warning: commands will be executed using /bin/sh job 5779 at Fri Jul 31 11:36:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150323/YutaMouse32-150323 ElecNo 9 UseFeatures 11111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 2.76 and 4.14 GB of RAM. Memory request: 1.38 GB would take us to total of 1.38 GB. ---------------------------------------------------------- Loaded 767562 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.46 GB would take us to total of 1.84 GB. ------ Running on subset of 255854 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (3295 points): Lose 257.365838 but Gain 2023.508865 Iteration 0F (25.580000 sec): 19 clusters Score: Raw -29516361.420004 + Penalty 36423.159576 = -29479938.260428 nChanged 241184 Deleting Class 13 (1951 points): Lose 1764.219265 but Gain 2023.508865 Iteration 1F (35.620000 sec): 18 clusters Score: Raw -30597129.507932 + Penalty 34399.650711 = -30562729.857221 nChanged 116002 Deleting Class 11 (1606 points): Lose 1402.910046 but Gain 2023.508865 Iteration 2F (44.400000 sec): 17 clusters Score: Raw -30843708.429168 + Penalty 32376.141846 = -30811332.287323 nChanged 46086 Deleting Class 3 (809 points): Lose 784.390597 but Gain 2023.508865 Iteration 3F (53.150000 sec): 16 clusters Score: Raw -30904718.491905 + Penalty 30352.632980 = -30874365.858925 nChanged 29186 Deleting Class 9 (510 points): Lose 534.363338 but Gain 2023.508865 Iteration 4F (60.960000 sec): 15 clusters Score: Raw -30930203.714143 + Penalty 28329.124115 = -30901874.590028 nChanged 25258 Deleting Class 6 (1579 points): Lose 1951.453240 but Gain 2023.508865 Iteration 5F (68.290000 sec): 14 clusters Score: Raw -30946158.397288 + Penalty 26305.615249 = -30919852.782038 nChanged 26258 Deleting Class 2 (1635 points): Lose 1802.495400 but Gain 2023.508865 Iteration 6F (74.760000 sec): 13 clusters Score: Raw -30965287.183298 + Penalty 24282.106384 = -30941005.076914 nChanged 27741 Iteration 7F (81.800000 sec): 13 clusters Score: Raw -30990182.467735 + Penalty 24282.106384 = -30965900.361351 nChanged 25637 Iteration 8F (89.040000 sec): 13 clusters Score: Raw -31014516.008502 + Penalty 24282.106384 = -30990233.902118 nChanged 21138 Iteration 9F (95.080000 sec): 13 clusters Score: Raw -31034846.154854 + Penalty 24282.106384 = -31010564.048470 nChanged 13610 Deleting Class 15 (1154 points): Lose 1389.495751 but Gain 2023.508865 Iteration 10F (101.690000 sec): 12 clusters Score: Raw -31045565.912439 + Penalty 22258.597519 = -31023307.314920 nChanged 8181 Iteration 11Q (105.110000 sec): 12 clusters Score: Raw -31052689.330140 + Penalty 22258.597519 = -31030430.732622 nChanged 3360 Iteration 12Q (108.810000 sec): 12 clusters Score: Raw -31055223.589427 + Penalty 22258.597519 = -31032964.991908 nChanged 1960 Iteration 13Q (112.900000 sec): 12 clusters Score: Raw -31056219.716534 + Penalty 22258.597519 = -31033961.119015 nChanged 1292 Iteration 14Q (116.280000 sec): 12 clusters Score: Raw -31056811.398205 + Penalty 22258.597519 = -31034552.800687 nChanged 1020 Iteration 15Q (120.210000 sec): 12 clusters Score: Raw -31057201.236619 + Penalty 22258.597519 = -31034942.639100 nChanged 768 Iteration 16Q (123.990000 sec): 12 clusters Score: Raw -31057449.226757 + Penalty 22258.597519 = -31035190.629238 