989.974330 + Penalty 444.334975 = -7545.639355 nChanged 22 SP:Iteration 1F (19155.920000 sec): 3 clusters Score: Raw -8031.907629 + Penalty 444.334975 = -7587.572654 nChanged 8 SP:Iteration 2F (19156.110000 sec): 3 clusters Score: Raw -8042.668712 + Penalty 444.334975 = -7598.333737 nChanged 1 SP:Iteration 3Q (19156.300000 sec): 3 clusters Score: Raw -8042.938767 + Penalty 444.334975 = -7598.603792 nChanged 0 SP:Iteration 4F (19156.550000 sec): 3 clusters Score: Raw -8042.938767 + Penalty 444.334975 = -7598.603792 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19156.630000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19156.900000 sec): 3 clusters Score: Raw -22813.655879 + Penalty 543.847933 = -22269.807947 nChanged 132 SP:Iteration 1F (19157.080000 sec): 3 clusters Score: Raw -22948.586798 + Penalty 543.847933 = -22404.738865 nChanged 36 SP:Iteration 2F (19157.270000 sec): 3 clusters Score: Raw -22989.825076 + Penalty 543.847933 = -22445.977143 nChanged 17 SP:Iteration 3Q (19157.490000 sec): 3 clusters Score: Raw -23010.051056 + Penalty 543.847933 = -22466.203123 nChanged 14 SP:Iteration 4Q (19157.670000 sec): 3 clusters Score: Raw -23026.324366 + Penalty 543.847933 = -22482.476434 nChanged 10 SP:Iteration 5Q (19157.830000 sec): 3 clusters Score: Raw -23035.419669 + Penalty 543.847933 = -22491.571736 nChanged 13 SP:Iteration 6Q (19157.970000 sec): 3 clusters Score: Raw -23048.170029 + Penalty 543.847933 = -22504.322096 nChanged 13 SP:Iteration 7Q (19158.160000 sec): 3 clusters Score: Raw -23065.440101 + Penalty 543.847933 = -22521.592168 nChanged 10 SP:Iteration 8Q (19158.360000 sec): 3 clusters Score: Raw -23078.290558 + Penalty 543.847933 = -22534.442625 nChanged 4 SP:Iteration 9Q (19158.530000 sec): 3 clusters Score: Raw -23084.159293 + Penalty 543.847933 = -22540.311361 nChanged 3 SP:Iteration 10Q (19158.790000 sec): 3 clusters Score: Raw -23091.885455 + Penalty 543.847933 = -22548.037522 nChanged 8 SP:Iteration 11Q (19158.980000 sec): 3 clusters Score: Raw -23106.582979 + Penalty 543.847933 = -22562.735046 nChanged 8 SP:Iteration 12Q (19159.140000 sec): 3 clusters Score: Raw -23112.643093 + Penalty 543.847933 = -22568.795161 nChanged 5 SP:Iteration 13Q (19159.320000 sec): 3 clusters Score: Raw -23117.167075 + Penalty 543.847933 = -22573.319143 nChanged 2 SP:Iteration 14Q (19159.440000 sec): 3 clusters Score: Raw -23120.296498 + Penalty 543.847933 = -22576.448565 nChanged 5 SP:Iteration 15Q (19159.640000 sec): 3 clusters Score: Raw -23125.253596 + Penalty 543.847933 = -22581.405663 nChanged 4 SP:Iteration 16Q (19159.820000 sec): 3 clusters Score: Raw -23128.253209 + Penalty 543.847933 = -22584.405276 nChanged 4 SP:Iteration 17Q (19160.020000 sec): 3 clusters Score: Raw -23130.966296 + Penalty 543.847933 = -22587.118363 nChanged 1 SP:Iteration 18Q (19160.240000 sec): 3 clusters Score: Raw -23131.503898 + Penalty 543.847933 = -22587.655966 nChanged 0 SP:Iteration 19F (19160.410000 sec): 3 clusters Score: Raw -23132.251757 + Penalty 543.847933 = -22588.403824 nChanged 1 SP:Iteration 20F (19160.600000 sec): 3 clusters Score: Raw -23133.887795 + Penalty 543.847933 = -22590.039863 nChanged 2 SP:Iteration 21Q (19160.800000 sec): 3 clusters Score: Raw -23135.610708 + Penalty 543.847933 = -22591.762776 nChanged 4 SP:Iteration 22Q (19161.000000 sec): 3 clusters Score: Raw -23141.562667 + Penalty 543.847933 = -22597.714734 nChanged 2 SP:Iteration 23Q (19161.170000 sec): 3 clusters Score: Raw -23146.863979 + Penalty 543.847933 = -22603.016047 nChanged 4 SP:Iteration 24Q (19161.400000 sec): 3 clusters Score: Raw -23154.732598 + Penalty 543.847933 = -22610.884665 nChanged 2 SP:Iteration 25Q (19161.560000 sec): 3 clusters Score: Raw -23155.748211 + Penalty 543.847933 = -22611.900279 nChanged 0 SP:Iteration 26F (19161.750000 sec): 3 clusters Score: Raw -23155.748211 + Penalty 543.847933 = -22611.900279 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19161.850000 sec): 2 clusters Score: Raw -4888.165165 + Penalty 208.616020 = -4679.549145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19162.030000 sec): 3 clusters Score: Raw -4887.960733 + Penalty 417.232041 = -4470.728692 nChanged 23 SP:Iteration 1F (19162.240000 sec): 3 clusters Score: Raw -4957.499064 + Penalty 417.232041 = -4540.267023 nChanged 8 SP:Iteration 2F (19162.400000 sec): 3 clusters Score: Raw -4999.614385 + Penalty 417.232041 = -4582.382344 nChanged 5 SP:Iteration 3F (19162.540000 sec): 3 clusters Score: Raw -5033.174503 + Penalty 417.232041 = -4615.942462 nChanged 1 SP:Iteration 4Q (19162.660000 sec): 3 clusters Score: Raw -5054.144801 + Penalty 417.232041 = -4636.912760 nChanged 2 SP:Iteration 5Q (19162.880000 sec): 3 clusters Score: Raw -5067.864178 + Penalty 417.232041 = -4650.632137 nChanged 0 SP:Iteration 6F (19163.060000 sec): 3 clusters Score: Raw -5067.864178 + Penalty 417.232041 = -4650.632137 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19163.180000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19163.350000 sec): 3 clusters Score: Raw -8200.361427 + Penalty 450.980262 = -7749.381164 nChanged 30 SP:Iteration 1F (19163.560000 sec): 3 clusters Score: Raw -8237.998021 + Penalty 450.980262 = -7787.017759 nChanged 12 SP:Iteration 2F (19163.740000 sec): 3 clusters Score: Raw -8264.164838 + Penalty 450.980262 = -7813.184576 nChanged 5 SP:Iteration 3Q (19163.900000 sec): 3 clusters Score: Raw -8268.881344 + Penalty 450.980262 = -7817.901082 nChanged 2 SP:Iteration 4Q (19164.050000 sec): 3 clusters Score: Raw -8271.687949 + Penalty 450.980262 = -7820.707687 nChanged 2 SP:Iteration 5Q (19164.270000 sec): 3 clusters Score: Raw -8274.818092 + Penalty 450.980262 = -7823.837830 nChanged 0 SP:Iteration 6F (19164.430000 sec): 3 clusters Score: Raw -8274.818092 + Penalty 450.980262 = -7823.837830 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19164.540000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19164.690000 sec): 3 clusters Score: Raw -4516.281114 + Penalty 414.402797 = -4101.878317 nChanged 19 SP:Iteration 1F (19164.890000 sec): 3 clusters Score: Raw -4544.539264 + Penalty 414.402797 = -4130.136467 nChanged 1 SP:Iteration 2Q (19165.110000 sec): 3 clusters Score: Raw -4548.048242 + Penalty 414.402797 = -4133.645445 nChanged 2 SP:Iteration 3Q (19165.280000 sec): 3 clusters Score: Raw -4553.704018 + Penalty 414.402797 = -4139.301221 nChanged 1 SP:Iteration 4Q (19165.460000 sec): 3 clusters Score: Raw -4555.770782 + Penalty 414.402797 = -4141.367985 nChanged 0 SP:Iteration 5F (19165.620000 sec): 3 clusters Score: Raw -4555.770782 + Penalty 414.402797 = -4141.367985 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19165.700000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19165.940000 sec): 3 clusters Score: Raw -8506.101328 + Penalty 448.380085 = -8057.721243 nChanged 35 SP:Iteration 1F (19166.110000 sec): 3 clusters Score: Raw -8558.727810 + Penalty 448.380085 = -8110.347725 nChanged 5 SP:Iteration 2Q (19166.340000 sec): 3 clusters Score: Raw -8569.093204 + Penalty 448.380085 = -8120.713119 nChanged 3 SP:Iteration 3Q (19166.500000 sec): 3 clusters Score: Raw -8575.706300 + Penalty 448.380085 = -8127.326215 nChanged 5 SP:Iteration 4Q (19166.680000 sec): 3 clusters Score: Raw -8583.416756 + Penalty 448.380085 = -8135.036670 nChanged 0 SP:Iteration 5F (19166.850000 sec): 3 clusters Score: Raw -8583.416756 + Penalty 448.380085 = -8135.036670 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19166.930000 sec): 2 clusters Score: Raw -1945.854087 + Penalty 168.967529 = -1776.886558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19167.120000 sec): 3 clusters Score: Raw -1999.424233 + Penalty 337.935058 = -1661.489175 nChanged 3 SP:Iteration 1F (19167.310000 sec): 3 clusters Score: Raw -2002.918914 + Penalty 337.935058 = -1664.983856 nChanged 1 SP:Iteration 2Q (19167.510000 sec): 3 clusters Score: Raw -2007.917223 + Penalty 337.935058 = -1669.982165 nChanged 0 SP:Iteration 3F (19167.740000 sec): 3 clusters Score: Raw -2007.917223 + Penalty 337.935058 = -1669.982165 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19167.810000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19168.030000 sec): 3 clusters Score: Raw -30907.990378 + Penalty 573.204381 = -30334.785997 nChanged 193 SP:Iteration 1F (19168.180000 sec): 3 clusters Score: Raw -31036.106457 + Penalty 573.204381 = -30462.902075 nChanged 47 SP:Iteration 2F (19168.310000 sec): 3 clusters Score: Raw -31071.581144 + Penalty 573.204381 = -30498.376763 nChanged 26 SP:Iteration 3Q (19168.540000 sec): 3 clusters Score: Raw -31091.951296 + Penalty 573.204381 = -30518.746914 nChanged 16 SP:Iteration 4Q (19168.720000 sec): 3 clusters Score: Raw -31106.871201 + Penalty 573.204381 = -30533.666819 nChanged 16 SP:Iteration 5Q (19168.860000 sec): 3 clusters Score: Raw -31118.191405 + Penalty 573.204381 = -30544.987023 nChanged 12 SP:Iteration 6Q (19169.060000 sec): 3 clusters Score: Raw -31124.961029 + Penalty 573.204381 = -30551.756647 nChanged 12 SP:Iteration 7Q (19169.260000 sec): 3 clusters Score: Raw -31133.415345 + Penalty 573.204381 = -30560.210964 nChanged 10 SP:Iteration 8Q (19169.420000 sec): 3 clusters Score: Raw -31139.950641 + Penalty 573.204381 = -30566.746259 nChanged 9 SP:Iteration 9Q (19169.630000 sec): 3 clusters Score: Raw -31142.547721 + Penalty 573.204381 = -30569.343340 nChanged 4 SP:Iteration 10Q (19169.820000 sec): 3 clusters Score: Raw -31144.272145 + Penalty 573.204381 = -30571.067764 nChanged 7 SP:Iteration 11Q (19170.010000 sec): 3 clusters Score: Raw -31148.002174 + Penalty 573.204381 = -30574.797793 nChanged 6 SP:Iteration 12Q (19170.180000 sec): 3 clusters Score: Raw -31151.214695 + Penalty 573.204381 = -30578.010314 nChanged 4 SP:Iteration 13Q (19170.420000 sec): 3 clusters Score: Raw -31153.356835 + Penalty 573.204381 = -30580.152453 nChanged 3 SP:Iteration 14Q (19170.610000 sec): 3 clusters Score: Raw -31155.212599 + Penalty 573.204381 = -30582.008218 nChanged 3 SP:Iteration 15Q (19170.840000 sec): 3 clusters Score: Raw -31158.077683 + Penalty 573.204381 = -30584.873301 nChanged 4 SP:Iteration 16Q (19171.040000 sec): 3 clusters Score: Raw -31161.829757 + Penalty 573.204381 = -30588.625376 nChanged 3 SP:Iteration 17Q (19171.220000 sec): 3 clusters Score: Raw -31163.474241 + Penalty 573.204381 = -30590.269859 nChanged 2 SP:Iteration 18Q (19171.440000 sec): 3 clusters Score: Raw -31164.324947 + Penalty 573.204381 = -30591.120566 nChanged 3 SP:Iteration 19Q (19171.590000 sec): 3 clusters Score: Raw -31165.251375 + Penalty 573.204381 = -30592.046994 nChanged 2 SP:Iteration 20F (19171.840000 sec): 3 clusters Score: Raw -31166.695193 + Penalty 573.204381 = -30593.490812 nChanged 3 SP:Iteration 21Q (19172.010000 sec): 3 clusters Score: Raw -31168.195276 + Penalty 573.204381 = -30594.990894 nChanged 1 SP:Iteration 22Q (19172.200000 sec): 3 clusters Score: Raw -31169.546608 + Penalty 573.204381 = -30596.342227 nChanged 3 SP:Iteration 23Q (19172.400000 sec): 3 clusters Score: Raw -31172.261411 + Penalty 573.204381 = -30599.057029 nChanged 1 SP:Iteration 24Q (19172.630000 sec): 3 clusters Score: Raw -31173.074228 + Penalty 573.204381 = -30599.869846 nChanged 0 SP:Iteration 25F (19172.830000 sec): 3 clusters Score: Raw -31173.074228 + Penalty 573.204381 = -30599.869846 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19172.890000 sec): 2 clusters Score: Raw -3230.288985 + Penalty 188.512630 = -3041.776355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19173.070000 sec): 3 clusters Score: Raw -3278.958720 + Penalty 377.025260 = -2901.933460 nChanged 14 SP:Iteration 1F (19173.370000 sec): 3 clusters Score: Raw -3341.508026 + Penalty 377.025260 = -2964.482766 nChanged 3 SP:Iteration 2Q (19173.550000 sec): 3 clusters Score: Raw -3376.687597 + Penalty 377.025260 = -2999.662337 nChanged 2 SP:Iteration 3Q (19173.740000 sec): 3 clusters Score: Raw -3394.543241 + Penalty 377.025260 = -3017.517981 nChanged 2 SP:Iteration 4Q (19173.960000 sec): 3 clusters Score: Raw -3409.150089 + Penalty 377.025260 = -3032.124829 nChanged 1 SP:Iteration 5Q (19174.090000 sec): 3 clusters Score: Raw -3420.453852 + Penalty 377.025260 = -3043.428591 nChanged 0 SP:Iteration 6F (19174.240000 sec): 3 clusters Score: Raw -3420.453852 + Penalty 377.025260 = -3043.428591 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 86. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19174.340000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19174.500000 sec): 3 clusters Score: Raw -6258.266859 + Penalty 439.376550 = -5818.890309 nChanged 32 SP:Iteration 1F (19174.700000 sec): 3 clusters Score: Raw -6312.473422 + Penalty 439.376550 = -5873.096872 nChanged 5 SP:Iteration 2Q (19174.890000 sec): 3 clusters Score: Raw -6320.820607 + Penalty 439.376550 = -5881.444057 nChanged 2 SP:Iteration 3Q (19175.090000 sec): 3 clusters Score: Raw -6323.540320 + Penalty 439.376550 = -5884.163770 nChanged 1 SP:Iteration 4Q (19175.270000 sec): 3 clusters Score: Raw -6327.146427 + Penalty 439.376550 = -5887.769877 nChanged 0 SP:Iteration 5F (19175.450000 sec): 3 clusters Score: Raw -6327.146427 + Penalty 439.376550 = -5887.769877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19175.550000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19175.800000 sec): 3 clusters Score: Raw -3225.373995 + Penalty 404.281264 = -2821.092731 nChanged 19 SP:Iteration 1F (19175.940000 sec): 3 clusters Score: Raw -3295.424961 + Penalty 404.281264 = -2891.143697 nChanged 3 SP:Iteration 2Q (19176.170000 sec): 3 clusters Score: Raw -3316.738357 + Penalty 404.281264 = -2912.457093 nChanged 2 SP:Iteration 3Q (19176.410000 sec): 3 clusters Score: Raw -3326.345784 + Penalty 404.281264 = -2922.064520 nChanged 2 SP:Iteration 4Q (19176.620000 sec): 3 clusters Score: Raw -3341.771115 + Penalty 404.281264 = -2937.489850 nChanged 0 SP:Iteration 5F (19176.780000 sec): 3 clusters Score: Raw -3341.771115 + Penalty 404.281264 = -2937.489850 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19176.900000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19177.080000 sec): 3 clusters Score: Raw -3759.651424 + Penalty 391.669923 = -3367.981500 nChanged 16 SP:Iteration 1F (19177.280000 sec): 3 clusters Score: Raw -3793.615121 + Penalty 391.669923 = -3401.945197 nChanged 3 SP:Iteration 2Q (19177.440000 sec): 3 clusters Score: Raw -3801.719405 + Penalty 391.669923 = -3410.049482 nChanged 2 SP:Iteration 3Q (19177.620000 sec): 3 clusters Score: Raw -3804.909942 + Penalty 391.669923 = -3413.240018 nChanged 2 SP:Iteration 4Q (19177.800000 sec): 3 clusters Score: Raw -3806.735105 + Penalty 391.669923 = -3415.065182 nChanged 1 SP:Iteration 5Q (19178.040000 sec): 3 clusters Score: Raw -3810.427642 + Penalty 391.669923 = -3418.757719 nChanged 0 SP:Iteration 6F (19178.240000 sec): 3 clusters Score: Raw -3810.427642 + Penalty 391.669923 = -3418.757719 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19178.360000 sec): 2 clusters Score: Raw -1938.811321 + Penalty 177.077824 = -1761.733497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19178.540000 sec): 3 clusters Score: Raw -1999.285376 + Penalty 354.155647 = -1645.129729 nChanged 7 SP:Iteration 1F (19178.730000 sec): 3 clusters Score: Raw -2014.270092 + Penalty 354.155647 = -1660.114445 nChanged 1 SP:Iteration 2Q (19178.880000 sec): 3 clusters Score: Raw -2016.298855 + Penalty 354.155647 = -1662.143208 nChanged 1 SP:Iteration 3Q (19179.050000 sec): 3 clusters Score: Raw -2018.761669 + Penalty 354.155647 = -1664.606022 nChanged 1 SP:Iteration 4Q (19179.270000 sec): 3 clusters Score: Raw -2019.471210 + Penalty 354.155647 = -1665.315563 nChanged 1 SP:Iteration 5Q (19179.440000 sec): 3 clusters Score: Raw -2020.220126 + Penalty 354.155647 = -1666.064479 nChanged 1 SP:Iteration 6Q (19179.630000 sec): 3 clusters Score: Raw -2029.252237 + Penalty 354.155647 = -1675.096590 nChanged 0 SP:Iteration 7F (19179.810000 sec): 3 clusters Score: Raw -2029.252237 + Penalty 354.155647 = -1675.096590 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19179.950000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19180.110000 sec): 3 clusters Score: Raw -4831.484885 + Penalty 421.760338 = -4409.724547 nChanged 23 SP:Iteration 1F (19180.280000 sec): 3 clusters Score: Raw -4877.754952 + Penalty 421.760338 = -4455.994614 nChanged 3 SP:Iteration 2Q (19180.480000 sec): 3 clusters Score: Raw -4882.773007 + Penalty 421.760338 = -4461.012669 nChanged 1 SP:Iteration 3Q (19180.680000 sec): 3 clusters Score: Raw -4883.856391 + Penalty 421.760338 = -4462.096053 nChanged 0 SP:Iteration 4F (19180.850000 sec): 3 clusters Score: Raw -4883.856391 + Penalty 421.760338 = -4462.096053 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (63 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19180.940000 sec): 2 clusters Score: Raw -2531.320943 + Penalty 188.512630 = -2342.808313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19181.190000 sec): 3 clusters Score: Raw -2624.247402 + Penalty 377.025260 = -2247.222142 nChanged 10 SP:Iteration 1F (19181.410000 sec): 3 clusters Score: Raw -2653.477173 + Penalty 377.025260 = -2276.451913 nChanged 2 SP:Iteration 2Q (19181.660000 sec): 3 clusters Score: Raw -2669.896392 + Penalty 377.025260 = -2292.871132 nChanged 1 SP:Iteration 3Q (19181.860000 sec): 3 clusters Score: Raw -2676.569177 + Penalty 377.025260 = -2299.543916 nChanged 1 SP:Iteration 4Q (19182.030000 sec): 3 clusters Score: Raw -2682.085264 + Penalty 377.025260 = -2305.060004 nChanged 0 SP:Iteration 5F (19182.260000 sec): 3 clusters Score: Raw -2682.085264 + Penalty 377.025260 = -2305.060004 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19182.340000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19182.530000 sec): 3 clusters Score: Raw -1228.503398 + Penalty 320.898808 = -907.604590 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19182.660000 sec): 2 clusters Score: Raw -3865.714267 + Penalty 202.140632 = -3663.573635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19182.890000 sec): 3 clusters Score: Raw -3914.865013 + Penalty 404.281264 = -3510.583749 nChanged 17 SP:Iteration 1F (19183.140000 sec): 3 clusters Score: Raw -3964.073777 + Penalty 404.281264 = -3559.792513 nChanged 6 SP:Iteration 2F (19183.330000 sec): 3 clusters Score: Raw -4019.033292 + Penalty 404.281264 = -3614.752028 nChanged 5 SP:Iteration 3F (19183.470000 sec): 3 clusters Score: Raw -4069.617163 + Penalty 404.281264 = -3665.335898 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 87. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19183.560000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19183.780000 sec): 3 clusters Score: Raw -10489.770606 + Penalty 490.405527 = -9999.365078 nChanged 74 SP:Iteration 1F (19183.970000 sec): 3 clusters Score: Raw -10623.192432 + Penalty 490.405527 = -10132.786904 nChanged 20 SP:Iteration 2F (19184.190000 sec): 3 clusters Score: Raw -10658.664926 + Penalty 490.405527 = -10168.259398 nChanged 12 SP:Iteration 3F (19184.350000 sec): 3 clusters Score: Raw -10684.524383 + Penalty 490.405527 = -10194.118855 nChanged 8 SP:Iteration 4Q (19184.540000 sec): 3 clusters Score: Raw -10696.719160 + Penalty 490.405527 = -10206.313633 nChanged 6 SP:Iteration 5Q (19184.720000 sec): 3 clusters Score: Raw -10711.330918 + Penalty 490.405527 = -10220.925390 nChanged 6 SP:Iteration 6Q (19184.930000 sec): 3 clusters Score: Raw -10718.584541 + Penalty 490.405527 = -10228.179013 nChanged 3 SP:Iteration 7Q (19185.040000 sec): 3 clusters Score: Raw -10721.322326 + Penalty 490.405527 = -10230.916799 nChanged 0 SP:Iteration 8F (19185.150000 sec): 3 clusters Score: Raw -10721.322326 + Penalty 490.405527 = -10230.916799 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19185.260000 sec): 2 clusters Score: Raw -6831.077925 + Penalty 218.208470 = -6612.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19185.410000 sec): 3 clusters Score: Raw -6864.373979 + Penalty 436.416940 = -6427.957040 nChanged 25 SP:Iteration 1F (19185.590000 sec): 3 clusters Score: Raw -6921.827497 + Penalty 436.416940 = -6485.410558 nChanged 8 SP:Iteration 2F (19185.780000 sec): 3 clusters Score: Raw -6935.535460 + Penalty 436.416940 = -6499.118520 nChanged 3 SP:Iteration 3Q (19185.960000 sec): 3 clusters Score: Raw -6943.953946 + Penalty 436.416940 = -6507.537007 nChanged 2 SP:Iteration 4Q (19186.190000 sec): 3 clusters Score: Raw -6952.321166 + Penalty 436.416940 = -6515.904227 nChanged 0 SP:Iteration 5F (19186.360000 sec): 3 clusters Score: Raw -6952.321166 + Penalty 436.416940 = -6515.904227 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19186.430000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19186.660000 sec): 3 clusters Score: Raw -1871.715819 + Penalty 346.406287 = -1525.309532 nChanged 4 SP:Iteration 1F (19186.840000 sec): 3 clusters Score: Raw -1882.772003 + Penalty 346.406287 = -1536.365716 nChanged 1 SP:Iteration 2Q (19187.050000 sec): 3 clusters Score: Raw -1885.086561 + Penalty 346.406287 = -1538.680274 nChanged 0 SP:Iteration 3F (19187.200000 sec): 3 clusters Score: Raw -1885.086561 + Penalty 346.406287 = -1538.680274 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 82 (28 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19187.330000 sec): 2 clusters Score: Raw -1077.934134 + Penalty 151.615305 = -926.318829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19187.490000 sec): 3 clusters Score: Raw -1224.230607 + Penalty 303.230610 = -920.999996 nChanged 1 SP:Iteration 1Q (19187.670000 sec): 3 clusters Score: Raw -1233.030384 + Penalty 303.230610 = -929.799773 nChanged 0 SP:Iteration 2F (19187.880000 sec): 3 clusters Score: Raw -1233.030384 + Penalty 303.230610 = -929.799773 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 88. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19187.970000 sec): 2 clusters Score: Raw -1027.787729 + Penalty 131.511915 = -896.275814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19187.970000 sec): 1 clusters Score: Raw 52.999901 + Penalty 0.000000 = 52.999901 nChanged 18 SP:Iteration 1F (19187.970000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 84 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19188.070000 sec): 2 clusters Score: Raw -7094.412392 + Penalty 216.288354 = -6878.124038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19188.260000 sec): 3 clusters Score: Raw -7092.718183 + Penalty 432.576707 = -6660.141475 nChanged 22 SP:Iteration 1F (19188.460000 sec): 3 clusters Score: Raw -7117.172686 + Penalty 432.576707 = -6684.595979 nChanged 2 SP:Iteration 2Q (19188.660000 sec): 3 clusters Score: Raw -7126.002682 + Penalty 432.576707 = -6693.425975 nChanged 3 SP:Iteration 3Q (19188.850000 sec): 3 clusters Score: Raw -7131.952592 + Penalty 432.576707 = -6699.375885 nChanged 3 SP:Iteration 4Q (19189.040000 sec): 3 clusters Score: Raw -7139.529732 + Penalty 432.576707 = -6706.953025 nChanged 3 SP:Iteration 5Q (19189.290000 sec): 3 clusters Score: Raw -7148.186151 + Penalty 432.576707 = -6715.609444 nChanged 2 SP:Iteration 6Q (19189.440000 sec): 3 clusters Score: Raw -7152.394563 + Penalty 432.576707 = -6719.817856 nChanged 0 SP:Iteration 7F (19189.640000 sec): 3 clusters Score: Raw -7152.394563 + Penalty 432.576707 = -6719.817856 nChanged 0 Deleting Class 85 (25 points): Lose 199.077444 but Gain 586.233529 Iteration 344F (19231.270000 sec): 88 clusters Score: Raw -24056142.823209 + Penalty 51002.317027 = -24005140.506182 nChanged 24 Deleting Class 86 (19 points): Lose 287.854564 but Gain 586.233529 Iteration 345F (19273.250000 sec): 87 clusters Score: Raw -24055935.405001 + Penalty 50416.083498 = -24005519.321503 nChanged 22 Deleting Class 82 (14 points): Lose 449.778663 but Gain 586.233529 Iteration 346Q (19308.120000 sec): 86 clusters Score: Raw -24055712.459350 + Penalty 49829.849969 = -24005882.609381 nChanged 14 Deleting Class 88 (14 points): Lose 548.024227 but Gain 586.233529 Iteration 347Q (19342.960000 sec): 85 clusters Score: Raw -24055224.057879 + Penalty 49243.616440 = -24005980.441440 nChanged 16 Iteration 348Q (19376.750000 sec): 85 clusters Score: Raw -24055353.073286 + Penalty 49243.616440 = -24006109.456847 nChanged 4 Iteration 349Q (19412.390000 sec): 85 clusters Score: Raw -24055390.320234 + Penalty 49243.616440 = -24006146.703794 nChanged 0 Iteration 350F (19455.360000 sec): 85 clusters Score: Raw -24055392.923232 + Penalty 49243.616440 = -24006149.306792 nChanged 1 Iteration 351Q (19489.240000 sec): 85 clusters Score: Raw -24055405.003719 + Penalty 49243.616440 = -24006161.387279 nChanged 0 Iteration 352F (19531.110000 sec): 85 clusters Score: Raw -24055405.003719 + Penalty 49243.616440 = -24006161.387279 nChanged 0 Compute initial score before splitting: Score: Raw -24055405.003719 + Penalty 49243.616440 = -24006161.387279 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19531.320000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19531.630000 sec): 3 clusters Score: Raw -2007070.822047 + Penalty 945.348165 = -2006125.473883 nChanged 15576 SP:Iteration 1F (19531.950000 sec): 3 clusters Score: Raw -2016575.561007 + Penalty 945.348165 = -2015630.212842 nChanged 1682 SP:Iteration 2F (19532.220000 sec): 3 clusters Score: Raw -2017525.172179 + Penalty 945.348165 = -2016579.824014 nChanged 2109 SP:Iteration 3F (19532.490000 sec): 3 clusters Score: Raw -2019075.468054 + Penalty 945.348165 = -2018130.119890 nChanged 2349 SP:Iteration 4F (19532.800000 sec): 3 clusters Score: Raw -2021029.571133 + Penalty 945.348165 = -2020084.222969 nChanged 2064 SP:Iteration 5F (19533.040000 sec): 3 clusters Score: Raw -2022803.019637 + Penalty 945.348165 = -2021857.671473 nChanged 1708 SP:Iteration 6F (19533.300000 sec): 3 clusters Score: Raw -2024161.443897 + Penalty 945.348165 = -2023216.095732 nChanged 1270 SP:Iteration 7Q (19533.600000 sec): 3 clusters Score: Raw -2025008.346102 + Penalty 945.348165 = -2024062.997938 nChanged 940 SP:Iteration 8Q (19533.870000 sec): 3 clusters Score: Raw -2025573.759216 + Penalty 945.348165 = -2024628.411052 nChanged 802 SP:Iteration 9Q (19534.160000 sec): 3 clusters Score: Raw -2026059.337155 + Penalty 945.348165 = -2025113.988990 nChanged 712 SP:Iteration 10Q (19534.390000 sec): 3 clusters Score: Raw -2026503.038034 + Penalty 945.348165 = -2025557.689869 nChanged 618 SP:Iteration 11Q (19534.640000 sec): 3 clusters Score: Raw -2026903.031264 + Penalty 945.348165 = -2025957.683100 nChanged 530 SP:Iteration 12Q (19534.870000 sec): 3 clusters Score: Raw -2027261.366332 + Penalty 945.348165 = -2026316.018167 nChanged 443 SP:Iteration 13Q (19535.160000 sec): 3 clusters Score: Raw -2027555.387818 + Penalty 945.348165 = -2026610.039653 nChanged 330 SP:Iteration 14Q (19535.430000 sec): 3 clusters Score: Raw -2027765.925329 + Penalty 945.348165 = -2026820.577165 nChanged 243 SP:Iteration 15Q (19535.700000 sec): 3 clusters Score: Raw -2027923.069436 + Penalty 945.348165 = -2026977.721271 nChanged 195 SP:Iteration 16Q (19535.970000 sec): 3 clusters Score: Raw -2028046.063492 + Penalty 945.348165 = -2027100.715327 nChanged 160 SP:Iteration 17Q (19536.250000 sec): 3 clusters Score: Raw -2028148.801865 + Penalty 945.348165 = -2027203.453700 nChanged 119 SP:Iteration 18Q (19536.590000 sec): 3 clusters Score: Raw -2028232.869810 + Penalty 945.348165 = -2027287.521646 nChanged 83 SP:Iteration 19Q (19536.840000 sec): 3 clusters Score: Raw -2028292.976509 + Penalty 945.348165 = -2027347.628345 nChanged 52 SP:Iteration 20F (19537.170000 sec): 3 clusters Score: Raw -2028341.328421 + Penalty 945.348165 = -2027395.980256 nChanged 45 SP:Iteration 21Q (19537.440000 sec): 3 clusters Score: Raw -2028375.392925 + Penalty 945.348165 = -2027430.044761 nChanged 27 SP:Iteration 22Q (19537.810000 sec): 3 clusters Score: Raw -2028397.656814 + Penalty 945.348165 = -2027452.308649 nChanged 19 SP:Iteration 23Q (19538.110000 sec): 3 clusters Score: Raw -2028409.972552 + Penalty 945.348165 = -2027464.624388 nChanged 16 SP:Iteration 24Q (19538.320000 sec): 3 clusters Score: Raw -2028419.533679 + Penalty 945.348165 = -2027474.185514 nChanged 10 SP:Iteration 25Q (19538.590000 sec): 3 clusters Score: Raw -2028424.540603 + Penalty 945.348165 = -2027479.192439 nChanged 9 SP:Iteration 26Q (19538.860000 sec): 3 clusters Score: Raw -2028430.156025 + Penalty 945.348165 = -2027484.807860 nChanged 11 SP:Iteration 27Q (19539.090000 sec): 3 clusters Score: Raw -2028435.960741 + Penalty 945.348165 = -2027490.612576 nChanged 5 SP:Iteration 28Q (19539.350000 sec): 3 clusters Score: Raw -2028437.914360 + Penalty 945.348165 = -2027492.566196 nChanged 0 SP:Iteration 29F (19539.670000 sec): 3 clusters Score: Raw -2028437.914360 + Penalty 945.348165 = -2027492.566196 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19539.770000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19539.970000 sec): 3 clusters Score: Raw -78799.931195 + Penalty 651.069997 = -78148.861197 nChanged 520 SP:Iteration 1F (19540.130000 sec): 3 clusters Score: Raw -79086.768808 + Penalty 651.069997 = -78435.698811 nChanged 112 SP:Iteration 2F (19540.350000 sec): 3 clusters Score: Raw -79165.043950 + Penalty 651.069997 = -78513.973952 nChanged 79 SP:Iteration 3F (19540.490000 sec): 3 clusters Score: Raw -79227.718057 + Penalty 651.069997 = -78576.648059 nChanged 79 SP:Iteration 4F (19540.740000 sec): 3 clusters Score: Raw -79308.496688 + Penalty 651.069997 = -78657.426690 nChanged 88 SP:Iteration 5F (19540.950000 sec): 3 clusters Score: Raw -79406.734467 + Penalty 651.069997 = -78755.664469 nChanged 85 SP:Iteration 6F (19541.210000 sec): 3 clusters Score: Raw -79499.443919 + Penalty 651.069997 = -78848.373921 nChanged 58 SP:Iteration 7Q (19541.420000 sec): 3 clusters Score: Raw -79565.467827 + Penalty 651.069997 = -78914.397830 nChanged 44 SP:Iteration 8Q (19541.600000 sec): 3 clusters Score: Raw -79607.713199 + Penalty 651.069997 = -78956.643202 nChanged 24 SP:Iteration 9Q (19541.780000 sec): 3 clusters Score: Raw -79621.945058 + Penalty 651.069997 = -78970.875061 nChanged 10 SP:Iteration 10Q (19542.000000 sec): 3 clusters Score: Raw -79627.697096 + Penalty 651.069997 = -78976.627099 nChanged 9 SP:Iteration 11Q (19542.140000 sec): 3 clusters Score: Raw -79633.893469 + Penalty 651.069997 = -78982.823471 nChanged 6 SP:Iteration 12Q (19542.340000 sec): 3 clusters Score: Raw -79638.479297 + Penalty 651.069997 = -78987.409300 nChanged 4 SP:Iteration 13Q (19542.520000 sec): 3 clusters Score: Raw -79639.542986 + Penalty 651.069997 = -78988.472988 nChanged 0 SP:Iteration 14F (19542.660000 sec): 3 clusters Score: Raw -79639.542986 + Penalty 651.069997 = -78988.472988 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19542.770000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19542.980000 sec): 3 clusters Score: Raw -3611.649501 + Penalty 392.891418 = -3218.758082 nChanged 14 SP:Iteration 1F (19543.160000 sec): 3 clusters Score: Raw -3693.046384 + Penalty 392.891418 = -3300.154966 nChanged 2 SP:Iteration 2Q (19543.340000 sec): 3 clusters Score: Raw -3700.651607 + Penalty 392.891418 = -3307.760189 nChanged 1 SP:Iteration 3Q (19543.530000 sec): 3 clusters Score: Raw -3705.517351 + Penalty 392.891418 = -3312.625932 nChanged 0 SP:Iteration 4F (19543.700000 sec): 3 clusters Score: Raw -3705.517351 + Penalty 392.891418 = -3312.625932 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19543.780000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19543.950000 sec): 3 clusters Score: Raw -8969.741603 + Penalty 461.840817 = -8507.900786 nChanged 44 SP:Iteration 1F (19544.150000 sec): 3 clusters Score: Raw -9078.816911 + Penalty 461.840817 = -8616.976093 nChanged 12 SP:Iteration 2F (19544.280000 sec): 3 clusters Score: Raw -9110.482044 + Penalty 461.840817 = -8648.641227 nChanged 7 SP:Iteration 3Q (19544.460000 sec): 3 clusters Score: Raw -9120.162813 + Penalty 461.840817 = -8658.321996 nChanged 3 SP:Iteration 4Q (19544.620000 sec): 3 clusters Score: Raw -9127.233789 + Penalty 461.840817 = -8665.392972 nChanged 2 SP:Iteration 5Q (19544.810000 sec): 3 clusters Score: Raw -9131.176996 + Penalty 461.840817 = -8669.336179 nChanged 0 SP:Iteration 6F (19545.020000 sec): 3 clusters Score: Raw -9131.176996 + Penalty 461.840817 = -8669.336179 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19545.080000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19545.230000 sec): 3 clusters Score: Raw -24637.617872 + Penalty 552.015836 = -24085.602036 nChanged 154 SP:Iteration 1F (19545.430000 sec): 3 clusters Score: Raw -24807.365507 + Penalty 552.015836 = -24255.349671 nChanged 33 SP:Iteration 2F (19545.620000 sec): 3 clusters Score: Raw -24847.569100 + Penalty 552.015836 = -24295.553264 nChanged 19 SP:Iteration 3Q (19545.800000 sec): 3 clusters Score: Raw -24872.011111 + Penalty 552.015836 = -24319.995274 nChanged 10 SP:Iteration 4Q (19545.950000 sec): 3 clusters Score: Raw -24889.493945 + Penalty 552.015836 = -24337.478109 nChanged 7 SP:Iteration 5Q (19546.110000 sec): 3 clusters Score: Raw -24905.435318 + Penalty 552.015836 = -24353.419482 nChanged 7 SP:Iteration 6Q (19546.330000 sec): 3 clusters Score: Raw -24917.920094 + Penalty 552.015836 = -24365.904258 nChanged 3 SP:Iteration 7Q (19546.510000 sec): 3 clusters Score: Raw -24922.201024 + Penalty 552.015836 = -24370.185188 nChanged 2 SP:Iteration 8Q (19546.680000 sec): 3 clusters Score: Raw -24925.149689 + Penalty 552.015836 = -24373.133852 nChanged 0 SP:Iteration 9F (19546.890000 sec): 3 clusters Score: Raw -24925.149689 + Penalty 552.015836 = -24373.133852 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19546.990000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19547.140000 sec): 3 clusters Score: Raw -242400.492151 + Penalty 745.372708 = -241655.119442 nChanged 1576 SP:Iteration 1F (19547.380000 sec): 3 clusters Score: Raw -243387.231806 + Penalty 745.372708 = -242641.859098 nChanged 273 SP:Iteration 2F (19547.570000 sec): 3 clusters Score: Raw -243556.400823 + Penalty 745.372708 = -242811.028115 nChanged 245 SP:Iteration 3F (19547.680000 sec): 3 clusters Score: Raw -243723.865464 + Penalty 745.372708 = -242978.492756 nChanged 220 SP:Iteration 4F (19547.840000 sec): 3 clusters Score: Raw -243909.161963 + Penalty 745.372708 = -243163.789255 nChanged 226 SP:Iteration 5F (19548.080000 sec): 3 clusters Score: Raw -244130.744854 + Penalty 745.372708 = -243385.372146 nChanged 194 SP:Iteration 6F (19548.250000 sec): 3 clusters Score: Raw -244328.944841 + Penalty 745.372708 = -243583.572133 nChanged 123 SP:Iteration 7Q (19548.430000 sec): 3 clusters Score: Raw -244405.737799 + Penalty 745.372708 = -243660.365090 nChanged 57 SP:Iteration 8Q (19548.620000 sec): 3 clusters Score: Raw -244437.469486 + Penalty 745.372708 = -243692.096777 nChanged 40 SP:Iteration 9Q (19548.810000 sec): 3 clusters Score: Raw -244452.500584 + Penalty 745.372708 = -243707.127876 nChanged 23 SP:Iteration 10Q (19549.010000 sec): 3 clusters Score: Raw -244459.579754 + Penalty 745.372708 = -243714.207046 nChanged 20 SP:Iteration 11Q (19549.150000 sec): 3 clusters Score: Raw -244466.229326 + Penalty 745.372708 = -243720.856618 nChanged 26 SP:Iteration 12Q (19549.320000 sec): 3 clusters Score: Raw -244474.649900 + Penalty 745.372708 = -243729.277192 nChanged 27 SP:Iteration 13Q (19549.530000 sec): 3 clusters Score: Raw -244486.003494 + Penalty 745.372708 = -243740.630786 nChanged 20 SP:Iteration 14Q (19549.730000 sec): 3 clusters Score: Raw -244493.029521 + Penalty 745.372708 = -243747.656813 nChanged 18 SP:Iteration 15Q (19549.900000 sec): 3 clusters Score: Raw -244497.480631 + Penalty 745.372708 = -243752.107923 nChanged 13 SP:Iteration 16Q (19550.100000 sec): 3 clusters Score: Raw -244501.134325 + Penalty 745.372708 = -243755.761616 nChanged 12 SP:Iteration 17Q (19550.300000 sec): 3 clusters Score: Raw -244505.601418 + Penalty 745.372708 = -243760.228710 nChanged 15 SP:Iteration 18Q (19550.490000 sec): 3 clusters Score: Raw -244510.561916 + Penalty 745.372708 = -243765.189208 nChanged 13 SP:Iteration 19Q (19550.710000 sec): 3 clusters Score: Raw -244514.538359 + Penalty 745.372708 = -243769.165651 nChanged 11 SP:Iteration 20F (19550.880000 sec): 3 clusters Score: Raw -244518.355917 + Penalty 745.372708 = -243772.983209 nChanged 13 SP:Iteration 21Q (19551.020000 sec): 3 clusters Score: Raw -244524.656006 + Penalty 745.372708 = -243779.283298 nChanged 11 SP:Iteration 22Q (19551.220000 sec): 3 clusters Score: Raw -244528.835234 + Penalty 745.372708 = -243783.462526 nChanged 6 SP:Iteration 23Q (19551.420000 sec): 3 clusters Score: Raw -244530.620908 + Penalty 745.372708 = -243785.248200 nChanged 6 SP:Iteration 24Q (19551.610000 sec): 3 clusters Score: Raw -244531.874330 + Penalty 745.372708 = -243786.501621 nChanged 3 SP:Iteration 25Q (19551.790000 sec): 3 clusters Score: Raw -244532.408094 + Penalty 745.372708 = -243787.035386 nChanged 2 SP:Iteration 26Q (19551.970000 sec): 3 clusters Score: Raw -244532.769879 + Penalty 745.372708 = -243787.397171 nChanged 2 SP:Iteration 27Q (19552.120000 sec): 3 clusters Score: Raw -244532.979681 + Penalty 745.372708 = -243787.606973 nChanged 2 SP:Iteration 28Q (19552.310000 sec): 3 clusters Score: Raw -244533.190649 + Penalty 745.372708 = -243787.817941 nChanged 2 SP:Iteration 29Q (19552.530000 sec): 3 clusters Score: Raw -244533.473828 + Penalty 745.372708 = -243788.101120 nChanged 3 SP:Iteration 30Q (19552.700000 sec): 3 clusters Score: Raw -244534.160218 + Penalty 745.372708 = -243788.787509 nChanged 2 SP:Iteration 31Q (19552.910000 sec): 3 clusters Score: Raw -244534.598374 + Penalty 745.372708 = -243789.225666 nChanged 4 SP:Iteration 32Q (19553.120000 sec): 3 clusters Score: Raw -244535.523477 + Penalty 745.372708 = -243790.150768 nChanged 6 SP:Iteration 33Q (19553.300000 sec): 3 clusters Score: Raw -244537.151517 + Penalty 745.372708 = -243791.778809 nChanged 2 SP:Iteration 34Q (19553.470000 sec): 3 clusters Score: Raw -244537.479309 + Penalty 745.372708 = -243792.106601 nChanged 2 SP:Iteration 35Q (19553.650000 sec): 3 clusters Score: Raw -244538.076327 + Penalty 745.372708 = -243792.703619 nChanged 5 SP:Iteration 36Q (19553.840000 sec): 3 clusters Score: Raw -244539.625367 + Penalty 745.372708 = -243794.252658 nChanged 8 SP:Iteration 37Q (19554.040000 sec): 3 clusters Score: Raw -244541.389244 + Penalty 745.372708 = -243796.016536 nChanged 5 SP:Iteration 38Q (19554.230000 sec): 3 clusters Score: Raw -244542.604509 + Penalty 745.372708 = -243797.231801 nChanged 1 SP:Iteration 39Q (19554.400000 sec): 