nChanged 584 Iteration 17Q (128.170000 sec): 12 clusters Score: Raw -31057597.397980 + Penalty 22258.597519 = -31035338.800461 nChanged 439 Iteration 18Q (132.050000 sec): 12 clusters Score: Raw -31057693.174566 + Penalty 22258.597519 = -31035434.577047 nChanged 324 Iteration 19Q (136.550000 sec): 12 clusters Score: Raw -31057764.158033 + Penalty 22258.597519 = -31035505.560514 nChanged 275 Writing temp clu file Because OldScore, -31035434.577047, is greater than current (better) Score,-31035505.560514 Compute initial score before splitting: Score: Raw -31057764.158033 + Penalty 22258.597519 = -31035505.560514 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.660000 sec): 2 clusters Score: Raw -94081.102147 + Penalty 1085.026062 = -92996.076084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.900000 sec): 3 clusters Score: Raw -93909.297248 + Penalty 2170.052125 = -91739.245123 nChanged 245 SP:Iteration 1F (137.030000 sec): 3 clusters Score: Raw -94459.203487 + Penalty 2170.052125 = -92289.151362 nChanged 104 SP:Iteration 2F (137.200000 sec): 3 clusters Score: Raw -94842.623379 + Penalty 2170.052125 = -92672.571254 nChanged 69 SP:Iteration 3F (137.390000 sec): 3 clusters Score: Raw -95122.161943 + Penalty 2170.052125 = -92952.109818 nChanged 54 SP:Iteration 4F (137.570000 sec): 3 clusters Score: Raw -95486.736299 + Penalty 2170.052125 = -93316.684174 nChanged 37 SP:Iteration 5Q (137.750000 sec): 3 clusters Score: Raw -96167.050402 + Penalty 2170.052125 = -93996.998278 nChanged 6 SP:Iteration 6Q (137.960000 sec): 3 clusters Score: Raw -96255.715428 + Penalty 2170.052125 = -94085.663303 nChanged 0 SP:Iteration 7F (138.160000 sec): 3 clusters Score: Raw -96255.715428 + Penalty 2170.052125 = -94085.663303 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 2. Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (138.280000 sec): 2 clusters Score: Raw -137778.395087 + Penalty 1154.556885 = -136623.838202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (138.510000 sec): 3 clusters Score: Raw -137379.829389 + Penalty 2309.113771 = -135070.715618 nChanged 394 SP:Iteration 1F (138.670000 sec): 3 clusters Score: Raw -137795.784157 + Penalty 2309.113771 = -135486.670387 nChanged 120 SP:Iteration 2F (138.810000 sec): 3 clusters Score: Raw -138033.712686 + Penalty 2309.113771 = -135724.598915 nChanged 82 SP:Iteration 3F (138.980000 sec): 3 clusters Score: Raw -138224.816861 + Penalty 2309.113771 = -135915.703090 nChanged 49 SP:Iteration 4Q (139.070000 sec): 3 clusters Score: Raw -138296.503361 + Penalty 2309.113771 = -135987.389590 nChanged 36 SP:Iteration 5Q (139.270000 sec): 3 clusters Score: Raw -138338.578865 + Penalty 2309.113771 = -136029.465095 nChanged 35 SP:Iteration 6Q (139.390000 sec): 3 clusters Score: Raw -138382.756130 + Penalty 2309.113771 = -136073.642359 nChanged 21 SP:Iteration 7Q (139.580000 sec): 3 clusters Score: Raw -138408.966694 + Penalty 2309.113771 = -136099.852923 nChanged 21 SP:Iteration 8Q (139.740000 sec): 3 clusters Score: Raw -138432.402265 + Penalty 2309.113771 = -136123.288494 nChanged 16 SP:Iteration 9Q (139.940000 sec): 3 clusters Score: Raw -138447.932454 + Penalty 2309.113771 = -136138.818684 nChanged 19 SP:Iteration 10Q (140.140000 sec): 3 clusters Score: Raw -138464.203496 + Penalty 2309.113771 = -136155.089725 nChanged 15 SP:Iteration 11Q (140.350000 sec): 3 clusters Score: Raw -138480.095799 + Penalty 2309.113771 = -136170.982028 nChanged 9 SP:Iteration 12Q (140.550000 sec): 3 clusters Score: Raw -138487.901295 + Penalty 2309.113771 = -136178.787524 nChanged 5 SP:Iteration 13Q (140.740000 sec): 3 clusters Score: Raw -138494.798865 + Penalty 2309.113771 = -136185.685095 nChanged 12 SP:Iteration 14Q (140.920000 sec): 3 clusters Score: Raw -138508.516077 + Penalty 2309.113771 = -136199.402306 nChanged 13 SP:Iteration 15Q (141.110000 sec): 3 clusters Score: Raw -138522.808784 + Penalty 2309.113771 = -136213.695014 nChanged 9 SP:Iteration 16Q (141.280000 sec): 3 clusters Score: Raw -138532.749278 + Penalty 2309.113771 = -136223.635507 nChanged 8 SP:Iteration 17Q (141.520000 sec): 3 clusters Score: Raw -138537.298065 + Penalty 2309.113771 = -136228.184294 nChanged 2 SP:Iteration 18Q (141.680000 sec): 3 clusters Score: Raw -138539.012055 + Penalty 2309.113771 = -136229.898284 nChanged 2 SP:Iteration 19Q (141.860000 sec): 3 clusters Score: Raw -138541.528581 + Penalty 2309.113771 = -136232.414811 nChanged 1 SP:Iteration 20F (142.090000 sec): 3 clusters Score: Raw -138541.816346 + Penalty 2309.113771 = -136232.702575 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (1474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (142.150000 sec): 2 clusters Score: Raw -174995.474263 + Penalty 1185.556949 = -173809.917314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (142.370000 sec): 3 clusters Score: Raw -174504.561114 + Penalty 2371.113899 = -172133.447215 nChanged 479 SP:Iteration 1F (142.570000 sec): 3 clusters Score: Raw -175052.560989 + Penalty 2371.113899 = -172681.447090 nChanged 174 SP:Iteration 2F (142.770000 sec): 3 clusters Score: Raw -175338.334195 + Penalty 2371.113899 = -172967.220296 nChanged 118 SP:Iteration 3F (142.940000 sec): 3 clusters Score: Raw -175519.835570 + Penalty 2371.113899 = -173148.721672 nChanged 66 SP:Iteration 4Q (143.150000 sec): 3 clusters Score: Raw -175628.293637 + Penalty 2371.113899 = -173257.179738 nChanged 57 SP:Iteration 5Q (143.370000 sec): 3 clusters Score: Raw -175714.228287 + Penalty 2371.113899 = -173343.114388 nChanged 57 SP:Iteration 6Q (143.520000 sec): 3 clusters Score: Raw -175801.491742 + Penalty 2371.113899 = -173430.377843 nChanged 59 SP:Iteration 7Q (143.710000 sec): 3 clusters Score: Raw -175915.324344 + Penalty 2371.113899 = -173544.210445 nChanged 78 SP:Iteration 8F (143.890000 sec): 3 clusters Score: Raw -176178.166465 + Penalty 2371.113899 = -173807.052566 nChanged 92 SP:Iteration 9F (144.060000 sec): 3 clusters Score: Raw -176772.258436 + Penalty 2371.113899 = -174401.144537 nChanged 52 SP:Iteration 10Q (144.230000 sec): 3 clusters Score: Raw -177247.547621 + Penalty 2371.113899 = -174876.433723 nChanged 6 SP:Iteration 11Q (144.430000 sec): 3 clusters Score: Raw -177304.098202 + Penalty 2371.113899 = -174932.984303 nChanged 0 SP:Iteration 12F (144.610000 sec): 3 clusters Score: Raw -177304.098202 + Penalty 2371.113899 = -174932.984303 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 1.84 GB. Trying to split cluster 7 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.710000 sec): 2 clusters Score: Raw -35113.244082 + Penalty 