3 clusters Score: Raw -244542.683537 + Penalty 745.372708 = -243797.310828 nChanged 1 SP:Iteration 40F (19554.580000 sec): 3 clusters Score: Raw -244542.884444 + Penalty 745.372708 = -243797.511736 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19554.690000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19554.830000 sec): 3 clusters Score: Raw -7193.780175 + Penalty 427.743713 = -6766.036462 nChanged 21 SP:Iteration 1F (19555.030000 sec): 3 clusters Score: Raw -7236.038848 + Penalty 427.743713 = -6808.295135 nChanged 7 SP:Iteration 2F (19555.150000 sec): 3 clusters Score: Raw -7263.424866 + Penalty 427.743713 = -6835.681152 nChanged 4 SP:Iteration 3Q (19555.340000 sec): 3 clusters Score: Raw -7288.999886 + Penalty 427.743713 = -6861.256173 nChanged 2 SP:Iteration 4Q (19555.510000 sec): 3 clusters Score: Raw -7293.583483 + Penalty 427.743713 = -6865.839769 nChanged 1 SP:Iteration 5Q (19555.710000 sec): 3 clusters Score: Raw -7294.188383 + Penalty 427.743713 = -6866.444670 nChanged 1 SP:Iteration 6Q (19555.910000 sec): 3 clusters Score: Raw -7295.654248 + Penalty 427.743713 = -6867.910535 nChanged 0 SP:Iteration 7F (19556.110000 sec): 3 clusters Score: Raw -7295.654248 + Penalty 427.743713 = -6867.910535 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19556.170000 sec): 2 clusters Score: Raw -2398.748147 + Penalty 165.510170 = -2233.237977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19556.350000 sec): 3 clusters Score: Raw -2501.170233 + Penalty 331.020341 = -2170.149892 nChanged 1 SP:Iteration 1Q (19556.560000 sec): 3 clusters Score: Raw -2509.167105 + Penalty 331.020341 = -2178.146764 nChanged 0 SP:Iteration 2F (19556.790000 sec): 3 clusters Score: Raw -2509.167105 + Penalty 331.020341 = -2178.146764 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19556.850000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19557.050000 sec): 3 clusters Score: Raw -4167.715747 + Penalty 382.627028 = -3785.088719 nChanged 7 SP:Iteration 1F (19557.250000 sec): 3 clusters Score: Raw -4185.594263 + Penalty 382.627028 = -3802.967235 nChanged 1 SP:Iteration 2Q (19557.420000 sec): 3 clusters Score: Raw -4190.606973 + Penalty 382.627028 = -3807.979944 nChanged 0 SP:Iteration 3F (19557.560000 sec): 3 clusters Score: Raw -4190.606973 + Penalty 382.627028 = -3807.979944 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19557.660000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19557.860000 sec): 3 clusters Score: Raw -13628.576792 + Penalty 497.208694 = -13131.368098 nChanged 66 SP:Iteration 1F (19558.040000 sec): 3 clusters Score: Raw -13699.722134 + Penalty 497.208694 = -13202.513440 nChanged 15 SP:Iteration 2F (19558.220000 sec): 3 clusters Score: Raw -13723.444196 + Penalty 497.208694 = -13226.235502 nChanged 12 SP:Iteration 3F (19558.450000 sec): 3 clusters Score: Raw -13741.119032 + Penalty 497.208694 = -13243.910337 nChanged 7 SP:Iteration 4Q (19558.600000 sec): 3 clusters Score: Raw -13753.054897 + Penalty 497.208694 = -13255.846202 nChanged 7 SP:Iteration 5Q (19558.790000 sec): 3 clusters Score: Raw -13765.977512 + Penalty 497.208694 = -13268.768818 nChanged 3 SP:Iteration 6Q (19559.010000 sec): 3 clusters Score: Raw -13768.220286 + Penalty 497.208694 = -13271.011592 nChanged 0 SP:Iteration 7F (19559.250000 sec): 3 clusters Score: Raw -13768.220286 + Penalty 497.208694 = -13271.011592 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19559.500000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19559.740000 sec): 3 clusters Score: Raw -2057175.842786 + Penalty 942.825748 = -2056233.017037 nChanged 15219 SP:Iteration 1F (19560.010000 sec): 3 clusters Score: Raw -2066821.196979 + Penalty 942.825748 = -2065878.371231 nChanged 2041 SP:Iteration 2F (19560.240000 sec): 3 clusters Score: Raw -2068087.032772 + Penalty 942.825748 = -2067144.207024 nChanged 2198 SP:Iteration 3F (19560.570000 sec): 3 clusters Score: Raw -2069667.172512 + Penalty 942.825748 = -2068724.346763 nChanged 2160 SP:Iteration 4F (19560.840000 sec): 3 clusters Score: Raw -2071121.571079 + Penalty 942.825748 = -2070178.745330 nChanged 1816 SP:Iteration 5F (19561.190000 sec): 3 clusters Score: Raw -2072117.208643 + Penalty 942.825748 = -2071174.382895 nChanged 1443 SP:Iteration 6Q (19561.480000 sec): 3 clusters Score: Raw -2072801.346855 + Penalty 942.825748 = -2071858.521107 nChanged 1200 SP:Iteration 7Q (19561.770000 sec): 3 clusters Score: Raw -2073278.077790 + Penalty 942.825748 = -2072335.252042 nChanged 917 SP:Iteration 8Q (19562.120000 sec): 3 clusters Score: Raw -2073577.482033 + Penalty 942.825748 = -2072634.656284 nChanged 714 SP:Iteration 9Q (19562.430000 sec): 3 clusters Score: Raw -2073763.702690 + Penalty 942.825748 = -2072820.876941 nChanged 539 SP:Iteration 10Q (19562.740000 sec): 3 clusters Score: Raw -2073881.772567 + Penalty 942.825748 = -2072938.946819 nChanged 439 SP:Iteration 11Q (19563.070000 sec): 3 clusters Score: Raw -2073968.521271 + Penalty 942.825748 = -2073025.695523 nChanged 353 SP:Iteration 12Q (19563.320000 sec): 3 clusters Score: Raw -2074038.034477 + Penalty 942.825748 = -2073095.208728 nChanged 355 SP:Iteration 13Q (19563.580000 sec): 3 clusters Score: Raw -2074112.563779 + Penalty 942.825748 = -2073169.738031 nChanged 351 SP:Iteration 14Q (19563.820000 sec): 3 clusters Score: Raw -2074187.723280 + Penalty 942.825748 = -2073244.897531 nChanged 357 SP:Iteration 15Q (19564.130000 sec): 3 clusters Score: Raw -2074273.712184 + Penalty 942.825748 = -2073330.886436 nChanged 392 SP:Iteration 16Q (19564.370000 sec): 3 clusters Score: Raw -2074367.637286 + Penalty 942.825748 = -2073424.811538 nChanged 378 SP:Iteration 17Q (19564.690000 sec): 3 clusters Score: Raw -2074463.429399 + Penalty 942.825748 = -2073520.603651 nChanged 420 SP:Iteration 18Q (19564.990000 sec): 3 clusters Score: Raw -2074584.370876 + Penalty 942.825748 = -2073641.545128 nChanged 461 SP:Iteration 19Q (19565.220000 sec): 3 clusters Score: Raw -2074730.793147 + Penalty 942.825748 = -2073787.967399 nChanged 505 SP:Iteration 20F (19565.540000 sec): 3 clusters Score: Raw -2074897.434114 + Penalty 942.825748 = -2073954.608366 nChanged 508 SP:Iteration 21Q (19565.830000 sec): 3 clusters Score: Raw -2075068.923191 + Penalty 942.825748 = -2074126.097442 nChanged 537 SP:Iteration 22Q (19566.110000 sec): 3 clusters Score: Raw -2075248.020968 + Penalty 942.825748 = -2074305.195220 nChanged 519 SP:Iteration 23Q (19566.380000 sec): 3 clusters Score: Raw -2075425.711609 + Penalty 942.825748 = -2074482.885860 nChanged 517 SP:Iteration 24Q (19566.630000 sec): 3 clusters Score: Raw -2075600.049533 + Penalty 942.825748 = -2074657.223785 nChanged 531 SP:Iteration 25Q (19566.950000 sec): 3 clusters Score: Raw -2075794.073963 + Penalty 942.825748 = -2074851.248215 nChanged 552 SP:Iteration 26Q (19567.270000 sec): 3 clusters Score: Raw -2075998.869883 + Penalty 942.825748 = -2075056.044135 nChanged 544 SP:Iteration 27Q (19567.520000 sec): 3 clusters Score: Raw -2076210.323592 + Penalty 942.825748 = -2075267.497844 nChanged 531 SP:Iteration 28Q (19567.830000 sec): 3 clusters Score: Raw -2076427.554382 + Penalty 942.825748 = -2075484.728633 nChanged 528 SP:Iteration 29Q (19568.110000 sec): 3 clusters Score: Raw -2076659.162079 + Penalty 942.825748 = -2075716.336330 nChanged 507 SP:Iteration 30Q (19568.350000 sec): 3 clusters Score: Raw -2076884.341960 + Penalty 942.825748 = -2075941.516211 nChanged 473 SP:Iteration 31Q (19568.610000 sec): 3 clusters Score: Raw -2077105.570924 + Penalty 942.825748 = -2076162.745175 nChanged 415 SP:Iteration 32Q (19568.920000 sec): 3 clusters Score: Raw -2077300.995852 + Penalty 942.825748 = -2076358.170104 nChanged 357 SP:Iteration 33Q (19569.160000 sec): 3 clusters Score: Raw -2077458.156652 + Penalty 942.825748 = -2076515.330904 nChanged 300 SP:Iteration 34Q (19569.520000 sec): 3 clusters Score: Raw -2077589.560639 + Penalty 942.825748 = -2076646.734891 nChanged 244 SP:Iteration 35Q (19569.770000 sec): 3 clusters Score: Raw -2077696.873214 + Penalty 942.825748 = -2076754.047466 nChanged 186 SP:Iteration 36Q (19570.020000 sec): 3 clusters Score: Raw -2077769.555209 + Penalty 942.825748 = -2076826.729461 nChanged 126 SP:Iteration 37Q (19570.300000 sec): 3 clusters Score: Raw -2077813.916944 + Penalty 942.825748 = -2076871.091196 nChanged 123 SP:Iteration 38Q (19570.550000 sec): 3 clusters Score: Raw -2077861.576379 + Penalty 942.825748 = -2076918.750630 nChanged 96 SP:Iteration 39Q (19570.850000 sec): 3 clusters Score: Raw -2077896.097450 + Penalty 942.825748 = -2076953.271702 nChanged 85 SP:Iteration 40F (19571.140000 sec): 3 clusters Score: Raw -2077928.622677 + Penalty 942.825748 = -2076985.796929 nChanged 65 SP:Iteration 41Q (19571.430000 sec): 3 clusters Score: Raw -2077953.009179 + Penalty 942.825748 = -2077010.183431 nChanged 49 SP:Iteration 42Q (19571.670000 sec): 3 clusters Score: Raw -2077972.127269 + Penalty 942.825748 = -2077029.301520 nChanged 42 SP:Iteration 43Q (19571.970000 sec): 3 clusters Score: Raw -2077984.265975 + Penalty 942.825748 = -2077041.440227 nChanged 32 SP:Iteration 44Q (19572.220000 sec): 3 clusters Score: Raw -2077992.940118 + Penalty 942.825748 = -2077050.114369 nChanged 25 SP:Iteration 45Q (19572.540000 sec): 3 clusters Score: Raw -2077997.977457 + Penalty 942.825748 = -2077055.151709 nChanged 20 SP:Iteration 46Q (19572.870000 sec): 3 clusters Score: Raw -2078003.423920 + Penalty 942.825748 = -2077060.598171 nChanged 20 SP:Iteration 47Q (19573.210000 sec): 3 clusters Score: Raw -2078010.239508 + Penalty 942.825748 = -2077067.413760 nChanged 15 SP:Iteration 48Q (19573.500000 sec): 3 clusters Score: Raw -2078014.890028 + Penalty 942.825748 = -2077072.064280 nChanged 12 SP:Iteration 49Q (19573.770000 sec): 3 clusters Score: Raw -2078017.868596 + Penalty 942.825748 = -2077075.042848 nChanged 8 SP:Iteration 50Q (19574.010000 sec): 3 clusters Score: Raw -2078019.099194 + Penalty 942.825748 = -2077076.273446 nChanged 8 SP:Iteration 51Q (19574.270000 sec): 3 clusters Score: Raw -2078021.448514 + Penalty 942.825748 = -2077078.622766 nChanged 6 SP:Iteration 52Q (19574.570000 sec): 3 clusters Score: Raw -2078023.292697 + Penalty 942.825748 = -2077080.466949 nChanged 8 SP:Iteration 53Q (19574.850000 sec): 3 clusters Score: Raw -2078024.921222 + Penalty 942.825748 = -2077082.095474 nChanged 5 SP:Iteration 54Q (19575.080000 sec): 3 clusters Score: Raw -2078025.873838 + Penalty 942.825748 = -2077083.048090 nChanged 5 SP:Iteration 55Q (19575.330000 sec): 3 clusters Score: Raw -2078027.160103 + Penalty 942.825748 = -2077084.334354 nChanged 7 SP:Iteration 56Q (19575.570000 sec): 3 clusters Score: Raw -2078028.904787 + Penalty 942.825748 = -2077086.079039 nChanged 11 SP:Iteration 57Q (19575.910000 sec): 3 clusters Score: Raw -2078032.095015 + Penalty 942.825748 = -2077089.269267 nChanged 10 SP:Iteration 58Q (19576.180000 sec): 3 clusters Score: Raw -2078036.301596 + Penalty 942.825748 = -2077093.475847 nChanged 16 SP:Iteration 59Q (19576.460000 sec): 3 clusters Score: Raw -2078041.076524 + Penalty 942.825748 = -2077098.250776 nChanged 10 SP:Iteration 60F (19576.750000 sec): 3 clusters Score: Raw -2078044.346353 + Penalty 942.825748 = -2077101.520605 nChanged 13 SP:Iteration 61Q (19577.010000 sec): 3 clusters Score: Raw -2078049.625929 + Penalty 942.825748 = -2077106.800180 nChanged 13 SP:Iteration 62Q (19577.270000 sec): 3 clusters Score: Raw -2078054.164299 + Penalty 942.825748 = -2077111.338551 nChanged 11 SP:Iteration 63Q (19577.580000 sec): 3 clusters Score: Raw -2078058.629836 + Penalty 942.825748 = -2077115.804087 nChanged 8 SP:Iteration 64Q (19577.830000 sec): 3 clusters Score: Raw -2078061.087687 + Penalty 942.825748 = -2077118.261938 nChanged 10 SP:Iteration 65Q (19578.050000 sec): 3 clusters Score: Raw -2078063.925352 + Penalty 942.825748 = -2077121.099604 nChanged 9 SP:Iteration 66Q (19578.340000 sec): 3 clusters Score: Raw -2078066.281997 + Penalty 942.825748 = -2077123.456249 nChanged 5 SP:Iteration 67Q (19578.590000 sec): 3 clusters Score: Raw -2078067.176541 + Penalty 942.825748 = -2077124.350793 nChanged 3 SP:Iteration 68Q (19578.860000 sec): 3 clusters Score: Raw -2078067.731726 + Penalty 942.825748 = -2077124.905978 nChanged 5 SP:Iteration 69Q (19579.100000 sec): 3 clusters Score: Raw -2078068.771684 + Penalty 942.825748 = -2077125.945936 nChanged 3 SP:Iteration 70Q (19579.340000 sec): 3 clusters Score: Raw -2078069.480466 + Penalty 942.825748 = -2077126.654718 nChanged 1 SP:Iteration 71Q (19579.650000 sec): 3 clusters Score: Raw -2078069.597060 + Penalty 942.825748 = -2077126.771311 nChanged 1 SP:Iteration 72Q (19579.910000 sec): 3 clusters Score: Raw -2078069.808226 + Penalty 942.825748 = -2077126.982477 nChanged 1 SP:Iteration 73Q (19580.240000 sec): 3 clusters Score: Raw -2078070.019083 + Penalty 942.825748 = -2077127.193335 nChanged 1 SP:Iteration 74Q (19580.480000 sec): 3 clusters Score: Raw -2078070.132687 + Penalty 942.825748 = -2077127.306939 nChanged 1 SP:Iteration 75Q (19580.760000 sec): 3 clusters Score: Raw -2078070.281643 + Penalty 942.825748 = -2077127.455895 nChanged 0 SP:Iteration 76F (19581.070000 sec): 3 clusters Score: Raw -2078070.281643 + Penalty 942.825748 = -2077127.455895 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19581.160000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19581.350000 sec): 3 clusters Score: Raw -7996.614682 + Penalty 444.334975 = -7552.279707 nChanged 31 SP:Iteration 1F (19581.580000 sec): 3 clusters Score: Raw -8040.637698 + Penalty 444.334975 = -7596.302723 nChanged 6 SP:Iteration 2Q (19581.710000 sec): 3 clusters Score: Raw -8051.038596 + Penalty 444.334975 = -7606.703622 nChanged 2 SP:Iteration 3Q (19581.940000 sec): 3 clusters Score: Raw -8056.108856 + Penalty 444.334975 = -7611.773881 nChanged 1 SP:Iteration 4Q (19582.140000 sec): 3 clusters Score: Raw -8060.497517 + Penalty 444.334975 = -7616.162542 nChanged 1 SP:Iteration 5Q (19582.340000 sec): 3 clusters Score: Raw -8067.684322 + Penalty 444.334975 = -7623.349347 nChanged 2 SP:Iteration 6Q (19582.540000 sec): 3 clusters Score: Raw -8073.730638 + Penalty 444.334975 = -7629.395663 nChanged 0 SP:Iteration 7F (19582.680000 sec): 3 clusters Score: Raw -8073.730638 + Penalty 444.334975 = -7629.395663 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19582.780000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19583.040000 sec): 3 clusters Score: Raw -6746.462467 + Penalty 437.908776 = -6308.553691 nChanged 29 SP:Iteration 1F (19583.210000 sec): 3 clusters Score: Raw -6793.765552 + Penalty 437.908776 = -6355.856775 nChanged 8 SP:Iteration 2F (19583.380000 sec): 3 clusters Score: Raw -6808.070923 + Penalty 437.908776 = -6370.162146 nChanged 2 SP:Iteration 3Q (19583.550000 sec): 3 clusters Score: Raw -6814.400323 + Penalty 437.908776 = -6376.491547 nChanged 2 SP:Iteration 4Q (19583.770000 sec): 3 clusters Score: Raw -6818.352310 + Penalty 437.908776 = -6380.443533 nChanged 1 SP:Iteration 5Q (19584.000000 sec): 3 clusters Score: Raw -6819.814957 + Penalty 437.908776 = -6381.906180 nChanged 0 SP:Iteration 6F (19584.190000 sec): 3 clusters Score: Raw -6819.814957 + Penalty 437.908776 = -6381.906180 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19584.320000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19584.540000 sec): 3 clusters Score: Raw -342503.087557 + Penalty 786.748363 = -341716.339194 nChanged 2566 SP:Iteration 1F (19584.740000 sec): 3 clusters Score: Raw -344138.056560 + Penalty 786.748363 = -343351.308197 nChanged 371 SP:Iteration 2F (19584.930000 sec): 3 clusters Score: Raw -344372.591160 + Penalty 786.748363 = -343585.842797 nChanged 351 SP:Iteration 3F (19585.060000 sec): 3 clusters Score: Raw -344617.096139 + Penalty 786.748363 = -343830.347776 nChanged 340 SP:Iteration 4F (19585.220000 sec): 3 clusters Score: Raw -344825.164020 + Penalty 786.748363 = -344038.415657 nChanged 293 SP:Iteration 5F (19585.460000 sec): 3 clusters Score: Raw -344992.437094 + Penalty 786.748363 = -344205.688731 nChanged 237 SP:Iteration 6Q (19585.640000 sec): 3 clusters Score: Raw -345143.605767 + Penalty 786.748363 = -344356.857404 nChanged 240 SP:Iteration 7Q (19585.900000 sec): 3 clusters Score: Raw -345261.741731 + Penalty 786.748363 = -344474.993368 nChanged 158 SP:Iteration 8Q (19586.060000 sec): 3 clusters Score: Raw -345334.839116 + Penalty 786.748363 = -344548.090753 nChanged 117 SP:Iteration 9Q (19586.310000 sec): 3 clusters Score: Raw -345389.254594 + Penalty 786.748363 = -344602.506231 nChanged 102 SP:Iteration 10Q (19586.480000 sec): 3 clusters Score: Raw -345443.513773 + Penalty 786.748363 = -344656.765410 nChanged 100 SP:Iteration 11Q (19586.690000 sec): 3 clusters Score: Raw -345488.682446 + Penalty 786.748363 = -344701.934083 nChanged 93 SP:Iteration 12Q (19586.840000 sec): 3 clusters Score: Raw -345534.216196 + Penalty 786.748363 = -344747.467833 nChanged 100 SP:Iteration 13Q (19587.020000 sec): 3 clusters Score: Raw -345579.441707 + Penalty 786.748363 = -344792.693344 nChanged 87 SP:Iteration 14Q (19587.220000 sec): 3 clusters Score: Raw -345613.694122 + Penalty 786.748363 = -344826.945759 nChanged 81 SP:Iteration 15Q (19587.390000 sec): 3 clusters Score: Raw -345642.613211 + Penalty 786.748363 = -344855.864848 nChanged 54 SP:Iteration 16Q (19587.540000 sec): 3 clusters Score: Raw -345662.189003 + Penalty 786.748363 = -344875.440640 nChanged 64 SP:Iteration 17Q (19587.760000 sec): 3 clusters Score: Raw -345688.243799 + Penalty 786.748363 = -344901.495436 nChanged 71 SP:Iteration 18Q (19587.900000 sec): 3 clusters Score: Raw -345712.351131 + Penalty 786.748363 = -344925.602768 nChanged 59 SP:Iteration 19Q (19588.110000 sec): 3 clusters Score: Raw -345734.518323 + Penalty 786.748363 = -344947.769960 nChanged 56 SP:Iteration 20F (19588.260000 sec): 3 clusters Score: Raw -345749.761459 + Penalty 786.748363 = -344963.013096 nChanged 57 SP:Iteration 21Q (19588.450000 sec): 3 clusters Score: Raw -345764.528475 + Penalty 786.748363 = -344977.780112 nChanged 53 SP:Iteration 22Q (19588.660000 sec): 3 clusters Score: Raw -345779.518349 + Penalty 786.748363 = -344992.769986 nChanged 51 SP:Iteration 23Q (19588.850000 sec): 3 clusters Score: Raw -345792.727700 + Penalty 786.748363 = -345005.979337 nChanged 38 SP:Iteration 24Q (19589.020000 sec): 3 clusters Score: Raw -345800.012079 + Penalty 786.748363 = -345013.263716 nChanged 36 SP:Iteration 25Q (19589.170000 sec): 3 clusters Score: Raw -345808.699874 + Penalty 786.748363 = -345021.951511 nChanged 40 SP:Iteration 26Q (19589.330000 sec): 3 clusters Score: Raw -345818.964364 + Penalty 786.748363 = -345032.216001 nChanged 41 SP:Iteration 27Q (19589.520000 sec): 3 clusters Score: Raw -345828.488001 + Penalty 786.748363 = -345041.739638 nChanged 40 SP:Iteration 28Q (19589.710000 sec): 3 clusters Score: Raw -345837.688070 + Penalty 786.748363 = -345050.939707 nChanged 34 SP:Iteration 29Q (19589.920000 sec): 3 clusters Score: Raw -345843.606968 + Penalty 786.748363 = -345056.858605 nChanged 28 SP:Iteration 30Q (19590.090000 sec): 3 clusters Score: Raw -345849.265005 + Penalty 786.748363 = -345062.516642 nChanged 35 SP:Iteration 31Q (19590.300000 sec): 3 clusters Score: Raw -345857.083150 + Penalty 786.748363 = -345070.334787 nChanged 38 SP:Iteration 32Q (19590.440000 sec): 3 clusters Score: Raw -345867.055080 + Penalty 786.748363 = -345080.306717 nChanged 26 SP:Iteration 33Q (19590.660000 sec): 3 clusters Score: Raw -345873.903166 + Penalty 786.748363 = -345087.154803 nChanged 31 SP:Iteration 34Q (19590.840000 sec): 3 clusters Score: Raw -345882.068030 + Penalty 786.748363 = -345095.319667 nChanged 36 SP:Iteration 35Q (19591.060000 sec): 3 clusters Score: Raw -345892.188071 + Penalty 786.748363 = -345105.439708 nChanged 35 SP:Iteration 36Q (19591.220000 sec): 3 clusters Score: Raw -345901.750118 + Penalty 786.748363 = -345115.001755 nChanged 35 SP:Iteration 37Q (19591.430000 sec): 3 clusters Score: Raw -345912.577718 + Penalty 786.748363 = -345125.829355 nChanged 38 SP:Iteration 38Q (19591.630000 sec): 3 clusters Score: Raw -345925.529235 + Penalty 786.748363 = -345138.780872 nChanged 40 SP:Iteration 39Q (19591.810000 sec): 3 clusters Score: Raw -345939.795871 + Penalty 786.748363 = -345153.047508 nChanged 44 SP:Iteration 40F (19591.980000 sec): 3 clusters Score: Raw -345955.756057 + Penalty 786.748363 = -345169.007694 nChanged 42 SP:Iteration 41Q (19592.160000 sec): 3 clusters Score: Raw -345966.745177 + Penalty 786.748363 = -345179.996814 nChanged 34 SP:Iteration 42Q (19592.340000 sec): 3 clusters Score: Raw -345976.148060 + Penalty 786.748363 = -345189.399697 nChanged 34 SP:Iteration 43Q (19592.520000 sec): 3 clusters Score: Raw -345987.509192 + Penalty 786.748363 = -345200.760829 nChanged 30 SP:Iteration 44Q (19592.670000 sec): 3 clusters Score: Raw -345994.722573 + Penalty 786.748363 = -345207.974210 nChanged 26 SP:Iteration 45Q (19592.850000 sec): 3 clusters Score: Raw -346000.502627 + Penalty 786.748363 = -345213.754264 nChanged 27 SP:Iteration 46Q (19593.060000 sec): 3 clusters Score: Raw -346006.581138 + Penalty 786.748363 = -345219.832775 nChanged 21 SP:Iteration 47Q (19593.220000 sec): 3 clusters Score: Raw -346011.029642 + Penalty 786.748363 = -345224.281279 nChanged 16 SP:Iteration 48Q (19593.360000 sec): 3 clusters Score: Raw -346017.481484 + Penalty 786.748363 = -345230.733121 nChanged 16 SP:Iteration 49Q (19593.500000 sec): 3 clusters Score: Raw -346024.152281 + Penalty 786.748363 = -345237.403918 nChanged 12 SP:Iteration 50Q (19593.630000 sec): 3 clusters Score: Raw -346028.409046 + Penalty 786.748363 = -345241.660683 nChanged 9 SP:Iteration 51Q (19593.780000 sec): 3 clusters Score: Raw -346031.424286 + Penalty 786.748363 = -345244.675923 nChanged 9 SP:Iteration 52Q (19593.930000 sec): 3 clusters Score: Raw -346033.426023 + Penalty 786.748363 = -345246.677660 nChanged 14 SP:Iteration 53Q (19594.070000 sec): 3 clusters Score: Raw -346036.500048 + Penalty 786.748363 = -345249.751685 nChanged 11 SP:Iteration 54Q (19594.210000 sec): 3 clusters Score: Raw -346039.163003 + Penalty 786.748363 = -345252.414640 nChanged 11 SP:Iteration 55Q (19594.390000 sec): 3 clusters Score: Raw -346040.835881 + Penalty 786.748363 = -345254.087518 nChanged 5 SP:Iteration 56Q (19594.600000 sec): 3 clusters Score: Raw -346041.701348 + Penalty 786.748363 = -345254.952985 nChanged 7 SP:Iteration 57Q (19594.800000 sec): 3 clusters Score: Raw -346043.656046 + Penalty 786.748363 = -345256.907683 nChanged 6 SP:Iteration 58Q (19594.980000 sec): 3 clusters Score: Raw -346045.158657 + Penalty 786.748363 = -345258.410294 nChanged 7 SP:Iteration 59Q (19595.130000 sec): 3 clusters Score: Raw -346047.076840 + Penalty 786.748363 = -345260.328477 nChanged 8 SP:Iteration 60F (19595.330000 sec): 3 clusters Score: Raw -346049.016433 + Penalty 786.748363 = -345262.268070 nChanged 9 SP:Iteration 61Q (19595.510000 sec): 3 clusters Score: Raw -346051.406236 + Penalty 786.748363 = -345264.657873 nChanged 13 SP:Iteration 62Q (19595.720000 sec): 3 clusters Score: Raw -346054.312980 + Penalty 786.748363 = -345267.564617 nChanged 7 SP:Iteration 63Q (19595.900000 sec): 3 clusters Score: Raw -346055.400641 + Penalty 786.748363 = -345268.652279 nChanged 5 SP:Iteration 64Q (19596.110000 sec): 3 clusters Score: Raw -346056.666872 + Penalty 786.748363 = -345269.918509 nChanged 5 SP:Iteration 65Q (19596.320000 sec): 3 clusters Score: Raw -346057.670443 + Penalty 786.748363 = -345270.922080 nChanged 6 SP:Iteration 66Q (19596.510000 sec): 3 clusters Score: Raw -346058.407286 + Penalty 786.748363 = -345271.658923 nChanged 5 SP:Iteration 67Q (19596.750000 sec): 3 clusters Score: Raw -346059.700592 + Penalty 786.748363 = -345272.952229 nChanged 7 SP:Iteration 68Q (19597.020000 sec): 3 clusters Score: Raw -346061.562551 + Penalty 786.748363 = -345274.814188 nChanged 7 SP:Iteration 69Q (19597.220000 sec): 3 clusters Score: Raw -346063.706511 + Penalty 786.748363 = -345276.958148 nChanged 5 SP:Iteration 70Q (19597.450000 sec): 3 clusters Score: Raw -346065.163713 + Penalty 786.748363 = -345278.415350 nChanged 3 SP:Iteration 71Q (19597.660000 sec): 3 clusters Score: Raw -346065.646012 + Penalty 786.748363 = -345278.897649 nChanged 2 SP:Iteration 72Q (19597.860000 sec): 3 clusters Score: Raw -346065.863195 + Penalty 786.748363 = -345279.114832 nChanged 2 SP:Iteration 73Q (19598.040000 sec): 3 clusters Score: Raw -346066.007109 + Penalty 786.748363 = -345279.258746 nChanged 1 SP:Iteration 74Q (19598.280000 sec): 3 clusters Score: Raw -346066.154290 + Penalty 786.748363 = -345279.405928 nChanged 0 SP:Iteration 75F (19598.460000 sec): 3 clusters Score: Raw -346066.154290 + Penalty 786.748363 = -345279.405928 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19599.590000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19600.710000 sec): 3 clusters Score: Raw -17494825.074754 + Penalty 1141.157483 = -17493683.917271 nChanged 137558 SP:Iteration 1F (19601.830000 sec): 3 clusters Score: Raw -17585168.134859 + Penalty 1141.157483 = -17584026.977377 nChanged 16730 SP:Iteration 2F (19603.090000 sec): 3 clusters Score: Raw -17593742.654541 + Penalty 1141.157483 = -17592601.497059 nChanged 21001 SP:Iteration 3F (19604.290000 sec): 3 clusters Score: Raw -17608552.832527 + Penalty 1141.157483 = -17607411.675045 nChanged 24535 SP:Iteration 4F (19605.310000 sec): 3 clusters Score: Raw -17630793.562719 + Penalty 1141.157483 = -17629652.405236 nChanged 23665 SP:Iteration 5F (19606.430000 sec): 3 clusters Score: Raw -17655561.410630 + Penalty 1141.157483 = -17654420.253147 nChanged 16508 SP:Iteration 6F (19607.490000 sec): 3 clusters Score: Raw -17673185.360829 + Penalty 1141.157483 = -17672044.203346 nChanged 8129 SP:Iteration 7Q (19608.560000 sec): 3 clusters Score: Raw -17681331.542117 + Penalty 1141.157483 = -17680190.384634 nChanged 2803 SP:Iteration 8Q (19609.620000 sec): 3 clusters Score: Raw -17683899.097429 + Penalty 1141.157483 = -17682757.939946 nChanged 801 SP:Iteration 9Q (19610.490000 sec): 3 clusters Score: Raw -17684606.980790 + Penalty 1141.157483 = -17683465.823307 nChanged 199 SP:Iteration 10Q (19611.360000 sec): 3 clusters Score: Raw -17684800.415161 + Penalty 1141.157483 = -17683659.257678 nChanged 70 SP:Iteration 11Q (19612.300000 sec): 3 clusters Score: Raw -17684907.585967 + Penalty 1141.157483 = -17683766.428485 nChanged 40 SP:Iteration 12Q (19613.230000 sec): 3 clusters Score: Raw -17684950.841487 + Penalty 1141.157483 = -17683809.684004 nChanged 39 SP:Iteration 13Q (19614.020000 sec): 3 clusters Score: Raw -17684985.195776 + Penalty 1141.157483 = -17683844.038293 nChanged 23 SP:Iteration 14Q (19614.830000 sec): 3 clusters Score: Raw -17684996.078863 + Penalty 1141.157483 = -17683854.921381 nChanged 13 SP:Iteration 15Q (19615.900000 sec): 3 clusters Score: Raw -17685002.677607 + Penalty 1141.157483 = -17683861.520124 nChanged 12 SP:Iteration 16Q (19617.000000 sec): 3 clusters Score: Raw -17685009.183833 + Penalty 1141.157483 = -17683868.026350 nChanged 10 SP:Iteration 17Q (19617.970000 sec): 3 clusters Score: Raw -17685014.956834 + Penalty 1141.157483 = -17683873.799351 nChanged 12 SP:Iteration 18Q (19618.780000 sec): 3 clusters Score: Raw -17685021.768542 + Penalty 1141.157483 = -17683880.611060 nChanged 5 SP:Iteration 19Q (19619.750000 sec): 3 clusters Score: Raw -17685024.015974 + Penalty 1141.157483 = -17683882.858492 nChanged 4 SP:Iteration 20F (19620.760000 sec): 3 clusters Score: Raw -17685026.656652 + Penalty 1141.157483 = -17683885.499169 nChanged 5 SP:Iteration 21Q (19621.530000 sec): 3 clusters Score: Raw -17685028.769854 + Penalty 1141.157483 = -17683887.612371 nChanged 5 SP:Iteration 22Q (19622.370000 sec): 3 clusters Score: Raw -17685030.233891 + Penalty 1141.157483 = -17683889.076408 nChanged 3 SP:Iteration 23Q (19623.190000 sec): 3 clusters Score: Raw -17685030.796497 + Penalty 1141.157483 = -17683889.639015 nChanged 5 SP:Iteration 24Q (19623.970000 sec): 3 clusters Score: Raw -17685032.874267 + Penalty 1141.157483 = -17683891.716784 nChanged 7 SP:Iteration 25Q (19624.890000 sec): 3 clusters Score: Raw -17685035.166839 + Penalty 1141.157483 = -17683894.009356 nChanged 3 SP:Iteration 26Q (19625.910000 sec): 3 clusters Score: Raw -17685036.464131 + Penalty 1141.157483 = -17683895.306648 nChanged 5 SP:Iteration 27Q (19626.780000 sec): 3 clusters Score: Raw -17685038.152548 + Penalty 1141.157483 = -17683896.995065 nChanged 5 SP:Iteration 28Q (19627.720000 sec): 3 clusters Score: Raw -17685039.914033 + Penalty 1141.157483 = -17683898.756551 nChanged 4 SP:Iteration 29Q (19628.610000 sec): 3 clusters Score: Raw -17685040.873326 + Penalty 1141.157483 = -17683899.715844 nChanged 3 SP:Iteration 30Q (19629.560000 sec): 3 clusters Score: Raw -17685041.668906 + Penalty 1141.157483 = -17683900.511423 nChanged 0 SP:Iteration 31F (19630.530000 sec): 3 clusters Score: Raw -17685041.668906 + Penalty 1141.157483 = -17683900.511423 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19630.820000 sec): 2 clusters Score: Raw -35225.190758 + Penalty 291.737731 = -34933.453027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19630.990000 sec): 3 clusters Score: Raw -34964.625794 + Penalty 583.475462 = -34381.150331 nChanged 226 SP:Iteration 1F (19631.220000 sec): 3 clusters Score: Raw -35150.855913 + Penalty 583.475462 = -34567.380450 nChanged 68 SP:Iteration 2F (19631.400000 sec): 3 clusters Score: Raw -35224.041845 + Penalty 583.475462 = -34640.566383 nChanged 47 SP:Iteration 3F (19631.560000 sec): 3 clusters Score: Raw -35282.128179 + Penalty 583.475462 = -34698.652717 nChanged 42 SP:Iteration 4F (19631.750000 sec): 3 clusters Score: Raw -35325.963914 + Penalty 583.475462 = -34742.488452 nChanged 28 SP:Iteration 5Q (19631.920000 sec): 3 clusters Score: Raw -35350.742632 + Penalty 583.475462 = -34767.267170 nChanged 16 SP:Iteration 6Q (19632.100000 sec): 3 clusters Score: Raw -35359.762650 + Penalty 583.475462 = -34776.287188 nChanged 6 SP:Iteration 7Q (19632.290000 sec): 3 clusters Score: Raw -35364.464981 + Penalty 583.475462 = -34780.989519 nChanged 11 SP:Iteration 8Q (19632.460000 sec): 3 clusters Score: Raw -35373.476399 + Penalty 583.475462 = -34790.000937 nChanged 7 SP:Iteration 9Q (19632.640000 sec): 3 clusters Score: Raw -35376.455698 + Penalty 583.475462 = -34792.980236 nChanged 1 SP:Iteration 10Q (19632.850000 sec): 3 clusters Score: Raw -35376.907870 + Penalty 583.475462 = -34793.432408 nChanged 4 SP:Iteration 11Q (19633.020000 sec): 3 clusters Score: Raw -35385.588145 + Penalty 583.475462 = -34802.112682 nChanged 5 SP:Iteration 12Q (19633.220000 sec): 3 clusters Score: Raw -35389.331710 + Penalty 583.475462 = -34805.856247 nChanged 4 SP:Iteration 13Q (19633.410000 sec): 3 clusters Score: Raw -35390.771800 + Penalty 583.475462 = -34807.296338 nChanged 1 SP:Iteration 14Q (19633.540000 sec): 3 clusters Score: Raw -35390.979998 + Penalty 583.475462 = -34807.504535 nChanged 0 SP:Iteration 15F (19633.750000 sec): 3 clusters Score: Raw -35390.979998 + Penalty 583.475462 = -34807.504535 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19633.860000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19634.040000 sec): 3 clusters Score: Raw -17206.050450 + Penalty 518.129625 = -16687.920825 nChanged 91 SP:Iteration 1F (19634.220000 sec): 3 clusters Score: Raw -17274.612147 + Penalty 518.129625 = -16756.482522 nChanged 26 SP:Iteration 2F (19634.420000 sec): 3 clusters Score: Raw -17298.583770 + Penalty 518.129625 = -16780.454145 nChanged 13 SP:Iteration 3Q (19634.590000 sec): 3 clusters Score: Raw -17308.136200 + Penalty 518.129625 = -16790.006575 nChanged 5 SP:Iteration 4Q (19634.730000 sec): 3 clusters Score: Raw -17312.407249 + Penalty 518.129625 = -16794.277624 nChanged 5 SP:Iteration 5Q (19634.970000 sec): 3 clusters Score: Raw -17315.835096 + Penalty 518.129625 = -16797.705471 nChanged 3 SP:Iteration 6Q (19635.160000 sec): 3 clusters Score: Raw -17319.129917 + Penalty 518.129625 = -16801.000292 nChanged 4 SP:Iteration 7Q (19635.260000 sec): 3 clusters Score: Raw -17321.948445 + Penalty 518.129625 = -16803.818820 nChanged 0 SP:Iteration 8F (19635.460000 sec): 3 clusters Score: Raw -17321.948445 + Penalty 518.129625 = -16803.818820 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19635.590000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19635.710000 sec): 3 clusters Score: Raw -261053.733251 + Penalty 758.196257 = -260295.536994 nChanged 1839 SP:Iteration 1F (19635.910000 sec): 3 clusters Score: Raw -262079.416203 + Penalty 758.196257 = -261321.219946 nChanged 227 SP:Iteration 2F (19636.030000 sec): 3 clusters Score: Raw -262162.029378 + Penalty 758.196257 = -261403.833120 nChanged 177 SP:Iteration 3Q (19636.240000 sec): 3 clusters Score: Raw -262218.230236 + Penalty 758.196257 = -261460.033979 nChanged 140 SP:Iteration 4Q (19636.480000 sec): 3 clusters Score: Raw -262269.401358 + Penalty 758.196257 = -261511.205101 nChanged 123 SP:Iteration 5Q (19636.680000 sec): 3 clusters Score: Raw -262310.713494 + Penalty 758.196257 = -261552.517236 nChanged 115 SP:Iteration 6Q (19636.850000 sec): 3 clusters Score: Raw -262354.586780 + Penalty 758.196257 = -261596.390523 nChanged 129 SP:Iteration 7Q (19637.050000 sec): 3 clusters Score: Raw -262405.911187 + Penalty 758.196257 = -261647.714929 nChanged 138 SP:Iteration 8Q (19637.210000 sec): 3 clusters Score: Raw -262463.888163 + Penalty 758.196257 = -261705.691905 nChanged 146 SP:Iteration 9Q (19637.350000 sec): 3 clusters Score: Raw -262538.743849 + Penalty 758.196257 = -261780.547591 nChanged 127 SP:Iteration 10Q (19637.500000 sec): 3 clusters Score: Raw -262609.869597 + Penalty 758.196257 = -261851.673340 nChanged 146 SP:Iteration 11Q (19637.610000 sec): 3 clusters Score: Raw -262718.206035 + Penalty 758.196257 = -261960.009778 nChanged 155 SP:Iteration 12Q (19637.790000 sec): 3 clusters Score: Raw -262823.894935 + Penalty 758.196257 = -262065.698678 nChanged 130 SP:Iteration 13Q (19637.960000 sec): 3 clusters Score: Raw -262895.315698 + Penalty 758.196257 = -262137.119440 nChanged 109 SP:Iteration 14Q (19638.110000 sec): 3 clusters Score: Raw -262957.290679 + Penalty 758.196257 = -262199.094422 nChanged 90 SP:Iteration 15Q (19638.280000 sec): 3 clusters Score: Raw -263012.429612 + Penalty 758.196257 = -262254.233354 nChanged 76 SP:Iteration 16Q (19638.450000 sec): 3 clusters Score: Raw -263066.200244 + Penalty 758.196257 = -262308.003987 nChanged 93 SP:Iteration 17Q (19638.620000 sec): 3 clusters Score: Raw -263147.821245 + Penalty 758.196257 = -262389.624988 nChanged 103 SP:Iteration 18Q (19638.820000 sec): 3 clusters Score: Raw -263220.013592 + Penalty 758.196257 = -262461.817334 nChanged 91 SP:Iteration 19Q (19639.030000 sec): 3 clusters Score: Raw -263268.908003 + Penalty 758.196257 = -262510.711745 nChanged 70 SP:Iteration 20F (19639.120000 sec): 3 clusters Score: Raw -263305.356392 + Penalty 758.196257 = -262547.160135 nChanged 64 SP:Iteration 21Q (19639.260000 sec): 3 clusters Score: Raw -263329.732236 + Penalty 758.196257 = -262571.535978 nChanged 49 SP:Iteration 22Q (19639.400000 sec): 3 clusters Score: Raw -263344.438734 + Penalty 758.196257 = -262586.242477 nChanged 28 SP:Iteration 23Q (19639.520000 sec): 3 clusters Score: Raw -263352.231233 + Penalty 758.196257 = -262594.034976 nChanged 25 SP:Iteration 24Q (19639.660000 sec): 3 clusters Score: Raw -263357.418813 + Penalty 758.196257 = -262599.222555 nChanged 15 SP:Iteration 25Q (19639.830000 sec): 3 clusters Score: Raw -263360.127646 + Penalty 758.196257 = -262601.931389 nChanged 16 SP:Iteration 26Q (19640.070000 sec): 3 clusters Score: Raw -263363.038462 + Penalty 758.196257 = -262604.842205 nChanged 24 SP:Iteration 27Q (19640.200000 sec): 3 clusters Score: Raw -263366.851414 + Penalty 758.196257 = -262608.655156 nChanged 20 SP:Iteration 28Q (19640.390000 sec): 3 clusters Score: Raw -263371.122052 + Penalty 758.196257 = -262612.925794 nChanged 22 SP:Iteration 29Q (19640.580000 sec): 3 clusters Score: Raw -263376.736730 + Penalty 758.196257 = -262618.540473 nChanged 28 SP:Iteration 30Q (19640.740000 sec): 3 clusters Score: Raw -263384.495868 + Penalty 758.196257 = -262626.299610 nChanged 28 SP:Iteration 31Q (19640.870000 sec): 3 clusters Score: Raw -263391.405470 + Penalty 758.196257 = -262633.209213 nChanged 29 SP:Iteration 32Q (19641.040000 sec): 3 clusters Score: Raw -263399.723805 + Penalty 758.196257 = -262641.527548 nChanged 27 SP:Iteration 33Q (19641.180000 sec): 3 clusters Score: Raw -263405.737462 + Penalty 758.196257 = -262647.541204 nChanged 35 SP:Iteration 34Q (19641.340000 sec): 3 clusters Score: Raw -263412.277447 + Penalty 758.196257 = -262654.081189 nChanged 23 SP:Iteration 35Q (19641.510000 sec): 3 clusters Score: Raw -263415.999476 + Penalty 758.196257 = -262657.803218 nChanged 24 SP:Iteration 36Q (19641.620000 sec): 3 clusters Score: Raw -263422.016707 + Penalty 758.196257 = -262663.820449 nChanged 23 SP:Iteration 37Q (19641.800000 sec): 3 clusters Score: Raw -263427.739927 + Penalty 758.196257 = -262669.543669 nChanged 27 SP:Iteration 38Q (19641.910000 sec): 3 clusters Score: Raw -263432.866217 + Penalty 758.196257 = -262674.669960 nChanged 18 SP:Iteration 39Q (19642.020000 sec): 3 clusters Score: Raw -263435.626680 + Penalty 758.196257 = -262677.430422 nChanged 15 SP:Iteration 40F (19642.190000 sec): 3 clusters Score: Raw -263437.397638 + Penalty 758.196257 = -262679.201380 nChanged 9 SP:Iteration 41Q (19642.340000 sec): 3 clusters Score: Raw -263438.629110 + Penalty 758.196257 = -262680.432853 nChanged 11 SP:Iteration 42Q (19642.510000 sec): 3 clusters Score: Raw -263440.809785 + Penalty 758.196257 = -262682.613528 nChanged 18 SP:Iteration 43Q (19642.690000 sec): 3 clusters Score: Raw -263444.405573 + Penalty 758.196257 = -262686.209316 nChanged 12 SP:Iteration 44Q (19642.820000 sec): 3 clusters Score: Raw -263445.886952 + Penalty 758.196257 = -262687.690695 nChanged 9 SP:Iteration 45Q (19643.020000 sec): 3 clusters Score: Raw -263446.927843 + Penalty 758.196257 = -262688.731585 nChanged 13 SP:Iteration 46Q (19643.190000 sec): 3 clusters Score: Raw -263448.525893 + Penalty 758.196257 = -262690.329635 nChanged 15 SP:Iteration 47Q (19643.410000 sec): 3 clusters Score: Raw -263450.547473 + Penalty 758.196257 = -262692.351216 nChanged 15 SP:Iteration 48Q (19643.550000 sec): 3 clusters Score: Raw -263452.384857 + Penalty 758.196257 = -262694.188600 nChanged 12 SP:Iteration 49Q (19643.770000 sec): 3 clusters Score: Raw -263453.597611 + Penalty 758.196257 = -262695.401354 nChanged 8 SP:Iteration 50Q (19643.930000 sec): 3 clusters Score: Raw -263455.078140 + Penalty 758.196257 = -262696.881883 nChanged 12 SP:Iteration 51Q (19644.150000 sec): 3 clusters Score: Raw -263456.805826 + Penalty 758.196257 = -262698.609569 nChanged 8 SP:Iteration 52Q (19644.410000 sec): 3 clusters Score: Raw -263457.887875 + Penalty 758.196257 = -262699.691618 nChanged 7 SP:Iteration 53Q (19644.640000 sec): 3 clusters Score: Raw -263458.830947 + Penalty 758.196257 = -262700.634690 nChanged 7 SP:Iteration 54Q (19644.780000 sec): 3 clusters Score: Raw -263459.489825 + Penalty 758.196257 = -262701.293568 nChanged 6 SP:Iteration 55Q (19644.940000 sec): 3 clusters Score: Raw -263460.028381 + Penalty 758.196257 = -262701.832124 nChanged 7 SP:Iteration 56Q (19645.160000 sec): 3 clusters Score: Raw -263460.900862 + Penalty 758.196257 = -262702.704605 nChanged 5 SP:Iteration 57Q (19645.340000 sec): 3 clusters Score: Raw -263461.773577 + Penalty 758.196257 = -262703.577319 nChanged 9 SP:Iteration 58Q (19645.540000 sec): 3 clusters Score: Raw -263463.403073 + Penalty 758.196257 = -262705.206815 nChanged 11 SP:Iteration 59Q (19645.760000 sec): 3 clusters Score: Raw -263465.182580 + Penalty 758.196257 = -262706.986323 nChanged 10 SP:Iteration 60F (19645.920000 sec): 3 clusters Score: Raw -263466.565104 + Penalty 758.196257 = -262708.368846 nChanged 7 SP:Iteration 61Q (19646.110000 sec): 3 clusters Score: Raw -263467.447159 + Penalty 758.196257 = -262709.250902 nChanged 7 SP:Iteration 62Q (19646.260000 sec): 3 clusters Score: Raw -263468.459210 + Penalty 758.196257 = -262710.262953 nChanged 8 SP:Iteration 63Q (19646.420000 sec): 3 clusters Score: Raw -263469.287010 + Penalty 758.196257 = -262711.090752 nChanged 6 SP:Iteration 64Q (19646.580000 sec): 3 clusters Score: Raw -263469.849353 + Penalty 758.196257 = -262711.653096 nChanged 8 SP:Iteration 65Q (19646.790000 sec): 3 clusters Score: Raw -263471.348515 + Penalty 758.196257 = -262713.152257 nChanged 12 SP:Iteration 66Q (19646.940000 sec): 3 clusters Score: Raw -263473.097600 + Penalty 758.196257 = -262714.901343 nChanged 14 SP:Iteration 67Q (19647.140000 sec): 3 clusters Score: Raw -263475.091783 + Penalty 758.196257 = -262716.895526 nChanged 10 SP:Iteration 68Q (19647.310000 sec): 3 clusters Score: Raw -263476.188926 + Penalty 758.196257 = -262717.992669 nChanged 10 SP:Iteration 69Q (19647.500000 sec): 3 clusters Score: Raw -263477.335613 + Penalty 758.196257 = -262719.139355 nChanged 10 SP:Iteration 70Q (19647.670000 sec): 3 clusters Score: Raw -263478.056925 + Penalty 758.196257 = -262719.860668 nChanged 6 SP:Iteration 71Q (19647.840000 sec): 3 clusters Score: Raw -263478.776880 + Penalty 758.196257 = -262720.580623 nChanged 8 SP:Iteration 72Q (19648.020000 sec): 3 clusters Score: Raw -263479.477942 + Penalty 758.196257 = -262721.281684 nChanged 7 SP:Iteration 73Q (19648.190000 sec): 3 clusters Score: Raw -263480.154997 + Penalty 758.196257 = -262721.958740 nChanged 7 SP:Iteration 74Q (19648.380000 sec): 3 clusters Score: Raw -263480.865566 + Penalty 758.196257 = -262722.669309 nChanged 10 SP:Iteration 75Q (19648.580000 sec): 3 clusters Score: Raw -263482.025850 + Penalty 758.196257 = -262723.829593 nChanged 14 SP:Iteration 76Q (19648.790000 sec): 3 clusters Score: Raw -263483.628545 + Penalty 758.196257 = -262725.432287 nChanged 16 SP:Iteration 77Q (19648.990000 sec): 3 clusters Score: Raw -263486.136630 + Penalty 758.196257 = -262727.940372 nChanged 18 SP:Iteration 78Q (19649.170000 sec): 3 clusters Score: Raw -263490.235829 + Penalty 758.196257 = -262732.039572 nChanged 21 SP:Iteration 79Q (19649.380000 sec): 3 clusters Score: Raw -263495.272870 + Penalty 758.196257 = -262737.076613 nChanged 23 SP:Iteration 80F (19649.570000 sec): 3 clusters Score: Raw -263499.524177 + Penalty 758.196257 = -262741.327920 nChanged 19 SP:Iteration 81Q (19649.770000 sec): 3 clusters Score: Raw -263502.870879 + Penalty 758.196257 = -262744.674621 nChanged 18 SP:Iteration 82Q (19649.970000 sec): 3 clusters Score: Raw -263505.240494 + Penalty 758.196257 = -262747.044236 nChanged 10 SP:Iteration 83Q (19650.170000 sec): 3 clusters Score: Raw -263506.532101 + Penalty 758.196257 = -262748.335844 nChanged 7 SP:Iteration 84Q (19650.410000 sec): 3 clusters Score: Raw -263507.167604 + Penalty 758.196257 = -262748.971346 nChanged 12 SP:Iteration 85Q (19650.670000 sec): 3 clusters Score: Raw -263509.439669 + Penalty 758.196257 = -262751.243411 nChanged 14 SP:Iteration 86Q (19650.810000 sec): 3 clusters Score: Raw -263512.173940 + Penalty 758.196257 = -262753.977683 nChanged 18 SP:Iteration 87Q (19651.030000 sec): 3 clusters Score: Raw -263516.040695 + Penalty 758.196257 = -262757.844437 nChanged 20 SP:Iteration 88Q (19651.230000 sec): 3 clusters Score: Raw -263520.519427 + Penalty 758.196257 = -262762.323169 nChanged 19 SP:Iteration 89Q (19651.410000 sec): 3 clusters Score: Raw -263523.662921 + Penalty 758.196257 = -262765.466663 nChanged 21 SP:Iteration 90Q (19651.550000 sec): 3 clusters Score: Raw -263527.128560 + Penalty 758.196257 = -262768.932302 nChanged 23 SP:Iteration 91Q (19651.740000 sec): 3 clusters Score: Raw -263531.238672 + Penalty 758.196257 = -262773.042414 nChanged 20 SP:Iteration 92Q (19651.950000 sec): 3 clusters Score: Raw -263534.233839 + Penalty 758.196257 = -262776.037582 nChanged 19 SP:Iteration 93Q (19652.110000 sec): 3 clusters Score: Raw -263537.766097 + Penalty 758.196257 = -262779.569839 nChanged 21 SP:Iteration 94Q (19652.290000 sec): 3 clusters Score: Raw -263541.897177 + Penalty 758.196257 = -262783.700920 nChanged 28 SP:Iteration 95Q (19652.470000 sec): 3 clusters Score: Raw -263546.632683 + Penalty 758.196257 = -262788.436425 nChanged 23 SP:Iteration 96Q (19652.710000 sec): 3 clusters Score: Raw -263551.964533 + Penalty 758.196257 = -262793.768275 nChanged 27 SP:Iteration 97Q (19652.940000 sec): 3 clusters Score: Raw -263558.526060 + Penalty 758.196257 = -262800.329802 nChanged 22 SP:Iteration 98Q (19653.160000 sec): 3 clusters Score: Raw -263563.245792 + Penalty 758.196257 = -262805.049534 nChanged 26 SP:Iteration 99Q (19653.360000 sec): 3 clusters Score: Raw -263570.161716 + Penalty 758.196257 = -262811.965458 nChanged 37 SP:Iteration 100F (19653.490000 sec): 3 clusters Score: Raw -263578.431254 + Penalty 758.196257 = -262820.234997 nChanged 25 SP:Iteration 101Q (19653.680000 sec): 3 clusters Score: Raw -263582.372694 + Penalty 758.196257 = -262824.176437 nChanged 22 SP:Iteration 102Q (19653.930000 sec): 3 clusters Score: Raw -263586.940808 + Penalty 758.196257 = -262828.744551 nChanged 26 SP:Iteration 103Q (19654.120000 sec): 3 clusters Score: Raw -263592.297696 + Penalty 758.196257 = -262834.101438 nChanged 32 SP:Iteration 104Q (19654.310000 sec): 3 clusters Score: Raw -263600.426658 + Penalty 758.196257 = -262842.230400 nChanged 43 SP:Iteration 105Q (19654.490000 sec): 3 clusters Score: Raw -263611.491612 + Penalty 758.196257 = -262853.295355 nChanged 51 SP:Iteration 106Q (19654.650000 sec): 3 clusters Score: Raw -263630.108970 + Penalty 758.196257 = -262871.912713 nChanged 57 SP:Iteration 107Q (19654.840000 sec): 3 clusters Score: Raw -263652.840760 + Penalty 758.196257 = -262894.644503 nChanged 49 SP:Iteration 108Q (19655.020000 sec): 3 clusters Score: Raw -263672.687632 + Penalty 758.196257 = -262914.491375 nChanged 45 SP:Iteration 109Q (19655.260000 sec): 3 clusters Score: Raw -263690.967817 + Penalty 758.196257 = -262932.771560 nChanged 37 SP:Iteration 110Q (19655.430000 sec): 3 clusters Score: Raw -263709.648570 + Penalty 758.196257 = -262951.452312 nChanged 43 SP:Iteration 111Q (19655.650000 sec): 3 clusters Score: Raw -263726.328475 + Penalty 758.196257 = -262968.132217 nChanged 29 SP:Iteration 112Q (19655.830000 sec): 3 clusters Score: Raw -263733.283554 + Penalty 758.196257 = -262975.087297 nChanged 25 SP:Iteration 113Q (19655.960000 sec): 3 clusters Score: Raw -263739.646118 + Penalty 758.196257 = -262981.449860 nChanged 28 SP:Iteration 114Q (19656.190000 sec): 3 clusters Score: Raw -263746.439916 + Penalty 758.196257 = -262988.243659 nChanged 21 SP:Iteration 115Q (19656.370000 sec): 3 clusters Score: Raw -263751.078903 + Penalty 758.196257 = -262992.882645 nChanged 23 SP:Iteration 116Q (19656.530000 sec): 3 clusters Score: Raw -263755.666975 + Penalty 758.196257 = -262997.470718 nChanged 24 SP:Iteration 117Q (19656.680000 sec): 3 clusters Score: Raw -263761.976531 + Penalty 758.196257 = -263003.780273 nChanged 22 SP:Iteration 118Q (19656.810000 sec): 3 clusters Score: Raw -263766.341819 + Penalty 758.196257 = -263008.145562 nChanged 20 SP:Iteration 119Q (19656.970000 sec): 3 clusters Score: Raw -263769.518039 + Penalty 758.196257 = -263011.321781 nChanged 19 SP:Iteration 120F (19657.180000 sec): 3 clusters Score: Raw -263773.289358 + Penalty 758.196257 = -263015.093101 nChanged 20 SP:Iteration 121Q (19657.340000 sec): 3 clusters Score: Raw -263775.866895 + Penalty 758.196257 = -263017.670638 nChanged 12 SP:Iteration 122Q (19657.490000 sec): 3 clusters Score: Raw -263777.541859 + Penalty 758.196257 = -263019.345601 nChanged 9 SP:Iteration 123Q (19657.720000 sec): 3 clusters Score: Raw -263778.941339 + Penalty 758.196257 = -263020.745082 nChanged 15 SP:Iteration 124Q (19657.920000 sec): 3 clusters Score: Raw -263781.291070 + Penalty 758.196257 = -263023.094813 nChanged 13 SP:Iteration 125Q (19658.120000 sec): 3 clusters Score: Raw -263783.007847 + Penalty 758.196257 = -263024.811590 nChanged 11 SP:Iteration 126Q (19658.300000 sec): 3 clusters Score: Raw -263784.354566 + Penalty 758.196257 = -263026.158309 nChanged 16 SP:Iteration 127Q (19658.530000 sec): 3 clusters Score: Raw -263786.901789 + Penalty 758.196257 = -263028.705532 nChanged 17 SP:Iteration 128Q (19658.720000 sec): 3 clusters Score: Raw -263789.892015 + Penalty 758.196257 = -263031.695758 nChanged 15 SP:Iteration 129Q (19658.830000 sec): 3 clusters Score: Raw -263792.003989 + Penalty 758.196257 = -263033.807732 nChanged 13 SP:Iteration 130Q (19659.010000 sec): 3 clusters Score: Raw -263793.365335 + Penalty 758.196257 = -263035.169078 nChanged 11 SP:Iteration 131Q (19659.190000 sec): 3 clusters Score: Raw -263794.973349 + Penalty 758.196257 = -263036.777091 nChanged 7 SP:Iteration 132Q (19659.370000 sec): 3 clusters Score: Raw -263795.864351 + Penalty 758.196257 = -263037.668093 nChanged 9 SP:Iteration 133Q (19659.510000 sec): 3 clusters Score: Raw -263796.833393 + Penalty 758.196257 = -263038.637136 nChanged 5 SP:Iteration 134Q (19659.680000 sec): 3 clusters Score: Raw -263797.440424 + Penalty 758.196257 = -263039.244167 nChanged 7 SP:Iteration 135Q (19659.890000 sec): 3 clusters Score: Raw -263798.764218 + Penalty 758.196257 = -263040.567961 nChanged 5 SP:Iteration 136Q (19660.070000 sec): 3 clusters Score: Raw -263799.365555 + Penalty 758.196257 = -263041.169298 nChanged 7 SP:Iteration 137Q (19660.240000 sec): 3 clusters Score: Raw -263800.333213 + Penalty 758.196257 = -263042.136956 nChanged 7 SP:Iteration 138Q (19660.390000 sec): 3 clusters Score: Raw -263801.050583 + Penalty 758.196257 = -263042.854326 nChanged 10 SP:Iteration 139Q (19660.500000 sec): 3 clusters Score: Raw -263802.621288 + Penalty 758.196257 = -263044.425031 nChanged 13 SP:Iteration 140F (19660.670000 sec): 3 clusters Score: Raw -263804.285769 + Penalty 758.196257 = -263046.089511 nChanged 11 SP:Iteration 141Q (19660.870000 sec): 3 clusters Score: Raw -263806.327550 + Penalty 758.196257 = -263048.131293 nChanged 8 SP:Iteration 142Q (19661.030000 sec): 3 clusters Score: Raw -263807.217396 + Penalty 758.196257 = -263049.021138 nChanged 7 SP:Iteration 143Q (19661.240000 sec): 3 clusters Score: Raw -263808.057013 + Penalty 758.196257 = -263049.860756 nChanged 6 SP:Iteration 144Q (19661.400000 sec): 3 clusters Score: Raw -263808.839066 + Penalty 758.196257 = -263050.642809 nChanged 8 SP:Iteration 145Q (19661.510000 sec): 3 clusters Score: Raw -263810.107620 + Penalty 758.196257 = -263051.911363 nChanged 9 SP:Iteration 146Q (19661.660000 sec): 3 clusters Score: Raw -263811.689523 + Penalty 758.196257 = -263053.493266 nChanged 8 SP:Iteration 147Q (19661.840000 sec): 3 clusters Score: Raw -263812.551707 + Penalty 758.196257 = -263054.355450 nChanged 7 SP:Iteration 148Q (19662.020000 sec): 3 clusters Score: Raw -263813.633835 + Penalty 758.196257 = -263055.437577 nChanged 9 SP:Iteration 149Q (19662.210000 sec): 3 clusters Score: Raw -263814.919272 + Penalty 758.196257 = -263056.723014 nChanged 12 SP:Iteration 150Q (19662.360000 sec): 3 clusters Score: Raw -263816.543986 + Penalty 758.196257 = -263058.347728 nChanged 8 SP:Iteration 151Q (19662.610000 sec): 3 clusters Score: Raw -263817.722779 + Penalty 758.196257 = -263059.526522 nChanged 3 SP:Iteration 152Q (19662.800000 sec): 3 clusters Score: Raw -263818.038718 + Penalty 758.196257 = -263059.842461 nChanged 2 SP:Iteration 153Q (19662.980000 sec): 3 clusters Score: Raw -263818.356379 + Penalty 758.196257 = -263060.160122 nChanged 5 SP:Iteration 154Q (19663.140000 sec): 3 clusters Score: Raw -263818.856027 + Penalty 758.196257 = -263060.659769 nChanged 0 SP:Iteration 155F (19663.320000 sec): 3 clusters Score: Raw -263818.856027 + Penalty 758.196257 = -263060.659769 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19663.450000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19663.600000 sec): 3 clusters Score: Raw -37195.853604 + Penalty 592.568825 = -36603.284779 nChanged 239 SP:Iteration 1F (19663.820000 sec): 3 clusters Score: Raw -37370.496724 + Penalty 592.568825 = -36777.927899 nChanged 51 SP:Iteration 2F (19664.020000 sec): 3 clusters Score: Raw -37409.710925 + Penalty 592.568825 = -36817.142100 nChanged 31 SP:Iteration 3Q (19664.200000 sec): 3 clusters Score: Raw -37429.111650 + Penalty 592.568825 = -36836.542825 nChanged 15 SP:Iteration 4Q (19664.390000 sec): 3 clusters Score: Raw -37438.353924 + Penalty 592.568825 = -36845.785099 nChanged 16 SP:Iteration 5Q (19664.540000 sec): 3 clusters Score: Raw -37448.272329 + Penalty 592.568825 = -36855.703504 nChanged 15 SP:Iteration 6Q (19664.690000 sec): 3 clusters Score: Raw -37458.288464 + Penalty 592.568825 = -36865.719639 nChanged 14 SP:Iteration 7Q (19664.850000 sec): 3 clusters Score: Raw -37466.109605 + Penalty 592.568825 = -36873.540780 nChanged 14 SP:Iteration 8Q (19665.050000 sec): 3 clusters Score: Raw -37476.337930 + Penalty 592.568825 = -36883.769105 nChanged 12 SP:Iteration 9Q (19665.250000 sec): 3 clusters Score: Raw -37485.976498 + Penalty 592.568825 = -36893.407673 nChanged 10 SP:Iteration 10Q (19665.400000 sec): 3 clusters Score: Raw -37496.182702 + Penalty 592.568825 = -36903.613877 nChanged 9 SP:Iteration 11Q (19665.620000 sec): 3 clusters Score: Raw -37505.923824 + Penalty 592.568825 = -36913.354999 nChanged 12 SP:Iteration 12Q (19665.750000 sec): 3 clusters Score: Raw -37524.162996 + Penalty 592.568825 = -36931.594171 nChanged 14 SP:Iteration 13Q (19665.940000 sec): 3 clusters Score: Raw -37542.088832 + Penalty 592.568825 = -36949.520007 nChanged 12 SP:Iteration 14Q (19666.130000 sec): 3 clusters Score: Raw -37556.103756 + Penalty 592.568825 = -36963.534931 nChanged 7 SP:Iteration 15Q (19666.350000 sec): 3 clusters Score: Raw -37566.702472 + Penalty 592.568825 = -36974.133647 nChanged 7 SP:Iteration 16Q (19666.550000 sec): 3 clusters Score: Raw -37572.472926 + Penalty 592.568825 = -36979.904101 nChanged 8 SP:Iteration 17Q (19666.800000 sec): 3 clusters Score: Raw -37578.995666 + Penalty 592.568825 = -36986.426841 nChanged 7 SP:Iteration 18Q (19666.930000 sec): 3 clusters Score: Raw -37587.591177 + Penalty 592.568825 = -36995.022352 nChanged 5 SP:Iteration 19Q (19667.100000 sec): 3 clusters Score: Raw -37593.539958 + Penalty 592.568825 = -37000.971133 nChanged 3 SP:Iteration 20F (19667.270000 sec): 3 clusters Score: Raw -37598.510583 + Penalty 592.568825 = -37005.941758 nChanged 3 SP:Iteration 21Q (19667.410000 sec): 3 clusters Score: Raw -37600.598489 + Penalty 592.568825 = -37008.029664 nChanged 1 SP:Iteration 22Q (19667.590000 sec): 3 clusters Score: Raw -37600.927736 + Penalty 592.568825 = -37008.358911 nChanged 1 SP:Iteration 23Q (19667.790000 sec): 3 clusters Score: Raw -37601.043460 + Penalty 592.568825 = -37008.474635 nChanged 0 SP:Iteration 24F (19667.980000 sec): 3 clusters Score: Raw -37601.043460 + Penalty 592.568825 = -37008.474635 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19668.080000 sec): 2 clusters Score: Raw -6770.393443 + Penalty 213.036971 = -6557.356472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19668.240000 sec): 3 clusters Score: Raw -6776.955567 + Penalty 426.073942 = -6350.881625 nChanged 17 SP:Iteration 1F (19668.410000 sec): 3 clusters Score: Raw -6808.198404 + Penalty 426.073942 = -6382.124462 nChanged 4 SP:Iteration 2Q (19668.640000 sec): 3 clusters Score: Raw -6813.408579 + Penalty 426.073942 = -6387.334638 nChanged 1 SP:Iteration 3Q (19668.840000 sec): 3 clusters Score: Raw -6813.936477 + Penalty 426.073942 = -6387.862536 nChanged 0 SP:Iteration 4F (19668.980000 sec): 3 clusters Score: Raw -6813.936477 + Penalty 426.073942 = -6387.862536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19669.030000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19669.240000 sec): 3 clusters Score: Raw -2073.810869 + Penalty 355.994093 = -1717.816776 nChanged 6 SP:Iteration 1F (19669.450000 sec): 3 clusters Score: Raw -2093.801965 + Penalty 355.994093 = -1737.807871 nChanged 2 SP:Iteration 2Q (19669.630000 sec): 3 clusters Score: Raw -2099.756362 + Penalty 355.994093 = -1743.762269 nChanged 1 SP:Iteration 3Q (19669.800000 sec): 3 clusters Score: Raw -2111.971885 + Penalty 355.994093 = -1755.977791 nChanged 0 SP:Iteration 4F (19669.950000 sec): 3 clusters Score: Raw -2111.971885 + Penalty 355.994093 = -1755.977791 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 22 (36 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19670.040000 sec): 2 clusters Score: Raw -2154.577506 + Penalty 163.050112 = -1991.527394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19670.200000 sec): 3 clusters Score: Raw -2266.371493 + Penalty 326.100223 = -1940.271269 nChanged 5 SP:Iteration 1F (19670.380000 sec): 3 clusters Score: Raw -2321.293049 + Penalty 326.100223 = -1995.192825 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 82. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19670.500000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19670.650000 sec): 3 clusters Score: Raw -11671.367388 + Penalty 479.842960 = -11191.524428 nChanged 51 SP:Iteration 1F (19670.790000 sec): 3 clusters Score: Raw -11734.338816 + Penalty 479.842960 = -11254.495857 nChanged 15 SP:Iteration 2F (19670.930000 sec): 3 clusters Score: Raw -11753.005123 + Penalty 479.842960 = -11273.162163 nChanged 5 SP:Iteration 3Q (19671.070000 sec): 3 clusters Score: Raw -11758.862949 + Penalty 479.842960 = -11279.019989 nChanged 2 SP:Iteration 4Q (19671.260000 sec): 3 clusters Score: Raw -11761.766840 + Penalty 479.842960 = -11281.923880 nChanged 1 SP:Iteration 5Q (19671.400000 sec): 3 clusters Score: Raw -11766.060085 + Penalty 479.842960 = -11286.217125 nChanged 2 SP:Iteration 6Q (19671.560000 sec): 3 clusters Score: Raw -11770.399711 + Penalty 479.842960 = -11290.556751 nChanged 1 SP:Iteration 7Q (19671.770000 sec): 3 clusters Score: Raw -11771.099189 + Penalty 479.842960 = -11291.256229 nChanged 0 SP:Iteration 8F (19671.930000 sec): 3 clusters Score: Raw -11771.099189 + Penalty 479.842960 = -11291.256229 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19671.980000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19672.180000 sec): 3 clusters Score: Raw -34675.088249 + Penalty 581.968805 = -34093.119443 nChanged 231 SP:Iteration 1F (19672.360000 sec): 3 clusters Score: Raw -34850.357877 + Penalty 581.968805 = -34268.389071 nChanged 41 SP:Iteration 2F (19672.500000 sec): 3 clusters Score: Raw -34896.433287 + Penalty 581.968805 = -34314.464481 nChanged 42 SP:Iteration 3F (19672.650000 sec): 3 clusters Score: Raw -34948.190518 + Penalty 581.968805 = -34366.221712 nChanged 31 SP:Iteration 4F (19672.830000 sec): 3 clusters Score: Raw -34976.719618 + Penalty 581.968805 = -34394.750812 nChanged 17 SP:Iteration 5Q (19672.980000 sec): 3 clusters Score: Raw -34999.513460 + Penalty 581.968805 = -34417.544655 nChanged 20 SP:Iteration 6Q (19673.160000 sec): 3 clusters Score: Raw -35019.622838 + Penalty 581.968805 = -34437.654033 nChanged 16 SP:Iteration 7Q (19673.290000 sec): 3 clusters Score: Raw -35030.852562 + Penalty 581.968805 = -34448.883757 nChanged 8 SP:Iteration 8Q (19673.520000 sec): 3 clusters Score: Raw -35040.721766 + Penalty 581.968805 = -34458.752961 nChanged 13 SP:Iteration 9Q (19673.740000 sec): 3 clusters Score: Raw -35049.273571 + Penalty 581.968805 = -34467.304766 nChanged 8 SP:Iteration 10Q (19673.900000 sec): 3 clusters Score: Raw -35054.140462 + Penalty 581.968805 = -34472.171656 nChanged 3 SP:Iteration 11Q (19674.080000 sec): 3 clusters Score: Raw -35056.166316 + Penalty 581.968805 = -34474.197511 nChanged 2 SP:Iteration 12Q (19674.280000 sec): 3 clusters Score: Raw -35057.173141 + Penalty 581.968805 = -34475.204336 nChanged 0 SP:Iteration 13F (19674.450000 sec): 3 clusters Score: Raw -35057.173141 + Penalty 581.968805 = -34475.204336 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19674.520000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19674.780000 sec): 3 clusters Score: Raw -8718.622513 + Penalty 449.689460 = -8268.933053 nChanged 30 SP:Iteration 1F (19674.950000 sec): 3 clusters Score: Raw -8754.258266 + Penalty 449.689460 = -8304.568806 nChanged 8 SP:Iteration 2F (19675.190000 sec): 3 clusters Score: Raw -8773.723259 + Penalty 449.689460 = -8324.033798 nChanged 7 SP:Iteration 3Q (19675.380000 sec): 3 clusters Score: Raw -8793.744024 + Penalty 449.689460 = -8344.054564 nChanged 2 SP:Iteration 4Q (19675.580000 sec): 3 clusters Score: Raw -8801.789529 + Penalty 449.689460 = -8352.100068 nChanged 1 SP:Iteration 5Q (19675.770000 sec): 3 clusters Score: Raw -8805.524582 + Penalty 449.689460 = -8355.835122 nChanged 1 SP:Iteration 6Q (19676.020000 sec): 3 clusters Score: Raw -8808.049994 + Penalty 449.689460 = -8358.360533 nChanged 1 SP:Iteration 7Q (19676.210000 sec): 3 clusters Score: Raw -8809.555178 + Penalty 449.689460 = -8359.865717 nChanged 0 SP:Iteration 8F (19676.400000 sec): 3 clusters Score: Raw -8809.555178 + Penalty 449.689460 = -8359.865717 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19676.500000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19676.710000 sec): 3 clusters Score: Raw -33886.158716 + Penalty 577.612418 = -33308.546298 nChanged 201 SP:Iteration 1F (19676.870000 sec): 3 clusters Score: Raw -34027.078921 + Penalty 577.612418 = -33449.466502 nChanged 45 SP:Iteration 2F (19677.080000 sec): 3 clusters Score: Raw -34057.945938 + Penalty 577.612418 = -33480.333520 nChanged 23 SP:Iteration 3Q (19677.300000 sec): 3 clusters Score: Raw -34073.205164 + Penalty 577.612418 = -33495.592746 nChanged 18 SP:Iteration 4Q (19677.480000 sec): 3 clusters Score: Raw -34081.081413 + Penalty 577.612418 = -33503.468995 nChanged 4 SP:Iteration 5Q (19677.700000 sec): 3 clusters Score: Raw -34082.520924 + Penalty 577.612418 = -33504.908506 nChanged 5 SP:Iteration 6Q (19677.900000 sec): 3 clusters Score: Raw -34085.706760 + Penalty 577.612418 = -33508.094341 nChanged 4 SP:Iteration 7Q (19678.180000 sec): 3 clusters Score: Raw -34089.125785 + Penalty 577.612418 = -33511.513367 nChanged 4 SP:Iteration 8Q (19678.370000 sec): 3 clusters Score: Raw -34090.038699 + Penalty 577.612418 = -33512.426280 nChanged 2 SP:Iteration 9Q (19678.620000 sec): 3 clusters Score: Raw -34091.522304 + Penalty 577.612418 = -33513.909886 nChanged 3 SP:Iteration 10Q (19678.770000 sec): 3 clusters Score: Raw -34092.368743 + Penalty 577.612418 = -33514.756325 nChanged 2 SP:Iteration 11Q (19678.940000 sec): 3 clusters Score: Raw -34093.082475 + Penalty 577.612418 = -33515.470057 nChanged 2 SP:Iteration 12Q (19679.120000 sec): 3 clusters Score: Raw -34093.807597 + Penalty 577.612418 = -33516.195178 nChanged 2 SP:Iteration 13Q (19679.330000 sec): 3 clusters Score: Raw -34095.465916 + Penalty 577.612418 = -33517.853498 nChanged 3 SP:Iteration 14Q (19679.520000 sec): 3 clusters Score: Raw -34096.955568 + Penalty 577.612418 = -33519.343150 nChanged 3 SP:Iteration 15Q (19679.740000 sec): 3 clusters Score: Raw -34099.091050 + Penalty 577.612418 = -33521.478632 nChanged 2 SP:Iteration 16Q (19679.880000 sec): 3 clusters Score: Raw -34099.884885 + Penalty 577.612418 = -33522.272467 nChanged 1 SP:Iteration 17Q (19680.090000 sec): 3 clusters Score: Raw -34100.871516 + Penalty 577.612418 = -33523.259098 nChanged 4 SP:Iteration 18Q (19680.280000 sec): 3 clusters Score: Raw -34103.167872 + Penalty 577.612418 = -33525.555454 nChanged 6 SP:Iteration 19Q (19680.500000 sec): 3 clusters Score: Raw -34106.325700 + Penalty 577.612418 = -33528.713282 nChanged 5 SP:Iteration 20F (19680.670000 sec): 3 clusters Score: Raw -34112.445418 + Penalty 577.612418 = -33534.833000 nChanged 7 SP:Iteration 21Q (19680.890000 sec): 3 clusters Score: Raw -34117.130807 + Penalty 577.612418 = -33539.518389 nChanged 4 SP:Iteration 22Q (19681.130000 sec): 3 clusters Score: Raw -34120.111619 + Penalty 577.612418 = -33542.499201 nChanged 8 SP:Iteration 23Q (19681.340000 sec): 3 clusters Score: Raw -34125.087557 + Penalty 577.612418 = -33547.475139 nChanged 4 SP:Iteration 24Q (19681.520000 sec): 3 clusters Score: Raw -34126.694429 + Penalty 577.612418 = -33549.082011 nChanged 3 SP:Iteration 25Q (19681.720000 sec): 3 clusters Score: Raw -34128.947246 + Penalty 577.612418 = -33551.334828 nChanged 3 SP:Iteration 26Q (19681.890000 sec): 3 clusters Score: Raw -34129.845392 + Penalty 577.612418 = -33552.232974 nChanged 3 SP:Iteration 27Q (19682.070000 sec): 3 clusters Score: Raw -34131.345215 + Penalty 577.612418 = -33553.732796 nChanged 4 SP:Iteration 28Q (19682.230000 sec): 3 clusters Score: Raw -34133.093454 + Penalty 577.612418 = -33555.481036 nChanged 4 SP:Iteration 29Q (19682.380000 sec): 3 clusters Score: Raw -34134.572454 + Penalty 577.612418 = -33556.960036 nChanged 2 SP:Iteration 30Q (19682.560000 sec): 3 clusters Score: Raw -34136.644218 + Penalty 577.612418 = -33559.031800 nChanged 3 SP:Iteration 31Q (19682.710000 sec): 3 clusters Score: Raw -34137.420516 + Penalty 577.612418 = -33559.808097 nChanged 1 SP:Iteration 32Q (19682.920000 sec): 3 clusters Score: Raw -34138.162241 + Penalty 577.612418 = -33560.549823 nChanged 3 SP:Iteration 33Q (19683.090000 sec): 3 clusters Score: Raw -34140.367541 + Penalty 577.612418 = -33562.755123 nChanged 3 SP:Iteration 34Q (19683.280000 sec): 3 clusters Score: Raw -34142.327787 + Penalty 577.612418 = -33564.715369 nChanged 3 SP:Iteration 35Q (19683.480000 sec): 3 clusters Score: Raw -34143.445246 + Penalty 577.612418 = -33565.832828 nChanged 2 SP:Iteration 36Q (19683.660000 sec): 3 clusters Score: Raw -34144.184653 + Penalty 577.612418 = -33566.572235 nChanged 2 SP:Iteration 37Q (19683.810000 sec): 3 clusters Score: Raw -34147.114182 + Penalty 577.612418 = -33569.501764 nChanged 3 SP:Iteration 38Q (19683.990000 sec): 3 clusters Score: Raw -34149.896766 + Penalty 577.612418 = -33572.284348 nChanged 3 SP:Iteration 39Q (19684.120000 sec): 3 clusters Score: Raw -34151.773215 + Penalty 577.612418 = -33574.160797 nChanged 5 SP:Iteration 40F (19684.280000 sec): 3 clusters Score: Raw -34154.696927 + Penalty 577.612418 = -33577.084509 nChanged 5 SP:Iteration 41Q (19684.480000 sec): 3 clusters Score: Raw -34157.567866 + Penalty 577.612418 = -33579.955447 nChanged 6 SP:Iteration 42Q (19684.670000 sec): 3 clusters Score: Raw -34164.467316 + Penalty 577.612418 = -33586.854898 nChanged 10 SP:Iteration 43Q (19684.880000 sec): 3 clusters Score: Raw -34174.348334 + Penalty 577.612418 = -33596.735916 nChanged 8 SP:Iteration 44Q (19685.060000 sec): 3 clusters Score: Raw -34183.748318 + Penalty 577.612418 = -33606.135900 nChanged 8 SP:Iteration 45Q (19685.240000 sec): 3 clusters Score: Raw -34189.130465 + Penalty 577.612418 = -33611.518047 nChanged 2 SP:Iteration 46Q (19685.430000 sec): 3 clusters Score: Raw -34193.464616 + Penalty 577.612418 = -33615.852198 nChanged 2 SP:Iteration 47Q (19685.590000 sec): 3 clusters Score: Raw -34194.253252 + Penalty 577.612418 = -33616.640834 nChanged 1 SP:Iteration 48Q (19685.770000 sec): 3 clusters Score: Raw -34195.914070 + Penalty 577.612418 = -33618.301652 nChanged 3 SP:Iteration 49Q (19685.970000 sec): 3 clusters Score: Raw -34197.075660 + Penalty 577.612418 = -33619.463242 nChanged 1 SP:Iteration 50Q (19686.130000 sec): 3 clusters Score: Raw -34197.300592 + Penalty 577.612418 = -33619.688174 nChanged 1 SP:Iteration 51Q (19686.310000 sec): 3 clusters Score: Raw -34197.625848 + Penalty 577.612418 = -33620.013430 nChanged 2 SP:Iteration 52Q (19686.490000 sec): 3 clusters Score: Raw -34198.150319 + Penalty 577.612418 = -33620.537901 nChanged 0 SP:Iteration 53F (19686.660000 sec): 3 clusters Score: Raw -34198.150319 + Penalty 577.612418 = -33620.537901 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19686.770000 sec): 2 clusters Score: Raw -57080.941344 + Penalty 316.782078 = -56764.159266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19686.950000 sec): 3 clusters Score: Raw -56547.280939 + Penalty 633.564155 = -55913.716784 nChanged 422 SP:Iteration 1F (19687.140000 sec): 3 clusters Score: Raw -56834.525581 + Penalty 633.564155 = -56200.961426 nChanged 94 SP:Iteration 2F (19687.320000 sec): 3 clusters Score: Raw -56907.589317 + Penalty 633.564155 = -56274.025162 nChanged 61 SP:Iteration 3F (19687.460000 sec): 3 clusters Score: Raw -56946.020737 + Penalty 633.564155 = -56312.456581 nChanged 50 SP:Iteration 4Q (19687.630000 sec): 3 clusters Score: Raw -56978.746927 + Penalty 633.564155 = -56345.182772 nChanged 34 SP:Iteration 5Q (19687.800000 sec): 3 clusters Score: Raw -57003.366561 + Penalty 633.564155 = -56369.802406 nChanged 44 SP:Iteration 6Q (19687.970000 sec): 3 clusters Score: Raw -57036.454286 + Penalty 633.564155 = -56402.890131 nChanged 32 SP:Iteration 7Q (19688.160000 sec): 3 clusters Score: Raw -57062.047835 + Penalty 633.564155 = -56428.483680 nChanged 35 SP:Iteration 8Q (19688.340000 sec): 3 clusters Score: Raw -57098.753332 + Penalty 633.564155 = -56465.189177 nChanged 23 SP:Iteration 9Q (19688.550000 sec): 3 clusters Score: Raw -57124.928429 + Penalty 633.564155 = -56491.364274 nChanged 21 SP:Iteration 10Q (19688.700000 sec): 3 clusters Score: Raw -57146.358903 + Penalty 633.564155 = -56512.794748 nChanged 14 SP:Iteration 11Q (19688.930000 sec): 3 clusters Score: Raw -57163.034209 + Penalty 633.564155 = -56529.470054 nChanged 10 SP:Iteration 12Q (19689.090000 sec): 3 clusters Score: Raw -57171.775897 + Penalty 633.564155 = -56538.211741 nChanged 6 SP:Iteration 13Q (19689.330000 sec): 3 clusters Score: Raw -57176.071240 + Penalty 633.564155 = -56542.507085 nChanged 5 SP:Iteration 14Q (19689.520000 sec): 3 clusters Score: Raw -57178.628185 + Penalty 633.564155 = -56545.064030 nChanged 2 SP:Iteration 15Q (19689.730000 sec): 3 clusters Score: Raw -57178.879239 + Penalty 633.564155 = -56545.315084 nChanged 1 SP:Iteration 16Q (19689.910000 sec): 3 clusters Score: Raw -57179.484195 + Penalty 633.564155 = -56545.920040 nChanged 1 SP:Iteration 17Q (19690.090000 sec): 3 clusters Score: Raw -57180.491926 + Penalty 633.564155 = -56546.927771 nChanged 0 SP:Iteration 18F (19690.270000 sec): 3 clusters Score: Raw -57182.560733 + Penalty 633.564155 = -56548.996578 nChanged 1 SP:Iteration 19Q (19690.460000 sec): 3 clusters Score: Raw -57184.517835 + Penalty 633.564155 = -56550.953680 nChanged 2 SP:Iteration 20F (19690.590000 sec): 3 clusters Score: Raw -57184.894353 + Penalty 633.564155 = -56551.330198 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19690.750000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19690.890000 sec): 3 clusters Score: Raw -203604.037924 + Penalty 735.442363 = -202868.595561 nChanged 1365 SP:Iteration 1F (19691.150000 sec): 3 clusters Score: Raw -204333.852323 + Penalty 735.442363 = -203598.409960 nChanged 246 SP:Iteration 2F (19691.320000 sec): 3 clusters Score: Raw -204487.053760 + Penalty 735.442363 = -203751.611398 nChanged 181 SP:Iteration 3F (19691.550000 sec): 3 clusters Score: Raw -204586.216996 + Penalty 735.442363 = -203850.774633 nChanged 165 SP:Iteration 4F (19691.700000 sec): 3 clusters Score: Raw -204675.352777 + Penalty 735.442363 = -203939.910414 nChanged 150 SP:Iteration 5Q (19691.900000 sec): 3 clusters Score: Raw -204786.801932 + Penalty 735.442363 = -204051.359569 nChanged 145 SP:Iteration 6Q (19692.110000 sec): 3 clusters Score: Raw -204890.058782 + Penalty 735.442363 = -204154.616419 nChanged 139 SP:Iteration 7Q (19692.330000 sec): 3 clusters Score: Raw -204987.858671 + Penalty 735.442363 = -204252.416308 nChanged 130 SP:Iteration 8Q (19692.460000 sec): 3 clusters Score: Raw -205075.860933 + Penalty 735.442363 = -204340.418570 nChanged 107 SP:Iteration 9Q (19692.630000 sec): 3 clusters Score: Raw -205142.455781 + Penalty 735.442363 = -204407.013419 nChanged 84 SP:Iteration 10Q (19692.860000 sec): 3 clusters Score: Raw -205197.602118 + Penalty 735.442363 = -204462.159755 nChanged 70 SP:Iteration 11Q (19693.030000 sec): 3 clusters Score: Raw -205243.224945 + Penalty 735.442363 = -204507.782583 nChanged 62 SP:Iteration 12Q (19693.240000 sec): 3 clusters Score: Raw -205294.741114 + Penalty 735.442363 = -204559.298751 nChanged 55 SP:Iteration 13Q (19693.470000 sec): 3 clusters Score: Raw -205347.167723 + Penalty 735.442363 = -204611.725360 nChanged 38 SP:Iteration 14Q (19693.650000 sec): 3 clusters Score: Raw -205385.750976 + Penalty 735.442363 = -204650.308613 nChanged 23 SP:Iteration 15Q (19693.840000 sec): 3 clusters Score: Raw -205410.316191 + Penalty 735.442363 = -204674.873828 nChanged 19 SP:Iteration 16Q (19694.030000 sec): 3 clusters Score: Raw -205426.485403 + Penalty 735.442363 = -204691.043040 nChanged 15 SP:Iteration 17Q (19694.230000 sec): 3 clusters Score: Raw -205440.798681 + Penalty 735.442363 = -204705.356319 nChanged 9 SP:Iteration 18Q (19694.390000 sec): 3 clusters Score: Raw -205448.552388 + Penalty 735.442363 = -204713.110025 nChanged 2 SP:Iteration 19Q (19694.520000 sec): 3 clusters Score: Raw -205449.927362 + Penalty 735.442363 = -204714.484999 nChanged 2 SP:Iteration 20F (19694.630000 sec): 3 clusters Score: Raw -205451.563585 + Penalty 735.442363 = -204716.121222 nChanged 2 SP:Iteration 21Q (19694.850000 sec): 3 clusters Score: Raw -205453.025554 + Penalty 735.442363 = -204717.583192 nChanged 3 SP:Iteration 22Q (19695.030000 sec): 3 clusters Score: Raw -205454.609623 + Penalty 735.442363 = -204719.167260 nChanged 1 SP:Iteration 23Q (19695.240000 sec): 3 clusters Score: Raw -205456.048448 + Penalty 735.442363 = -204720.606085 nChanged 2 SP:Iteration 24Q (19695.460000 sec): 3 clusters Score: Raw -205456.979084 + Penalty 735.442363 = -204721.536722 nChanged 0 SP:Iteration 25F (19695.620000 sec): 3 clusters Score: Raw -205456.979084 + Penalty 735.442363 = -204721.536722 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19695.770000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19695.930000 sec): 3 clusters Score: Raw -8559.290068 + Penalty 452.253010 = -8107.037058 nChanged 29 SP:Iteration 1F (19696.080000 sec): 3 clusters Score: Raw -8607.840775 + Penalty 452.253010 = -8155.587764 nChanged 8 SP:Iteration 2F (19696.260000 sec): 3 clusters Score: Raw -8618.204160 + Penalty 452.253010 = -8165.951150 nChanged 3 SP:Iteration 3Q (19696.400000 sec): 3 clusters Score: Raw -8621.594265 + Penalty 452.253010 = -8169.341255 nChanged 1 SP:Iteration 4Q (19696.570000 sec): 3 clusters Score: Raw -8622.259093 + Penalty 452.253010 = -8170.006083 nChanged 0 SP:Iteration 5F (19696.800000 sec): 3 clusters Score: Raw -8622.259093 + Penalty 452.253010 = -8170.006083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19696.850000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19697.090000 sec): 3 clusters Score: Raw -6732.413432 + Penalty 442.945635 = -6289.467797 nChanged 28 SP:Iteration 1F (19697.240000 sec): 3 clusters Score: Raw -6797.593529 + Penalty 442.945635 = -6354.647894 nChanged 10 SP:Iteration 2F (19697.510000 sec): 3 clusters Score: Raw -6835.476208 + Penalty 442.945635 = -6392.530573 nChanged 6 SP:Iteration 3Q (19697.690000 sec): 3 clusters Score: Raw -6867.551987 + Penalty 442.945635 = -6424.606352 nChanged 2 SP:Iteration 4Q (19697.890000 sec): 3 clusters Score: Raw -6869.849312 + Penalty 442.945635 = -6426.903677 nChanged 1 SP:Iteration 5Q (19698.090000 sec): 3 clusters Score: Raw -6871.881732 + Penalty 442.945635 = -6428.936097 nChanged 0 SP:Iteration 6F (19698.250000 sec): 3 clusters Score: Raw -6871.881732 + Penalty 442.945635 = -6428.936097 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19698.370000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19698.520000 sec): 3 clusters Score: Raw -331797.189902 + Penalty 782.454805 = -331014.735097 nChanged 2419 SP:Iteration 1F (19698.670000 sec): 3 clusters Score: Raw -333097.077823 + Penalty 782.454805 = -332314.623018 nChanged 225 SP:Iteration 2Q (19698.830000 sec): 3 clusters Score: Raw -333176.295242 + Penalty 782.454805 = -332393.840437 nChanged 252 SP:Iteration 3Q (19699.010000 sec): 3 clusters Score: Raw -333261.962263 + Penalty 782.454805 = -332479.507459 nChanged 226 SP:Iteration 4Q (19699.180000 sec): 3 clusters Score: Raw -333355.642257 + Penalty 782.454805 = -332573.187453 nChanged 231 SP:Iteration 5Q (19699.340000 sec): 3 clusters Score: Raw -333510.842972 + Penalty 782.454805 = -332728.388167 nChanged 332 SP:Iteration 6F (19699.540000 sec): 3 clusters Score: Raw -333774.571199 + Penalty 782.454805 = -332992.116394 nChanged 393 SP:Iteration 7F (19699.690000 sec): 3 clusters Score: Raw -334135.844273 + Penalty 782.454805 = -333353.389468 nChanged 444 SP:Iteration 8F (19699.900000 sec): 3 clusters Score: Raw -334611.840104 + Penalty 782.454805 = -333829.385300 nChanged 383 SP:Iteration 9F (19700.110000 sec): 3 clusters Score: Raw -335018.268058 + Penalty 782.454805 = -334235.813253 nChanged 240 SP:Iteration 10Q (19700.330000 sec): 3 clusters Score: Raw -335186.542316 + Penalty 782.454805 = -334404.087512 nChanged 127 SP:Iteration 11Q (19700.470000 sec): 3 clusters Score: Raw -335246.856071 + Penalty 782.454805 = -334464.401266 nChanged 70 SP:Iteration 