947.680903 = -34165.563180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.870000 sec): 3 clusters Score: Raw -35222.085411 + Penalty 1895.361805 = -33326.723606 nChanged 115 SP:Iteration 1F (145.030000 sec): 3 clusters Score: Raw -35638.720914 + Penalty 1895.361805 = -33743.359108 nChanged 44 SP:Iteration 2F (145.220000 sec): 3 clusters Score: Raw -35874.785301 + Penalty 1895.361805 = -33979.423495 nChanged 21 SP:Iteration 3F (145.420000 sec): 3 clusters Score: Raw -35953.149798 + Penalty 1895.361805 = -34057.787993 nChanged 8 SP:Iteration 4Q (145.590000 sec): 3 clusters Score: Raw -35987.790785 + Penalty 1895.361805 = -34092.428980 nChanged 6 SP:Iteration 5Q (145.730000 sec): 3 clusters Score: Raw -36005.880056 + Penalty 1895.361805 = -34110.518251 nChanged 7 SP:Iteration 6Q (145.900000 sec): 3 clusters Score: Raw -36021.620323 + Penalty 1895.361805 = -34126.258518 nChanged 2 SP:Iteration 7Q (146.070000 sec): 3 clusters Score: Raw -36027.581323 + Penalty 1895.361805 = -34132.219518 nChanged 4 SP:Iteration 8Q (146.210000 sec): 3 clusters Score: Raw -36033.813181 + Penalty 1895.361805 = -34138.451376 nChanged 1 SP:Iteration 9Q (146.370000 sec): 3 clusters Score: Raw -36034.229840 + Penalty 1895.361805 = -34138.868035 nChanged 0 SP:Iteration 10F (146.560000 sec): 3 clusters Score: Raw -36034.229840 + Penalty 1895.361805 = -34138.868035 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (2036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.650000 sec): 2 clusters Score: Raw -227994.082109 + Penalty 1238.045636 = -226756.036473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.810000 sec): 3 clusters Score: Raw -227126.101115 + Penalty 2476.091273 = -224650.009842 nChanged 756 SP:Iteration 1F (146.980000 sec): 3 clusters Score: Raw -228215.901926 + Penalty 2476.091273 = -225739.810654 nChanged 263 SP:Iteration 2F (147.200000 sec): 3 clusters Score: Raw -228900.508944 + Penalty 2476.091273 = -226424.417671 nChanged 227 SP:Iteration 3F (147.320000 sec): 3 clusters Score: Raw -229577.782284 + Penalty 2476.091273 = -227101.691011 nChanged 185 SP:Iteration 4F (147.540000 sec): 3 clusters Score: Raw -230257.333714 + Penalty 2476.091273 = -227781.242441 nChanged 139 SP:Iteration 5F (147.670000 sec): 3 clusters Score: Raw -231202.824221 + Penalty 2476.091273 = -228726.732948 nChanged 49 SP:Iteration 6Q (147.890000 sec): 3 clusters Score: Raw -231333.239352 + Penalty 2476.091273 = -228857.148079 nChanged 22 SP:Iteration 7Q (148.020000 sec): 3 clusters Score: Raw -231355.797702 + Penalty 2476.091273 = -228879.706429 nChanged 8 SP:Iteration 8Q (148.250000 sec): 3 clusters Score: Raw -231365.505331 + Penalty 2476.091273 = -228889.414059 nChanged 4 SP:Iteration 9Q (148.450000 sec): 3 clusters Score: Raw -231367.487023 + Penalty 2476.091273 = -228891.395751 nChanged 3 SP:Iteration 10Q (148.630000 sec): 3 clusters Score: Raw -231368.505374 + Penalty 2476.091273 = -228892.414101 nChanged 2 SP:Iteration 11Q (148.820000 sec): 3 clusters Score: Raw -231369.540185 + Penalty 2476.091273 = -228893.448912 nChanged 1 SP:Iteration 12Q (148.990000 sec): 3 clusters Score: Raw -231370.056704 + Penalty 2476.091273 = -228893.965431 nChanged 1 SP:Iteration 13Q (149.150000 sec): 3 clusters Score: Raw -231371.163538 + Penalty 2476.091273 = -228895.072265 nChanged 1 SP:Iteration 14Q (149.380000 sec): 3 clusters Score: Raw -231371.574164 + Penalty 2476.091273 = -228895.482891 nChanged 0 SP:Iteration 15F (149.550000 sec): 3 clusters Score: Raw -231371.574164 + Penalty 2476.091273 = -228895.482891 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 6. Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.680000 sec): 2 clusters Score: Raw -130058.230412 + Penalty 1139.615066 = -128918.615347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (149.820000 sec): 3 clusters Score: Raw -129700.804651 + Penalty 2279.230132 = -127421.574520 nChanged 336 SP:Iteration 1F (149.980000 sec): 3 clusters Score: Raw -130025.432227 + Penalty 2279.230132 = -127746.202095 nChanged 94 SP:Iteration 2F (150.190000 sec): 3 clusters Score: Raw -130138.639672 + Penalty 2279.230132 = -127859.409541 nChanged 51 SP:Iteration 3Q (150.400000 sec): 3 clusters Score: Raw -130196.356978 + Penalty 2279.230132 = -127917.126846 nChanged 44 SP:Iteration 4Q (150.600000 sec): 3 clusters Score: Raw -130251.339973 + Penalty 2279.230132 = -127972.109841 nChanged 36 SP:Iteration 5Q (150.780000 sec): 3 clusters Score: Raw -130290.537759 + Penalty 2279.230132 = -128011.307627 nChanged 26 SP:Iteration 6Q (150.950000 sec): 3 clusters Score: Raw -130321.302802 + Penalty 2279.230132 = -128042.072671 nChanged 29 SP:Iteration 7Q (151.110000 sec): 3 clusters Score: Raw -130353.523806 + Penalty 2279.230132 = -128074.293674 nChanged 21 SP:Iteration 8Q (151.320000 sec): 3 clusters Score: Raw -130378.236551 + Penalty 2279.230132 = -128099.006419 nChanged 13 SP:Iteration 9Q (151.500000 sec): 3 clusters Score: Raw -130393.532062 + Penalty 2279.230132 = -128114.301930 nChanged 11 SP:Iteration 10Q (151.640000 sec): 3 clusters Score: Raw -130405.089444 + Penalty 2279.230132 = -128125.859312 nChanged 11 SP:Iteration 11Q (151.810000 sec): 3 clusters Score: Raw -130413.607550 + Penalty 2279.230132 = -128134.377418 nChanged 6 SP:Iteration 12Q (152.010000 sec): 3 clusters Score: Raw -130417.793713 + Penalty 2279.230132 = -128138.563582 nChanged 1 SP:Iteration 13Q (152.200000 sec): 3 clusters Score: Raw -130418.643610 + Penalty 2279.230132 = -128139.413478 nChanged 1 SP:Iteration 14Q (152.400000 sec): 3 clusters Score: Raw -130419.234224 + Penalty 2279.230132 = -128140.004092 nChanged 0 SP:Iteration 15F (152.620000 sec): 3 clusters Score: Raw -130419.234224 + Penalty 2279.230132 = -128140.004092 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (1883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.720000 sec): 2 clusters Score: Raw -230398.331845 + Penalty 1225.350998 = -229172.980847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.870000 sec): 3 clusters Score: Raw -229588.544401 + Penalty 2450.701997 = -227137.842404 nChanged 657 SP:Iteration 1F (153.060000 sec): 3 clusters Score: Raw -229992.131339 + Penalty 2450.701997 = -227541.429342 nChanged 138 SP:Iteration 2F (153.300000 sec): 3 clusters Score: Raw -230093.997160 + Penalty 2450.701997 = -227643.295163 nChanged 75 SP:Iteration 3Q (153.510000 sec): 3 clusters Score: Raw -230144.622426 + Penalty 2450.701997 = -227693.920430 nChanged 55 SP:Iteration 4Q (153.680000 sec): 3 clusters Score: Raw -230183.021400 + Penalty 2450.701997 = -227732.319403 