12Q (19700.650000 sec): 3 clusters Score: Raw -335276.239503 + Penalty 782.454805 = -334493.784698 nChanged 61 SP:Iteration 13Q (19700.810000 sec): 3 clusters Score: Raw -335297.735246 + Penalty 782.454805 = -334515.280441 nChanged 54 SP:Iteration 14Q (19700.950000 sec): 3 clusters Score: Raw -335313.527425 + Penalty 782.454805 = -334531.072620 nChanged 35 SP:Iteration 15Q (19701.140000 sec): 3 clusters Score: Raw -335320.555802 + Penalty 782.454805 = -334538.100997 nChanged 22 SP:Iteration 16Q (19701.370000 sec): 3 clusters Score: Raw -335323.826023 + Penalty 782.454805 = -334541.371219 nChanged 8 SP:Iteration 17Q (19701.550000 sec): 3 clusters Score: Raw -335324.478480 + Penalty 782.454805 = -334542.023675 nChanged 6 SP:Iteration 18Q (19701.760000 sec): 3 clusters Score: Raw -335324.819392 + Penalty 782.454805 = -334542.364587 nChanged 5 SP:Iteration 19Q (19701.870000 sec): 3 clusters Score: Raw -335325.482220 + Penalty 782.454805 = -334543.027415 nChanged 8 SP:Iteration 20F (19702.130000 sec): 3 clusters Score: Raw -335326.435980 + Penalty 782.454805 = -334543.981176 nChanged 6 SP:Iteration 21Q (19702.340000 sec): 3 clusters Score: Raw -335327.189772 + Penalty 782.454805 = -334544.734967 nChanged 9 SP:Iteration 22Q (19702.500000 sec): 3 clusters Score: Raw -335328.027255 + Penalty 782.454805 = -334545.572451 nChanged 9 SP:Iteration 23Q (19702.710000 sec): 3 clusters Score: Raw -335329.528242 + Penalty 782.454805 = -334547.073437 nChanged 15 SP:Iteration 24Q (19702.970000 sec): 3 clusters Score: Raw -335331.145469 + Penalty 782.454805 = -334548.690664 nChanged 7 SP:Iteration 25Q (19703.190000 sec): 3 clusters Score: Raw -335331.578858 + Penalty 782.454805 = -334549.124054 nChanged 2 SP:Iteration 26Q (19703.420000 sec): 3 clusters Score: Raw -335331.654960 + Penalty 782.454805 = -334549.200155 nChanged 0 SP:Iteration 27F (19703.630000 sec): 3 clusters Score: Raw -335331.654960 + Penalty 782.454805 = -334549.200155 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19703.730000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19703.870000 sec): 3 clusters Score: Raw -4718.998705 + Penalty 392.891418 = -4326.107287 nChanged 16 SP:Iteration 1F (19704.070000 sec): 3 clusters Score: Raw -4768.804528 + Penalty 392.891418 = -4375.913110 nChanged 2 SP:Iteration 2Q (19704.310000 sec): 3 clusters Score: Raw -4771.205824 + Penalty 392.891418 = -4378.314406 nChanged 0 SP:Iteration 3F (19704.490000 sec): 3 clusters Score: Raw -4771.205824 + Penalty 392.891418 = -4378.314406 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19704.600000 sec): 2 clusters Score: Raw -4418.348402 + Penalty 198.809877 = -4219.538524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19704.800000 sec): 3 clusters Score: Raw -4456.671898 + Penalty 397.619755 = -4059.052143 nChanged 14 SP:Iteration 1F (19704.990000 sec): 3 clusters Score: Raw -4489.885460 + Penalty 397.619755 = -4092.265706 nChanged 4 SP:Iteration 2F (19705.170000 sec): 3 clusters Score: Raw -4503.984372 + Penalty 397.619755 = -4106.364618 nChanged 1 SP:Iteration 3Q (19705.350000 sec): 3 clusters Score: Raw -4506.157403 + Penalty 397.619755 = -4108.537648 nChanged 1 SP:Iteration 4Q (19705.590000 sec): 3 clusters Score: Raw -4508.928433 + Penalty 397.619755 = -4111.308679 nChanged 2 SP:Iteration 5Q (19705.780000 sec): 3 clusters Score: Raw -4519.064906 + Penalty 397.619755 = -4121.445151 nChanged 3 SP:Iteration 6Q (19705.950000 sec): 3 clusters Score: Raw -4543.238557 + Penalty 397.619755 = -4145.618803 nChanged 2 SP:Iteration 7Q (19706.130000 sec): 3 clusters Score: Raw -4548.105333 + Penalty 397.619755 = -4150.485578 nChanged 0 SP:Iteration 8F (19706.330000 sec): 3 clusters Score: Raw -4548.105333 + Penalty 397.619755 = -4150.485578 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19706.420000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19706.630000 sec): 3 clusters Score: Raw -5208.724287 + Penalty 408.465910 = -4800.258377 nChanged 14 SP:Iteration 1F (19706.860000 sec): 3 clusters Score: Raw -5247.512131 + Penalty 408.465910 = -4839.046221 nChanged 2 SP:Iteration 2Q (19707.090000 sec): 3 clusters Score: Raw -5252.175877 + Penalty 408.465910 = -4843.709967 nChanged 1 SP:Iteration 3Q (19707.330000 sec): 3 clusters Score: Raw -5253.158193 + Penalty 408.465910 = -4844.692283 nChanged 0 SP:Iteration 4F (19707.500000 sec): 3 clusters Score: Raw -5253.158193 + Penalty 408.465910 = -4844.692283 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19707.600000 sec): 2 clusters Score: Raw -7002.388153 + Penalty 224.844730 = -6777.543423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19707.800000 sec): 3 clusters Score: Raw -6981.753803 + Penalty 449.689460 = -6532.064342 nChanged 26 SP:Iteration 1F (19707.970000 sec): 3 clusters Score: Raw -7007.222313 + Penalty 449.689460 = -6557.532852 nChanged 5 SP:Iteration 2Q (19708.140000 sec): 3 clusters Score: Raw -7021.961225 + Penalty 449.689460 = -6572.271765 nChanged 6 SP:Iteration 3Q (19708.330000 sec): 3 clusters Score: Raw -7039.358205 + Penalty 449.689460 = -6589.668744 nChanged 6 SP:Iteration 4Q (19708.570000 sec): 3 clusters Score: Raw -7048.325478 + Penalty 449.689460 = -6598.636018 nChanged 5 SP:Iteration 5Q (19708.710000 sec): 3 clusters Score: Raw -7057.284042 + Penalty 449.689460 = -6607.594582 nChanged 2 SP:Iteration 6Q (19708.920000 sec): 3 clusters Score: Raw -7058.484480 + Penalty 449.689460 = -6608.795020 nChanged 1 SP:Iteration 7Q (19709.100000 sec): 3 clusters Score: Raw -7058.886639 + Penalty 449.689460 = -6609.197178 nChanged 0 SP:Iteration 8F (19709.320000 sec): 3 clusters Score: Raw -7058.886639 + Penalty 449.689460 = -6609.197178 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19709.380000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19709.580000 sec): 3 clusters Score: Raw -3177.688856 + Penalty 391.669923 = -2786.018933 nChanged 13 SP:Iteration 1F (19709.760000 sec): 3 clusters Score: Raw -3228.512263 + Penalty 391.669923 = -2836.842340 nChanged 2 SP:Iteration 2Q (19709.920000 sec): 3 clusters Score: Raw -3235.960856 + Penalty 391.669923 = -2844.290933 nChanged 1 SP:Iteration 3Q (19710.100000 sec): 3 clusters Score: Raw -3239.750144 + Penalty 391.669923 = -2848.080221 nChanged 0 SP:Iteration 4F (19710.300000 sec): 3 clusters Score: Raw -3239.750144 + Penalty 391.669923 = -2848.080221 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19710.400000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19710.580000 sec): 3 clusters Score: Raw -14554.772363 + Penalty 503.178047 = -14051.594316 nChanged 68 SP:Iteration 1F (19710.780000 sec): 3 clusters Score: Raw -14648.656675 + Penalty 503.178047 = -14145.478628 nChanged 17 SP:Iteration 2F (19710.960000 sec): 3 clusters Score: Raw -14681.167714 + Penalty 503.178047 = -14177.989667 nChanged 14 SP:Iteration 3F (19711.200000 sec): 3 clusters Score: Raw -14702.403354 + Penalty 503.178047 = -14199.225307 nChanged 11 SP:Iteration 4Q (19711.360000 sec): 3 clusters Score: Raw -14712.447759 + Penalty 503.178047 = -14209.269712 nChanged 5 SP:Iteration 5Q (19711.560000 sec): 3 clusters Score: Raw -14716.531594 + Penalty 503.178047 = -14213.353547 nChanged 4 SP:Iteration 6Q (19711.800000 sec): 3 clusters Score: Raw -14720.180783 + Penalty 503.178047 = -14217.002736 nChanged 2 SP:Iteration 7Q (19711.970000 sec): 3 clusters Score: Raw -14721.036785 + Penalty 503.178047 = -14217.858738 nChanged 1 SP:Iteration 8Q (19712.150000 sec): 3 clusters Score: Raw -14721.551550 + Penalty 503.178047 = -14218.373503 nChanged 0 SP:Iteration 9F (19712.330000 sec): 3 clusters Score: Raw -14721.551550 + Penalty 503.178047 = -14218.373503 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19712.410000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19712.620000 sec): 3 clusters Score: Raw -37367.023361 + Penalty 583.026079 = -36783.997282 nChanged 219 SP:Iteration 1F (19712.780000 sec): 3 clusters Score: Raw -37502.672612 + Penalty 583.026079 = -36919.646533 nChanged 42 SP:Iteration 2F (19712.920000 sec): 3 clusters Score: Raw -37531.044736 + Penalty 583.026079 = -36948.018657 nChanged 27 SP:Iteration 3Q (19713.100000 sec): 3 clusters Score: Raw -37542.647853 + Penalty 583.026079 = -36959.621774 nChanged 19 SP:Iteration 4Q (19713.360000 sec): 3 clusters Score: Raw -37562.714482 + Penalty 583.026079 = -36979.688404 nChanged 26 SP:Iteration 5Q (19713.500000 sec): 3 clusters Score: Raw -37585.650096 + Penalty 583.026079 = -37002.624018 nChanged 26 SP:Iteration 6Q (19713.720000 sec): 3 clusters Score: Raw -37608.497299 + Penalty 583.026079 = -37025.471220 nChanged 19 SP:Iteration 7Q (19713.910000 sec): 3 clusters Score: Raw -37622.223181 + Penalty 583.026079 = -37039.197102 nChanged 13 SP:Iteration 8Q (19714.100000 sec): 3 clusters Score: Raw -37631.943176 + Penalty 583.026079 = -37048.917098 nChanged 15 SP:Iteration 9Q (19714.340000 sec): 3 clusters Score: Raw -37642.007080 + Penalty 583.026079 = -37058.981001 nChanged 16 SP:Iteration 10Q (19714.540000 sec): 3 clusters Score: Raw -37655.957941 + Penalty 583.026079 = -37072.931863 nChanged 14 SP:Iteration 11Q (19714.700000 sec): 3 clusters Score: Raw -37667.629457 + Penalty 583.026079 = -37084.603378 nChanged 15 SP:Iteration 12Q (19714.920000 sec): 3 clusters Score: Raw -37687.269578 + Penalty 583.026079 = -37104.243499 nChanged 16 SP:Iteration 13Q (19715.100000 sec): 3 clusters Score: Raw -37707.562218 + Penalty 583.026079 = -37124.536139 nChanged 23 SP:Iteration 14Q (19715.320000 sec): 3 clusters Score: Raw -37728.041397 + Penalty 583.026079 = -37145.015318 nChanged 12 SP:Iteration 15Q (19715.510000 sec): 3 clusters Score: Raw -37734.976362 + Penalty 583.026079 = -37151.950283 nChanged 2 SP:Iteration 16Q (19715.690000 sec): 3 clusters Score: Raw -37739.001786 + Penalty 583.026079 = -37155.975707 nChanged 2 SP:Iteration 17Q (19715.840000 sec): 3 clusters Score: Raw -37743.335725 + Penalty 583.026079 = -37160.309646 nChanged 3 SP:Iteration 18Q (19716.020000 sec): 3 clusters Score: Raw -37745.291502 + Penalty 583.026079 = -37162.265424 nChanged 3 SP:Iteration 19Q (19716.200000 sec): 3 clusters Score: Raw -37746.779636 + Penalty 583.026079 = -37163.753557 nChanged 0 SP:Iteration 20F (19716.370000 sec): 3 clusters Score: Raw -37746.779636 + Penalty 583.026079 = -37163.753557 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19716.500000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19716.690000 sec): 3 clusters Score: Raw -388213.607245 + Penalty 801.534384 = -387412.072861 nChanged 3104 SP:Iteration 1F (19716.860000 sec): 3 clusters Score: Raw -389988.928285 + Penalty 801.534384 = -389187.393901 nChanged 286 SP:Iteration 2Q (19717.050000 sec): 3 clusters Score: Raw -390081.651684 + Penalty 801.534384 = -389280.117300 nChanged 258 SP:Iteration 3Q (19717.230000 sec): 3 clusters Score: Raw -390164.448202 + Penalty 801.534384 = -389362.913818 nChanged 279 SP:Iteration 4Q (19717.430000 sec): 3 clusters Score: Raw -390267.827409 + Penalty 801.534384 = -389466.293025 nChanged 288 SP:Iteration 5Q (19717.610000 sec): 3 clusters Score: Raw -390390.451505 + Penalty 801.534384 = -389588.917121 nChanged 299 SP:Iteration 6Q (19717.850000 sec): 3 clusters Score: Raw -390527.712652 + Penalty 801.534384 = -389726.178268 nChanged 332 SP:Iteration 7Q (19718.010000 sec): 3 clusters Score: Raw -390720.805919 + Penalty 801.534384 = -389919.271535 nChanged 361 SP:Iteration 8F (19718.240000 sec): 3 clusters Score: Raw -390965.369239 + Penalty 801.534384 = -390163.834855 nChanged 332 SP:Iteration 9Q (19718.430000 sec): 3 clusters Score: Raw -391211.279873 + Penalty 801.534384 = -390409.745489 nChanged 336 SP:Iteration 10F (19718.610000 sec): 3 clusters Score: Raw -391466.575479 + Penalty 801.534384 = -390665.041095 nChanged 282 SP:Iteration 11Q (19718.760000 sec): 3 clusters Score: Raw -391655.028884 + Penalty 801.534384 = -390853.494499 nChanged 201 SP:Iteration 12Q (19718.990000 sec): 3 clusters Score: Raw -391763.717682 + Penalty 801.534384 = -390962.183298 nChanged 137 SP:Iteration 13Q (19719.170000 sec): 3 clusters Score: Raw -391828.657576 + Penalty 801.534384 = -391027.123192 nChanged 115 SP:Iteration 14Q (19719.310000 sec): 3 clusters Score: Raw -391883.526346 + Penalty 801.534384 = -391081.991962 nChanged 106 SP:Iteration 15Q (19719.490000 sec): 3 clusters Score: Raw -391931.635304 + Penalty 801.534384 = -391130.100920 nChanged 103 SP:Iteration 16Q (19719.710000 sec): 3 clusters Score: Raw -391977.493896 + Penalty 801.534384 = -391175.959512 nChanged 86 SP:Iteration 17Q (19719.860000 sec): 3 clusters Score: Raw -392013.331419 + Penalty 801.534384 = -391211.797035 nChanged 94 SP:Iteration 18Q (19720.060000 sec): 3 clusters Score: Raw -392052.959660 + Penalty 801.534384 = -391251.425276 nChanged 75 SP:Iteration 19Q (19720.200000 sec): 3 clusters Score: Raw -392083.412668 + Penalty 801.534384 = -391281.878283 nChanged 66 SP:Iteration 20F (19720.410000 sec): 3 clusters Score: Raw -392113.716322 + Penalty 801.534384 = -391312.181938 nChanged 71 SP:Iteration 21Q (19720.600000 sec): 3 clusters Score: Raw -392143.357795 + Penalty 801.534384 = -391341.823411 nChanged 56 SP:Iteration 22Q (19720.760000 sec): 3 clusters Score: Raw -392163.860647 + Penalty 801.534384 = -391362.326263 nChanged 55 SP:Iteration 23Q (19720.920000 sec): 3 clusters Score: Raw -392188.774019 + Penalty 801.534384 = -391387.239635 nChanged 51 SP:Iteration 24Q (19721.140000 sec): 3 clusters Score: Raw -392208.931650 + Penalty 801.534384 = -391407.397266 nChanged 48 SP:Iteration 25Q (19721.300000 sec): 3 clusters Score: Raw -392229.396811 + Penalty 801.534384 = -391427.862427 nChanged 41 SP:Iteration 26Q (19721.500000 sec): 3 clusters Score: Raw -392248.196079 + Penalty 801.534384 = -391446.661695 nChanged 46 SP:Iteration 27Q (19721.610000 sec): 3 clusters Score: Raw -392268.200237 + Penalty 801.534384 = -391466.665853 nChanged 46 SP:Iteration 28Q (19721.750000 sec): 3 clusters Score: Raw -392289.619036 + Penalty 801.534384 = -391488.084652 nChanged 47 SP:Iteration 29Q (19721.910000 sec): 3 clusters Score: Raw -392315.578213 + Penalty 801.534384 = -391514.043829 nChanged 38 SP:Iteration 30Q (19722.030000 sec): 3 clusters Score: Raw -392337.623054 + Penalty 801.534384 = -391536.088670 nChanged 36 SP:Iteration 31Q (19722.160000 sec): 3 clusters Score: Raw -392356.020786 + Penalty 801.534384 = -391554.486402 nChanged 33 SP:Iteration 32Q (19722.330000 sec): 3 clusters Score: Raw -392372.179954 + Penalty 801.534384 = -391570.645570 nChanged 29 SP:Iteration 33Q (19722.490000 sec): 3 clusters Score: Raw -392386.459626 + Penalty 801.534384 = -391584.925242 nChanged 21 SP:Iteration 34Q (19722.700000 sec): 3 clusters Score: Raw -392400.433858 + Penalty 801.534384 = -391598.899474 nChanged 13 SP:Iteration 35Q (19722.870000 sec): 3 clusters Score: Raw -392406.300283 + Penalty 801.534384 = -391604.765899 nChanged 11 SP:Iteration 36Q (19723.040000 sec): 3 clusters Score: Raw -392409.976599 + Penalty 801.534384 = -391608.442215 nChanged 7 SP:Iteration 37Q (19723.150000 sec): 3 clusters Score: Raw -392413.719573 + Penalty 801.534384 = -391612.185189 nChanged 8 SP:Iteration 38Q (19723.280000 sec): 3 clusters Score: Raw -392418.508002 + Penalty 801.534384 = -391616.973618 nChanged 6 SP:Iteration 39Q (19723.410000 sec): 3 clusters Score: Raw -392420.714073 + Penalty 801.534384 = -391619.179689 nChanged 5 SP:Iteration 40F (19723.540000 sec): 3 clusters Score: Raw -392422.510188 + Penalty 801.534384 = -391620.975804 nChanged 2 SP:Iteration 41Q (19723.700000 sec): 3 clusters Score: Raw -392423.046381 + Penalty 801.534384 = -391621.511997 nChanged 2 SP:Iteration 42Q (19723.810000 sec): 3 clusters Score: Raw -392424.393611 + Penalty 801.534384 = -391622.859227 nChanged 3 SP:Iteration 43Q (19723.940000 sec): 3 clusters Score: Raw -392425.065599 + Penalty 801.534384 = -391623.531215 nChanged 2 SP:Iteration 44Q (19724.070000 sec): 3 clusters Score: Raw -392426.166133 + Penalty 801.534384 = -391624.631749 nChanged 3 SP:Iteration 45Q (19724.200000 sec): 3 clusters Score: Raw -392429.371600 + Penalty 801.534384 = -391627.837216 nChanged 7 SP:Iteration 46Q (19724.330000 sec): 3 clusters Score: Raw -392433.860212 + Penalty 801.534384 = -391632.325828 nChanged 8 SP:Iteration 47Q (19724.450000 sec): 3 clusters Score: Raw -392437.257099 + Penalty 801.534384 = -391635.722715 nChanged 7 SP:Iteration 48Q (19724.580000 sec): 3 clusters Score: Raw -392438.871471 + Penalty 801.534384 = -391637.337087 nChanged 5 SP:Iteration 49Q (19724.710000 sec): 3 clusters Score: Raw -392441.270817 + Penalty 801.534384 = -391639.736433 nChanged 4 SP:Iteration 50Q (19724.840000 sec): 3 clusters Score: Raw -392443.231592 + Penalty 801.534384 = -391641.697207 nChanged 6 SP:Iteration 51Q (19724.970000 sec): 3 clusters Score: Raw -392447.178969 + Penalty 801.534384 = -391645.644585 nChanged 7 SP:Iteration 52Q (19725.090000 sec): 3 clusters Score: Raw -392451.433937 + Penalty 801.534384 = -391649.899553 nChanged 5 SP:Iteration 53Q (19725.220000 sec): 3 clusters Score: Raw -392456.274397 + Penalty 801.534384 = -391654.740013 nChanged 5 SP:Iteration 54Q (19725.350000 sec): 3 clusters Score: Raw -392458.767272 + Penalty 801.534384 = -391657.232888 nChanged 5 SP:Iteration 55Q (19725.480000 sec): 3 clusters Score: Raw -392462.040721 + Penalty 801.534384 = -391660.506337 nChanged 7 SP:Iteration 56Q (19725.620000 sec): 3 clusters Score: Raw -392466.108047 + Penalty 801.534384 = -391664.573663 nChanged 5 SP:Iteration 57Q (19725.810000 sec): 3 clusters Score: Raw -392470.191773 + Penalty 801.534384 = -391668.657389 nChanged 5 SP:Iteration 58Q (19725.910000 sec): 3 clusters Score: Raw -392473.599007 + Penalty 801.534384 = -391672.064622 nChanged 3 SP:Iteration 59Q (19726.090000 sec): 3 clusters Score: Raw -392475.369133 + Penalty 801.534384 = -391673.834749 nChanged 2 SP:Iteration 60F (19726.280000 sec): 3 clusters Score: Raw -392477.228035 + Penalty 801.534384 = -391675.693651 nChanged 1 SP:Iteration 61Q (19726.480000 sec): 3 clusters Score: Raw -392477.459552 + Penalty 801.534384 = -391675.925168 nChanged 1 SP:Iteration 62Q (19726.670000 sec): 3 clusters Score: Raw -392477.809052 + Penalty 801.534384 = -391676.274668 nChanged 0 SP:Iteration 63F (19726.810000 sec): 3 clusters Score: Raw -392477.809052 + Penalty 801.534384 = -391676.274668 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19726.870000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19726.930000 sec): 2 clusters Score: Raw 631.523657 + Penalty 142.664987 = 774.188644 nChanged 10 SP:Iteration 1F (19727.000000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19727.060000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19727.190000 sec): 3 clusters Score: Raw -123309.365488 + Penalty 698.136239 = -122611.229249 nChanged 911 SP:Iteration 1F (19727.320000 sec): 3 clusters Score: Raw -123783.611251 + Penalty 698.136239 = -123085.475012 nChanged 196 SP:Iteration 2F (19727.450000 sec): 3 clusters Score: Raw -123963.056562 + Penalty 698.136239 = -123264.920323 nChanged 191 SP:Iteration 3F (19727.570000 sec): 3 clusters Score: Raw -124128.791230 + Penalty 698.136239 = -123430.654991 nChanged 176 SP:Iteration 4F (19727.700000 sec): 3 clusters Score: Raw -124296.841978 + Penalty 698.136239 = -123598.705740 nChanged 143 SP:Iteration 5F (19727.830000 sec): 3 clusters Score: Raw -124419.400630 + Penalty 698.136239 = -123721.264392 nChanged 88 SP:Iteration 6Q (19727.960000 sec): 3 clusters Score: Raw -124486.476882 + Penalty 698.136239 = -123788.340644 nChanged 48 SP:Iteration 7Q (19728.090000 sec): 3 clusters Score: Raw -124517.202985 + Penalty 698.136239 = -123819.066746 nChanged 36 SP:Iteration 8Q (19728.250000 sec): 3 clusters Score: Raw -124538.958313 + Penalty 698.136239 = -123840.822074 nChanged 22 SP:Iteration 9Q (19728.340000 sec): 3 clusters Score: Raw -124550.828249 + Penalty 698.136239 = -123852.692010 nChanged 15 SP:Iteration 10Q (19728.470000 sec): 3 clusters Score: Raw -124558.299995 + Penalty 698.136239 = -123860.163756 nChanged 16 SP:Iteration 11Q (19728.590000 sec): 3 clusters Score: Raw -124567.512095 + Penalty 698.136239 = -123869.375857 nChanged 15 SP:Iteration 12Q (19728.720000 sec): 3 clusters Score: Raw -124574.449633 + Penalty 698.136239 = -123876.313394 nChanged 8 SP:Iteration 13Q (19728.850000 sec): 3 clusters Score: Raw -124577.929210 + Penalty 698.136239 = -123879.792972 nChanged 3 SP:Iteration 14Q (19729.010000 sec): 3 clusters Score: Raw -124579.121733 + Penalty 698.136239 = -123880.985494 nChanged 4 SP:Iteration 15Q (19729.180000 sec): 3 clusters Score: Raw -124580.971950 + Penalty 698.136239 = -123882.835712 nChanged 5 SP:Iteration 16Q (19729.310000 sec): 3 clusters Score: Raw -124583.044875 + Penalty 698.136239 = -123884.908636 nChanged 1 SP:Iteration 17Q (19729.430000 sec): 3 clusters Score: Raw -124583.315211 + Penalty 698.136239 = -123885.178972 nChanged 2 SP:Iteration 18Q (19729.550000 sec): 3 clusters Score: Raw -124584.260677 + Penalty 698.136239 = -123886.124438 nChanged 1 SP:Iteration 19Q (19729.690000 sec): 3 clusters Score: Raw -124584.544597 + Penalty 698.136239 = -123886.408359 nChanged 0 SP:Iteration 20F (19729.830000 sec): 3 clusters Score: Raw -124584.544597 + Penalty 698.136239 = -123886.408359 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19729.910000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19730.010000 sec): 3 clusters Score: Raw -7591.391610 + Penalty 461.270282 = -7130.121328 nChanged 46 SP:Iteration 1F (19730.170000 sec): 3 clusters Score: Raw -7707.384780 + Penalty 461.270282 = -7246.114498 nChanged 5 SP:Iteration 2Q (19730.310000 sec): 3 clusters Score: Raw -7718.127302 + Penalty 461.270282 = -7256.857020 nChanged 1 SP:Iteration 3Q (19730.450000 sec): 3 clusters Score: Raw -7719.885539 + Penalty 461.270282 = -7258.615257 nChanged 0 SP:Iteration 4F (19730.600000 sec): 3 clusters Score: Raw -7719.885539 + Penalty 461.270282 = -7258.615257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19730.650000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19730.770000 sec): 3 clusters Score: Raw -13953.019733 + Penalty 493.670452 = -13459.349281 nChanged 53 SP:Iteration 1F (19730.880000 sec): 3 clusters Score: Raw -14007.992795 + Penalty 493.670452 = -13514.322343 nChanged 16 SP:Iteration 2F (19730.990000 sec): 3 clusters Score: Raw -14034.469450 + Penalty 493.670452 = -13540.798999 nChanged 12 SP:Iteration 3F (19731.100000 sec): 3 clusters Score: Raw -14060.930495 + Penalty 493.670452 = -13567.260043 nChanged 9 SP:Iteration 4Q (19731.210000 sec): 3 clusters Score: Raw -14072.850695 + Penalty 493.670452 = -13579.180243 nChanged 5 SP:Iteration 5Q (19731.330000 sec): 3 clusters Score: Raw -14080.352925 + Penalty 493.670452 = -13586.682473 nChanged 2 SP:Iteration 6Q (19731.450000 sec): 3 clusters Score: Raw -14083.346489 + Penalty 493.670452 = -13589.676037 nChanged 4 SP:Iteration 7Q (19731.560000 sec): 3 clusters Score: Raw -14087.569774 + Penalty 493.670452 = -13593.899323 nChanged 3 SP:Iteration 8Q (19731.680000 sec): 3 clusters Score: Raw -14091.485041 + Penalty 493.670452 = -13597.814590 nChanged 1 SP:Iteration 9Q (19731.790000 sec): 3 clusters Score: Raw -14092.159122 + Penalty 493.670452 = -13598.488670 nChanged 0 SP:Iteration 10F (19731.910000 sec): 3 clusters Score: Raw -14092.159122 + Penalty 493.670452 = -13598.488670 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19731.980000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19732.110000 sec): 3 clusters Score: Raw -8029.588303 + Penalty 447.718264 = -7581.870038 nChanged 32 SP:Iteration 1F (19732.200000 sec): 3 clusters Score: Raw -8101.126450 + Penalty 447.718264 = -7653.408186 nChanged 5 SP:Iteration 2Q (19732.310000 sec): 3 clusters Score: Raw -8118.603708 + Penalty 447.718264 = -7670.885444 nChanged 3 SP:Iteration 3Q (19732.430000 sec): 3 clusters Score: Raw -8121.687889 + Penalty 447.718264 = -7673.969625 nChanged 0 SP:Iteration 4F (19732.540000 sec): 3 clusters Score: Raw -8121.687889 + Penalty 447.718264 = -7673.969625 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19732.590000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19732.710000 sec): 3 clusters Score: Raw -5306.775792 + Penalty 414.402797 = -4892.372995 nChanged 14 SP:Iteration 1F (19732.820000 sec): 3 clusters Score: Raw -5348.218863 + Penalty 414.402797 = -4933.816066 nChanged 6 SP:Iteration 2F (19732.930000 sec): 3 clusters Score: Raw -5390.156592 + Penalty 414.402797 = -4975.753795 nChanged 5 SP:Iteration 3F (19733.040000 sec): 3 clusters Score: Raw -5417.937772 + Penalty 414.402797 = -5003.534975 nChanged 3 SP:Iteration 4Q (19733.200000 sec): 3 clusters Score: Raw -5430.836663 + Penalty 414.402797 = -5016.433866 nChanged 2 SP:Iteration 5Q (19733.390000 sec): 3 clusters Score: Raw -5448.294692 + Penalty 414.402797 = -5033.891894 nChanged 1 SP:Iteration 6Q (19733.520000 sec): 3 clusters Score: Raw -5453.167872 + Penalty 414.402797 = -5038.765074 nChanged 1 SP:Iteration 7Q (19733.670000 sec): 3 clusters Score: Raw -5460.042420 + Penalty 414.402797 = -5045.639623 nChanged 0 SP:Iteration 8F (19733.860000 sec): 3 clusters Score: Raw -5460.042420 + Penalty 414.402797 = -5045.639623 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19733.940000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19734.090000 sec): 3 clusters Score: Raw -3402.871639 + Penalty 378.458361 = -3024.413278 nChanged 9 SP:Iteration 1F (19734.190000 sec): 3 clusters Score: Raw -3433.797259 + Penalty 378.458361 = -3055.338899 nChanged 3 SP:Iteration 2Q (19734.320000 sec): 3 clusters Score: Raw -3452.204041 + Penalty 378.458361 = -3073.745681 nChanged 3 SP:Iteration 3Q (19734.450000 sec): 3 clusters Score: Raw -3469.901204 + Penalty 378.458361 = -3091.442843 nChanged 0 SP:Iteration 4F (19734.580000 sec): 3 clusters Score: Raw -3469.901204 + Penalty 378.458361 = -3091.442843 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19734.650000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19734.780000 sec): 3 clusters Score: Raw -10596.095689 + Penalty 477.479191 = -10118.616498 nChanged 44 SP:Iteration 1F (19734.910000 sec): 3 clusters Score: Raw -10668.120720 + Penalty 477.479191 = -10190.641529 nChanged 18 SP:Iteration 2F (19735.040000 sec): 3 clusters Score: Raw -10715.674250 + Penalty 477.479191 = -10238.195059 nChanged 10 SP:Iteration 3F (19735.180000 sec): 3 clusters Score: Raw -10777.644373 + Penalty 477.479191 = -10300.165182 nChanged 10 SP:Iteration 4F (19735.310000 sec): 3 clusters Score: Raw -10803.238569 + Penalty 477.479191 = -10325.759378 nChanged 5 SP:Iteration 5Q (19735.440000 sec): 3 clusters Score: Raw -10824.186308 + Penalty 477.479191 = -10346.707117 nChanged 5 SP:Iteration 6Q (19735.570000 sec): 3 clusters Score: Raw -10849.904677 + Penalty 477.479191 = -10372.425487 nChanged 1 SP:Iteration 7Q (19735.700000 sec): 3 clusters Score: Raw -10850.379668 + Penalty 477.479191 = -10372.900477 nChanged 0 SP:Iteration 8F (19735.830000 sec): 3 clusters Score: Raw -10850.379668 + Penalty 477.479191 = -10372.900477 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19735.900000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19736.020000 sec): 3 clusters Score: Raw -20086.838120 + Penalty 521.439080 = -19565.399040 nChanged 99 SP:Iteration 1F (19736.150000 sec): 3 clusters Score: Raw -20174.796190 + Penalty 521.439080 = -19653.357110 nChanged 19 SP:Iteration 2F (19736.290000 sec): 3 clusters Score: Raw -20196.182771 + Penalty 521.439080 = -19674.743691 nChanged 10 SP:Iteration 3Q (19736.420000 sec): 3 clusters Score: Raw -20202.841455 + Penalty 521.439080 = -19681.402375 nChanged 1 SP:Iteration 4Q (19736.550000 sec): 3 clusters Score: Raw -20203.037824 + Penalty 521.439080 = -19681.598744 nChanged 0 SP:Iteration 5F (19736.680000 sec): 3 clusters Score: Raw -20203.037824 + Penalty 521.439080 = -19681.598744 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19736.750000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19736.930000 sec): 3 clusters Score: Raw -18527.058115 + Penalty 518.740365 = -18008.317750 nChanged 84 SP:Iteration 1F (19737.070000 sec): 3 clusters Score: Raw -18607.296302 + Penalty 518.740365 = -18088.555937 nChanged 28 SP:Iteration 2F (19737.260000 sec): 3 clusters Score: Raw -18631.541404 + Penalty 518.740365 = -18112.801039 nChanged 8 SP:Iteration 3Q (19737.470000 sec): 3 clusters Score: Raw -18638.969901 + Penalty 518.740365 = -18120.229536 nChanged 3 SP:Iteration 4Q (19737.600000 sec): 3 clusters Score: Raw -18642.275205 + Penalty 518.740365 = -18123.534840 nChanged 4 SP:Iteration 5Q (19737.720000 sec): 3 clusters Score: Raw -18646.448875 + Penalty 518.740365 = -18127.708510 nChanged 3 SP:Iteration 6Q (19737.840000 sec): 3 clusters Score: Raw -18647.869045 + Penalty 518.740365 = -18129.128680 nChanged 1 SP:Iteration 7Q (19737.970000 sec): 3 clusters Score: Raw -18648.070096 + Penalty 518.740365 = -18129.329731 nChanged 0 SP:Iteration 8F (19738.100000 sec): 3 clusters Score: Raw -18648.070096 + Penalty 518.740365 = -18129.329731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19738.160000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19738.290000 sec): 3 clusters Score: Raw -6212.435171 + Penalty 426.912657 = -5785.522514 nChanged 23 SP:Iteration 1F (19738.420000 sec): 3 clusters Score: Raw -6258.506934 + Penalty 426.912657 = -5831.594277 nChanged 7 SP:Iteration 2F (19738.550000 sec): 3 clusters Score: Raw -6283.859635 + Penalty 426.912657 = -5856.946978 nChanged 4 SP:Iteration 3Q (19738.670000 sec): 3 clusters Score: Raw -6292.885662 + Penalty 426.912657 = -5865.973005 nChanged 2 SP:Iteration 4Q (19738.800000 sec): 3 clusters Score: Raw -6299.884337 + Penalty 426.912657 = -5872.971680 nChanged 0 SP:Iteration 5F (19738.930000 sec): 3 clusters Score: Raw -6299.884337 + Penalty 426.912657 = -5872.971680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19738.990000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19739.120000 sec): 3 clusters Score: Raw -8493.060355 + Penalty 448.380085 = -8044.680270 nChanged 27 SP:Iteration 1F (19739.250000 sec): 3 clusters Score: Raw -8529.584749 + Penalty 448.380085 = -8081.204664 nChanged 6 SP:Iteration 2Q (19739.380000 sec): 3 clusters Score: Raw -8538.872212 + Penalty 448.380085 = -8090.492127 nChanged 5 SP:Iteration 3Q (19739.500000 sec): 3 clusters Score: Raw -8546.469016 + Penalty 448.380085 = -8098.088931 nChanged 6 SP:Iteration 4Q (19739.630000 sec): 3 clusters Score: Raw -8552.984271 + Penalty 448.380085 = -8104.604185 nChanged 2 SP:Iteration 5Q (19739.760000 sec): 3 clusters Score: Raw -8555.136344 + Penalty 448.380085 = -8106.756259 nChanged 1 SP:Iteration 6Q (19739.890000 sec): 3 clusters Score: Raw -8555.510402 + Penalty 448.380085 = -8107.130316 nChanged 0 SP:Iteration 7F (19740.020000 sec): 3 clusters Score: Raw -8555.510402 + Penalty 448.380085 = -8107.130316 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19740.080000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19740.210000 sec): 3 clusters Score: Raw -7107.909570 + Penalty 430.192292 = -6677.717279 nChanged 23 SP:Iteration 1F (19740.350000 sec): 3 clusters Score: Raw -7147.886328 + Penalty 430.192292 = -6717.694037 nChanged 3 SP:Iteration 2Q (19740.480000 sec): 3 clusters Score: Raw -7149.904321 + Penalty 430.192292 = -6719.712029 nChanged 1 SP:Iteration 3Q (19740.620000 sec): 3 clusters Score: Raw -7153.423151 + Penalty 430.192292 = -6723.230859 nChanged 1 SP:Iteration 4Q (19740.830000 sec): 3 clusters Score: Raw -7154.305572 + Penalty 430.192292 = -6724.113280 nChanged 0 SP:Iteration 5F (19740.990000 sec): 3 clusters Score: Raw -7154.305572 + Penalty 430.192292 = -6724.113280 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19741.130000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19741.280000 sec): 3 clusters Score: Raw -16015.516387 + Penalty 514.056656 = -15501.459731 nChanged 85 SP:Iteration 1F (19741.390000 sec): 3 clusters Score: Raw -16090.776917 + Penalty 514.056656 = -15576.720261 nChanged 14 SP:Iteration 2Q (19741.520000 sec): 3 clusters Score: Raw -16102.495648 + Penalty 514.056656 = -15588.438992 nChanged 10 SP:Iteration 3Q (19741.640000 sec): 3 clusters Score: Raw -16109.949663 + Penalty 514.056656 = -15595.893007 nChanged 4 SP:Iteration 4Q (19741.770000 sec): 3 clusters Score: Raw -16113.643505 + Penalty 514.056656 = -15599.586849 nChanged 2 SP:Iteration 5Q (19741.900000 sec): 3 clusters Score: Raw -16115.719010 + Penalty 514.056656 = -15601.662354 nChanged 2 SP:Iteration 6Q (19742.030000 sec): 3 clusters Score: Raw -16116.334352 + Penalty 514.056656 = -15602.277697 nChanged 0 SP:Iteration 7F (19742.160000 sec): 3 clusters Score: Raw -16116.334352 + Penalty 514.056656 = -15602.277697 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19742.220000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19742.350000 sec): 3 clusters Score: Raw -2990.162082 + Penalty 375.569229 = -2614.592853 nChanged 6 SP:Iteration 1F (19742.470000 sec): 3 clusters Score: Raw -3008.596100 + Penalty 375.569229 = -2633.026871 nChanged 2 SP:Iteration 2Q (19742.600000 sec): 3 clusters Score: Raw -3014.695794 + Penalty 375.569229 = -2639.126565 nChanged 1 SP:Iteration 3Q (19742.740000 sec): 3 clusters Score: Raw -3016.765087 + Penalty 375.569229 = -2641.195858 nChanged 0 SP:Iteration 4F (19742.880000 sec): 3 clusters Score: Raw -3016.765087 + Penalty 375.569229 = -2641.195858 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19742.940000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19743.070000 sec): 3 clusters Score: Raw -10164.642999 + Penalty 464.087845 = -9700.555154 nChanged 44 SP:Iteration 1F (19743.200000 sec): 3 clusters Score: Raw -10221.367232 + Penalty 464.087845 = -9757.279388 nChanged 11 SP:Iteration 2F (19743.330000 sec): 3 clusters Score: Raw -10232.424647 + Penalty 464.087845 = -9768.336802 nChanged 2 SP:Iteration 3Q (19743.460000 sec): 3 clusters Score: Raw -10235.435095 + Penalty 464.087845 = -9771.347250 nChanged 1 SP:Iteration 4Q (19743.580000 sec): 3 clusters Score: Raw -10235.720908 + Penalty 464.087845 = -9771.633063 nChanged 0 SP:Iteration 5F (19743.710000 sec): 3 clusters Score: Raw -10235.720908 + Penalty 464.087845 = -9771.633063 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19743.780000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19743.900000 sec): 3 clusters Score: Raw -17362.558457 + Penalty 519.044205 = -16843.514251 nChanged 87 SP:Iteration 1F (19744.040000 sec): 3 clusters Score: Raw -17422.759743 + Penalty 519.044205 = -16903.715538 nChanged 22 SP:Iteration 2F (19744.160000 sec): 3 clusters Score: Raw -17450.365895 + Penalty 519.044205 = -16931.321690 nChanged 14 SP:Iteration 3Q (19744.290000 sec): 3 clusters Score: Raw -17466.312692 + Penalty 519.044205 = -16947.268487 nChanged 5 SP:Iteration 4Q (19744.460000 sec): 3 clusters Score: Raw -17472.235163 + Penalty 519.044205 = -16953.190958 nChanged 5 SP:Iteration 5Q (19744.640000 sec): 3 clusters Score: Raw -17475.957277 + Penalty 519.044205 = -16956.913072 nChanged 2 SP:Iteration 6Q (19744.850000 sec): 3 clusters Score: Raw -17476.818870 + Penalty 519.044205 = -16957.774665 nChanged 0 SP:Iteration 7F (19744.990000 sec): 3 clusters Score: Raw -17476.818870 + Penalty 519.044205 = -16957.774665 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19745.060000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19745.180000 sec): 3 clusters Score: Raw -23167.437712 + Penalty 532.288555 = -22635.149157 nChanged 113 SP:Iteration 1F (19745.310000 sec): 3 clusters Score: Raw -23264.044274 + Penalty 532.288555 = -22731.755719 nChanged 31 SP:Iteration 2F (19745.440000 sec): 3 clusters Score: Raw -23287.789157 + Penalty 532.288555 = -22755.500602 nChanged 15 SP:Iteration 3Q (19745.570000 sec): 3 clusters Score: Raw -23302.876124 + Penalty 532.288555 = -22770.587569 nChanged 13 SP:Iteration 4Q (19745.700000 sec): 3 clusters Score: Raw -23317.377206 + Penalty 532.288555 = -22785.088651 nChanged 13 SP:Iteration 5Q (19745.820000 sec): 3 clusters Score: Raw -23332.662056 + Penalty 532.288555 = -22800.373501 nChanged 1 SP:Iteration 6Q (19745.950000 sec): 3 clusters Score: Raw -23333.309991 + Penalty 532.288555 = -22801.021436 nChanged 1 SP:Iteration 7Q (19746.080000 sec): 3 clusters Score: Raw -23333.825650 + Penalty 532.288555 = -22801.537095 nChanged 3 SP:Iteration 8Q (19746.200000 sec): 3 clusters Score: Raw -23337.877979 + Penalty 532.288555 = -22805.589424 nChanged 3 SP:Iteration 9Q (19746.330000 sec): 3 clusters Score: Raw -23342.608556 + Penalty 532.288555 = -22810.320001 nChanged 5 SP:Iteration 10Q (19746.460000 sec): 3 clusters Score: Raw -23348.932580 + Penalty 532.288555 = -22816.644025 nChanged 4 SP:Iteration 11Q (19746.590000 sec): 3 clusters Score: Raw -23352.033835 + Penalty 532.288555 = -22819.745280 nChanged 4 SP:Iteration 12Q (19746.720000 sec): 3 clusters Score: Raw -23357.244442 + Penalty 532.288555 = -22824.955887 nChanged 3 SP:Iteration 13Q (19746.840000 sec): 3 clusters Score: Raw -23359.047010 + Penalty 532.288555 = -22826.758455 nChanged 0 SP:Iteration 14F (19746.980000 sec): 3 clusters Score: Raw -23359.047010 + Penalty 532.288555 = -22826.758455 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19747.040000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19747.160000 sec): 3 clusters Score: Raw -9466.430580 + Penalty 461.270282 = -9005.160298 nChanged 42 SP:Iteration 1F (19747.290000 sec): 3 clusters Score: Raw -9539.882179 + Penalty 461.270282 = -9078.611897 nChanged 7 SP:Iteration 2Q (19747.420000 sec): 3 clusters Score: Raw -9551.297671 + Penalty 461.270282 = -9090.027389 nChanged 8 SP:Iteration 3F (19747.550000 sec): 3 clusters Score: Raw -9562.918970 + Penalty 461.270282 = -9101.648688 nChanged 6 SP:Iteration 4Q (19747.680000 sec): 3 clusters Score: Raw -9570.623109 + Penalty 461.270282 = -9109.352827 nChanged 3 SP:Iteration 5Q (19747.800000 sec): 3 clusters Score: Raw -9573.449954 + Penalty 461.270282 = -9112.179671 nChanged 2 SP:Iteration 6Q (19747.990000 sec): 3 clusters Score: Raw -9575.212396 + Penalty 461.270282 = -9113.942113 nChanged 1 SP:Iteration 7Q (19748.140000 sec): 3 clusters Score: Raw -9577.240962 + Penalty 461.270282 = -9115.970680 nChanged 0 SP:Iteration 8F (19748.350000 sec): 3 clusters Score: Raw -9577.240962 + Penalty 461.270282 = -9115.970680 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19748.410000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19748.600000 sec): 3 clusters Score: Raw -9785.633301 + Penalty 462.407797 = -9323.225504 nChanged 34 SP:Iteration 1F (19748.710000 sec): 3 clusters Score: Raw -9854.019363 + Penalty 462.407797 = -9391.611566 nChanged 9 SP:Iteration 2F (19748.870000 sec): 3 clusters Score: Raw -9870.916144 + Penalty 462.407797 = -9408.508347 nChanged 4 SP:Iteration 3Q (19749.000000 sec): 3 clusters Score: Raw -9881.093085 + Penalty 462.407797 = -9418.685288 nChanged 4 SP:Iteration 4Q (19749.120000 sec): 3 clusters Score: Raw -9895.354375 + Penalty 462.407797 = -9432.946578 nChanged 6 SP:Iteration 5Q (19749.250000 sec): 3 clusters Score: Raw -9908.774632 + Penalty 462.407797 = -9446.366835 nChanged 1 SP:Iteration 6Q (19749.410000 sec): 3 clusters Score: Raw -9911.538733 + Penalty 462.407797 = -9449.130936 nChanged 0 SP:Iteration 7F (19749.540000 sec): 3 clusters Score: Raw -9911.538733 + Penalty 462.407797 = -9449.130936 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19749.590000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19749.710000 sec): 3 clusters Score: Raw -19289.645065 + Penalty 527.164238 = -18762.480827 nChanged 109 SP:Iteration 1F (19749.850000 sec): 3 clusters Score: Raw -19384.905985 + Penalty 527.164238 = -18857.741746 nChanged 23 SP:Iteration 2F (19749.940000 sec): 3 clusters Score: Raw -19411.159475 + Penalty 527.164238 = -18883.995237 nChanged 13 SP:Iteration 3Q (19750.100000 sec): 3 clusters Score: Raw -19434.003299 + Penalty 527.164238 = -18906.839061 nChanged 8 SP:Iteration 4Q (19750.230000 sec): 3 clusters Score: Raw -19444.911754 + Penalty 527.164238 = -18917.747516 nChanged 9 SP:Iteration 5Q (19750.390000 sec): 3 clusters Score: Raw -19461.569273 + Penalty 527.164238 = -18934.405035 nChanged 7 SP:Iteration 6Q (19750.500000 sec): 3 clusters Score: Raw -19480.813652 + Penalty 527.164238 = -18953.649414 nChanged 6 SP:Iteration 7Q (19750.600000 sec): 3 clusters Score: Raw -19489.148709 + Penalty 527.164238 = -18961.984471 nChanged 7 SP:Iteration 8Q (19750.780000 sec): 3 clusters Score: Raw -19501.962194 + Penalty 527.164238 = -18974.797955 nChanged 10 SP:Iteration 9Q (19750.920000 sec): 3 clusters Score: Raw -19518.388666 + Penalty 527.164238 = -18991.224428 nChanged 7 SP:Iteration 10Q (19751.070000 sec): 3 clusters Score: Raw -19526.153908 + Penalty 527.164238 = -18998.989669 nChanged 3 SP:Iteration 11Q (19751.200000 sec): 3 clusters Score: Raw -19528.600920 + Penalty 527.164238 = -19001.436681 nChanged 1 SP:Iteration 12Q (19751.390000 sec): 3 clusters Score: Raw -19529.273384 + Penalty 527.164238 = -19002.109146 nChanged 0 SP:Iteration 13F (19751.530000 sec): 3 clusters Score: Raw -19529.273384 + Penalty 527.164238 = -19002.109146 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19751.590000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19751.740000 sec): 3 clusters Score: Raw -8107.450183 + Penalty 443.642956 = -7663.807226 nChanged 26 SP:Iteration 1F (19751.890000 sec): 3 clusters Score: Raw -8144.346337 + Penalty 443.642956 = -7700.703381 nChanged 8 SP:Iteration 2F (19752.050000 sec): 3 clusters Score: Raw -8158.494492 + Penalty 443.642956 = -7714.851536 nChanged 3 SP:Iteration 3Q (19752.280000 sec): 3 clusters Score: Raw -8167.097075 + Penalty 443.642956 = -7723.454118 nChanged 2 SP:Iteration 4Q (19752.440000 sec): 3 clusters Score: Raw -8169.554479 + Penalty 443.642956 = -7725.911523 nChanged 0 SP:Iteration 5F (19752.600000 sec): 3 clusters Score: Raw -8169.554479 + Penalty 443.642956 = -7725.911523 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19752.690000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19752.900000 sec): 3 clusters Score: Raw -8001.466703 + Penalty 444.334975 = -7557.131728 nChanged 33 SP:Iteration 1F (19753.070000 sec): 3 clusters Score: Raw -8049.518336 + Penalty 444.334975 = -7605.183361 nChanged 6 SP:Iteration 2Q (19753.280000 sec): 3 clusters Score: Raw -8060.565729 + Penalty 444.334975 = -7616.230754 nChanged 3 SP:Iteration 3Q (19753.490000 sec): 3 clusters Score: Raw -8065.003696 + Penalty 444.334975 = -7620.668722 nChanged 1 SP:Iteration 4Q (19753.700000 sec): 3 clusters Score: Raw -8065.906636 + Penalty 444.334975 = -7621.571661 nChanged 0 SP:Iteration 5F (19753.890000 sec): 3 clusters Score: Raw -8065.906636 + Penalty 444.334975 = -7621.571661 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19754.050000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19754.250000 sec): 3 clusters Score: Raw -22814.334733 + Penalty 543.847933 = -22270.486800 nChanged 129 SP:Iteration 1F (19754.410000 sec): 3 clusters Score: Raw -22930.640736 + Penalty 543.847933 = -22386.792803 nChanged 44 SP:Iteration 2F (19754.600000 sec): 3 clusters Score: Raw -22970.192425 + Penalty 543.847933 = -22426.344493 nChanged 23 SP:Iteration 3F (19754.810000 sec): 3 clusters Score: Raw -23007.058112 + Penalty 543.847933 = -22463.210180 nChanged 19 SP:Iteration 4Q (19755.000000 sec): 3 clusters Score: Raw -23026.870700 + Penalty 543.847933 = -22483.022767 nChanged 14 SP:Iteration 5Q (19755.190000 sec): 3 clusters Score: Raw -23059.369916 + Penalty 543.847933 = -22515.521983 nChanged 11 SP:Iteration 6Q (19755.400000 sec): 3 clusters Score: Raw -23075.695131 + Penalty 543.847933 = -22531.847198 nChanged 6 SP:Iteration 7Q (19755.540000 sec): 3 clusters Score: Raw -23084.306299 + Penalty 543.847933 = -22540.458366 nChanged 4 SP:Iteration 8Q (19755.750000 sec): 3 clusters Score: Raw -23096.621206 + Penalty 543.847933 = -22552.773273 nChanged 5 SP:Iteration 9Q (19755.990000 sec): 3 clusters Score: Raw -23105.075962 + Penalty 543.847933 = -22561.228030 nChanged 3 SP:Iteration 10Q (19756.180000 sec): 3 clusters Score: Raw -23108.008373 + Penalty 543.847933 = -22564.160440 nChanged 0 SP:Iteration 11F (19756.350000 sec): 3 clusters Score: Raw -23108.008373 + Penalty 543.847933 = -22564.160440 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19756.450000 sec): 2 clusters Score: Raw -5451.638017 + Penalty 214.283624 = -5237.354393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19756.640000 sec): 3 clusters Score: Raw -5455.818582 + Penalty 428.567248 = -5027.251334 nChanged 23 SP:Iteration 1F (19756.810000 sec): 3 clusters Score: Raw -5509.155794 + Penalty 428.567248 = -5080.588546 nChanged 4 SP:Iteration 2Q (19756.980000 sec): 3 clusters Score: Raw -5522.366101 + Penalty 428.567248 = -5093.798853 nChanged 4 SP:Iteration 3Q (19757.210000 sec): 3 clusters Score: Raw -5532.971477 + Penalty 428.567248 = -5104.404229 nChanged 1 SP:Iteration 4Q (19757.420000 sec): 3 clusters Score: Raw -5541.988377 + Penalty 428.567248 = -5113.421129 nChanged 1 SP:Iteration 5Q (19757.560000 sec): 3 clusters Score: Raw -5543.819980 + Penalty 428.567248 = -5115.252731 nChanged 0 SP:Iteration 6F (19757.790000 sec): 3 clusters Score: Raw -5543.819980 + Penalty 428.567248 = -5115.252731 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19757.860000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19758.080000 sec): 3 clusters Score: Raw -8187.464161 + Penalty 450.980262 = -7736.483898 nChanged 30 SP:Iteration 1F (19758.220000 sec): 3 clusters Score: Raw -8232.630333 + Penalty 450.980262 = -7781.650071 nChanged 13 SP:Iteration 2F (19758.440000 sec): 3 clusters Score: Raw -8256.905416 + Penalty 450.980262 = -7805.925154 nChanged 4 SP:Iteration 3Q (19758.630000 sec): 3 clusters Score: Raw -8265.212630 + Penalty 450.980262 = -7814.232368 nChanged 3 SP:Iteration 4Q (19758.830000 sec): 3 clusters Score: Raw -8274.381957 + Penalty 450.980262 = -7823.401695 nChanged 1 SP:Iteration 5Q (19759.020000 sec): 3 clusters Score: Raw -8275.460604 + Penalty 450.980262 = -7824.480341 nChanged 0 SP:Iteration 6F (19759.220000 sec): 3 clusters Score: Raw -8275.460604 + Penalty 450.980262 = -7824.480341 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19759.340000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19759.540000 sec): 3 clusters Score: Raw -4512.199524 + Penalty 414.402797 = -4097.796727 nChanged 22 SP:Iteration 1F (19759.750000 sec): 3 clusters Score: Raw -4554.269019 + Penalty 414.402797 = -4139.866222 nChanged 2 SP:Iteration 2Q (19759.950000 sec): 3 clusters Score: Raw -4561.731680 + Penalty 414.402797 = -4147.328883 nChanged 2 SP:Iteration 3Q (19760.170000 sec): 3 clusters Score: Raw -4565.199016 + Penalty 414.402797 = -4150.796219 nChanged 1 SP:Iteration 4Q (19760.370000 sec): 3 clusters Score: Raw -4567.093485 + Penalty 414.402797 = -4152.690687 nChanged 4 SP:Iteration 5Q (19760.540000 sec): 3 clusters Score: Raw -4578.823185 + Penalty 414.402797 = -4164.420388 nChanged 1 SP:Iteration 6Q (19760.750000 sec): 3 clusters Score: Raw -4580.450135 + Penalty 414.402797 = -4166.047338 nChanged 0 SP:Iteration 7F (19760.890000 sec): 3 clusters Score: Raw -4580.450135 + Penalty 414.402797 = -4166.047338 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19760.970000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19761.130000 sec): 3 clusters Score: Raw -8522.293742 + Penalty 448.380085 = -8073.913657 nChanged 26 SP:Iteration 1F (19761.310000 sec): 3 clusters Score: Raw -8561.459376 + Penalty 448.380085 = -8113.079290 nChanged 6 SP:Iteration 2Q (19761.510000 sec): 3 clusters Score: Raw -8571.509125 + Penalty 448.380085 = -8123.129040 nChanged 2 SP:Iteration 3Q (19761.680000 sec): 3 clusters Score: Raw -8573.880481 + Penalty 448.380085 = -8125.500395 nChanged 1 SP:Iteration 4Q (19761.890000 sec): 3 clusters Score: Raw -8575.363289 + Penalty 448.380085 = -8126.983204 nChanged 2 SP:Iteration 5Q (19762.050000 sec): 3 clusters Score: Raw -8581.963816 + Penalty 448.380085 = -8133.583730 nChanged 3 SP:Iteration 6Q (19762.240000 sec): 3 clusters Score: Raw -8585.598037 + Penalty 448.380085 = -8137.217951 nChanged 0 SP:Iteration 7F (19762.490000 sec): 3 clusters Score: Raw -8585.598037 + Penalty 448.380085 = -8137.217951 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19762.570000 sec): 2 clusters Score: Raw -2653.864422 + Penalty 183.153502 = -2470.710920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19762.730000 sec): 3 clusters Score: Raw -2711.705041 + Penalty 366.307004 = -2345.398037 nChanged 10 SP:Iteration 1F (19762.970000 sec): 3 clusters Score: Raw -2729.992934 + Penalty 366.307004 = -2363.685931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19763.080000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19763.290000 sec): 3 clusters Score: Raw -30911.213682 + Penalty 573.204381 = -30338.009301 nChanged 192 SP:Iteration 1F (19763.490000 sec): 3 clusters Score: Raw -31043.479644 + Penalty 573.204381 = -30470.275263 nChanged 47 SP:Iteration 2F (19763.670000 sec): 3 clusters Score: Raw -31072.256967 + Penalty 573.204381 = -30499.052585 nChanged 21 SP:Iteration 3Q (19763.810000 sec): 3 clusters Score: Raw -31083.336278 + Penalty 573.204381 = -30510.131897 nChanged 14 SP:Iteration 4Q (19764.010000 sec): 3 clusters Score: Raw -31094.081404 + Penalty 573.204381 = -30520.877022 nChanged 17 SP:Iteration 5Q (19764.200000 sec): 3 clusters Score: Raw -31105.312400 + Penalty 573.204381 = -30532.108019 nChanged 12 SP:Iteration 6Q (19764.430000 sec): 3 clusters Score: Raw -31112.637580 + Penalty 573.204381 = -30539.433198 nChanged 9 SP:Iteration 7Q (19764.630000 sec): 3 clusters Score: Raw -31116.727285 + Penalty 573.204381 = -30543.522904 nChanged 12 SP:Iteration 8Q (19764.810000 sec): 3 clusters Score: Raw -31125.577969 + Penalty 573.204381 = -30552.373588 nChanged 10 SP:Iteration 9Q (19765.020000 sec): 3 clusters Score: Raw -31131.087340 + Penalty 573.204381 = -30557.882959 nChanged 10 SP:Iteration 10Q (19765.160000 sec): 3 clusters Score: Raw -31134.408207 + Penalty 573.204381 = -30561.203826 nChanged 3 SP:Iteration 11Q (19765.320000 sec): 3 clusters Score: Raw -31135.708661 + Penalty 573.204381 = -30562.504280 nChanged 4 SP:Iteration 12Q (19765.470000 sec): 3 clusters Score: Raw -31136.843305 + Penalty 573.204381 = -30563.638923 nChanged 6 SP:Iteration 13Q (19765.670000 sec): 3 clusters Score: Raw -31138.237796 + Penalty 573.204381 = -30565.033415 nChanged 4 SP:Iteration 14Q (19765.850000 sec): 3 clusters Score: Raw -31139.801249 + Penalty 573.204381 = -30566.596868 nChanged 3 SP:Iteration 15Q (19766.080000 sec): 3 clusters Score: Raw -31140.917980 + Penalty 573.204381 = -30567.713599 nChanged 5 SP:Iteration 16Q (19766.260000 sec): 3 clusters Score: Raw -31146.513389 + Penalty 573.204381 = -30573.309007 nChanged 7 SP:Iteration 17Q (19766.440000 sec): 3 clusters Score: Raw -31150.741722 + Penalty 573.204381 = -30577.537340 nChanged 6 SP:Iteration 18Q (19766.650000 sec): 3 clusters Score: Raw -31153.160201 + Penalty 573.204381 = -30579.955820 nChanged 6 SP:Iteration 19Q (19766.840000 sec): 3 clusters Score: Raw -31157.989338 + Penalty 573.204381 = -30584.784956 nChanged 3 SP:Iteration 20F (19767.060000 sec): 3 clusters Score: Raw -31161.384281 + Penalty 573.204381 = -30588.179899 nChanged 2 SP:Iteration 21Q (19767.230000 sec): 3 clusters Score: Raw -31162.179164 + Penalty 573.204381 = -30588.974783 nChanged 2 SP:Iteration 22Q (19767.420000 sec): 3 clusters Score: Raw -31163.077820 + Penalty 573.204381 = -30589.873439 nChanged 2 SP:Iteration 23Q (19767.620000 sec): 3 clusters Score: Raw -31163.655307 + Penalty 573.204381 = -30590.450926 nChanged 1 SP:Iteration 24Q (19767.780000 sec): 3 clusters Score: Raw -31164.172857 + Penalty 573.204381 = -30590.968476 nChanged 0 SP:Iteration 25F (19768.010000 sec): 3 clusters Score: Raw -31164.172857 + Penalty 573.204381 = -30590.968476 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19768.140000 sec): 2 clusters Score: Raw -2685.096811 + Penalty 177.997047 = -2507.099764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19768.340000 sec): 3 clusters Score: Raw -2729.330200 + Penalty 355.994093 = -2373.336106 nChanged 6 SP:Iteration 1F (19768.540000 sec): 3 clusters Score: Raw -2747.252535 + Penalty 355.994093 = -2391.258441 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19768.640000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19768.870000 sec): 3 clusters Score: Raw -6272.676543 + Penalty 439.376550 = -5833.299993 nChanged 26 SP:Iteration 1F (19769.080000 sec): 3 clusters Score: Raw -6297.788526 + Penalty 439.376550 = -5858.411975 nChanged 5 SP:Iteration 2Q (19769.240000 sec): 3 clusters Score: Raw -6305.945252 + Penalty 439.376550 = -5866.568702 nChanged 4 SP:Iteration 3Q (19769.440000 sec): 3 clusters Score: Raw -6311.705089 + Penalty 439.376550 = -5872.328539 nChanged 1 SP:Iteration 4Q (19769.650000 sec): 3 clusters Score: Raw -6314.406652 + Penalty 439.376550 = -5875.030102 nChanged 1 SP:Iteration 5Q (19769.790000 sec): 3 clusters Score: Raw -6317.676737 + Penalty 439.376550 = -5878.300187 nChanged 1 SP:Iteration 6Q (19769.990000 sec): 3 clusters Score: Raw -6318.747058 + Penalty 439.376550 = -5879.370508 nChanged 0 SP:Iteration 7F (19770.240000 sec): 3 clusters Score: Raw -6318.747058 + Penalty 439.376550 = -5879.370508 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19770.310000 sec): 2 clusters Score: Raw -3194.744580 + Penalty 202.140632 = -2992.603948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19770.480000 sec): 3 clusters Score: Raw -3201.380004 + Penalty 404.281264 = -2797.098740 nChanged 20 SP:Iteration 1F (19770.670000 sec): 3 clusters Score: Raw -3243.219943 + Penalty 404.281264 = -2838.938678 nChanged 2 SP:Iteration 2Q (19770.840000 sec): 3 clusters Score: Raw -3247.045801 + Penalty 404.281264 = -2842.764536 nChanged 0 SP:Iteration 3F (19771.070000 sec): 3 clusters Score: Raw -3247.045801 + Penalty 404.281264 = -2842.764536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19771.180000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19771.340000 sec): 3 clusters Score: Raw -3754.139251 + Penalty 391.669923 = -3362.469327 nChanged 5 SP:Iteration 1F (19771.510000 sec): 3 clusters Score: Raw -3762.325991 + Penalty 391.669923 = -3370.656068 nChanged 4 SP:Iteration 2F (19771.650000 sec): 3 clusters Score: Raw -3780.664041 + Penalty 391.669923 = -3388.994118 nChanged 1 SP:Iteration 3Q (19771.830000 sec): 3 clusters Score: Raw -3795.383269 + Penalty 391.669923 = -3403.713346 nChanged 0 SP:Iteration 4F (19772.030000 sec): 3 clusters Score: Raw -3795.383269 + Penalty 391.669923 = -3403.713346 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19772.130000 sec): 2 clusters Score: Raw -2285.665257 + Penalty 187.784615 = -2097.880642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19772.330000 sec): 3 clusters Score: Raw -2339.838194 + Penalty 375.569229 = -1964.268965 nChanged 10 SP:Iteration 1F (19772.510000 sec): 3 clusters Score: Raw -2389.328191 + Penalty 375.569229 = -2013.758962 nChanged 4 SP:Iteration 2F (19772.730000 sec): 3 clusters Score: Raw -2405.116182 + Penalty 375.569229 = -2029.546953 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19772.800000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19773.040000 sec): 3 clusters Score: Raw -4831.588346 + Penalty 421.760338 = -4409.828008 nChanged 20 SP:Iteration 1F (19773.250000 sec): 3 clusters Score: Raw -4863.446361 + Penalty 421.760338 = -4441.686023 nChanged 5 SP:Iteration 2Q (19773.440000 sec): 3 clusters Score: Raw -4879.761294 + Penalty 421.760338 = -4458.000956 nChanged 1 SP:Iteration 3Q (19773.620000 sec): 3 clusters Score: Raw -4882.221479 + Penalty 421.760338 = -4460.461141 nChanged 1 SP:Iteration 4Q (19773.760000 sec): 3 clusters Score: Raw -4883.955216 + Penalty 421.760338 = -4462.194878 nChanged 1 SP:Iteration 5Q (19773.980000 sec): 3 clusters Score: Raw -4885.877222 + Penalty 421.760338 = -4464.116884 nChanged 2 SP:Iteration 6Q (19774.160000 sec): 3 clusters Score: Raw -4891.562568 + Penalty 421.760338 = -4469.802230 nChanged 1 SP:Iteration 7Q (19774.360000 sec): 3 clusters Score: Raw -4894.872421 + Penalty 421.760338 = -4473.112083 nChanged 0 SP:Iteration 8F (19774.540000 sec): 3 clusters Score: Raw -4894.872421 + Penalty 421.760338 = -4473.112083 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19774.630000 sec): 2 clusters Score: Raw -2552.423372 + Penalty 189.229180 = -2363.194192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19774.890000 sec): 3 clusters Score: Raw -2601.248750 + Penalty 378.458361 = -2222.790390 nChanged 11 SP:Iteration 1F (19775.110000 sec): 3 clusters Score: Raw -2620.582685 + Penalty 378.458361 = -2242.124325 nChanged 1 SP:Iteration 2Q (19775.300000 sec): 3 clusters Score: Raw -2622.667594 + Penalty 378.458361 = -2244.209233 nChanged 0 SP:Iteration 3F (19775.530000 sec): 3 clusters Score: Raw -2622.667594 + Penalty 378.458361 = -2244.209233 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (34 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19775.590000 sec): 2 clusters Score: Raw -1133.497839 + Penalty 160.449404 = -973.048435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19775.830000 sec): 3 clusters Score: Raw -1242.472856 + Penalty 320.898808 = -921.574048 nChanged 4 SP:Iteration 1F (19775.980000 sec): 3 clusters Score: Raw -1282.133243 + Penalty 320.898808 = -961.234435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19776.070000 sec): 2 clusters Score: Raw -2919.101834 + Penalty 185.527954 = -2733.573881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19776.260000 sec): 3 clusters Score: Raw -2977.262915 + Penalty 371.055907 = -2606.207007 nChanged 7 SP:Iteration 1F (19776.500000 sec): 3 clusters Score: Raw -2997.472903 + Penalty 371.055907 = -2626.416996 nChanged 2 SP:Iteration 2Q (19776.680000 sec): 3 clusters Score: Raw -3009.409059 + Penalty 371.055907 = -2638.353152 nChanged 1 SP:Iteration 3Q (19776.870000 sec): 3 clusters Score: Raw -3011.366859 + Penalty 371.055907 = -2640.310952 nChanged 0 SP:Iteration 4F (19777.050000 sec): 3 clusters Score: Raw -3011.366859 + Penalty 371.055907 = -2640.310952 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19777.140000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19777.280000 sec): 3 clusters Score: Raw -10466.139659 + Penalty 490.405527 = -9975.734132 nChanged 74 SP:Iteration 1F (19777.440000 sec): 3 clusters Score: Raw -10640.408021 + Penalty 490.405527 = -10150.002494 nChanged 19 SP:Iteration 2F (19777.640000 sec): 3 clusters Score: Raw -10685.085874 + Penalty 490.405527 = -10194.680346 nChanged 11 SP:Iteration 3F (19777.830000 sec): 3 clusters Score: Raw -10704.385691 + Penalty 490.405527 = -10213.980163 nChanged 5 SP:Iteration 4Q (19778.000000 sec): 3 clusters Score: Raw -10708.857675 + Penalty 490.405527 = -10218.452147 nChanged 2 SP:Iteration 5Q (19778.160000 sec): 3 clusters Score: Raw -10710.252330 + Penalty 490.405527 = -10219.846803 nChanged 1 SP:Iteration 6Q (19778.340000 sec): 3 clusters Score: Raw -10710.663062 + Penalty 490.405527 = -10220.257535 nChanged 0 SP:Iteration 7F (19778.560000 sec): 3 clusters Score: Raw -10710.663062 + Penalty 490.405527 = -10220.257535 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19778.660000 sec): 2 clusters Score: Raw -6831.077925 + Penalty 218.208470 = -6612.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19778.860000 sec): 3 clusters Score: Raw -6828.883224 + Penalty 436.416940 = -6392.466285 nChanged 21 SP:Iteration 1F (19779.060000 sec): 3 clusters Score: Raw -6879.014156 + Penalty 436.416940 = -6442.597216 nChanged 10 SP:Iteration 2F (19779.250000 sec): 3 clusters Score: Raw -6903.054597 + Penalty 436.416940 = -6466.637657 nChanged 5 SP:Iteration 3Q (19779.430000 sec): 3 clusters Score: Raw -6913.556438 + Penalty 436.416940 = -6477.139498 nChanged 0 SP:Iteration 4F (19779.680000 sec): 3 clusters Score: Raw -6913.556438 + Penalty 436.416940 = -6477.139498 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 81 (45 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19779.820000 sec): 2 clusters Score: Raw -1729.091173 + Penalty 173.203143 = -1555.888030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19780.020000 sec): 3 clusters Score: Raw -1880.910519 + Penalty 346.406287 = -1534.504232 nChanged 11 SP:Iteration 1F (19780.200000 sec): 3 clusters Score: Raw -1943.300178 + Penalty 346.406287 = -1596.893891 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 85. Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19780.290000 sec): 2 clusters Score: Raw -1027.787729 + Penalty 131.511915 = -896.275814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19780.290000 sec): 1 clusters Score: Raw 52.999901 + Penalty 0.000000 = 52.999901 nChanged 18 SP:Iteration 1F (19780.290000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 84 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19780.410000 sec): 2 clusters Score: Raw -7094.412392 + Penalty 216.288354 = -6878.124038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19780.520000 sec): 3 clusters Score: Raw -7075.565299 + Penalty 432.576707 = -6642.988592 nChanged 26 SP:Iteration 1F (19780.720000 sec): 3 clusters Score: Raw -7115.817810 + Penalty 432.576707 = -6683.241103 nChanged 6 SP:Iteration 2F (19780.870000 sec): 3 clusters Score: Raw -7125.703427 + Penalty 432.576707 = -6693.126720 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 87 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19780.920000 sec): 2 clusters Score: Raw -1201.876761 + Penalty 148.243392 = -1053.633369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19781.040000 sec): 2 clusters Score: Raw -593.541619 + Penalty 148.243392 = -445.298227 nChanged 11 SP:Iteration 1F (19781.090000 sec): 2 clusters Score: Raw -1201.876761 + Penalty 148.243392 = -1053.633369 nChanged 0 Deleting Class 22 (14 points): Lose 216.572841 but Gain 586.233529 Iteration 353F (19820.920000 sec): 86 clusters Score: Raw -24055571.358975 + Penalty 49829.849969 = -24005741.509006 nChanged 15 Deleting Class 81 (16 points): Lose 319.064089 but Gain 586.233529 Iteration 354F (19861.400000 sec): 85 clusters Score: Raw -24055350.546617 + Penalty 49243.616440 = -24006106.930177 nChanged 19 Iteration 355Q (19893.130000 sec): 85 clusters Score: Raw -24055547.358237 + Penalty 49243.616440 = -24006303.741798 nChanged 3 Iteration 356Q (19925.590000 sec): 85 clusters Score: Raw -24055566.639822 + Penalty 49243.616440 = -24006323.023382 nChanged 0 Deleting Class 85 (36 points): Lose 529.509361 but Gain 586.233529 Iteration 357F (19966.030000 sec): 84 clusters Score: Raw -24055037.130461 + Penalty 48657.382911 = -24006379.747551 nChanged 36 Iteration 358Q (19998.150000 sec): 84 clusters Score: Raw -24055262.825078 + Penalty 48657.382911 = -24006605.442168 nChanged 0 Iteration 359F (20040.600000 sec): 84 clusters Score: Raw -24055262.825078 + Penalty 48657.382911 = -24006605.442168 nChanged 0 Compute initial score before splitting: Score: Raw -24055262.825078 + Penalty 48657.382911 = -24006605.442168 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 1 (32482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20040.760000 sec): 2 clusters Score: Raw -2028339.955482 + Penalty 472.674082 = -2027867.281400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20041.070000 sec): 3 clusters Score: Raw -2006867.943958 + Penalty 945.348165 = -2005922.595793 nChanged 15691 SP:Iteration 1F (20041.350000 sec): 3 clusters Score: Raw -2016211.147591 + Penalty 945.348165 = -2015265.799427 nChanged 1579 SP:Iteration 2Q (20041.640000 sec): 3 clusters Score: Raw -2016857.305452 + Penalty 945.348165 = -2015911.957287 nChanged 2020 SP:Iteration 3F (20041.920000 sec): 3 clusters Score: Raw -2018029.909513 + Penalty 945.348165 = -2017084.561349 nChanged 2583 SP:Iteration 4F (20042.220000 sec): 3 clusters Score: Raw -2020010.837496 + Penalty 945.348165 = -2019065.489331 nChanged 2947 SP:Iteration 5F (20042.500000 sec): 3 clusters Score: Raw -2022729.651438 + Penalty 945.348165 = -2021784.303274 nChanged 2675 SP:Iteration 6F (20042.760000 sec): 3 clusters Score: Raw -2025481.864921 + Penalty 945.348165 = -2024536.516757 nChanged 1765 SP:Iteration 7F (20043.010000 sec): 3 clusters Score: Raw -2027299.838338 + Penalty 945.348165 = -2026354.490174 nChanged 771 SP:Iteration 8Q (20043.240000 sec): 3 clusters Score: Raw -2028063.508218 + Penalty 945.348165 = -2027118.160053 nChanged 236 SP:Iteration 9Q (20043.480000 sec): 3 clusters Score: Raw -2028283.194463 + Penalty 945.348165 = -2027337.846298 nChanged 53 SP:Iteration 10Q (20043.710000 sec): 3 clusters Score: Raw -2028338.421730 + Penalty 945.348165 = -2027393.073565 nChanged 13 SP:Iteration 11Q (20043.980000 sec): 3 clusters Score: Raw -2028355.221986 + Penalty 945.348165 = -2027409.873822 nChanged 8 SP:Iteration 12Q (20044.230000 sec): 3 clusters Score: Raw -2028367.712962 + Penalty 945.348165 = -2027422.364797 nChanged 2 SP:Iteration 13Q (20044.490000 sec): 3 clusters Score: Raw -2028373.978017 + Penalty 945.348165 = -2027428.629852 nChanged 3 SP:Iteration 14Q (20044.730000 sec): 3 clusters Score: Raw -2028379.442127 + Penalty 945.348165 = -2027434.093962 nChanged 3 SP:Iteration 15Q (20045.030000 sec): 3 clusters Score: Raw -2028388.066243 + Penalty 945.348165 = -2027442.718078 nChanged 1 SP:Iteration 16Q (20045.240000 sec): 3 clusters Score: Raw -2028390.258025 + Penalty 945.348165 = -2027444.909860 nChanged 2 SP:Iteration 17Q (20045.540000 sec): 3 clusters Score: Raw -2028391.436442 + Penalty 945.348165 = -2027446.088277 nChanged 4 SP:Iteration 18Q (20045.790000 sec): 3 clusters Score: Raw -2028395.905117 + Penalty 945.348165 = -2027450.556952 nChanged 3 SP:Iteration 19Q (20046.100000 sec): 3 clusters Score: Raw -2028399.745116 + Penalty 945.348165 = -2027454.396951 nChanged 3 SP:Iteration 20F (20046.360000 sec): 3 clusters Score: Raw -2028409.246979 + Penalty 945.348165 = -2027463.898814 nChanged 2 SP:Iteration 21Q (20046.620000 sec): 3 clusters Score: Raw -2028415.838882 + Penalty 945.348165 = -2027470.490717 nChanged 3 SP:Iteration 22Q (20046.880000 sec): 3 clusters Score: Raw -2028420.331873 + Penalty 945.348165 = -2027474.983709 nChanged 0 SP:Iteration 23F (20047.090000 sec): 3 clusters Score: Raw -2028420.331873 + Penalty 945.348165 = -2027474.983709 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20047.200000 sec): 2 clusters Score: Raw -79463.642491 + Penalty 325.534999 = -79138.107492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20047.390000 sec): 3 clusters Score: Raw -78792.445231 + Penalty 651.069997 = -78141.375234 nChanged 541 SP:Iteration 1F (20047.580000 sec): 3 clusters Score: Raw -79150.269413 + Penalty 651.069997 = -78499.199416 nChanged 124 SP:Iteration 2F (20047.730000 sec): 3 clusters Score: Raw -79292.896786 + Penalty 651.069997 = -78641.826788 nChanged 112 SP:Iteration 3F (20047.900000 sec): 3 clusters Score: Raw -79438.504800 + Penalty 651.069997 = -78787.434802 nChanged 82 SP:Iteration 4F (20048.070000 sec): 3 clusters Score: Raw -79535.804777 + Penalty 651.069997 = -78884.734780 nChanged 52 SP:Iteration 5Q (20048.280000 sec): 3 clusters Score: Raw -79590.423536 + Penalty 651.069997 = -78939.353539 nChanged 33 SP:Iteration 6Q (20048.460000 sec): 3 clusters Score: Raw -79620.646712 + Penalty 651.069997 = -78969.576715 nChanged 13 SP:Iteration 7Q (20048.590000 sec): 3 clusters Score: Raw -79630.184554 + Penalty 651.069997 = -78979.114557 nChanged 14 SP:Iteration 8Q (20048.790000 sec): 3 clusters Score: Raw -79640.761148 + Penalty 651.069997 = -78989.691150 nChanged 7 SP:Iteration 9Q (20048.990000 sec): 3 clusters Score: Raw -79643.531968 + Penalty 651.069997 = -78992.461971 nChanged 3 SP:Iteration 10Q (20049.130000 sec): 3 clusters Score: Raw -79644.429332 + Penalty 651.069997 = -78993.359334 nChanged 1 SP:Iteration 11Q (20049.360000 sec): 3 clusters Score: Raw -79644.702788 + Penalty 651.069997 = -78993.632790 nChanged 0 SP:Iteration 12F (20049.530000 sec): 3 clusters Score: Raw -79644.702788 + Penalty 651.069997 = -78993.632790 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 3 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20049.600000 sec): 2 clusters Score: Raw -3539.081130 + Penalty 196.445709 = -3342.635421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20049.760000 sec): 3 clusters Score: Raw -3563.736215 + Penalty 392.891418 = -3170.844796 nChanged 13 SP:Iteration 1F (20049.930000 sec): 3 clusters Score: Raw -3612.959012 + Penalty 392.891418 = -3220.067594 nChanged 3 SP:Iteration 2Q (20050.080000 sec): 3 clusters Score: Raw -3620.686872 + Penalty 392.891418 = -3227.795453 nChanged 0 SP:Iteration 3F (20050.290000 sec): 3 clusters Score: Raw -3620.686872 + Penalty 392.891418 = -3227.795453 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 4 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20050.410000 sec): 2 clusters Score: Raw -8951.056907 + Penalty 230.920409 = -8720.136498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20050.600000 sec): 3 clusters Score: Raw -8917.111222 + Penalty 461.840817 = -8455.270405 nChanged 42 SP:Iteration 1F (20050.780000 sec): 3 clusters Score: Raw -8987.027420 + Penalty 461.840817 = -8525.186603 nChanged 7 SP:Iteration 2Q (20051.000000 sec): 3 clusters Score: Raw -9001.634987 + Penalty 461.840817 = -8539.794169 nChanged 5 SP:Iteration 3Q (20051.200000 sec): 3 clusters Score: Raw -9013.488538 + Penalty 461.840817 = -8551.647721 nChanged 1 SP:Iteration 4Q (20051.360000 sec): 3 clusters Score: Raw -9023.293386 + Penalty 461.840817 = -8561.452569 nChanged 2 SP:Iteration 5Q (20051.490000 sec): 3 clusters Score: Raw -9030.766520 + Penalty 461.840817 = -8568.925702 nChanged 1 SP:Iteration 6Q (20051.690000 sec): 3 clusters Score: Raw -9032.038374 + Penalty 461.840817 = -8570.197556 nChanged 2 SP:Iteration 7Q (20051.840000 sec): 3 clusters Score: Raw -9035.515891 + Penalty 461.840817 = -8573.675074 nChanged 1 SP:Iteration 8Q (20052.040000 sec): 3 clusters Score: Raw -9038.697060 + Penalty 461.840817 = -8576.856243 nChanged 1 SP:Iteration 9Q (20052.220000 sec): 3 clusters Score: Raw -9043.602110 + Penalty 461.840817 = -8581.761293 nChanged 2 SP:Iteration 10Q (20052.360000 sec): 3 clusters Score: Raw -9050.695938 + Penalty 461.840817 = -8588.855121 nChanged 0 SP:Iteration 11F (20052.560000 sec): 3 clusters Score: Raw -9050.695938 + Penalty 461.840817 = -8588.855121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 5 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20052.620000 sec): 2 clusters Score: Raw -24771.368761 + Penalty 276.007918 = -24495.360843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20052.790000 sec): 3 clusters Score: Raw -24621.456149 + Penalty 552.015836 = -24069.440313 nChanged 134 SP:Iteration 1F (20052.980000 sec): 3 clusters Score: Raw -24726.696774 + Penalty 552.015836 = -24174.680938 nChanged 37 SP:Iteration 2F (20053.170000 sec): 3 clusters Score: Raw -24767.876350 + Penalty 552.015836 = -24215.860514 nChanged 26 SP:Iteration 3F (20053.360000 sec): 3 clusters Score: Raw -24790.372644 + Penalty 552.015836 = -24238.356807 nChanged 15 SP:Iteration 4Q (20053.570000 sec): 3 clusters Score: Raw -24805.464599 + Penalty 552.015836 = -24253.448763 nChanged 9 SP:Iteration 5Q (20053.750000 sec): 3 clusters Score: Raw -24817.058322 + Penalty 552.015836 = -24265.042486 nChanged 11 SP:Iteration 6Q (20053.890000 sec): 3 clusters Score: Raw -24827.518105 + Penalty 552.015836 = -24275.502269 nChanged 11 SP:Iteration 7Q (20054.060000 sec): 3 clusters Score: Raw -24837.420188 + Penalty 552.015836 = -24285.404352 nChanged 6 SP:Iteration 8Q (20054.290000 sec): 3 clusters Score: Raw -24844.858172 + Penalty 552.015836 = -24292.842336 nChanged 5 SP:Iteration 9Q (20054.470000 sec): 3 clusters Score: Raw -24851.947802 + Penalty 552.015836 = -24299.931966 nChanged 1 SP:Iteration 10Q (20054.590000 sec): 3 clusters Score: Raw -24852.643262 + Penalty 552.015836 = -24300.627426 nChanged 1 SP:Iteration 11Q (20054.820000 sec): 3 clusters Score: Raw -24853.713564 + Penalty 552.015836 = -24301.697728 nChanged 0 SP:Iteration 12F (20054.970000 sec): 3 clusters Score: Raw -24853.713564 + Penalty 552.015836 = -24301.697728 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 6 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20055.080000 sec): 2 clusters Score: Raw -244507.226436 + Penalty 372.686354 = -244134.540082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20055.260000 sec): 3 clusters Score: Raw -242355.189836 + Penalty 745.372708 = -241609.817128 nChanged 1634 SP:Iteration 1F (20055.470000 sec): 3 clusters Score: Raw -243337.158955 + Penalty 745.372708 = -242591.786247 nChanged 239 SP:Iteration 2F (20055.650000 sec): 3 clusters Score: Raw -243446.944894 + Penalty 745.372708 = -242701.572186 nChanged 202 SP:Iteration 3F (20055.830000 sec): 3 clusters Score: Raw -243549.890261 + Penalty 745.372708 = -242804.517552 nChanged 226 SP:Iteration 4F (20056.040000 sec): 3 clusters Score: Raw -243702.156141 + Penalty 745.372708 = -242956.783433 nChanged 225 SP:Iteration 5F (20056.240000 sec): 3 clusters Score: Raw -243880.435286 + Penalty 745.372708 = -243135.062578 nChanged 226 SP:Iteration 6F (20056.420000 sec): 3 clusters Score: Raw -244077.221919 + Penalty 745.372708 = -243331.849210 nChanged 175 SP:Iteration 7Q (20056.590000 sec): 3 clusters Score: Raw -244228.786063 + Penalty 745.372708 = -243483.413355 nChanged 132 SP:Iteration 8Q (20056.780000 sec): 3 clusters Score: Raw -244339.745083 + Penalty 745.372708 = -243594.372375 nChanged 87 SP:Iteration 9Q (20056.990000 sec): 3 clusters Score: Raw -244410.763924 + Penalty 745.372708 = -243665.391216 nChanged 64 SP:Iteration 10Q (20057.160000 sec): 3 clusters Score: Raw -244465.503063 + Penalty 745.372708 = -243720.130355 nChanged 47 SP:Iteration 11Q (20057.360000 sec): 3 clusters Score: Raw -244493.710953 + Penalty 745.372708 = -243748.338244 nChanged 29 SP:Iteration 12Q (20057.550000 sec): 3 clusters Score: Raw -244508.671664 + Penalty 745.372708 = -243763.298956 nChanged 23 SP:Iteration 13Q (20057.760000 sec): 3 clusters Score: Raw -244520.510436 + Penalty 745.372708 = -243775.137728 nChanged 16 SP:Iteration 14Q (20057.980000 sec): 3 clusters Score: Raw -244529.594548 + Penalty 745.372708 = -243784.221840 nChanged 15 SP:Iteration 15Q (20058.150000 sec): 3 clusters Score: Raw -244537.829021 + Penalty 745.372708 = -243792.456312 nChanged 7 SP:Iteration 16Q (20058.320000 sec): 3 clusters Score: Raw -244541.483662 + Penalty 745.372708 = -243796.110954 nChanged 10 SP:Iteration 17Q (20058.470000 sec): 3 clusters Score: Raw -244545.497923 + Penalty 745.372708 = -243800.125215 nChanged 8 SP:Iteration 18Q (20058.640000 sec): 3 clusters Score: Raw -244549.437703 + Penalty 745.372708 = -243804.064995 nChanged 7 SP:Iteration 19Q (20058.820000 sec): 3 clusters Score: Raw -244553.741849 + Penalty 745.372708 = -243808.369141 nChanged 14 SP:Iteration 20F (20058.990000 sec): 3 clusters Score: Raw -244560.614766 + Penalty 745.372708 = -243815.242058 nChanged 15 SP:Iteration 21Q (20059.150000 sec): 3 clusters Score: Raw -244566.611889 + Penalty 745.372708 = -243821.239180 nChanged 13 SP:Iteration 22Q (20059.330000 sec): 3 clusters Score: Raw -244573.347379 + Penalty 745.372708 = -243827.974671 nChanged 9 SP:Iteration 23Q (20059.540000 sec): 3 clusters Score: Raw -244577.352135 + Penalty 745.372708 = -243831.979427 nChanged 4 SP:Iteration 24Q (20059.740000 sec): 3 clusters Score: Raw -244579.126261 + Penalty 745.372708 = -243833.753553 nChanged 2 SP:Iteration 25Q (20059.940000 sec): 3 clusters Score: Raw -244579.309815 + Penalty 745.372708 = -243833.937106 nChanged 1 SP:Iteration 26Q (20060.100000 sec): 3 clusters Score: Raw -244579.675532 + Penalty 745.372708 = -243834.302824 nChanged 2 SP:Iteration 27Q (20060.250000 sec): 3 clusters Score: Raw -244579.974150 + Penalty 745.372708 = -243834.601442 nChanged 0 SP:Iteration 28F (20060.430000 sec): 3 clusters Score: Raw -244579.974150 + Penalty 745.372708 = -243834.601442 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 7 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20060.550000 sec): 2 clusters Score: Raw -7199.213825 + Penalty 213.871857 = -6985.341968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20060.740000 sec): 3 clusters Score: Raw -7199.795934 + Penalty 427.743713 = -6772.052221 nChanged 28 SP:Iteration 1F (20060.940000 sec): 3 clusters Score: Raw -7263.997210 + Penalty 427.743713 = -6836.253496 nChanged 4 SP:Iteration 2Q (20061.100000 sec): 3 clusters Score: Raw -7273.790355 + Penalty 427.743713 = -6846.046642 nChanged 3 SP:Iteration 3Q (20061.300000 sec): 3 clusters Score: Raw -7280.510370 + Penalty 427.743713 = -6852.766657 nChanged 0 SP:Iteration 4F (20061.500000 sec): 3 clusters Score: Raw -7280.510370 + Penalty 427.743713 = -6852.766657 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 8 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20061.580000 sec): 2 clusters Score: Raw -2398.748147 + Penalty 165.510170 = -2233.237977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20061.740000 sec): 3 clusters Score: Raw -2500.324573 + Penalty 331.020341 = -2169.304233 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 9 (67 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20061.820000 sec): 2 clusters Score: Raw -4149.982289 + Penalty 191.313514 = -3958.668775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20061.980000 sec): 3 clusters Score: Raw -4170.026683 + Penalty 382.627028 = -3787.399654 nChanged 7 SP:Iteration 1F (20062.110000 sec): 3 clusters Score: Raw -4202.363113 + Penalty 382.627028 = -3819.736084 nChanged 2 SP:Iteration 2Q (20062.280000 sec): 3 clusters Score: Raw -4213.754504 + Penalty 382.627028 = -3831.127475 nChanged 1 SP:Iteration 3Q (20062.400000 sec): 3 clusters Score: Raw -4215.119457 + Penalty 382.627028 = -3832.492429 nChanged 0 SP:Iteration 4F (20062.580000 sec): 3 clusters Score: Raw -4215.119457 + Penalty 382.627028 = -3832.492429 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 10 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20062.660000 sec): 2 clusters Score: Raw -13668.724381 + Penalty 248.604347 = -13420.120034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20062.880000 sec): 3 clusters Score: Raw -13591.541072 + Penalty 497.208694 = -13094.332377 nChanged 65 SP:Iteration 1F (20063.060000 sec): 3 clusters Score: Raw -13676.227918 + Penalty 497.208694 = -13179.019224 nChanged 17 SP:Iteration 2F (20063.210000 sec): 3 clusters Score: Raw -13706.499702 + Penalty 497.208694 = -13209.291007 nChanged 9 SP:Iteration 3Q (20063.430000 sec): 3 clusters Score: Raw -13731.067267 + Penalty 497.208694 = -13233.858573 nChanged 9 SP:Iteration 4Q (20063.560000 sec): 3 clusters Score: Raw -13744.008196 + Penalty 497.208694 = -13246.799502 nChanged 4 SP:Iteration 5Q (20063.770000 sec): 3 clusters Score: Raw -13747.798136 + Penalty 497.208694 = -13250.589442 nChanged 2 SP:Iteration 6Q (20063.970000 sec): 3 clusters Score: Raw -13749.293587 + Penalty 497.208694 = -13252.084892 nChanged 1 SP:Iteration 7Q (20064.140000 sec): 3 clusters Score: Raw -13750.266581 + Penalty 497.208694 = -13253.057887 nChanged 3 SP:Iteration 8Q (20064.330000 sec): 3 clusters Score: Raw -13753.852122 + Penalty 497.208694 = -13256.643428 nChanged 2 SP:Iteration 9Q (20064.510000 sec): 3 clusters Score: Raw -13756.632360 + Penalty 497.208694 = -13259.423666 nChanged 1 SP:Iteration 10Q (20064.710000 sec): 3 clusters Score: Raw -13758.362805 + Penalty 497.208694 = -13261.154110 nChanged 1 SP:Iteration 11Q (20064.930000 sec): 3 clusters Score: Raw -13760.782867 + Penalty 497.208694 = -13263.574173 nChanged 1 SP:Iteration 12Q (20065.140000 sec): 3 clusters Score: Raw -13761.436795 + Penalty 497.208694 = -13264.228100 nChanged 0 SP:Iteration 13F (20065.340000 sec): 3 clusters Score: Raw -13761.436795 + Penalty 497.208694 = -13264.228100 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 11 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20065.490000 sec): 2 clusters Score: Raw -2077936.100781 + Penalty 471.412874 = -2077464.687907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20065.790000 sec): 3 clusters Score: Raw -2057415.540354 + Penalty 942.825748 = -2056472.714606 nChanged 15273 SP:Iteration 1F (20066.040000 sec): 3 clusters Score: Raw -2066628.321939 + Penalty 942.825748 = -2065685.496191 nChanged 1594 SP:Iteration 2F (20066.340000 sec): 3 clusters Score: Raw -2067320.001129 + Penalty 942.825748 = -2066377.175381 nChanged 1852 SP:Iteration 3F (20066.610000 sec): 3 clusters Score: Raw -2068422.818057 + Penalty 942.825748 = -2067479.992309 nChanged 2165 SP:Iteration 4F (20066.880000 sec): 3 clusters Score: Raw -2070110.895099 + Penalty 942.825748 = -2069168.069350 nChanged 2187 SP:Iteration 5F (20067.130000 sec): 3 clusters Score: Raw -2072129.604091 + Penalty 942.825748 = -2071186.778343 nChanged 1838 SP:Iteration 6F (20067.440000 sec): 3 clusters Score: Raw -2073740.627138 + Penalty 942.825748 = -2072797.801389 nChanged 1381 SP:Iteration 7Q (20067.690000 sec): 3 clusters Score: Raw -2074833.250321 + Penalty 942.825748 = -2073890.424573 nChanged 1016 SP:Iteration 8Q (20067.950000 sec): 3 clusters Score: Raw -2075519.803472 + Penalty 942.825748 = -2074576.977724 nChanged 750 SP:Iteration 9Q (20068.140000 sec): 3 clusters Score: Raw -2075982.696181 + Penalty 942.825748 = -2075039.870433 nChanged 614 SP:Iteration 10Q (20068.410000 sec): 3 clusters Score: Raw -2076356.698740 + Penalty 942.825748 = -2075413.872992 nChanged 512 SP:Iteration 11Q (20068.670000 sec): 3 clusters Score: Raw -2076681.597879 + Penalty 942.825748 = -2075738.772130 nChanged 430 SP:Iteration 12Q (20068.930000 sec): 3 clusters Score: Raw -2076949.393874 + Penalty 942.825748 = -2076006.568126 nChanged 344 SP:Iteration 13Q (20069.190000 sec): 3 clusters Score: Raw -2077145.210546 + Penalty 942.825748 = -2076202.384798 nChanged 280 SP:Iteration 14Q (20069.420000 sec): 3 clusters Score: Raw -2077292.347958 + Penalty 942.825748 = -2076349.522210 nChanged 226 SP:Iteration 15Q (20069.720000 sec): 3 clusters Score: Raw -2077410.544744 + Penalty 942.825748 = -2076467.718996 nChanged 207 SP:Iteration 16Q (20069.980000 sec): 3 clusters Score: Raw -2077527.368061 + Penalty 942.825748 = -2076584.542313 nChanged 176 SP:Iteration 17Q (20070.230000 sec): 3 clusters Score: Raw -2077625.472833 + Penalty 942.825748 = -2076682.647085 nChanged 144 SP:Iteration 18Q (20070.510000 sec): 3 clusters Score: Raw -2077706.256372 + Penalty 942.825748 = -2076763.430624 nChanged 127 SP:Iteration 19Q (20070.810000 sec): 3 clusters Score: Raw -2077776.706158 + Penalty 942.825748 = -2076833.880409 nChanged 81 SP:Iteration 20F (20071.080000 sec): 3 clusters Score: Raw -2077824.474530 + Penalty 942.825748 = -2076881.648782 nChanged 84 SP:Iteration 21Q (20071.340000 sec): 3 clusters Score: Raw -2077874.519488 + Penalty 942.825748 = -2076931.693740 nChanged 65 SP:Iteration 22Q (20071.590000 sec): 3 clusters Score: Raw -2077915.382985 + Penalty 942.825748 = -2076972.557237 nChanged 54 SP:Iteration 23Q (20071.850000 sec): 3 clusters Score: Raw -2077945.634407 + Penalty 942.825748 = -2077002.808658 nChanged 33 SP:Iteration 24Q (20072.090000 sec): 3 clusters Score: Raw -2077962.505360 + Penalty 942.825748 = -2077019.679611 nChanged 26 SP:Iteration 25Q (20072.330000 sec): 3 clusters Score: Raw -2077981.818648 + Penalty 942.825748 = -2077038.992900 nChanged 24 SP:Iteration 26Q (20072.540000 sec): 3 clusters Score: Raw -2077998.906509 + Penalty 942.825748 = -2077056.080761 nChanged 19 SP:Iteration 27Q (20072.840000 sec): 3 clusters Score: Raw -2078013.942365 + Penalty 942.825748 = -2077071.116617 nChanged 12 SP:Iteration 28Q (20073.060000 sec): 3 clusters Score: Raw -2078019.332254 + Penalty 942.825748 = -2077076.506506 nChanged 8 SP:Iteration 29Q (20073.350000 sec): 3 clusters Score: Raw -2078023.188450 + Penalty 942.825748 = -2077080.362701 nChanged 5 SP:Iteration 30Q (20073.560000 sec): 3 clusters Score: Raw -2078026.201205 + Penalty 942.825748 = -2077083.375457 nChanged 4 SP:Iteration 31Q (20073.790000 sec): 3 clusters Score: Raw -2078028.559479 + Penalty 942.825748 = -2077085.733731 nChanged 2 SP:Iteration 32Q (20074.030000 sec): 3 clusters Score: Raw -2078029.780257 + Penalty 942.825748 = -2077086.954509 nChanged 2 SP:Iteration 33Q (20074.230000 sec): 3 clusters Score: Raw -2078032.070675 + Penalty 942.825748 = -2077089.244926 nChanged 1 SP:Iteration 34Q (20074.490000 sec): 3 clusters Score: Raw -2078032.378013 + Penalty 942.825748 = -2077089.552265 nChanged 0 SP:Iteration 35F (20074.750000 sec): 3 clusters Score: Raw -2078032.378013 + Penalty 942.825748 = -2077089.552265 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 12 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20074.850000 sec): 2 clusters Score: Raw -8012.980788 + Penalty 222.167487 = -7790.813300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20075.030000 sec): 3 clusters Score: Raw -7997.449175 + Penalty 444.334975 = -7553.114200 nChanged 27 SP:Iteration 1F (20075.210000 sec): 3 clusters Score: Raw -8036.053305 + Penalty 444.334975 = -7591.718330 nChanged 6 SP:Iteration 2Q (20075.370000 sec): 3 clusters Score: Raw -8046.224569 + Penalty 444.334975 = -7601.889594 nChanged 0 SP:Iteration 3F (20075.550000 sec): 3 clusters Score: Raw -8046.224569 + Penalty 444.334975 = -7601.889594 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 13 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20075.610000 sec): 2 clusters Score: Raw -6768.742799 + Penalty 218.954388 = -6549.788411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20075.760000 sec): 3 clusters Score: Raw -6752.768662 + Penalty 437.908776 = -6314.859886 nChanged 32 SP:Iteration 1F (20075.940000 sec): 3 clusters Score: Raw -6808.636553 + Penalty 437.908776 = -6370.727777 nChanged 6 SP:Iteration 2Q (20076.130000 sec): 3 clusters Score: Raw -6819.702589 + Penalty 437.908776 = -6381.793813 nChanged 2 SP:Iteration 3Q (20076.290000 sec): 3 clusters Score: Raw -6823.682488 + Penalty 437.908776 = -6385.773712 nChanged 1 SP:Iteration 4Q (20076.540000 sec): 3 clusters Score: Raw -6825.970870 + Penalty 437.908776 = -6388.062094 nChanged 0 SP:Iteration 5F (20076.760000 sec): 3 clusters Score: Raw -6825.970870 + Penalty 437.908776 = -6388.062094 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 14 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20076.860000 sec): 2 clusters Score: Raw -345953.473874 + Penalty 393.374181 = -345560.099692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20077.020000 sec): 3 clusters Score: Raw -342457.063016 + Penalty 786.748363 = -341670.314653 nChanged 2616 SP:Iteration 1F (20077.200000 sec): 3 clusters Score: Raw -343980.655725 + Penalty 786.748363 = -343193.907362 nChanged 410 SP:Iteration 2F (20077.430000 sec): 3 clusters Score: Raw -344218.728665 + Penalty 786.748363 = -343431.980302 nChanged 398 SP:Iteration 3F (20077.620000 sec): 3 clusters Score: Raw -344492.203801 + Penalty 786.748363 = -343705.455438 nChanged 429 SP:Iteration 4F (20077.760000 sec): 3 clusters Score: Raw -344861.210260 + Penalty 786.748363 = -344074.461897 nChanged 382 SP:Iteration 5F (20077.970000 sec): 3 clusters Score: Raw -345210.381822 + Penalty 786.748363 = -344423.633459 nChanged 297 SP:Iteration 6F (20078.160000 sec): 3 clusters Score: Raw -345485.564613 + Penalty 786.748363 = -344698.816250 nChanged 200 SP:Iteration 7Q (20078.330000 sec): 3 clusters Score: Raw -345649.534803 + Penalty 786.748363 = -344862.786440 nChanged 130 SP:Iteration 8Q (20078.510000 sec): 3 clusters Score: Raw -345744.449314 + Penalty 786.748363 = -344957.700951 nChanged 111 SP:Iteration 9Q (20078.730000 sec): 3 clusters Score: Raw -345828.074598 + Penalty 786.748363 = -345041.326235 nChanged 71 SP:Iteration 10Q (20078.910000 sec): 3 clusters Score: Raw -345882.151565 + Penalty 786.748363 = -345095.403202 nChanged 58 SP:Iteration 11Q (20079.120000 sec): 3 clusters Score: Raw -345919.534649 + Penalty 786.748363 = -345132.786286 nChanged 33 SP:Iteration 12Q (20079.290000 sec): 3 clusters Score: Raw -345938.714512 + Penalty 786.748363 = -345151.966149 nChanged 26 SP:Iteration 13Q (20079.490000 sec): 3 clusters Score: Raw -345957.632166 + Penalty 786.748363 = -345170.883803 nChanged 25 SP:Iteration 14Q (20079.660000 sec): 3 clusters Score: Raw -345969.692359 + Penalty 786.748363 = -345182.943996 nChanged 8 SP:Iteration 15Q (20079.820000 sec): 3 clusters Score: Raw -345972.502648 + Penalty 786.748363 = -345185.754285 nChanged 3 SP:Iteration 16Q (20080.010000 sec): 3 clusters Score: Raw -345974.840416 + Penalty 786.748363 = -345188.092053 nChanged 4 SP:Iteration 17Q (20080.210000 sec): 3 clusters Score: Raw -345976.437789 + Penalty 786.748363 = -345189.689426 nChanged 5 SP:Iteration 18Q (20080.390000 sec): 3 clusters Score: Raw -345979.790239 + Penalty 786.748363 = -345193.041876 nChanged 7 SP:Iteration 19Q (20080.560000 sec): 3 clusters Score: Raw -345983.781132 + Penalty 786.748363 = -345197.032769 nChanged 4 SP:Iteration 20F (20080.780000 sec): 3 clusters Score: Raw -345987.326438 + Penalty 786.748363 = -345200.578075 nChanged 6 SP:Iteration 21Q (20081.020000 sec): 3 clusters Score: Raw -345990.794700 + Penalty 786.748363 = -345204.046337 nChanged 5 SP:Iteration 22Q (20081.270000 sec): 3 clusters Score: Raw -345994.009001 + Penalty 786.748363 = -345207.260638 nChanged 3 SP:Iteration 23Q (20081.460000 sec): 3 clusters Score: Raw -345998.614017 + Penalty 786.748363 = -345211.865654 nChanged 4 SP:Iteration 24Q (20081.640000 sec): 3 clusters Score: Raw -346003.906345 + Penalty 786.748363 = -345217.157982 nChanged 6 SP:Iteration 25Q (20081.810000 sec): 3 clusters Score: Raw -346010.262382 + Penalty 786.748363 = -345223.514019 nChanged 5 SP:Iteration 26Q (20082.000000 sec): 3 clusters Score: Raw -346014.325661 + Penalty 786.748363 = -345227.577298 nChanged 3 SP:Iteration 27Q (20082.270000 sec): 3 clusters Score: Raw -346017.531017 + Penalty 786.748363 = -345230.782654 nChanged 0 SP:Iteration 28F (20082.470000 sec): 3 clusters Score: Raw -346017.531017 + Penalty 786.748363 = -345230.782654 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 15 (279342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20083.420000 sec): 2 clusters Score: Raw -17684797.491013 + Penalty 570.578741 = -17684226.912271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20084.290000 sec): 3 clusters Score: Raw -17495341.252842 + Penalty 1141.157483 = -17494200.095359 nChanged 137727 SP:Iteration 1F (20085.230000 sec): 3 clusters Score: Raw -17579288.702299 + Penalty 1141.157483 = -17578147.544816 nChanged 10794 SP:Iteration 2Q (20086.310000 sec): 3 clusters Score: Raw -17582582.387446 + Penalty 1141.157483 = -17581441.229963 nChanged 13842 SP:Iteration 3Q (20087.330000 sec): 3 clusters Score: Raw -17588558.226097 + Penalty 1141.157483 = -17587417.068615 nChanged 18088 SP:Iteration 4F (20088.170000 sec): 3 clusters Score: Raw -17599547.031649 + Penalty 1141.157483 = -17598405.874166 nChanged 22190 SP:Iteration 5F (20089.060000 sec): 3 clusters Score: Raw -17617199.287465 + Penalty 1141.157483 = -17616058.129982 nChanged 23554 SP:Iteration 6F (20089.910000 sec): 3 clusters Score: Raw -17639548.371953 + Penalty 1141.157483 = -17638407.214470 nChanged 20143 SP:Iteration 7F (20090.770000 sec): 3 clusters Score: Raw -17659909.861615 + Penalty 1141.157483 = -17658768.704132 nChanged 13114 SP:Iteration 8Q (20091.660000 sec): 3 clusters Score: Raw -17672917.675692 + Penalty 1141.157483 = -17671776.518209 nChanged 7159 SP:Iteration 9Q (20092.460000 sec): 3 clusters Score: Raw -17679828.526485 + Penalty 1141.157483 = -17678687.369002 nChanged 3503 SP:Iteration 10Q (20093.220000 sec): 3 clusters Score: Raw -17683114.180154 + Penalty 1141.157483 = -17681973.022671 nChanged 1396 SP:Iteration 11Q (20093.890000 sec): 3 clusters Score: Raw -17684395.362188 + Penalty 1141.157483 = -17683254.204705 nChanged 369 SP:Iteration 12Q (20094.610000 sec): 3 clusters Score: Raw -17684745.062822 + Penalty 1141.157483 = -17683603.905340 nChanged 95 SP:Iteration 13Q (20095.540000 sec): 3 clusters Score: Raw -17684847.380310 + Penalty 1141.157483 = -17683706.222828 nChanged 30 SP:Iteration 14Q (20096.480000 sec): 3 clusters Score: Raw -17684881.721863 + Penalty 1141.157483 = -17683740.564380 nChanged 16 SP:Iteration 15Q (20097.310000 sec): 3 clusters Score: Raw -17684898.262990 + Penalty 1141.157483 = -17683757.105507 nChanged 12 SP:Iteration 16Q (20098.120000 sec): 3 clusters Score: Raw -17684905.330821 + Penalty 1141.157483 = -17683764.173338 nChanged 3 SP:Iteration 17Q (20098.920000 sec): 3 clusters Score: Raw -17684907.900570 + Penalty 1141.157483 = -17683766.743087 nChanged 4 SP:Iteration 18Q (20099.840000 sec): 3 clusters Score: Raw -17684911.352461 + Penalty 1141.157483 = -17683770.194978 nChanged 2 SP:Iteration 19Q (20100.760000 sec): 3 clusters Score: Raw -17684912.322157 + Penalty 1141.157483 = -17683771.164674 nChanged 1 SP:Iteration 20F (20101.740000 sec): 3 clusters Score: Raw -17684912.690639 + Penalty 1141.157483 = -17683771.533157 nChanged 1 SP:Iteration 21Q (20102.570000 sec): 3 clusters Score: Raw -17684913.148750 + Penalty 1141.157483 = -17683771.991267 nChanged 0 SP:Iteration 22F (20103.490000 sec): 3 clusters Score: Raw -17684913.148750 + Penalty 1141.157483 = -17683771.991267 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 16 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20103.720000 sec): 2 clusters Score: Raw -35225.190758 + Penalty 291.737731 = -34933.453027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20103.940000 sec): 3 clusters Score: Raw -34967.201910 + Penalty 583.475462 = -34383.726448 nChanged 230 SP:Iteration 1F (20104.120000 sec): 3 clusters Score: Raw -35136.643889 + Penalty 583.475462 = -34553.168427 nChanged 46 SP:Iteration 2F (20104.310000 sec): 3 clusters Score: Raw -35183.046128 + Penalty 583.475462 = -34599.570666 nChanged 33 SP:Iteration 3F (20104.520000 sec): 3 clusters Score: Raw -35215.527224 + Penalty 583.475462 = -34632.051762 nChanged 29 SP:Iteration 4Q (20104.730000 sec): 3 clusters Score: Raw -35253.473949 + Penalty 583.475462 = -34669.998486 nChanged 30 SP:Iteration 5Q (20104.920000 sec): 3 clusters Score: Raw -35291.766065 + Penalty 583.475462 = -34708.290602 nChanged 21 SP:Iteration 6Q (20105.130000 sec): 3 clusters Score: Raw -35309.881948 + Penalty 583.475462 = -34726.406485 nChanged 9 SP:Iteration 7Q (20105.350000 sec): 3 clusters Score: Raw -35317.234590 + Penalty 583.475462 = -34733.759127 nChanged 11 SP:Iteration 8Q (20105.510000 sec): 3 clusters Score: Raw -35331.710416 + Penalty 583.475462 = -34748.234954 nChanged 14 SP:Iteration 9Q (20105.720000 sec): 3 clusters Score: Raw -35349.335969 + Penalty 583.475462 = -34765.860507 nChanged 7 SP:Iteration 10Q (20105.910000 sec): 3 clusters Score: Raw -35355.608329 + Penalty 583.475462 = -34772.132867 nChanged 6 SP:Iteration 11Q (20106.130000 sec): 3 clusters Score: Raw -35360.501004 + Penalty 583.475462 = -34777.025541 nChanged 9 SP:Iteration 12Q (20106.310000 sec): 3 clusters Score: Raw -35363.760066 + Penalty 583.475462 = -34780.284604 nChanged 2 SP:Iteration 13Q (20106.560000 sec): 3 clusters Score: Raw -35365.172783 + Penalty 583.475462 = -34781.697320 nChanged 3 SP:Iteration 14Q (20106.760000 sec): 3 clusters Score: Raw -35367.182322 + Penalty 583.475462 = -34783.706859 nChanged 0 SP:Iteration 15F (20106.950000 sec): 3 clusters Score: Raw -35367.182322 + Penalty 583.475462 = -34783.706859 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 17 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20107.040000 sec): 2 clusters Score: Raw -17298.983054 + Penalty 259.064812 = -17039.918242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20107.230000 sec): 3 clusters Score: Raw -17196.970695 + Penalty 518.129625 = -16678.841070 nChanged 95 SP:Iteration 1F (20107.400000 sec): 3 clusters Score: Raw -17279.506019 + Penalty 518.129625 = -16761.376395 nChanged 29 SP:Iteration 2F (20107.590000 sec): 3 clusters Score: Raw -17309.001891 + Penalty 518.129625 = -16790.872267 nChanged 12 SP:Iteration 3Q (20107.770000 sec): 3 clusters Score: Raw -17320.311426 + Penalty 518.129625 = -16802.181801 nChanged 8 SP:Iteration 4Q (20107.950000 sec): 3 clusters Score: Raw -17335.804421 + Penalty 518.129625 = -16817.674797 nChanged 7 SP:Iteration 5Q (20108.140000 sec): 3 clusters Score: Raw -17343.851437 + Penalty 518.129625 = -16825.721812 nChanged 8 SP:Iteration 6Q (20108.300000 sec): 3 clusters Score: Raw -17357.602865 + Penalty 518.129625 = -16839.473240 nChanged 10 SP:Iteration 7Q (20108.540000 sec): 3 clusters Score: Raw -17372.402489 + Penalty 518.129625 = -16854.272865 nChanged 5 SP:Iteration 8Q (20108.690000 sec): 3 clusters Score: Raw -17384.088559 + Penalty 518.129625 = -16865.958934 nChanged 6 SP:Iteration 9Q (20108.830000 sec): 3 clusters Score: Raw -17391.655108 + Penalty 518.129625 = -16873.525483 nChanged 3 SP:Iteration 10Q (20109.040000 sec): 3 clusters Score: Raw -17393.655498 + Penalty 518.129625 = -16875.525873 nChanged 0 SP:Iteration 11F (20109.210000 sec): 3 clusters Score: Raw -17393.655498 + Penalty 518.129625 = -16875.525873 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 18 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20109.360000 sec): 2 clusters Score: Raw -263484.758157 + Penalty 379.098129 = -263105.660028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20109.550000 sec): 3 clusters Score: Raw -261079.496827 + Penalty 758.196257 = -260321.300569 nChanged 1815 SP:Iteration 1F (20109.720000 sec): 3 clusters Score: Raw -262131.974160 + Penalty 758.196257 = -261373.777903 nChanged 290 SP:Iteration 2F (20109.960000 sec): 3 clusters Score: Raw -262309.575025 + Penalty 758.196257 = -261551.378768 nChanged 273 SP:Iteration 3F (20110.080000 sec): 3 clusters Score: Raw -262542.784301 + Penalty 758.196257 = -261784.588044 nChanged 309 SP:Iteration 4F (20110.250000 sec): 3 clusters Score: Raw -262825.780147 + Penalty 758.196257 = -262067.583890 nChanged 279 SP:Iteration 5F (20110.460000 sec): 3 clusters Score: Raw -263105.822108 + Penalty 758.196257 = -262347.625851 nChanged 246 SP:Iteration 6F (20110.640000 sec): 3 clusters Score: Raw -263320.213545 + Penalty 758.196257 = -262562.017288 nChanged 177 SP:Iteration 7Q (20110.840000 sec): 3 clusters Score: Raw -263452.898838 + Penalty 758.196257 = -262694.702581 nChanged 126 SP:Iteration 8Q (20110.980000 sec): 3 clusters Score: Raw -263547.871862 + Penalty 758.196257 = -262789.675605 nChanged 106 SP:Iteration 9Q (20111.220000 sec): 3 clusters Score: Raw -263621.715870 + Penalty 758.196257 = -262863.519613 nChanged 78 SP:Iteration 10Q (20111.360000 sec): 3 clusters Score: Raw -263678.118955 + Penalty 758.196257 = -262919.922698 nChanged 65 SP:Iteration 11Q (20111.540000 sec): 3 clusters Score: Raw -263721.064484 + Penalty 758.196257 = -262962.868227 nChanged 47 SP:Iteration 12Q (20111.740000 sec): 3 clusters Score: Raw -263745.658098 + Penalty 758.196257 = -262987.461840 nChanged 47 SP:Iteration 13Q (20111.900000 sec): 3 clusters Score: Raw -263765.090698 + Penalty 758.196257 = -263006.894440 nChanged 34 SP:Iteration 14Q (20112.060000 sec): 3 clusters Score: Raw -263775.750668 + Penalty 758.196257 = -263017.554410 nChanged 24 SP:Iteration 15Q (20112.280000 sec): 3 clusters Score: Raw -263782.357000 + Penalty 758.196257 = -263024.160742 nChanged 16 SP:Iteration 16Q (20112.450000 sec): 3 clusters Score: Raw -263786.323259 + Penalty 758.196257 = -263028.127002 nChanged 19 SP:Iteration 17Q (20112.680000 sec): 3 clusters Score: Raw -263792.144373 + Penalty 758.196257 = -263033.948116 nChanged 23 SP:Iteration 18Q (20112.940000 sec): 3 clusters Score: Raw -263799.894767 + Penalty 758.196257 = -263041.698510 nChanged 15 SP:Iteration 19Q (20113.100000 sec): 3 clusters Score: Raw -263803.283482 + Penalty 758.196257 = -263045.087225 nChanged 14 SP:Iteration 20F (20113.280000 sec): 3 clusters Score: Raw -263806.446111 + Penalty 758.196257 = -263048.249853 nChanged 12 SP:Iteration 21Q (20113.470000 sec): 3 clusters Score: Raw -263809.307331 + Penalty 758.196257 = -263051.111074 nChanged 13 SP:Iteration 22Q (20113.690000 sec): 3 clusters Score: Raw -263812.689951 + Penalty 758.196257 = -263054.493693 nChanged 13 SP:Iteration 23Q (20113.890000 sec): 3 clusters Score: Raw -263815.114509 + Penalty 758.196257 = -263056.918251 nChanged 7 SP:Iteration 24Q (20114.040000 sec): 3 clusters Score: Raw -263816.115207 + Penalty 758.196257 = -263057.918950 nChanged 7 SP:Iteration 25Q (20114.220000 sec): 3 clusters Score: Raw -263816.893128 + Penalty 758.196257 = -263058.696870 nChanged 5 SP:Iteration 26Q (20114.400000 sec): 3 clusters Score: Raw -263817.279998 + Penalty 758.196257 = -263059.083741 nChanged 3 SP:Iteration 27Q (20114.610000 sec): 3 clusters Score: Raw -263817.654186 + Penalty 758.196257 = -263059.457928 nChanged 3 SP:Iteration 28Q (20114.770000 sec): 3 clusters Score: Raw -263818.179408 + Penalty 758.196257 = -263059.983151 nChanged 1 SP:Iteration 29Q (20114.980000 sec): 3 clusters Score: Raw -263818.269496 + Penalty 758.196257 = -263060.073239 nChanged 0 SP:Iteration 30F (20115.200000 sec): 3 clusters Score: Raw -263818.269496 + Penalty 758.196257 = -263060.073239 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 19 (673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20115.280000 sec): 2 clusters Score: Raw -37492.189649 + Penalty 296.284412 = -37195.905237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20115.540000 sec): 3 clusters Score: Raw -37189.805129 + Penalty 592.568825 = -36597.236304 nChanged 246 SP:Iteration 1F (20115.750000 sec): 3 clusters Score: Raw -37344.684126 + Penalty 592.568825 = -36752.115301 nChanged 49 SP:Iteration 2F (20115.930000 sec): 3 clusters Score: Raw -37384.808557 + Penalty 592.568825 = -36792.239732 nChanged 42 SP:Iteration 3F (20116.220000 sec): 3 clusters Score: Raw -37412.503522 + Penalty 592.568825 = -36819.934697 nChanged 27 SP:Iteration 4Q (20116.440000 sec): 3 clusters Score: Raw -37432.616262 + Penalty 592.568825 = -36840.047437 nChanged 30 SP:Iteration 5Q (20116.640000 sec): 3 clusters Score: Raw -37452.434314 + Penalty 592.568825 = -36859.865489 nChanged 23 SP:Iteration 6Q (20116.820000 sec): 3 clusters Score: Raw -37463.637506 + Penalty 592.568825 = -36871.068681 nChanged 17 SP:Iteration 7Q (20116.990000 sec): 3 clusters Score: Raw -37472.654995 + Penalty 592.568825 = -36880.086170 nChanged 5 SP:Iteration 8Q (20117.160000 sec): 3 clusters Score: Raw -37476.190950 + Penalty 592.568825 = -36883.622125 nChanged 8 SP:Iteration 9Q (20117.370000 sec): 3 clusters Score: Raw -37480.821299 + Penalty 592.568825 = -36888.252474 nChanged 7 SP:Iteration 10Q (20117.630000 sec): 3 clusters Score: Raw -37483.640090 + Penalty 592.568825 = -36891.071265 nChanged 3 SP:Iteration 11Q (20117.830000 sec): 3 clusters Score: Raw -37485.340035 + Penalty 592.568825 = -36892.771210 nChanged 3 SP:Iteration 12Q (20118.090000 sec): 3 clusters Score: Raw -37487.228308 + Penalty 592.568825 = -36894.659483 nChanged 4 SP:Iteration 13Q (20118.230000 sec): 3 clusters Score: Raw -37488.678316 + Penalty 592.568825 = -36896.109491 nChanged 4 SP:Iteration 14Q (20118.460000 sec): 3 clusters Score: Raw -37490.282773 + Penalty 592.568825 = -36897.713948 nChanged 5 SP:Iteration 15Q (20118.590000 sec): 3 clusters Score: Raw -37492.467578 + Penalty 592.568825 = -36899.898753 nChanged 2 SP:Iteration 16Q (20118.790000 sec): 3 clusters Score: Raw -37493.157264 + Penalty 592.568825 = -36900.588439 nChanged 0 SP:Iteration 17F (20118.960000 sec): 3 clusters Score: Raw -37493.157264 + Penalty 592.568825 = -36900.588439 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 20 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20119.080000 sec): 2 clusters Score: Raw -6770.393443 + Penalty 213.036971 = -6557.356472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20119.270000 sec): 3 clusters Score: Raw -6773.030188 + Penalty 426.073942 = -6346.956246 nChanged 15 SP:Iteration 1F (20119.450000 sec): 3 clusters Score: Raw -6802.676846 + Penalty 426.073942 = -6376.602905 nChanged 4 SP:Iteration 2Q (20119.640000 sec): 3 clusters Score: Raw -6806.938446 + Penalty 426.073942 = -6380.864505 nChanged 1 SP:Iteration 3Q (20119.790000 sec): 3 clusters Score: Raw -6808.157199 + Penalty 426.073942 = -6382.083257 nChanged 0 SP:Iteration 4F (20119.900000 sec): 3 clusters Score: Raw -6808.157199 + Penalty 426.073942 = -6382.083257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 21 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20119.990000 sec): 2 clusters Score: Raw -2026.804833 + Penalty 177.997047 = -1848.807787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20120.210000 sec): 3 clusters Score: Raw -2098.199249 + Penalty 355.994093 = -1742.205156 nChanged 4 SP:Iteration 1F (20120.400000 sec): 3 clusters Score: Raw -2112.880513 + Penalty 355.994093 = -1756.886419 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 23 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20120.470000 sec): 2 clusters Score: Raw -11724.132014 + Penalty 239.921480 = -11484.210534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20120.670000 sec): 3 clusters Score: Raw -11665.730295 + Penalty 479.842960 = -11185.887335 nChanged 49 SP:Iteration 1F (20120.860000 sec): 3 clusters Score: Raw -11721.168169 + Penalty 479.842960 = -11241.325209 nChanged 19 SP:Iteration 2F (20121.100000 sec): 3 clusters Score: Raw -11744.593074 + Penalty 479.842960 = -11264.750114 nChanged 9 SP:Iteration 3Q (20121.300000 sec): 3 clusters Score: Raw -11756.611550 + Penalty 479.842960 = -11276.768590 nChanged 4 SP:Iteration 4Q (20121.450000 sec): 3 clusters Score: Raw -11760.629410 + Penalty 479.842960 = -11280.786450 nChanged 2 SP:Iteration 5Q (20121.640000 sec): 3 clusters Score: Raw -11764.264926 + Penalty 479.842960 = -11284.421966 nChanged 1 SP:Iteration 6Q (20121.810000 sec): 3 clusters Score: Raw -11764.942169 + Penalty 479.842960 = -11285.099209 nChanged 1 SP:Iteration 7Q (20122.010000 sec): 3 clusters Score: Raw -11767.793893 + Penalty 479.842960 = -11287.950933 nChanged 2 SP:Iteration 8Q (20122.180000 sec): 3 clusters Score: Raw -11774.555906 + Penalty 479.842960 = -11294.712946 nChanged 3 SP:Iteration 9Q (20122.370000 sec): 3 clusters Score: Raw -11778.180836 + Penalty 479.842960 = -11298.337876 nChanged 1 SP:Iteration 10Q (20122.580000 sec): 3 clusters Score: Raw -11779.382999 + Penalty 479.842960 = -11299.540039 nChanged 1 SP:Iteration 11Q (20122.750000 sec): 3 clusters Score: Raw -11781.504947 + Penalty 479.842960 = -11301.661987 nChanged 1 SP:Iteration 12Q (20122.950000 sec): 3 clusters Score: Raw -11782.557548 + Penalty 479.842960 = -11302.714589 nChanged 0 SP:Iteration 13F (20123.090000 sec): 3 clusters Score: Raw -11782.557548 + Penalty 479.842960 = -11302.714589 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 24 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20123.180000 sec): 2 clusters Score: Raw -34948.953317 + Penalty 290.984403 = -34657.968915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20123.330000 sec): 3 clusters Score: Raw -34682.521192 + Penalty 581.968805 = -34100.552387 nChanged 202 SP:Iteration 1F (20123.510000 sec): 3 clusters Score: Raw -34860.445614 + Penalty 581.968805 = -34278.476809 nChanged 60 SP:Iteration 2F (20123.710000 sec): 3 clusters Score: Raw -34948.071984 + Penalty 581.968805 = -34366.103178 nChanged 40 SP:Iteration 3F (20123.910000 sec): 3 clusters Score: Raw -34979.612645 + Penalty 581.968805 = -34397.643840 nChanged 17 SP:Iteration 4Q (20124.090000 sec): 3 clusters Score: Raw -34990.841589 + Penalty 581.968805 = -34408.872784 nChanged 15 SP:Iteration 5Q (20124.280000 sec): 3 clusters Score: Raw -35004.264836 + Penalty 581.968805 = -34422.296031 nChanged 15 SP:Iteration 6Q (20124.490000 sec): 3 clusters Score: Raw -35015.202321 + Penalty 581.968805 = -34433.233516 nChanged 9 SP:Iteration 7Q (20124.670000 sec): 3 clusters Score: Raw -35023.190094 + Penalty 581.968805 = -34441.221289 nChanged 10 SP:Iteration 8Q (20124.900000 sec): 3 clusters Score: Raw -35033.572782 + Penalty 581.968805 = -34451.603977 nChanged 7 SP:Iteration 9Q (20125.090000 sec): 3 clusters Score: Raw -35041.201877 + Penalty 581.968805 = -34459.233071 nChanged 9 SP:Iteration 10Q (20125.260000 sec): 3 clusters Score: Raw -35054.861201 + Penalty 581.968805 = -34472.892396 nChanged 6 SP:Iteration 11Q (20125.470000 sec): 3 clusters Score: Raw -35073.638994 + Penalty 581.968805 = -34491.670189 nChanged 7 SP:Iteration 12Q (20125.650000 sec): 3 clusters Score: Raw -35083.444472 + Penalty 581.968805 = -34501.475667 nChanged 3 SP:Iteration 13Q (20125.870000 sec): 3 clusters Score: Raw -35093.063616 + Penalty 581.968805 = -34511.094810 nChanged 5 SP:Iteration 14Q (20126.040000 sec): 3 clusters Score: Raw -35101.300648 + Penalty 581.968805 = -34519.331842 nChanged 4 SP:Iteration 15Q (20126.220000 sec): 3 clusters Score: Raw -35110.725747 + Penalty 581.968805 = -34528.756942 nChanged 4 SP:Iteration 16Q (20126.390000 sec): 3 clusters Score: Raw -35115.558407 + Penalty 581.968805 = -34533.589601 nChanged 3 SP:Iteration 17Q (20126.610000 sec): 3 clusters Score: Raw -35118.387989 + Penalty 581.968805 = -34536.419184 nChanged 3 SP:Iteration 18Q (20126.790000 sec): 3 clusters Score: Raw -35120.741939 + Penalty 581.968805 = -34538.773133 nChanged 2 SP:Iteration 19Q (20126.970000 sec): 3 clusters Score: Raw -35122.841670 + Penalty 581.968805 = -34540.872865 nChanged 1 SP:Iteration 20F (20127.170000 sec): 3 clusters Score: Raw -35123.831361 + Penalty 581.968805 = -34541.862556 nChanged 1 SP:Iteration 21Q (20127.310000 sec): 3 clusters Score: Raw -35124.341921 + Penalty 581.968805 = -34542.373116 nChanged 5 SP:Iteration 22Q (20127.480000 sec): 3 clusters Score: Raw -35129.275470 + Penalty 581.968805 = -34547.306665 nChanged 2 SP:Iteration 23Q (20127.670000 sec): 3 clusters Score: Raw -35129.910309 + Penalty 581.968805 = -34547.941504 nChanged 0 SP:Iteration 24F (20127.880000 sec): 3 clusters Score: Raw -35129.910309 + Penalty 581.968805 = -34547.941504 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 25 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20127.940000 sec): 2 clusters Score: Raw -8741.888271 + Penalty 224.844730 = -8517.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20128.160000 sec): 3 clusters Score: Raw -8719.567173 + Penalty 449.689460 = -8269.877713 nChanged 33 SP:Iteration 1F (20128.360000 sec): 3 clusters Score: Raw -8770.415240 + Penalty 449.689460 = -8320.725780 nChanged 8 SP:Iteration 2F (20128.500000 sec): 3 clusters Score: Raw -8786.455687 + Penalty 449.689460 = -8336.766227 nChanged 2 SP:Iteration 3Q (20128.660000 sec): 3 clusters Score: Raw -8788.138712 + Penalty 449.689460 = -8338.449251 nChanged 1 SP:Iteration 4Q (20128.870000 sec): 3 clusters Score: Raw -8790.573989 + Penalty 449.689460 = -8340.884529 nChanged 0 SP:Iteration 5F (20129.030000 sec): 3 clusters Score: Raw -8790.573989 + Penalty 449.689460 = -8340.884529 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 26 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20129.120000 sec): 2 clusters Score: Raw -34137.779851 + Penalty 288.806209 = -33848.973642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20129.280000 sec): 3 clusters Score: Raw -33900.499618 + Penalty 577.612418 = -33322.887200 nChanged 190 SP:Iteration 1F (20129.520000 sec): 3 clusters Score: Raw -34015.600365 + Penalty 577.612418 = -33437.987947 nChanged 44 SP:Iteration 2F (20129.680000 sec): 3 clusters Score: Raw -34045.680942 + Penalty 577.612418 = -33468.068524 nChanged 26 SP:Iteration 3Q (20129.850000 sec): 3 clusters Score: Raw -34063.751882 + Penalty 577.612418 = -33486.139464 nChanged 19 SP:Iteration 4Q (20130.050000 sec): 3 clusters Score: Raw -34073.289416 + Penalty 577.612418 = -33495.676998 nChanged 10 SP:Iteration 5Q (20130.240000 sec): 3 clusters Score: Raw -34082.059494 + Penalty 577.612418 = -33504.447076 nChanged 11 SP:Iteration 6Q (20130.430000 sec): 3 clusters Score: Raw -34091.787865 + Penalty 577.612418 = -33514.175446 nChanged 13 SP:Iteration 7Q (20130.640000 sec): 3 clusters Score: Raw -34101.052338 + Penalty 577.612418 = -33523.439920 nChanged 11 SP:Iteration 8Q (20130.840000 sec): 3 clusters Score: Raw -34110.919346 + Penalty 577.612418 = -33533.306928 nChanged 13 SP:Iteration 9Q (20131.040000 sec): 3 clusters Score: Raw -34120.550471 + Penalty 577.612418 = -33542.938053 nChanged 11 SP:Iteration 10Q (20131.220000 sec): 3 clusters Score: Raw -34127.790375 + Penalty 577.612418 = -33550.177957 nChanged 8 SP:Iteration 11Q (20131.390000 sec): 3 clusters Score: Raw -34132.782149 + Penalty 577.612418 = -33555.169731 nChanged 7 SP:Iteration 12Q (20131.570000 sec): 3 clusters Score: Raw -34138.348555 + Penalty 577.612418 = -33560.736137 nChanged 5 SP:Iteration 13Q (20131.780000 sec): 3 clusters Score: Raw -34143.465921 + Penalty 577.612418 = -33565.853502 nChanged 9 SP:Iteration 14Q (20131.960000 sec): 3 clusters Score: Raw -34152.633749 + Penalty 577.612418 = -33575.021331 nChanged 2 SP:Iteration 15Q (20132.150000 sec): 3 clusters Score: Raw -34156.327537 + Penalty 577.612418 = -33578.715119 nChanged 4 SP:Iteration 16Q (20132.320000 sec): 3 clusters Score: Raw -34158.403673 + Penalty 577.612418 = -33580.791255 nChanged 3 SP:Iteration 17Q (20132.480000 sec): 3 clusters Score: Raw -34159.573241 + Penalty 577.612418 = -33581.960823 nChanged 1 SP:Iteration 18Q (20132.680000 sec): 3 clusters Score: Raw -34159.938266 + Penalty 577.612418 = -33582.325848 nChanged 0 SP:Iteration 19F (20132.880000 sec): 3 clusters Score: Raw -34159.938266 + Penalty 577.612418 = -33582.325848 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 27 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20132.960000 sec): 2 clusters Score: Raw -57080.941344 + Penalty 316.782078 = -56764.159266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20133.180000 sec): 3 clusters Score: Raw -56570.729994 + Penalty 633.564155 = -55937.165839 nChanged 409 SP:Iteration 1F (20133.320000 sec): 3 clusters Score: Raw -56794.455046 + Penalty 633.564155 = -56160.890891 nChanged 94 SP:Iteration 2F (20133.500000 sec): 3 clusters Score: Raw -56862.559234 + Penalty 633.564155 = -56228.995078 nChanged 66 SP:Iteration 3F (20133.700000 sec): 3 clusters Score: Raw -56905.890959 + Penalty 633.564155 = -56272.326804 nChanged 57 SP:Iteration 4F (20133.880000 sec): 3 clusters Score: Raw -56959.391508 + Penalty 633.564155 = -56325.827353 nChanged 43 SP:Iteration 5Q (20134.040000 sec): 3 clusters Score: Raw -57012.197071 + Penalty 633.564155 = -56378.632916 nChanged 46 SP:Iteration 6Q (20134.230000 sec): 3 clusters Score: Raw -57052.473881 + Penalty 633.564155 = -56418.909726 nChanged 42 SP:Iteration 7Q (20134.420000 sec): 3 clusters Score: Raw -57089.760930 + Penalty 633.564155 = -56456.196774 nChanged 38 SP:Iteration 8Q (20134.570000 sec): 3 clusters Score: Raw -57128.017952 + Penalty 633.564155 = -56494.453796 nChanged 33 SP:Iteration 9Q (20134.740000 sec): 3 clusters Score: Raw -57164.628510 + Penalty 633.564155 = -56531.064355 nChanged 33 SP:Iteration 10Q (20134.900000 sec): 3 clusters Score: Raw -57189.633479 + Penalty 633.564155 = -56556.069324 nChanged 21 SP:Iteration 11Q (20135.090000 sec): 3 clusters Score: Raw -57201.032091 + Penalty 633.564155 = -56567.467936 nChanged 22 SP:Iteration 12Q (20135.270000 sec): 3 clusters Score: Raw -57229.496954 + Penalty 633.564155 = -56595.932798 nChanged 22 SP:Iteration 13Q (20135.450000 sec): 3 clusters Score: Raw -57245.423697 + Penalty 633.564155 = -56611.859541 nChanged 10 SP:Iteration 14Q (20135.660000 sec): 3 clusters Score: Raw -57251.161175 + Penalty 633.564155 = -56617.597019 nChanged 7 SP:Iteration 15Q (20135.830000 sec): 3 clusters Score: Raw -57255.015926 + Penalty 633.564155 = -56621.451771 nChanged 8 SP:Iteration 16Q (20136.040000 sec): 3 clusters Score: Raw -57258.133254 + Penalty 633.564155 = -56624.569099 nChanged 7 SP:Iteration 17Q (20136.210000 sec): 3 clusters Score: Raw -57260.924302 + Penalty 633.564155 = -56627.360147 nChanged 3 SP:Iteration 18Q (20136.410000 sec): 3 clusters Score: Raw -57262.032254 + Penalty 633.564155 = -56628.468099 nChanged 4 SP:Iteration 19Q (20136.570000 sec): 3 clusters Score: Raw -57263.175511 + Penalty 633.564155 = -56629.611355 nChanged 3 SP:Iteration 20F (20136.790000 sec): 3 clusters Score: Raw -57264.671858 + Penalty 633.564155 = -56631.107702 nChanged 5 SP:Iteration 21Q (20136.960000 sec): 3 clusters Score: Raw -57271.618248 + Penalty 633.564155 = -56638.054093 nChanged 6 SP:Iteration 22Q (20137.150000 sec): 3 clusters Score: Raw -57278.171619 + Penalty 633.564155 = -56644.607463 nChanged 10 SP:Iteration 23Q (20137.320000 sec): 3 clusters Score: Raw -57285.337889 + Penalty 633.564155 = -56651.773734 nChanged 13 SP:Iteration 24Q (20137.490000 sec): 3 clusters Score: Raw -57294.009502 + Penalty 633.564155 = -56660.445347 nChanged 15 SP:Iteration 25Q (20137.670000 sec): 3 clusters Score: Raw -57299.995266 + Penalty 633.564155 = -56666.431111 nChanged 5 SP:Iteration 26Q (20137.850000 sec): 3 clusters Score: Raw -57304.075254 + Penalty 633.564155 = -56670.511099 nChanged 7 SP:Iteration 27Q (20138.010000 sec): 3 clusters Score: Raw -57306.378678 + Penalty 633.564155 = -56672.814523 nChanged 2 SP:Iteration 28Q (20138.210000 sec): 3 clusters Score: Raw -57306.759572 + Penalty 633.564155 = -56673.195417 nChanged 0 SP:Iteration 29F (20138.350000 sec): 3 clusters Score: Raw -57306.759572 + Penalty 633.564155 = -56673.195417 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 28 (3235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20138.460000 sec): 2 clusters Score: Raw -205415.307053 + Penalty 367.721181 = -205047.585872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20138.660000 sec): 3 clusters Score: Raw -203537.617917 + Penalty 735.442363 = -202802.175554 nChanged 1406 SP:Iteration 1F (20138.920000 sec): 3 clusters Score: Raw -204382.466468 + Penalty 735.442363 = -203647.024105 nChanged 204 SP:Iteration 2F (20139.100000 sec): 3 clusters Score: Raw -204496.072421 + Penalty 735.442363 = -203760.630059 nChanged 180 SP:Iteration 3F (20139.290000 sec): 3 clusters Score: Raw -204602.402314 + Penalty 735.442363 = -203866.959951 nChanged 190 SP:Iteration 4F (20139.430000 sec): 3 clusters Score: Raw -204707.017775 + Penalty 735.442363 = -203971.575412 nChanged 174 SP:Iteration 5F (20139.610000 sec): 3 clusters Score: Raw -204815.179980 + Penalty 735.442363 = -204079.737618 nChanged 160 SP:Iteration 6Q (20139.750000 sec): 3 clusters Score: Raw -204934.501731 + Penalty 735.442363 = -204199.059368 nChanged 159 SP:Iteration 7Q (20139.910000 sec): 3 clusters Score: Raw -205030.256399 + Penalty 735.442363 = -204294.814036 nChanged 146 SP:Iteration 8Q (20140.110000 sec): 3 clusters Score: Raw -205128.877921 + Penalty 735.442363 = -204393.435558 nChanged 128 SP:Iteration 9Q (20140.260000 sec): 3 clusters Score: Raw -205236.050369 + Penalty 735.442363 = -204500.608006 nChanged 116 SP:Iteration 10Q (20140.500000 sec): 3 clusters Score: Raw -205349.683706 + Penalty 735.442363 = -204614.241343 nChanged 78 SP:Iteration 11Q (20140.690000 sec): 3 clusters Score: Raw -205472.033663 + Penalty 735.442363 = -204736.591300 nChanged 64 SP:Iteration 12Q (20140.890000 sec): 3 clusters Score: Raw -205567.239002 + Penalty 735.442363 = -204831.796639 nChanged 59 SP:Iteration 13Q (20141.060000 sec): 3 clusters Score: Raw -205610.160438 + Penalty 735.442363 = -204874.718075 nChanged 38 SP:Iteration 14Q (20141.310000 sec): 3 clusters Score: Raw -205631.097414 + Penalty 735.442363 = -204895.655051 nChanged 29 SP:Iteration 15Q (20141.520000 sec): 3 clusters Score: Raw -205646.261572 + Penalty 735.442363 = -204910.819209 nChanged 18 SP:Iteration 16Q (20141.670000 sec): 3 clusters Score: Raw -205651.694772 + Penalty 735.442363 = -204916.252409 nChanged 10 SP:Iteration 17Q (20141.910000 sec): 3 clusters Score: Raw -205653.771138 + Penalty 735.442363 = -204918.328776 nChanged 7 SP:Iteration 18Q (20142.060000 sec): 3 clusters Score: Raw -205655.427028 + Penalty 735.442363 = -204919.984665 nChanged 4 SP:Iteration 19Q (20142.270000 sec): 3 clusters Score: Raw -205656.025180 + Penalty 735.442363 = -204920.582817 nChanged 2 SP:Iteration 20F (20142.450000 sec): 3 clusters Score: Raw -205656.775724 + Penalty 735.442363 = -204921.333361 nChanged 2 SP:Iteration 21Q (20142.670000 sec): 3 clusters Score: Raw -205657.686835 + Penalty 735.442363 = -204922.244473 nChanged 3 SP:Iteration 22Q (20142.860000 sec): 3 clusters Score: Raw -205658.467751 + Penalty 735.442363 = -204923.025388 nChanged 1 SP:Iteration 23Q (20143.090000 sec): 3 clusters Score: Raw -205658.736887 + Penalty 735.442363 = -204923.294524 nChanged 1 SP:Iteration 24Q (20143.280000 sec): 3 clusters Score: Raw -205658.833939 + Penalty 735.442363 = -204923.391576 nChanged 0 SP:Iteration 25F (20143.520000 sec): 3 clusters Score: Raw -205658.833939 + Penalty 735.442363 = -204923.391576 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 29 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20143.580000 sec): 2 clusters Score: Raw -8551.037672 + Penalty 226.126505 = -8324.911166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20143.750000 sec): 3 clusters Score: Raw -8536.985533 + Penalty 452.253010 = -8084.732523 nChanged 42 SP:Iteration 1F (20143.920000 sec): 3 clusters Score: Raw -8617.224623 + Penalty 452.253010 = -8164.971612 nChanged 10 SP:Iteration 2F (20144.120000 sec): 3 clusters Score: Raw -8664.338355 + Penalty 452.253010 = -8212.085345 nChanged 7 SP:Iteration 3Q (20144.310000 sec): 3 clusters Score: Raw -8725.816227 + Penalty 452.253010 = -8273.563216 nChanged 7 SP:Iteration 4Q (20144.500000 sec): 3 clusters Score: Raw -8745.895050 + Penalty 452.253010 = -8293.642040 nChanged 1 SP:Iteration 5Q (20144.660000 sec): 3 clusters Score: Raw -8750.266712 + Penalty 452.253010 = -8298.013702 nChanged 0 SP:Iteration 6F (20144.900000 sec): 3 clusters Score: Raw -8750.266712 + Penalty 452.253010 = -8298.013702 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 30 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20145.030000 sec): 2 clusters Score: Raw -6733.724266 + Penalty 221.472817 = -6512.251448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20145.220000 sec): 3 clusters Score: Raw -6729.546890 + Penalty 442.945635 = -6286.601255 nChanged 39 SP:Iteration 1F (20145.460000 sec): 3 clusters Score: Raw -6792.513766 + Penalty 442.945635 = -6349.568131 nChanged 4 SP:Iteration 2Q (20145.580000 sec): 3 clusters Score: Raw -6798.368782 + Penalty 442.945635 = -6355.423147 nChanged 4 SP:Iteration 3Q (20145.820000 sec): 3 clusters Score: Raw -6806.734459 + Penalty 442.945635 = -6363.788824 nChanged 1 SP:Iteration 4Q (20145.980000 sec): 3 clusters Score: Raw -6807.992852 + Penalty 442.945635 = -6365.047217 nChanged 1 SP:Iteration 5Q (20146.230000 sec): 3 clusters Score: Raw -6808.722994 + Penalty 442.945635 = -6365.777359 nChanged 0 SP:Iteration 6F (20146.460000 sec): 3 clusters Score: Raw -6808.722994 + Penalty 442.945635 = -6365.777359 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 31 (5423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20146.540000 sec): 2 clusters Score: Raw -335062.832719 + Penalty 391.227402 = -334671.605316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20146.750000 sec): 3 clusters Score: Raw -331788.558392 + Penalty 782.454805 = -331006.103587 nChanged 2446 SP:Iteration 1F (20146.940000 sec): 3 clusters Score: Raw -333094.959720 + Penalty 782.454805 = -332312.504916 nChanged 348 SP:Iteration 2F (20147.200000 sec): 3 clusters Score: Raw -333253.001832 + Penalty 782.454805 = -332470.547027 nChanged 328 SP:Iteration 3F (20147.420000 sec): 3 clusters Score: Raw -333432.454913 + Penalty 782.454805 = -332650.000109 nChanged 313 SP:Iteration 4F (20147.590000 sec): 3 clusters Score: Raw -333662.906055 + Penalty 782.454805 = -332880.451250 nChanged 324 SP:Iteration 5F (20147.780000 sec): 3 clusters Score: Raw -333972.348559 + Penalty 782.454805 = -333189.893754 nChanged 328 SP:Iteration 6F (20147.950000 sec): 3 clusters Score: Raw -334343.969843 + Penalty 782.454805 = -333561.515039 nChanged 271 SP:Iteration 7Q (20148.170000 sec): 3 clusters Score: Raw -334626.506782 + Penalty 782.454805 = -333844.051977 nChanged 175 SP:Iteration 8Q (20148.400000 sec): 3 clusters Score: Raw -334781.563896 + Penalty 782.454805 = -333999.109091 nChanged 114 SP:Iteration 9Q (20148.590000 sec): 3 clusters Score: Raw -334865.076119 + Penalty 782.454805 = -334082.621314 nChanged 79 SP:Iteration 10Q (20148.810000 sec): 3 clusters Score: Raw -334919.997411 + Penalty 782.454805 = -334137.542606 nChanged 59 SP:Iteration 11Q (20148.940000 sec): 3 clusters Score: Raw -334961.111280 + Penalty 782.454805 = -334178.656476 nChanged 53 SP:Iteration 12Q (20149.160000 sec): 3 clusters Score: Raw -334997.025071 + Penalty 782.454805 = -334214.570266 nChanged 42 SP:Iteration 13Q (20149.360000 sec): 3 clusters Score: Raw -335018.876345 + Penalty 782.454805 = -334236.421541 nChanged 20 SP:Iteration 14Q (20149.540000 sec): 3 clusters Score: Raw -335027.365004 + Penalty 782.454805 = -334244.910200 nChanged 19 SP:Iteration 15Q (20149.730000 sec): 3 clusters Score: Raw -335033.600459 + Penalty 782.454805 = -334251.145654 nChanged 11 SP:Iteration 16Q (20149.930000 sec): 3 clusters Score: Raw -335036.970258 + Penalty 782.454805 = -334254.515453 nChanged 10 SP:Iteration 17Q (20150.070000 sec): 3 clusters Score: Raw -335041.123638 + Penalty 782.454805 = -334258.668833 nChanged 6 SP:Iteration 18Q (20150.270000 sec): 3 clusters Score: Raw -335045.337126 + Penalty 782.454805 = -334262.882321 nChanged 12 SP:Iteration 19Q (20150.470000 sec): 3 clusters Score: Raw -335049.651992 + Penalty 782.454805 = -334267.197187 nChanged 7 SP:Iteration 20F (20150.670000 sec): 3 clusters Score: Raw -335054.182576 + Penalty 782.454805 = -334271.727771 nChanged 9 SP:Iteration 21Q (20150.910000 sec): 3 clusters Score: Raw -335065.949493 + Penalty 782.454805 = -334283.494688 nChanged 15 SP:Iteration 22Q (20151.090000 sec): 3 clusters Score: Raw -335075.039967 + Penalty 782.454805 = -334292.585162 nChanged 16 SP:Iteration 23Q (20151.310000 sec): 3 clusters Score: Raw -335082.636759 + Penalty 782.454805 = -334300.181954 nChanged 11 SP:Iteration 24Q (20151.560000 sec): 3 clusters Score: Raw -335087.630995 + Penalty 782.454805 = -334305.176191 nChanged 8 SP:Iteration 25Q (20151.750000 sec): 3 clusters Score: Raw -335089.928368 + Penalty 782.454805 = -334307.473563 nChanged 6 SP:Iteration 26Q (20151.940000 sec): 3 clusters Score: Raw -335092.229302 + Penalty 782.454805 = -334309.774497 nChanged 5 SP:Iteration 27Q (20152.100000 sec): 3 clusters Score: Raw -335095.786861 + Penalty 782.454805 = -334313.332057 nChanged 8 SP:Iteration 28Q (20152.300000 sec): 3 clusters Score: Raw -335098.027090 + Penalty 782.454805 = -334315.572286 nChanged 5 SP:Iteration 29Q (20152.520000 sec): 3 clusters Score: Raw -335100.205899 + Penalty 782.454805 = -334317.751094 nChanged 4 SP:Iteration 30Q (20152.760000 sec): 3 clusters Score: Raw -335102.887661 + Penalty 782.454805 = -334320.432856 nChanged 6 SP:Iteration 31Q (20152.980000 sec): 3 clusters Score: Raw -335105.108241 + Penalty 782.454805 = -334322.653436 nChanged 5 SP:Iteration 32Q (20153.180000 sec): 3 clusters Score: Raw -335106.379197 + Penalty 782.454805 = -334323.924392 nChanged 3 SP:Iteration 33Q (20153.430000 sec): 3 clusters Score: Raw -335107.443922 + Penalty 782.454805 = -334324.989117 nChanged 3 SP:Iteration 34Q (20153.590000 sec): 3 clusters Score: Raw -335109.125855 + Penalty 782.454805 = -334326.671051 nChanged 5 SP:Iteration 35Q (20153.810000 sec): 3 clusters Score: Raw -335111.910697 + Penalty 782.454805 = -334329.455893 nChanged 4 SP:Iteration 36Q (20154.060000 sec): 3 clusters Score: Raw -335114.306120 + Penalty 782.454805 = -334331.851315 nChanged 4 SP:Iteration 37Q (20154.230000 sec): 3 clusters Score: Raw -335116.695519 + Penalty 782.454805 = -334334.240715 nChanged 4 SP:Iteration 38Q (20154.490000 sec): 3 clusters Score: Raw -335118.489202 + Penalty 782.454805 = -334336.034397 nChanged 7 SP:Iteration 39Q (20154.680000 sec): 3 clusters Score: Raw -335120.749812 + Penalty 782.454805 = -334338.295007 nChanged 3 SP:Iteration 40F (20154.920000 sec): 3 clusters Score: Raw -335122.595062 + Penalty 782.454805 = -334340.140257 nChanged 3 SP:Iteration 41Q (20155.100000 sec): 3 clusters Score: Raw -335124.161833 + Penalty 782.454805 = -334341.707028 nChanged 6 SP:Iteration 42Q (20155.290000 sec): 3 clusters Score: Raw -335127.228827 + Penalty 782.454805 = -334344.774023 nChanged 2 SP:Iteration 43Q (20155.510000 sec): 3 clusters Score: Raw -335127.702008 + Penalty 782.454805 = -334345.247203 nChanged 2 SP:Iteration 44Q (20155.710000 sec): 3 clusters Score: Raw -335128.199380 + Penalty 782.454805 = -334345.744576 nChanged 1 SP:Iteration 45Q (20156.020000 sec): 3 clusters Score: Raw -335128.649829 + Penalty 782.454805 = -334346.195024 nChanged 3 SP:Iteration 46Q (20156.230000 sec): 3 clusters Score: Raw -335129.862718 + Penalty 782.454805 = -334347.407913 nChanged 5 SP:Iteration 47Q (20156.460000 sec): 3 clusters Score: Raw -335131.797536 + Penalty 782.454805 = -334349.342732 nChanged 6 SP:Iteration 48Q (20156.610000 sec): 3 clusters Score: Raw -335134.758959 + Penalty 782.454805 = -334352.304154 nChanged 5 SP:Iteration 49Q (20156.840000 sec): 3 clusters Score: Raw -335137.531048 + Penalty 782.454805 = -334355.076244 nChanged 3 SP:Iteration 50Q (20157.100000 sec): 3 clusters Score: Raw -335140.043132 + Penalty 782.454805 = -334357.588328 nChanged 4 SP:Iteration 51Q (20157.260000 sec): 3 clusters Score: Raw -335143.339440 + Penalty 782.454805 = -334360.884635 nChanged 4 SP:Iteration 52Q (20157.480000 sec): 3 clusters Score: Raw -335145.621304 + Penalty 782.454805 = -334363.166499 nChanged 5 SP:Iteration 53Q (20157.720000 sec): 3 clusters Score: Raw -335147.295234 + Penalty 782.454805 = -334364.840430 nChanged 3 SP:Iteration 54Q (20157.870000 sec): 3 clusters Score: Raw -335148.326015 + Penalty 782.454805 = -334365.871211 nChanged 1 SP:Iteration 55Q (20158.080000 sec): 3 clusters Score: Raw -335148.409974 + Penalty 782.454805 = -334365.955169 nChanged 0 SP:Iteration 56F (20158.270000 sec): 3 clusters Score: Raw -335148.409974 + Penalty 782.454805 = -334365.955169 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 32 (75 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20158.410000 sec): 2 clusters Score: Raw -4705.005752 + Penalty 196.445709 = -4508.560043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20158.610000 sec): 3 clusters Score: Raw -4717.538371 + Penalty 392.891418 = -4324.646952 nChanged 13 SP:Iteration 1F (20158.830000 sec): 3 clusters Score: Raw -4771.142733 + Penalty 392.891418 = -4378.251314 nChanged 2 SP:Iteration 2Q (20159.070000 sec): 3 clusters Score: Raw -4785.600701 + Penalty 392.891418 = -4392.709283 nChanged 0 SP:Iteration 3F (20159.290000 sec): 3 clusters Score: Raw -4785.600701 + Penalty 392.891418 = -4392.709283 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 33 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20159.380000 sec): 2 clusters Score: Raw -4418.348402 + Penalty 198.809877 = -4219.538524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20159.550000 sec): 3 clusters Score: Raw -4439.681566 + Penalty 397.619755 = -4042.061812 nChanged 8 SP:Iteration 1F (20159.760000 sec): 3 clusters Score: Raw -4468.033041 + Penalty 397.619755 = -4070.413287 nChanged 4 SP:Iteration 2F (20159.990000 sec): 3 clusters Score: Raw -4480.315973 + Penalty 397.619755 = -4082.696218 nChanged 1 SP:Iteration 3Q (20160.170000 sec): 3 clusters Score: Raw -4485.423027 + Penalty 397.619755 = -4087.803272 nChanged 2 SP:Iteration 4Q (20160.310000 sec): 3 clusters Score: Raw -4492.341401 + Penalty 397.619755 = -4094.721647 nChanged 0 SP:Iteration 5F (20160.490000 sec): 3 clusters Score: Raw -4492.341401 + Penalty 397.619755 = -4094.721647 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 34 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20160.550000 sec): 2 clusters Score: Raw -5197.911284 + Penalty 204.232955 = -4993.678329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20160.720000 sec): 3 clusters Score: Raw -5221.627316 + Penalty 408.465910 = -4813.161407 nChanged 19 SP:Iteration 1F (20160.910000 sec): 3 clusters Score: Raw -5265.750789 + Penalty 408.465910 = -4857.284879 nChanged 3 SP:Iteration 2Q (20161.100000 sec): 3 clusters Score: Raw -5276.724284 + Penalty 408.465910 = -4868.258374 nChanged 1 SP:Iteration 3Q (20161.240000 sec): 3 clusters Score: Raw -5277.593146 + Penalty 408.465910 = -4869.127237 nChanged 0 SP:Iteration 4F (20161.450000 sec): 3 clusters Score: Raw -5277.593146 + Penalty 408.465910 = -4869.127237 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 35 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20161.490000 sec): 2 clusters Score: Raw -7002.388153 + Penalty 224.844730 = -6777.543423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20161.650000 sec): 3 clusters Score: Raw -7012.811771 + Penalty 449.689460 = -6563.122310 nChanged 34 SP:Iteration 1F (20161.810000 sec): 3 clusters Score: Raw -7094.168066 + Penalty 449.689460 = -6644.478605 nChanged 5 SP:Iteration 2Q (20161.970000 sec): 3 clusters Score: Raw -7106.799024 + Penalty 449.689460 = -6657.109564 nChanged 2 SP:Iteration 3Q (20162.160000 sec): 3 clusters Score: Raw -7120.858855 + Penalty 449.689460 = -6671.169394 nChanged 2 SP:Iteration 4Q (20162.320000 sec): 3 clusters Score: Raw -7123.385142 + Penalty 449.689460 = -6673.695682 nChanged 1 SP:Iteration 5Q (20162.510000 sec): 3 clusters Score: Raw -7125.640389 + Penalty 449.689460 = -6675.950929 nChanged 0 SP:Iteration 6F (20162.710000 sec): 3 clusters Score: Raw -7125.640389 + Penalty 449.689460 = -6675.950929 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 36 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20162.840000 sec): 2 clusters Score: Raw -3155.322286 + Penalty 195.834962 = -2959.487325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20163.010000 sec): 3 clusters Score: Raw -3176.315911 + Penalty 391.669923 = -2784.645987 nChanged 12 SP:Iteration 1F (20163.190000 sec): 3 clusters Score: Raw -3220.003755 + Penalty 391.669923 = -2828.333832 nChanged 7 SP:Iteration 2F (20163.370000 sec): 3 clusters Score: Raw -3262.336489 + Penalty 391.669923 = -2870.666566 nChanged 3 SP:Iteration 3Q (20163.520000 sec): 3 clusters Score: Raw -3278.650659 + Penalty 391.669923 = -2886.980735 nChanged 1 SP:Iteration 4Q (20163.710000 sec): 3 clusters Score: Raw -3283.644877 + Penalty 391.669923 = -2891.974953 nChanged 0 SP:Iteration 5F (20163.910000 sec): 3 clusters Score: Raw -3283.644877 + Penalty 391.669923 = -2891.974953 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 37 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20163.960000 sec): 2 clusters Score: Raw -14612.563398 + Penalty 251.589023 = -14360.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20164.130000 sec): 3 clusters Score: Raw -14531.423304 + Penalty 503.178047 = -14028.245257 nChanged 78 SP:Iteration 1F (20164.330000 sec): 3 clusters Score: Raw -14613.132220 + Penalty 503.178047 = -14109.954173 nChanged 20 SP:Iteration 2F (20164.500000 sec): 3 clusters Score: Raw -14638.300040 + Penalty 503.178047 = -14135.121993 nChanged 15 SP:Iteration 3F (20164.690000 sec): 3 clusters Score: Raw -14655.043719 + Penalty 503.178047 = -14151.865672 nChanged 6 SP:Iteration 4Q (20164.940000 sec): 3 clusters Score: Raw -14663.016964 + Penalty 503.178047 = -14159.838917 nChanged 2 SP:Iteration 5Q (20165.150000 sec): 3 clusters Score: Raw -14665.551339 + Penalty 503.178047 = -14162.373292 nChanged 1 SP:Iteration 6Q (20165.380000 sec): 3 clusters Score: Raw -14666.635028 + Penalty 503.178047 = -14163.456981 nChanged 1 SP:Iteration 7Q (20165.600000 sec): 3 clusters Score: Raw -14668.059165 + Penalty 503.178047 = -14164.881118 nChanged 1 SP:Iteration 8Q (20165.790000 sec): 3 clusters Score: Raw -14668.329428 + Penalty 503.178047 = -14165.151381 nChanged 0 SP:Iteration 9F (20165.980000 sec): 3 clusters Score: Raw -14668.329428 + Penalty 503.178047 = -14165.151381 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 38 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20166.060000 sec): 2 clusters Score: Raw -37644.053364 + Penalty 291.513039 = -37352.540325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20166.240000 sec): 3 clusters Score: Raw -37382.553508 + Penalty 583.026079 = -36799.527429 nChanged 197 SP:Iteration 1F (20166.440000 sec): 3 clusters Score: Raw -37537.712619 + Penalty 583.026079 = -36954.686540 nChanged 65 SP:Iteration 2F (20166.610000 sec): 3 clusters Score: Raw -37613.131770 + Penalty 583.026079 = -37030.105691 nChanged 42 SP:Iteration 3F (20166.770000 sec): 3 clusters Score: Raw -37658.003691 + Penalty 583.026079 = -37074.977612 nChanged 28 SP:Iteration 4Q (20166.930000 sec): 3 clusters Score: Raw -37683.104808 + Penalty 583.026079 = -37100.078729 nChanged 16 SP:Iteration 5Q (20167.090000 sec): 3 clusters Score: Raw -37694.408514 + Penalty 583.026079 = -37111.382435 nChanged 5 SP:Iteration 6Q (20167.290000 sec): 3 clusters Score: Raw -37697.786567 + Penalty 583.026079 = -37114.760488 nChanged 4 SP:Iteration 7Q (20167.490000 sec): 3 clusters Score: Raw -37700.391703 + Penalty 583.026079 = -37117.365624 nChanged 4 SP:Iteration 8Q (20167.690000 sec): 3 clusters Score: Raw -37703.046375 + Penalty 583.026079 = -37120.020296 nChanged 3 SP:Iteration 9Q (20167.910000 sec): 3 clusters Score: Raw -37706.114668 + Penalty 583.026079 = -37123.088590 nChanged 3 SP:Iteration 10Q (20168.090000 sec): 3 clusters Score: Raw -37707.759662 + Penalty 583.026079 = -37124.733583 nChanged 4 SP:Iteration 11Q (20168.230000 sec): 3 clusters Score: Raw -37709.741663 + Penalty 583.026079 = -37126.715585 nChanged 3 SP:Iteration 12Q (20168.430000 sec): 3 clusters Score: Raw -37711.609253 + Penalty 583.026079 = -37128.583174 nChanged 3 SP:Iteration 13Q (20168.590000 sec): 3 clusters Score: Raw -37712.492754 + Penalty 583.026079 = -37129.466676 nChanged 1 SP:Iteration 14Q (20168.810000 sec): 3 clusters Score: Raw -37712.673730 + Penalty 583.026079 = -37129.647651 nChanged 1 SP:Iteration 15Q (20168.960000 sec): 3 clusters Score: Raw -37712.800856 + Penalty 583.026079 = -37129.774777 nChanged 2 SP:Iteration 16Q (20169.160000 sec): 3 clusters Score: Raw -37714.146384 + Penalty 583.026079 = -37131.120305 nChanged 3 SP:Iteration 17Q (20169.350000 sec): 3 clusters Score: Raw -37718.199301 + Penalty 583.026079 = -37135.173222 nChanged 7 SP:Iteration 18Q (20169.550000 sec): 3 clusters Score: Raw -37724.374117 + Penalty 583.026079 = -37141.348038 nChanged 7 SP:Iteration 19Q (20169.740000 sec): 3 clusters Score: Raw -37728.740795 + Penalty 583.026079 = -37145.714716 nChanged 4 SP:Iteration 20F (20169.920000 sec): 3 clusters Score: Raw -37731.361405 + Penalty 583.026079 = -37148.335326 nChanged 1 SP:Iteration 21Q (20170.080000 sec): 3 clusters Score: Raw -37731.668336 + Penalty 583.026079 = -37148.642257 nChanged 0 SP:Iteration 22F (20170.320000 sec): 3 clusters Score: Raw -37731.668336 + Penalty 583.026079 = -37148.642257 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 39 (6688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20170.440000 sec): 2 clusters Score: Raw -392381.893237 + Penalty 400.767192 = -391981.126045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20170.660000 sec): 3 clusters Score: Raw -388281.833278 + Penalty 801.534384 = -387480.298893 nChanged 3053 SP:Iteration 1F (20170.860000 sec): 3 clusters Score: Raw -390040.222703 + Penalty 801.534384 = -389238.688319 nChanged 467 SP:Iteration 2F (20171.060000 sec): 3 clusters Score: Raw -390310.025411 + Penalty 801.534384 = -389508.491027 nChanged 550 SP:Iteration 3F (20171.240000 sec): 3 clusters Score: Raw -390709.215351 + Penalty 801.534384 = -389907.680967 nChanged 589 SP:Iteration 4F (20171.390000 sec): 3 clusters Score: Raw -391223.451086 + Penalty 801.534384 = -390421.916702 nChanged 531 SP:Iteration 5F (20171.620000 sec): 3 clusters Score: Raw -391746.675679 + Penalty 801.534384 = -390945.141295 nChanged 359 SP:Iteration 6F (20171.810000 sec): 3 clusters Score: Raw -392088.978705 + Penalty 801.534384 = -391287.444321 nChanged 186 SP:Iteration 7Q (20171.970000 sec): 3 clusters Score: Raw -392256.540495 + Penalty 801.534384 = -391455.006111 nChanged 79 SP:Iteration 8Q (20172.140000 sec): 3 clusters Score: Raw -392338.214485 + Penalty 801.534384 = -391536.680101 nChanged 36 SP:Iteration 9Q (20172.330000 sec): 3 clusters Score: Raw -392385.685262 + Penalty 801.534384 = -391584.150878 nChanged 17 SP:Iteration 10Q (20172.500000 sec): 3 clusters Score: Raw -392405.135276 + Penalty 801.534384 = -391603.600892 nChanged 9 SP:Iteration 11Q (20172.700000 sec): 3 clusters Score: Raw -392414.681625 + Penalty 801.534384 = -391613.147241 nChanged 5 SP:Iteration 12Q (20172.880000 sec): 3 clusters Score: Raw -392427.804616 + Penalty 801.534384 = -391626.270232 nChanged 2 SP:Iteration 13Q (20173.070000 sec): 3 clusters Score: Raw -392432.922366 + Penalty 801.534384 = -391631.387982 nChanged 1 SP:Iteration 14Q (20173.260000 sec): 3 clusters Score: Raw -392434.414217 + Penalty 801.534384 = -391632.879833 nChanged 1 SP:Iteration 15Q (20173.410000 sec): 3 clusters Score: Raw -392435.018784 + Penalty 801.534384 = -391633.484400 nChanged 0 SP:Iteration 16F (20173.620000 sec): 3 clusters Score: Raw -392435.018784 + Penalty 801.534384 = -391633.484400 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 40 (23 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20173.750000 sec): 2 clusters Score: Raw -1377.942925 + Penalty 142.664987 = -1235.277938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20173.760000 sec): 1 clusters Score: Raw 73.095239 + Penalty 0.000000 = 73.095239 nChanged 23 SP:Iteration 1F (20173.760000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 41 (2147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20173.830000 sec): 2 clusters Score: Raw -124489.476413 + Penalty 349.068119 = -124140.408294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20174.060000 sec): 3 clusters Score: Raw -123279.682299 + Penalty 698.136239 = -122581.546061 nChanged 917 SP:Iteration 1F (20174.300000 sec): 3 clusters Score: Raw -123864.022717 + Penalty 698.136239 = -123165.886478 nChanged 183 SP:Iteration 2F (20174.500000 sec): 3 clusters Score: Raw -123988.902796 + Penalty 698.136239 = -123290.766558 nChanged 139 SP:Iteration 3F (20174.680000 sec): 3 clusters Score: Raw -124085.900691 + Penalty 698.136239 = -123387.764452 nChanged 120 SP:Iteration 4F (20174.920000 sec): 3 clusters Score: Raw -124171.703337 + Penalty 698.136239 = -123473.567099 nChanged 100 SP:Iteration 5Q (20175.120000 sec): 3 clusters Score: Raw -124243.164490 + Penalty 698.136239 = -123545.028251 nChanged 93 SP:Iteration 6Q (20175.360000 sec): 3 clusters Score: Raw -124311.517337 + Penalty 698.136239 = -123613.381099 nChanged 80 SP:Iteration 7Q (20175.530000 sec): 3 clusters Score: Raw -124378.413932 + Penalty 698.136239 = -123680.277693 nChanged 74 SP:Iteration 8Q (20175.770000 sec): 3 clusters Score: Raw -124433.030330 + Penalty 698.136239 = -123734.894091 nChanged 64 SP:Iteration 9Q (20175.910000 sec): 3 clusters Score: Raw -124482.335831 + Penalty 698.136239 = -123784.199593 nChanged 50 SP:Iteration 10Q (20176.120000 sec): 3 clusters Score: Raw -124521.294360 + Penalty 698.136239 = -123823.158121 nChanged 36 SP:Iteration 11Q (20176.250000 sec): 3 clusters Score: Raw -124552.329884 + Penalty 698.136239 = -123854.193646 nChanged 30 SP:Iteration 12Q (20176.420000 sec): 3 clusters Score: Raw -124567.477925 + Penalty 698.136239 = -123869.341687 nChanged 30 SP:Iteration 13Q (20176.590000 sec): 3 clusters Score: Raw -124583.906035 + Penalty 698.136239 = -123885.769796 nChanged 25 SP:Iteration 14Q (20176.770000 sec): 3 clusters Score: Raw -124593.070297 + Penalty 698.136239 = -123894.934058 nChanged 17 SP:Iteration 15Q (20177.000000 sec): 3 clusters Score: Raw -124602.844230 + Penalty 698.136239 = -123904.707991 nChanged 17 SP:Iteration 16Q (20177.200000 sec): 3 clusters Score: Raw -124610.327445 + Penalty 698.136239 = -123912.191207 nChanged 16 SP:Iteration 17Q (20177.390000 sec): 3 clusters Score: Raw -124621.757144 + Penalty 698.136239 = -123923.620905 nChanged 12 SP:Iteration 18Q (20177.570000 sec): 3 clusters Score: Raw -124630.505295 + Penalty 698.136239 = -123932.369056 nChanged 15 SP:Iteration 19Q (20177.730000 sec): 3 clusters Score: Raw -124651.297733 + Penalty 698.136239 = -123953.161495 nChanged 18 SP:Iteration 20F (20177.920000 sec): 3 clusters Score: Raw -124689.108411 + Penalty 698.136239 = -123990.972172 nChanged 26 SP:Iteration 21Q (20178.110000 sec): 3 clusters Score: Raw -124733.501576 + Penalty 698.136239 = -124035.365338 nChanged 24 SP:Iteration 22Q (20178.320000 sec): 3 clusters Score: Raw -124784.501182 + Penalty 698.136239 = -124086.364944 nChanged 22 SP:Iteration 23Q (20178.450000 sec): 3 clusters Score: Raw -124806.203378 + Penalty 698.136239 = -124108.067139 nChanged 15 SP:Iteration 24Q (20178.620000 sec): 3 clusters Score: Raw -124810.466847 + Penalty 698.136239 = -124112.330608 nChanged 7 SP:Iteration 25Q (20178.820000 sec): 3 clusters Score: Raw -124812.692298 + Penalty 698.136239 = -124114.556060 nChanged 6 SP:Iteration 26Q (20178.980000 sec): 3 clusters Score: Raw -124815.231883 + Penalty 698.136239 = -124117.095644 nChanged 5 SP:Iteration 27Q (20179.150000 sec): 3 clusters Score: Raw -124817.339247 + Penalty 698.136239 = -124119.203009 nChanged 6 SP:Iteration 28Q (20179.370000 sec): 3 clusters Score: Raw -124821.099555 + Penalty 698.136239 = -124122.963317 nChanged 6 SP:Iteration 29Q (20179.540000 sec): 3 clusters Score: Raw -124822.851025 + Penalty 698.136239 = -124124.714786 nChanged 5 SP:Iteration 30Q (20179.690000 sec): 3 clusters Score: Raw -124825.870896 + Penalty 698.136239 = -124127.734657 nChanged 3 SP:Iteration 31Q (20179.900000 sec): 3 clusters Score: Raw -124827.364014 + Penalty 698.136239 = -124129.227775 nChanged 1 SP:Iteration 32Q (20180.120000 sec): 3 clusters Score: Raw -124827.744398 + Penalty 698.136239 = -124129.608159 nChanged 0 SP:Iteration 33F (20180.270000 sec): 3 clusters Score: Raw -124827.744398 + Penalty 698.136239 = -124129.608159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 42 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20180.360000 sec): 2 clusters Score: Raw -7550.298897 + Penalty 230.635141 = -7319.663755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20180.550000 sec): 3 clusters Score: Raw -7566.644128 + Penalty 461.270282 = -7105.373846 nChanged 47 SP:Iteration 1F (20180.750000 sec): 3 clusters Score: Raw -7644.654768 + Penalty 461.270282 = -7183.384485 nChanged 7 SP:Iteration 2Q (20180.930000 sec): 3 clusters Score: Raw -7652.442565 + Penalty 461.270282 = -7191.172283 nChanged 1 SP:Iteration 3Q (20181.180000 sec): 3 clusters Score: Raw -7655.540931 + Penalty 461.270282 = -7194.270649 nChanged 1 SP:Iteration 4Q (20181.380000 sec): 3 clusters Score: Raw -7657.669448 + Penalty 461.270282 = -7196.399165 nChanged 2 SP:Iteration 5Q (20181.660000 sec): 3 clusters Score: Raw -7663.598114 + Penalty 461.270282 = -7202.327831 nChanged 1 SP:Iteration 6Q (20181.830000 sec): 3 clusters Score: Raw -7665.128930 + Penalty 461.270282 = -7203.858648 nChanged 1 SP:Iteration 7Q (20182.040000 sec): 3 clusters Score: Raw -7670.221850 + Penalty 461.270282 = -7208.951567 nChanged 1 SP:Iteration 8Q (20182.210000 sec): 3 clusters Score: Raw -7671.905827 + Penalty 461.270282 = -7210.635545 nChanged 0 SP:Iteration 9F (20182.400000 sec): 3 clusters Score: Raw -7671.905827 + Penalty 461.270282 = -7210.635545 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 43 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20182.500000 sec): 2 clusters Score: Raw -14026.961157 + Penalty 246.835226 = -13780.125931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20182.670000 sec): 3 clusters Score: Raw -13947.827368 + Penalty 493.670452 = -13454.156917 nChanged 67 SP:Iteration 1F (20182.880000 sec): 3 clusters Score: Raw -14015.104139 + Penalty 493.670452 = -13521.433687 nChanged 20 SP:Iteration 2F (20183.030000 sec): 3 clusters Score: Raw -14038.374178 + Penalty 493.670452 = -13544.703726 nChanged 6 SP:Iteration 3Q (20183.170000 sec): 3 clusters Score: Raw -14041.830640 + Penalty 493.670452 = -13548.160188 nChanged 1 SP:Iteration 4Q (20183.390000 sec): 3 clusters Score: Raw -14042.642217 + Penalty 493.670452 = -13548.971765 nChanged 1 SP:Iteration 5Q (20183.590000 sec): 3 clusters Score: Raw -14043.300328 + Penalty 493.670452 = -13549.629877 nChanged 0 SP:Iteration 6F (20183.770000 sec): 3 clusters Score: Raw -14043.300328 + Penalty 493.670452 = -13549.629877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 44 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20183.870000 sec): 2 clusters Score: Raw -8042.232181 + Penalty 223.859132 = -7818.373049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20184.060000 sec): 3 clusters Score: Raw -8031.171262 + Penalty 447.718264 = -7583.452998 nChanged 31 SP:Iteration 1F (20184.240000 sec): 3 clusters Score: Raw -8075.669628 + Penalty 447.718264 = -7627.951364 nChanged 9 SP:Iteration 2F (20184.440000 sec): 3 clusters Score: Raw -8092.476926 + Penalty 447.718264 = -7644.758662 nChanged 4 SP:Iteration 3Q (20184.660000 sec): 3 clusters Score: Raw -8098.439482 + Penalty 447.718264 = -7650.721218 nChanged 0 SP:Iteration 4F (20184.820000 sec): 3 clusters Score: Raw -8098.439482 + Penalty 447.718264 = -7650.721218 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 45 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20184.950000 sec): 2 clusters Score: Raw -5294.326710 + Penalty 207.201399 = -5087.125311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20185.160000 sec): 3 clusters Score: Raw -5304.734825 + Penalty 414.402797 = -4890.332028 nChanged 16 SP:Iteration 1F (20185.380000 sec): 3 clusters Score: Raw -5357.837167 + Penalty 414.402797 = -4943.434370 nChanged 6 SP:Iteration 2F (20185.520000 sec): 3 clusters Score: Raw -5381.041413 + Penalty 414.402797 = -4966.638616 nChanged 1 SP:Iteration 3Q (20185.660000 sec): 3 clusters Score: Raw -5382.072145 + Penalty 414.402797 = -4967.669348 nChanged 0 SP:Iteration 4F (20185.880000 sec): 3 clusters Score: Raw -5382.072145 + Penalty 414.402797 = -4967.669348 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 46 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20185.990000 sec): 2 clusters Score: Raw -3379.623590 + Penalty 189.229180 = -3190.394410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20186.150000 sec): 3 clusters Score: Raw -3412.516344 + Penalty 378.458361 = -3034.057983 nChanged 12 SP:Iteration 1F (20186.400000 sec): 3 clusters Score: Raw -3458.489867 + Penalty 378.458361 = -3080.031506 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 47 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20186.450000 sec): 2 clusters Score: Raw -10634.062812 + Penalty 238.739595 = -10395.323217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20186.690000 sec): 3 clusters Score: Raw -10588.956314 + Penalty 477.479191 = -10111.477124 nChanged 47 SP:Iteration 1F (20186.930000 sec): 3 clusters Score: Raw -10663.935500 + Penalty 477.479191 = -10186.456309 nChanged 16 SP:Iteration 2F (20187.100000 sec): 3 clusters Score: Raw -10717.256474 + Penalty 477.479191 = -10239.777283 nChanged 13 SP:Iteration 3F (20187.300000 sec): 3 clusters Score: Raw -10764.538747 + Penalty 477.479191 = -10287.059557 nChanged 12 SP:Iteration 4F (20187.490000 sec): 3 clusters Score: Raw -10803.671848 + Penalty 477.479191 = -10326.192657 nChanged 6 SP:Iteration 5Q (20187.640000 sec): 3 clusters Score: Raw -10812.128210 + Penalty 477.479191 = -10334.649019 nChanged 4 SP:Iteration 6Q (20187.820000 sec): 3 clusters Score: Raw -10824.136905 + Penalty 477.479191 = -10346.657715 nChanged 5 SP:Iteration 7Q (20187.990000 sec): 3 clusters Score: Raw -10835.055715 + Penalty 477.479191 = -10357.576524 nChanged 2 SP:Iteration 8Q (20188.190000 sec): 3 clusters Score: Raw -10836.360492 + Penalty 477.479191 = -10358.881302 nChanged 0 SP:Iteration 9F (20188.340000 sec): 3 clusters Score: Raw -10836.360492 + Penalty 477.479191 = -10358.881302 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 48 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20188.410000 sec): 2 clusters Score: Raw -20192.840379 + Penalty 260.719540 = -19932.120839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20188.630000 sec): 3 clusters Score: Raw -20095.546401 + Penalty 521.439080 = -19574.107321 nChanged 85 SP:Iteration 1F (20188.870000 sec): 3 clusters Score: Raw -20169.017384 + Penalty 521.439080 = -19647.578304 nChanged 20 SP:Iteration 2F (20189.080000 sec): 3 clusters Score: Raw -20191.910771 + Penalty 521.439080 = -19670.471691 nChanged 10 SP:Iteration 3Q (20189.250000 sec): 3 clusters Score: Raw -20211.116175 + Penalty 521.439080 = -19689.677094 nChanged 13 SP:Iteration 4Q (20189.410000 sec): 3 clusters Score: Raw -20228.441226 + Penalty 521.439080 = -19707.002146 nChanged 11 SP:Iteration 5Q (20189.640000 sec): 3 clusters Score: Raw -20234.240642 + Penalty 521.439080 = -19712.801562 nChanged 9 SP:Iteration 6Q (20189.840000 sec): 3 clusters Score: Raw -20240.520330 + Penalty 521.439080 = -19719.081250 nChanged 9 SP:Iteration 7Q (20190.070000 sec): 3 clusters Score: Raw -20245.960174 + Penalty 521.439080 = -19724.521094 nChanged 6 SP:Iteration 8Q (20190.250000 sec): 3 clusters Score: Raw -20251.037214 + Penalty 521.439080 = -19729.598134 nChanged 5 SP:Iteration 9Q (20190.490000 sec): 3 clusters Score: Raw -20255.951735 + Penalty 521.439080 = -19734.512655 nChanged 8 SP:Iteration 10Q (20190.660000 sec): 3 clusters Score: Raw -20265.414141 + Penalty 521.439080 = -19743.975061 nChanged 10 SP:Iteration 11Q (20190.820000 sec): 3 clusters Score: Raw -20278.090682 + Penalty 521.439080 = -19756.651601 nChanged 3 SP:Iteration 12Q (20191.030000 sec): 3 clusters Score: Raw -20281.268371 + Penalty 521.439080 = -19759.829290 nChanged 5 SP:Iteration 13Q (20191.180000 sec): 3 clusters Score: Raw -20288.460487 + Penalty 521.439080 = -19767.021407 nChanged 4 SP:Iteration 14Q (20191.320000 sec): 3 clusters Score: Raw -20293.290639 + Penalty 521.439080 = -19771.851558 nChanged 4 SP:Iteration 15Q (20191.520000 sec): 3 clusters Score: Raw -20295.401207 + Penalty 521.439080 = -19773.962127 nChanged 2 SP:Iteration 16Q (20191.710000 sec): 3 clusters Score: Raw -20296.834467 + Penalty 521.439080 = -19775.395387 nChanged 2 SP:Iteration 17Q (20191.900000 sec): 3 clusters Score: Raw -20298.619684 + Penalty 521.439080 = -19777.180603 nChanged 1 SP:Iteration 18Q (20192.160000 sec): 3 clusters Score: Raw -20300.306062 + Penalty 521.439080 = -19778.866981 nChanged 1 SP:Iteration 19Q (20192.360000 sec): 3 clusters Score: Raw -20301.136287 + Penalty 521.439080 = -19779.697207 nChanged 0 SP:Iteration 20F (20192.580000 sec): 3 clusters Score: Raw -20301.136287 + Penalty 521.439080 = -19779.697207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 49 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20192.650000 sec): 2 clusters Score: Raw -18627.205181 + Penalty 259.370183 = -18367.834999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20192.820000 sec): 3 clusters Score: Raw -18523.335069 + Penalty 518.740365 = -18004.594704 nChanged 87 SP:Iteration 1F (20193.040000 sec): 3 clusters Score: Raw -18593.346685 + Penalty 518.740365 = -18074.606320 nChanged 23 SP:Iteration 2F (20193.160000 sec): 3 clusters Score: Raw -18615.632988 + Penalty 518.740365 = -18096.892623 nChanged 9 SP:Iteration 3Q (20193.360000 sec): 3 clusters Score: Raw -18623.583618 + Penalty 518.740365 = -18104.843253 nChanged 7 SP:Iteration 4Q (20193.550000 sec): 3 clusters Score: Raw -18629.961812 + Penalty 518.740365 = -18111.221446 nChanged 3 SP:Iteration 5Q (20193.760000 sec): 3 clusters Score: Raw -18631.764288 + Penalty 518.740365 = -18113.023922 nChanged 2 SP:Iteration 6Q (20194.020000 sec): 3 clusters Score: Raw -18634.737464 + Penalty 518.740365 = -18115.997099 nChanged 1 SP:Iteration 7Q (20194.190000 sec): 3 clusters Score: Raw -18635.377215 + Penalty 518.740365 = -18116.636850 nChanged 1 SP:Iteration 8Q (20194.400000 sec): 3 clusters Score: Raw -18636.323441 + Penalty 518.740365 = -18117.583076 nChanged 1 SP:Iteration 9Q (20194.600000 sec): 3 clusters Score: Raw -18636.543459 + Penalty 518.740365 = -18117.803094 nChanged 0 SP:Iteration 10F (20194.850000 sec): 3 clusters Score: Raw -18636.543459 + Penalty 518.740365 = -18117.803094 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 50 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20194.940000 sec): 2 clusters Score: Raw -6187.303714 + Penalty 213.456329 = -5973.847385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20195.140000 sec): 3 clusters Score: Raw -6196.279387 + Penalty 426.912657 = -5769.366730 nChanged 20 SP:Iteration 1F (20195.340000 sec): 3 clusters Score: Raw -6231.377535 + Penalty 426.912657 = -5804.464878 nChanged 1 SP:Iteration 2Q (20195.530000 sec): 3 clusters Score: Raw -6233.020448 + Penalty 426.912657 = -5806.107791 nChanged 2 SP:Iteration 3Q (20195.730000 sec): 3 clusters Score: Raw -6236.300627 + Penalty 426.912657 = -5809.387970 nChanged 3 SP:Iteration 4Q (20195.910000 sec): 3 clusters Score: Raw -6244.300882 + Penalty 426.912657 = -5817.388225 nChanged 0 SP:Iteration 5F (20196.090000 sec): 3 clusters Score: Raw -6244.300882 + Penalty 426.912657 = -5817.388225 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 51 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20196.180000 sec): 2 clusters Score: Raw -8501.883840 + Penalty 224.190043 = -8277.693798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20196.410000 sec): 3 clusters Score: Raw -8484.728482 + Penalty 448.380085 = -8036.348397 nChanged 25 SP:Iteration 1F (20196.560000 sec): 3 clusters Score: Raw -8517.360916 + Penalty 448.380085 = -8068.980831 nChanged 8 SP:Iteration 2F (20196.790000 sec): 3 clusters Score: Raw -8529.555036 + Penalty 448.380085 = -8081.174951 nChanged 6 SP:Iteration 3Q (20196.950000 sec): 3 clusters Score: Raw -8536.050790 + Penalty 448.380085 = -8087.670705 nChanged 1 SP:Iteration 4Q (20197.120000 sec): 3 clusters Score: Raw -8536.603592 + Penalty 448.380085 = -8088.223507 nChanged 0 SP:Iteration 5F (20197.300000 sec): 3 clusters Score: Raw -8536.603592 + Penalty 448.380085 = -8088.223507 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 52 (113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20197.390000 sec): 2 clusters Score: Raw -7115.254601 + Penalty 215.096146 = -6900.158456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20197.610000 sec): 3 clusters Score: Raw -7109.866218 + Penalty 430.192292 = -6679.673926 nChanged 17 SP:Iteration 1F (20197.770000 sec): 3 clusters Score: Raw -7144.556516 + Penalty 430.192292 = -6714.364224 nChanged 5 SP:Iteration 2Q (20197.960000 sec): 3 clusters Score: Raw -7154.017091 + Penalty 430.192292 = -6723.824800 nChanged 1 SP:Iteration 3Q (20198.100000 sec): 3 clusters Score: Raw -7157.225559 + Penalty 430.192292 = -6727.033267 nChanged 0 SP:Iteration 4F (20198.330000 sec): 3 clusters Score: Raw -7157.225559 + Penalty 430.192292 = -6727.033267 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 53 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20198.390000 sec): 2 clusters Score: Raw -16115.666656 + Penalty 257.028328 = -15858.638328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20198.560000 sec): 3 clusters Score: Raw -16023.548874 + Penalty 514.056656 = -15509.492218 nChanged 88 SP:Iteration 1F (20198.750000 sec): 3 clusters Score: Raw -16102.191884 + Penalty 514.056656 = -15588.135229 nChanged 19 SP:Iteration 2F (20198.990000 sec): 3 clusters Score: Raw -16126.152984 + Penalty 514.056656 = -15612.096328 nChanged 7 SP:Iteration 3Q (20199.190000 sec): 3 clusters Score: Raw -16137.044626 + Penalty 514.056656 = -15622.987970 nChanged 5 SP:Iteration 4Q (20199.440000 sec): 3 clusters Score: Raw -16145.444853 + Penalty 514.056656 = -15631.388197 nChanged 3 SP:Iteration 5Q (20199.630000 sec): 3 clusters Score: Raw -16147.949075 + Penalty 514.056656 = -15633.892419 nChanged 1 SP:Iteration 6Q (20199.850000 sec): 3 clusters Score: Raw -16148.279629 + Penalty 514.056656 = -15634.222974 nChanged 0 SP:Iteration 7F (20200.040000 sec): 3 clusters Score: Raw -16148.279629 + Penalty 514.056656 = -15634.222974 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 54 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20200.130000 sec): 2 clusters Score: Raw -2959.863622 + Penalty 187.784615 = -2772.079007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20200.300000 sec): 3 clusters Score: Raw -2988.453480 + Penalty 375.569229 = -2612.884251 nChanged 11 SP:Iteration 1F (20200.440000 sec): 3 clusters Score: Raw -3032.349813 + Penalty 375.569229 = -2656.780584 nChanged 1 SP:Iteration 2Q (20200.630000 sec): 3 clusters Score: Raw -3037.176133 + Penalty 375.569229 = -2661.606903 nChanged 0 SP:Iteration 3F (20200.810000 sec): 3 clusters Score: Raw -3037.176133 + Penalty 375.569229 = -2661.606903 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 55 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20200.870000 sec): 2 clusters Score: Raw -10208.485752 + Penalty 232.043922 = -9976.441830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20201.080000 sec): 3 clusters Score: Raw -10172.040388 + Penalty 464.087845 = -9707.952543 nChanged 43 SP:Iteration 1F (20201.240000 sec): 3 clusters Score: Raw -10220.129331 + Penalty 464.087845 = -9756.041486 nChanged 9 SP:Iteration 2F (20201.420000 sec): 3 clusters Score: Raw -10238.258243 + Penalty 464.087845 = -9774.170398 nChanged 6 SP:Iteration 3Q (20201.640000 sec): 3 clusters Score: Raw -10245.181380 + Penalty 464.087845 = -9781.093535 nChanged 4 SP:Iteration 4Q (20201.860000 sec): 3 clusters Score: Raw -10258.365862 + Penalty 464.087845 = -9794.278017 nChanged 5 SP:Iteration 5Q (20202.100000 sec): 3 clusters Score: Raw -10268.753728 + Penalty 464.087845 = -9804.665883 nChanged 5 SP:Iteration 6Q (20202.300000 sec): 3 clusters Score: Raw -10288.999194 + Penalty 464.087845 = -9824.911349 nChanged 4 SP:Iteration 7Q (20202.500000 sec): 3 clusters Score: Raw -10293.110327 + Penalty 464.087845 = -9829.022482 nChanged 1 SP:Iteration 8Q (20202.700000 sec): 3 clusters Score: Raw -10293.794914 + Penalty 464.087845 = -9829.707069 nChanged 1 SP:Iteration 9Q (20202.940000 sec): 3 clusters Score: Raw -10295.597165 + Penalty 464.087845 = -9831.509320 nChanged 0 SP:Iteration 10F (20203.110000 sec): 3 clusters Score: Raw -10295.597165 + Penalty 464.087845 = -9831.509320 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 56 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20203.190000 sec): 2 clusters Score: Raw -17452.707399 + Penalty 259.522103 = -17193.185296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20203.380000 sec): 3 clusters Score: Raw -17326.806692 + Penalty 519.044205 = -16807.762487 nChanged 102 SP:Iteration 1F (20203.540000 sec): 3 clusters Score: Raw -17420.652613 + Penalty 519.044205 = -16901.608408 nChanged 26 SP:Iteration 2F (20203.760000 sec): 3 clusters Score: Raw -17450.136645 + Penalty 519.044205 = -16931.092440 nChanged 15 SP:Iteration 3Q (20203.920000 sec): 3 clusters Score: Raw -17476.573179 + Penalty 519.044205 = -16957.528974 nChanged 13 SP:Iteration 4Q (20204.120000 sec): 3 clusters Score: Raw -17492.227384 + Penalty 519.044205 = -16973.183179 nChanged 8 SP:Iteration 5Q (20204.310000 sec): 3 clusters Score: Raw -17496.597890 + Penalty 519.044205 = -16977.553684 nChanged 2 SP:Iteration 6Q (20204.480000 sec): 3 clusters Score: Raw -17497.780745 + Penalty 519.044205 = -16978.736540 nChanged 2 SP:Iteration 7Q (20204.700000 sec): 3 clusters Score: Raw -17500.272093 + Penalty 519.044205 = -16981.227888 nChanged 1 SP:Iteration 8Q (20204.870000 sec): 3 clusters Score: Raw -17500.949065 + Penalty 519.044205 = -16981.904860 nChanged 1 SP:Iteration 9Q (20205.040000 sec): 3 clusters Score: Raw -17501.543617 + Penalty 519.044205 = -16982.499412 nChanged 0 SP:Iteration 10F (20205.210000 sec): 3 clusters Score: Raw -17501.543617 + Penalty 519.044205 = -16982.499412 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 57 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20205.300000 sec): 2 clusters Score: Raw -23307.096927 + Penalty 266.144277 = -23040.952650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20205.540000 sec): 3 clusters Score: Raw -23172.396558 + Penalty 532.288555 = -22640.108003 nChanged 123 SP:Iteration 1F (20205.730000 sec): 3 clusters Score: Raw -23257.870517 + Penalty 532.288555 = -22725.581962 nChanged 27 SP:Iteration 2F (20205.920000 sec): 3 clusters Score: Raw -23277.531488 + Penalty 532.288555 = -22745.242933 nChanged 17 SP:Iteration 3Q (20206.160000 sec): 3 clusters Score: Raw -23299.285471 + Penalty 532.288555 = -22766.996917 nChanged 9 SP:Iteration 4Q (20206.330000 sec): 3 clusters Score: Raw -23305.411909 + Penalty 532.288555 = -22773.123354 nChanged 7 SP:Iteration 5Q (20206.540000 sec): 3 clusters Score: Raw -23308.990176 + Penalty 532.288555 = -22776.701621 nChanged 3 SP:Iteration 6Q (20206.730000 sec): 3 clusters Score: Raw -23311.170083 + Penalty 532.288555 = -22778.881528 nChanged 5 SP:Iteration 7Q (20206.930000 sec): 3 clusters Score: Raw -23315.365980 + Penalty 532.288555 = -22783.077425 nChanged 3 SP:Iteration 8Q (20207.150000 sec): 3 clusters Score: Raw -23319.734840 + Penalty 532.288555 = -22787.446285 nChanged 7 SP:Iteration 9Q (20207.310000 sec): 3 clusters Score: Raw -23331.020232 + Penalty 532.288555 = -22798.731677 nChanged 7 SP:Iteration 10Q (20207.440000 sec): 3 clusters Score: Raw -23338.369579 + Penalty 532.288555 = -22806.081024 nChanged 4 SP:Iteration 11Q (20207.680000 sec): 3 clusters Score: Raw -23340.414628 + Penalty 532.288555 = -22808.126073 nChanged 0 SP:Iteration 12F (20207.840000 sec): 3 clusters Score: Raw -23340.414628 + Penalty 532.288555 = -22808.126073 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 58 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20207.940000 sec): 2 clusters Score: Raw -9488.184116 + Penalty 230.635141 = -9257.548974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20208.100000 sec): 3 clusters Score: Raw -9471.366001 + Penalty 461.270282 = -9010.095719 nChanged 36 SP:Iteration 1F (20208.320000 sec): 3 clusters Score: Raw -9546.648438 + Penalty 461.270282 = -9085.378155 nChanged 9 SP:Iteration 2F (20208.490000 sec): 3 clusters Score: Raw -9563.871665 + Penalty 461.270282 = -9102.601383 nChanged 5 SP:Iteration 3Q (20208.700000 sec): 3 clusters Score: Raw -9571.054614 + Penalty 461.270282 = -9109.784331 nChanged 2 SP:Iteration 4Q (20208.900000 sec): 3 clusters Score: Raw -9574.403028 + Penalty 461.270282 = -9113.132746 nChanged 0 SP:Iteration 5F (20209.100000 sec): 3 clusters Score: Raw -9574.403028 + Penalty 461.270282 = -9113.132746 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 59 (161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20209.160000 sec): 2 clusters Score: Raw -9800.971316 + Penalty 231.203899 = -9569.767417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20209.320000 sec): 3 clusters Score: Raw -9778.418452 + Penalty 462.407797 = -9316.010655 nChanged 44 SP:Iteration 1F (20209.590000 sec): 3 clusters Score: Raw -9830.256905 + Penalty 462.407797 = -9367.849108 nChanged 7 SP:Iteration 2Q (20209.780000 sec): 3 clusters Score: Raw -9849.295836 + Penalty 462.407797 = -9386.888038 nChanged 3 SP:Iteration 3Q (20210.010000 sec): 3 clusters Score: Raw -9855.472298 + Penalty 462.407797 = -9393.064501 nChanged 4 SP:Iteration 4Q (20210.200000 sec): 3 clusters Score: Raw -9861.053955 + Penalty 462.407797 = -9398.646158 nChanged 0 SP:Iteration 5F (20210.440000 sec): 3 clusters Score: Raw -9861.053955 + Penalty 462.407797 = -9398.646158 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 60 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20210.540000 sec): 2 clusters Score: Raw -19413.241449 + Penalty 263.582119 = -19149.659330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20210.660000 sec): 3 clusters Score: Raw -19312.143243 + Penalty 527.164238 = -18784.979005 nChanged 90 SP:Iteration 1F (20210.890000 sec): 3 clusters Score: Raw -19402.060970 + Penalty 527.164238 = -18874.896732 nChanged 30 SP:Iteration 2F (20211.030000 sec): 3 clusters Score: Raw -19434.532695 + Penalty 527.164238 = -18907.368457 nChanged 22 SP:Iteration 3F (20211.250000 sec): 3 clusters Score: Raw -19458.053870 + Penalty 527.164238 = -18930.889631 nChanged 15 SP:Iteration 4Q (20211.410000 sec): 3 clusters Score: Raw -19477.267243 + Penalty 527.164238 = -18950.103005 nChanged 12 SP:Iteration 5Q (20211.590000 sec): 3 clusters Score: Raw -19491.120340 + Penalty 527.164238 = -18963.956101 nChanged 11 SP:Iteration 6Q (20211.840000 sec): 3 clusters Score: Raw -19513.438111 + Penalty 527.164238 = -18986.273873 nChanged 7 SP:Iteration 7Q (20212.010000 sec): 3 clusters Score: Raw -19534.466884 + Penalty 527.164238 = -19007.302645 nChanged 7 SP:Iteration 8Q (20212.180000 sec): 3 clusters Score: Raw -19552.970239 + Penalty 527.164238 = -19025.806000 nChanged 4 SP:Iteration 9Q (20212.410000 sec): 3 clusters Score: Raw -19561.082501 + Penalty 527.164238 = -19033.918262 nChanged 2 SP:Iteration 10Q (20212.560000 sec): 3 clusters Score: Raw -19565.315263 + Penalty 527.164238 = -19038.151025 nChanged 3 SP:Iteration 11Q (20212.780000 sec): 3 clusters Score: Raw -19572.622413 + Penalty 527.164238 = -19045.458175 nChanged 2 SP:Iteration 12Q (20212.930000 sec): 3 clusters Score: Raw -19575.929532 + Penalty 527.164238 = -19048.765294 nChanged 1 SP:Iteration 13Q (20213.090000 sec): 3 clusters Score: Raw -19578.088926 + Penalty 527.164238 = -19050.924688 nChanged 0 SP:Iteration 14F (20213.340000 sec): 3 clusters Score: Raw -19578.088926 + Penalty 527.164238 = -19050.924688 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 61 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20213.440000 sec): 2 clusters Score: Raw -8131.363750 + Penalty 221.821478 = -7909.542272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20213.590000 sec): 3 clusters Score: Raw -8121.549428 + Penalty 443.642956 = -7677.906471 nChanged 27 SP:Iteration 1F (20213.830000 sec): 3 clusters Score: Raw -8175.199894 + Penalty 443.642956 = -7731.556937 nChanged 8 SP:Iteration 2F (20214.000000 sec): 3 clusters Score: Raw -8185.831544 + Penalty 443.642956 = -7742.188588 nChanged 3 SP:Iteration 3Q (20214.190000 sec): 3 clusters Score: Raw -8191.279083 + Penalty 443.642956 = -7747.636127 nChanged 3 SP:Iteration 4Q (20214.400000 sec): 3 clusters Score: Raw -8194.498519 + Penalty 443.642956 = -7750.855563 nChanged 2 SP:Iteration 5Q (20214.560000 sec): 3 clusters Score: Raw -8197.007516 + Penalty 443.642956 = -7753.364560 nChanged 3 SP:Iteration 6Q (20214.760000 sec): 3 clusters Score: Raw -8203.996344 + Penalty 443.642956 = -7760.353387 nChanged 0 SP:Iteration 7F (20214.920000 sec): 3 clusters Score: Raw -8203.996344 + Penalty 443.642956 = -7760.353387 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 62 (132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20215.020000 sec): 2 clusters Score: Raw -7998.561079 + Penalty 222.167487 = -7776.393592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20215.190000 sec): 3 clusters Score: Raw -7994.271060 + Penalty 444.334975 = -7549.936085 nChanged 27 SP:Iteration 1F (20215.380000 sec): 3 clusters Score: Raw -8031.476231 + Penalty 444.334975 = -7587.141256 nChanged 5 SP:Iteration 2Q (20215.550000 sec): 3 clusters Score: Raw -8038.523423 + Penalty 444.334975 = -7594.188448 nChanged 1 SP:Iteration 3Q (20215.740000 sec): 3 clusters Score: Raw -8040.479293 + Penalty 444.334975 = -7596.144318 nChanged 1 SP:Iteration 4Q (20215.940000 sec): 3 clusters Score: Raw -8041.212347 + Penalty 444.334975 = -7596.877372 nChanged 0 SP:Iteration 5F (20216.150000 sec): 3 clusters Score: Raw -8041.212347 + Penalty 444.334975 = -7596.877372 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 63 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20216.240000 sec): 2 clusters Score: Raw -22949.943226 + Penalty 271.923966 = -22678.019260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20216.470000 sec): 3 clusters Score: Raw -22799.470547 + Penalty 543.847933 = -22255.622615 nChanged 125 SP:Iteration 1F (20216.670000 sec): 3 clusters Score: Raw -22908.337894 + Penalty 543.847933 = -22364.489961 nChanged 36 SP:Iteration 2F (20216.890000 sec): 3 clusters Score: Raw -22961.760532 + Penalty 543.847933 = -22417.912599 nChanged 23 SP:Iteration 3F (20217.130000 sec): 3 clusters Score: Raw -22991.202820 + Penalty 543.847933 = -22447.354887 nChanged 12 SP:Iteration 4Q (20217.320000 sec): 3 clusters Score: Raw -23014.371260 + Penalty 543.847933 = -22470.523328 nChanged 10 SP:Iteration 5Q (20217.520000 sec): 3 clusters Score: Raw -23029.111601 + Penalty 543.847933 = -22485.263669 nChanged 11 SP:Iteration 6Q (20217.700000 sec): 3 clusters Score: Raw -23041.443276 + Penalty 543.847933 = -22497.595343 nChanged 3 SP:Iteration 7Q (20217.920000 sec): 3 clusters Score: Raw -23043.810808 + Penalty 543.847933 = -22499.962875 nChanged 3 SP:Iteration 8Q (20218.060000 sec): 3 clusters Score: Raw -23045.491034 + Penalty 543.847933 = -22501.643102 nChanged 1 SP:Iteration 9Q (20218.310000 sec): 3 clusters Score: Raw -23046.500092 + Penalty 543.847933 = -22502.652159 nChanged 0 SP:Iteration 10F (20218.430000 sec): 3 clusters Score: Raw -23046.500092 + Penalty 543.847933 = -22502.652159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 64 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20218.550000 sec): 2 clusters Score: Raw -5451.638017 + Penalty 214.283624 = -5237.354393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20218.750000 sec): 3 clusters Score: Raw -5450.568605 + Penalty 428.567248 = -5022.001357 nChanged 28 SP:Iteration 1F (20218.970000 sec): 3 clusters Score: Raw -5532.823139 + Penalty 428.567248 = -5104.255891 nChanged 11 SP:Iteration 2F (20219.100000 sec): 3 clusters Score: Raw -5559.942373 + Penalty 428.567248 = -5131.375125 nChanged 2 SP:Iteration 3Q (20219.330000 sec): 3 clusters Score: Raw -5564.988354 + Penalty 428.567248 = -5136.421105 nChanged 0 SP:Iteration 4F (20219.510000 sec): 3 clusters Score: Raw -5564.988354 + Penalty 428.567248 = -5136.421105 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 65 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20219.620000 sec): 2 clusters Score: Raw -8212.125788 + Penalty 225.490131 = -7986.635657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20219.760000 sec): 3 clusters Score: Raw -8191.751000 + Penalty 450.980262 = -7740.770738 nChanged 33 SP:Iteration 1F (20220.010000 sec): 3 clusters Score: Raw -8238.955012 + Penalty 450.980262 = -7787.974750 nChanged 6 SP:Iteration 2Q (20220.200000 sec): 3 clusters Score: Raw -8245.953848 + Penalty 450.980262 = -7794.973586 nChanged 3 SP:Iteration 3Q (20220.390000 sec): 3 clusters Score: Raw -8250.660077 + Penalty 450.980262 = -7799.679815 nChanged 1 SP:Iteration 4Q (20220.590000 sec): 3 clusters Score: Raw -8251.892927 + Penalty 450.980262 = -7800.912665 nChanged 1 SP:Iteration 5Q (20220.760000 sec): 3 clusters Score: Raw -8252.082451 + Penalty 450.980262 = -7801.102189 nChanged 0 SP:Iteration 6F (20220.940000 sec): 3 clusters Score: Raw -8252.082451 + Penalty 450.980262 = -7801.102189 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 66 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20221.030000 sec): 2 clusters Score: Raw -4498.314599 + Penalty 207.201399 = -4291.113200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20221.180000 sec): 3 clusters Score: Raw -4512.987364 + Penalty 414.402797 = -4098.584566 nChanged 19 SP:Iteration 1F (20221.340000 sec): 3 clusters Score: Raw -4534.292178 + Penalty 414.402797 = -4119.889381 nChanged 5 SP:Iteration 2F (20221.500000 sec): 3 clusters Score: Raw -4547.706963 + Penalty 414.402797 = -4133.304166 nChanged 3 SP:Iteration 3Q (20221.650000 sec): 3 clusters Score: Raw -4554.240866 + Penalty 414.402797 = -4139.838069 nChanged 3 SP:Iteration 4Q (20221.820000 sec): 3 clusters Score: Raw -4560.802399 + Penalty 414.402797 = -4146.399602 nChanged 0 SP:Iteration 5F (20222.050000 sec): 3 clusters Score: Raw -4560.802399 + Penalty 414.402797 = -4146.399602 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 67 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20222.120000 sec): 2 clusters Score: Raw -8521.528459 + Penalty 224.190043 = -8297.338416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20222.320000 sec): 3 clusters Score: Raw -8504.697981 + Penalty 448.380085 = -8056.317895 nChanged 35 SP:Iteration 1F (20222.530000 sec): 3 clusters Score: Raw -8561.193711 + Penalty 448.380085 = -8112.813626 nChanged 8 SP:Iteration 2F (20222.800000 sec): 3 clusters Score: Raw -8579.097248 + Penalty 448.380085 = -8130.717163 nChanged 5 SP:Iteration 3Q (20222.990000 sec): 3 clusters Score: Raw -8587.877027 + Penalty 448.380085 = -8139.496941 nChanged 1 SP:Iteration 4Q (20223.220000 sec): 3 clusters Score: Raw -8589.792476 + Penalty 448.380085 = -8141.412391 nChanged 3 SP:Iteration 5Q (20223.410000 sec): 3 clusters Score: Raw -8596.899677 + Penalty 448.380085 = -8148.519591 nChanged 2 SP:Iteration 6Q (20223.630000 sec): 3 clusters Score: Raw -8605.218836 + Penalty 448.380085 = -8156.838751 nChanged 2 SP:Iteration 7Q (20223.780000 sec): 3 clusters Score: Raw -8609.175336 + Penalty 448.380085 = -8160.795251 nChanged 2 SP:Iteration 8Q (20223.950000 sec): 3 clusters Score: Raw -8612.773956 + Penalty 448.380085 = -8164.393871 nChanged 0 SP:Iteration 9F (20224.120000 sec): 3 clusters Score: Raw -8612.773956 + Penalty 448.380085 = -8164.393871 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 68 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20224.200000 sec): 2 clusters Score: Raw -2653.864422 + Penalty 183.153502 = -2470.710920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20224.420000 sec): 3 clusters Score: Raw -2721.736719 + Penalty 366.307004 = -2355.429715 nChanged 5 SP:Iteration 1F (20224.590000 sec): 3 clusters Score: Raw -2735.648019 + Penalty 366.307004 = -2369.341016 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 69 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20224.700000 sec): 2 clusters Score: Raw -31141.562430 + Penalty 286.602191 = -30854.960240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20224.870000 sec): 3 clusters Score: Raw -30923.658718 + Penalty 573.204381 = -30350.454336 nChanged 200 SP:Iteration 1F (20225.080000 sec): 3 clusters Score: Raw -31036.336900 + Penalty 573.204381 = -30463.132519 nChanged 35 SP:Iteration 2F (20225.270000 sec): 3 clusters Score: Raw -31062.105526 + Penalty 573.204381 = -30488.901144 nChanged 26 SP:Iteration 3Q (20225.440000 sec): 3 clusters Score: Raw -31090.346414 + Penalty 573.204381 = -30517.142032 nChanged 24 SP:Iteration 4Q (20225.600000 sec): 3 clusters Score: Raw -31110.783772 + Penalty 573.204381 = -30537.579390 nChanged 24 SP:Iteration 5Q (20225.750000 sec): 3 clusters Score: Raw -31122.458913 + Penalty 573.204381 = -30549.254532 nChanged 7 SP:Iteration 6Q (20225.940000 sec): 3 clusters Score: Raw -31127.986385 + Penalty 573.204381 = -30554.782004 nChanged 6 SP:Iteration 7Q (20226.140000 sec): 3 clusters Score: Raw -31131.893161 + Penalty 573.204381 = -30558.688780 nChanged 7 SP:Iteration 8Q (20226.360000 sec): 3 clusters Score: Raw -31135.169987 + Penalty 573.204381 = -30561.965605 nChanged 5 SP:Iteration 9Q (20226.520000 sec): 3 clusters Score: Raw -31137.576269 + Penalty 573.204381 = -30564.371887 nChanged 5 SP:Iteration 10Q (20226.720000 sec): 3 clusters Score: Raw -31140.269482 + Penalty 573.204381 = -30567.065100 nChanged 4 SP:Iteration 11Q (20226.950000 sec): 3 clusters Score: Raw -31142.105995 + Penalty 573.204381 = -30568.901614 nChanged 1 SP:Iteration 12Q (20227.150000 sec): 3 clusters Score: Raw -31142.219026 + Penalty 573.204381 = -30569.014644 nChanged 0 SP:Iteration 13F (20227.310000 sec): 3 clusters Score: Raw -31142.219026 + Penalty 573.204381 = -30569.014644 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 70 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20227.370000 sec): 2 clusters Score: Raw -2685.096811 + Penalty 177.997047 = -2507.099764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20227.590000 sec): 3 clusters Score: Raw -2742.779076 + Penalty 355.994093 = -2386.784983 nChanged 9 SP:Iteration 1F (20227.810000 sec): 3 clusters Score: Raw -2781.810860 + Penalty 355.994093 = -2425.816766 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 71 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20227.910000 sec): 2 clusters Score: Raw -6228.787949 + Penalty 219.688275 = -6009.099674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20228.100000 sec): 3 clusters Score: Raw -6242.156175 + Penalty 439.376550 = -5802.779625 nChanged 25 SP:Iteration 1F (20228.290000 sec): 3 clusters Score: Raw -6270.673463 + Penalty 439.376550 = -5831.296913 nChanged 4 SP:Iteration 2Q (20228.480000 sec): 3 clusters Score: Raw -6277.163396 + Penalty 439.376550 = -5837.786846 nChanged 2 SP:Iteration 3Q (20228.660000 sec): 3 clusters Score: Raw -6282.155182 + Penalty 439.376550 = -5842.778632 nChanged 1 SP:Iteration 4Q (20228.860000 sec): 3 clusters Score: Raw -6284.913345 + Penalty 439.376550 = -5845.536795 nChanged 0 SP:Iteration 5F (20229.070000 sec): 3 clusters Score: Raw -6284.913345 + Penalty 439.376550 = -5845.536795 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 72 (90 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20229.180000 sec): 2 clusters Score: Raw -3331.774558 + Penalty 204.741340 = -3127.033218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20229.390000 sec): 3 clusters Score: Raw -3346.746669 + Penalty 409.482680 = -2937.263989 nChanged 18 SP:Iteration 1F (20229.640000 sec): 3 clusters Score: Raw -3410.405760 + Penalty 409.482680 = -3000.923080 nChanged 4 SP:Iteration 2Q (20229.820000 sec): 3 clusters Score: Raw -3422.139129 + Penalty 409.482680 = -3012.656449 nChanged 2 SP:Iteration 3Q (20230.050000 sec): 3 clusters Score: Raw -3428.227412 + Penalty 409.482680 = -3018.744732 nChanged 2 SP:Iteration 4Q (20230.210000 sec): 3 clusters Score: Raw -3432.610900 + Penalty 409.482680 = -3023.128220 nChanged 0 SP:Iteration 5F (20230.420000 sec): 3 clusters Score: Raw -3432.610900 + Penalty 409.482680 = -3023.128220 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 73 (74 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20230.520000 sec): 2 clusters Score: Raw -3724.081683 + Penalty 195.834962 = -3528.246722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20230.730000 sec): 3 clusters Score: Raw -3770.227449 + Penalty 391.669923 = -3378.557525 nChanged 16 SP:Iteration 1F (20230.930000 sec): 3 clusters Score: Raw -3811.734811 + Penalty 391.669923 = -3420.064888 nChanged 5 SP:Iteration 2F (20231.180000 sec): 3 clusters Score: Raw -3829.288060 + Penalty 391.669923 = -3437.618137 nChanged 2 SP:Iteration 3Q (20231.370000 sec): 3 clusters Score: Raw -3839.918298 + Penalty 391.669923 = -3448.248375 nChanged 0 SP:Iteration 4F (20231.570000 sec): 3 clusters Score: Raw -3839.918298 + Penalty 391.669923 = -3448.248375 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 74 (62 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20231.690000 sec): 2 clusters Score: Raw -2285.665257 + Penalty 187.784615 = -2097.880642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20231.880000 sec): 3 clusters Score: Raw -2348.041563 + Penalty 375.569229 = -1972.472334 nChanged 9 SP:Iteration 1F (20232.090000 sec): 3 clusters Score: Raw -2371.998305 + Penalty 375.569229 = -1996.429076 nChanged 1 SP:Iteration 2Q (20232.260000 sec): 3 clusters Score: Raw -2377.430449 + Penalty 375.569229 = -2001.861220 nChanged 0 SP:Iteration 3F (20232.430000 sec): 3 clusters Score: Raw -2377.430449 + Penalty 375.569229 = -2001.861220 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 75 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20232.530000 sec): 2 clusters Score: Raw -4816.609848 + Penalty 210.880169 = -4605.729679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20232.740000 sec): 3 clusters Score: Raw -4837.235111 + Penalty 421.760338 = -4415.474773 nChanged 20 SP:Iteration 1F (20232.990000 sec): 3 clusters Score: Raw -4885.373363 + Penalty 421.760338 = -4463.613025 nChanged 4 SP:Iteration 2Q (20233.190000 sec): 3 clusters Score: Raw -4901.741807 + Penalty 421.760338 = -4479.981469 nChanged 2 SP:Iteration 3Q (20233.370000 sec): 3 clusters Score: Raw -4905.977590 + Penalty 421.760338 = -4484.217252 nChanged 0 SP:Iteration 4F (20233.720000 sec): 3 clusters Score: Raw -4905.977590 + Penalty 421.760338 = -4484.217252 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 76 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20233.830000 sec): 2 clusters Score: Raw -2552.423372 + Penalty 189.229180 = -2363.194192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20234.010000 sec): 3 clusters Score: Raw -2616.440658 + Penalty 378.458361 = -2237.982298 nChanged 12 SP:Iteration 1F (20234.160000 sec): 3 clusters Score: Raw -2662.038530 + Penalty 378.458361 = -2283.580169 nChanged 1 SP:Iteration 2Q (20234.410000 sec): 3 clusters Score: Raw -2666.868522 + Penalty 378.458361 = -2288.410161 nChanged 0 SP:Iteration 3F (20234.550000 sec): 3 clusters Score: Raw -2666.868522 + Penalty 378.458361 = -2288.410161 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 77 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20234.670000 sec): 2 clusters Score: Raw -2456.410692 + Penalty 195.215905 = -2261.194787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20234.850000 sec): 3 clusters Score: Raw -2526.039622 + Penalty 390.431809 = -2135.607813 nChanged 21 SP:Iteration 1F (20235.060000 sec): 3 clusters Score: Raw -2610.953194 + Penalty 390.431809 = -2220.521385 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 78 (59 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20235.170000 sec): 2 clusters Score: Raw -2919.101834 + Penalty 185.527954 = -2733.573881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20235.330000 sec): 3 clusters Score: Raw -2957.761330 + Penalty 371.055907 = -2586.705423 nChanged 7 SP:Iteration 1F (20235.520000 sec): 3 clusters Score: Raw -2989.252670 + Penalty 371.055907 = -2618.196762 nChanged 2 SP:Iteration 2Q (20235.770000 sec): 3 clusters Score: Raw -3001.803689 + Penalty 371.055907 = -2630.747782 nChanged 0 SP:Iteration 3F (20235.940000 sec): 3 clusters Score: Raw -3001.803689 + Penalty 371.055907 = -2630.747782 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 79 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20235.990000 sec): 2 clusters Score: Raw -10512.689572 + Penalty 245.202764 = -10267.486808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20236.170000 sec): 3 clusters Score: Raw -10505.170834 + Penalty 490.405527 = -10014.765307 nChanged 67 SP:Iteration 1F (20236.340000 sec): 3 clusters Score: Raw -10612.491187 + Penalty 490.405527 = -10122.085660 nChanged 14 SP:Iteration 2F (20236.510000 sec): 3 clusters Score: Raw -10627.563231 + Penalty 490.405527 = -10137.157703 nChanged 10 SP:Iteration 3Q (20236.690000 sec): 3 clusters Score: Raw -10637.758982 + Penalty 490.405527 = -10147.353455 nChanged 6 SP:Iteration 4Q (20236.890000 sec): 3 clusters Score: Raw -10654.093349 + Penalty 490.405527 = -10163.687822 nChanged 8 SP:Iteration 5Q (20237.030000 sec): 3 clusters Score: Raw -10668.052371 + Penalty 490.405527 = -10177.646844 nChanged 1 SP:Iteration 6Q (20237.210000 sec): 3 clusters Score: Raw -10670.387059 + Penalty 490.405527 = -10179.981532 nChanged 1 SP:Iteration 7Q (20237.360000 sec): 3 clusters Score: Raw -10672.646162 + Penalty 490.405527 = -10182.240634 nChanged 0 SP:Iteration 8F (20237.530000 sec): 3 clusters Score: Raw -10672.646162 + Penalty 490.405527 = -10182.240634 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 80 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20237.620000 sec): 2 clusters Score: Raw -6831.077925 + Penalty 218.208470 = -6612.869455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20237.850000 sec): 3 clusters Score: Raw -6838.077447 + Penalty 436.416940 = -6401.660507 nChanged 30 SP:Iteration 1F (20238.020000 sec): 3 clusters Score: Raw -6890.267577 + Penalty 436.416940 = -6453.850638 nChanged 3 SP:Iteration 2Q (20238.220000 sec): 3 clusters Score: Raw -6901.589978 + Penalty 436.416940 = -6465.173039 nChanged 3 SP:Iteration 3Q (20238.410000 sec): 3 clusters Score: Raw -6916.989994 + Penalty 436.416940 = -6480.573054 nChanged 1 SP:Iteration 4Q (20238.620000 sec): 3 clusters Score: Raw -6922.897388 + Penalty 436.416940 = -6486.480448 nChanged 2 SP:Iteration 5Q (20238.810000 sec): 3 clusters Score: Raw -6924.565671 + Penalty 436.416940 = -6488.148732 nChanged 0 SP:Iteration 6F (20239.020000 sec): 3 clusters Score: Raw -6924.565671 + Penalty 436.416940 = -6488.148732 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 82 (35 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20239.070000 sec): 2 clusters Score: Raw -2221.679159 + Penalty 161.768337 = -2059.910822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20239.260000 sec): 3 clusters Score: Raw -2307.617969 + Penalty 323.536674 = -1984.081295 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 83 (18 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20239.420000 sec): 2 clusters Score: Raw -1025.013095 + Penalty 131.511915 = -893.501180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20239.420000 sec): 1 clusters Score: Raw 52.999901 + Penalty 0.000000 = 52.999901 nChanged 18 SP:Iteration 1F (20239.420000 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 84 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20239.530000 sec): 2 clusters Score: Raw -7094.412392 + Penalty 216.288354 = -6878.124038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20239.670000 sec): 3 clusters Score: Raw -7079.775599 + Penalty 432.576707 = -6647.198891 nChanged 17 SP:Iteration 1F (20239.830000 sec): 3 clusters Score: Raw -7115.434017 + Penalty 432.576707 = -6682.857310 nChanged 8 SP:Iteration 2F (20240.030000 sec): 3 clusters Score: Raw -7135.088038 + Penalty 432.576707 = -6702.511331 nChanged 4 SP:Iteration 3Q (20240.250000 sec): 3 clusters Score: Raw -7145.663510 + Penalty 432.576707 = -6713.086802 nChanged 2 SP:Iteration 4Q (20240.460000 sec): 3 clusters Score: Raw -7151.151762 + Penalty 432.576707 = -6718.575055 nChanged 0 SP:Iteration 5F (20240.640000 sec): 3 clusters Score: Raw -7151.151762 + Penalty 432.576707 = -6718.575055 nChanged 0 Memory request: 0.00 GB would take us to total of 2.68 GB. Trying to split cluster 87 (26 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20240.730000 sec): 2 clusters Score: Raw -1201.876761 + Penalty 148.243392 = -1053.633369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20240.830000 sec): 2 clusters Score: Raw -110.503989 + Penalty 148.243392 = 37.739404 nChanged 12 SP:Iteration 1F (20240.920000 sec): 2 clusters Score: Raw -1201.876761 + Penalty 148.243392 = -1053.633369 nChanged 0 ------ Evaluating fit on full set of 1182174 points ------ Score: Raw -72156928.559880 + Penalty 52806.292219 = -72104122.267661 Time taken for this iteration:12851.780000 seconds. 21->84 Clusters: Score -72104122.267661, best is -72035406.830862 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 26194 (time per iteration =252.064858 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 104562457920.000000 (time per metric unit =63.144909ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1254749495040.000000 (time per metric unit=5262.075750ps) That took 6602.586890 seconds.