nChanged 42 SP:Iteration 5Q (153.890000 sec): 3 clusters Score: Raw -230213.723978 + Penalty 2450.701997 = -227763.021981 nChanged 37 SP:Iteration 6Q (154.100000 sec): 3 clusters Score: Raw -230240.309842 + Penalty 2450.701997 = -227789.607845 nChanged 29 SP:Iteration 7Q (154.340000 sec): 3 clusters Score: Raw -230260.604980 + Penalty 2450.701997 = -227809.902983 nChanged 38 SP:Iteration 8Q (154.590000 sec): 3 clusters Score: Raw -230294.840133 + Penalty 2450.701997 = -227844.138136 nChanged 32 SP:Iteration 9Q (154.730000 sec): 3 clusters Score: Raw -230320.465050 + Penalty 2450.701997 = -227869.763053 nChanged 28 SP:Iteration 10Q (154.940000 sec): 3 clusters Score: Raw -230342.729778 + Penalty 2450.701997 = -227892.027781 nChanged 23 SP:Iteration 11Q (155.130000 sec): 3 clusters Score: Raw -230359.646806 + Penalty 2450.701997 = -227908.944809 nChanged 26 SP:Iteration 12Q (155.350000 sec): 3 clusters Score: Raw -230374.835828 + Penalty 2450.701997 = -227924.133831 nChanged 18 SP:Iteration 13Q (155.510000 sec): 3 clusters Score: Raw -230388.501335 + Penalty 2450.701997 = -227937.799338 nChanged 19 SP:Iteration 14Q (155.660000 sec): 3 clusters Score: Raw -230397.927108 + Penalty 2450.701997 = -227947.225111 nChanged 15 SP:Iteration 15Q (155.810000 sec): 3 clusters Score: Raw -230403.930379 + Penalty 2450.701997 = -227953.228383 nChanged 6 SP:Iteration 16Q (156.040000 sec): 3 clusters Score: Raw -230406.767548 + Penalty 2450.701997 = -227956.065551 nChanged 3 SP:Iteration 17Q (156.220000 sec): 3 clusters Score: Raw -230408.294565 + Penalty 2450.701997 = -227957.592568 nChanged 6 SP:Iteration 18Q (156.400000 sec): 3 clusters Score: Raw -230410.868948 + Penalty 2450.701997 = -227960.166951 nChanged 3 SP:Iteration 19Q (156.580000 sec): 3 clusters Score: Raw -230412.515263 + Penalty 2450.701997 = -227961.813266 nChanged 2 SP:Iteration 20F (156.800000 sec): 3 clusters Score: Raw -230412.992998 + Penalty 2450.701997 = -227962.291002 nChanged 1 SP:Iteration 21Q (156.940000 sec): 3 clusters Score: Raw -230413.589083 + Penalty 2450.701997 = -227962.887086 nChanged 1 SP:Iteration 22Q (157.130000 sec): 3 clusters Score: Raw -230413.925867 + Penalty 2450.701997 = -227963.223871 nChanged 1 SP:Iteration 23Q (157.320000 sec): 3 clusters Score: Raw -230414.391748 + Penalty 2450.701997 = -227963.689751 nChanged 1 SP:Iteration 24Q (157.480000 sec): 3 clusters Score: Raw -230414.578478 + Penalty 2450.701997 = -227963.876481 nChanged 1 SP:Iteration 25Q (157.680000 sec): 3 clusters Score: Raw -230414.899264 + Penalty 2450.701997 = -227964.197268 nChanged 0 SP:Iteration 26F (157.870000 sec): 3 clusters Score: Raw -230414.899264 + Penalty 2450.701997 = -227964.197268 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (224949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (159.060000 sec): 2 clusters Score: Raw -27544674.940648 + Penalty 2002.589711 = -27542672.350938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.150000 sec): 3 clusters Score: Raw -27395166.879074 + Penalty 4005.179421 = -27391161.699653 nChanged 109133 SP:Iteration 1F (161.240000 sec): 3 clusters Score: Raw -27459883.641712 + Penalty 4005.179421 = -27455878.462291 nChanged 6642 SP:Iteration 2Q (162.360000 sec): 3 clusters Score: Raw -27461562.752981 + Penalty 4005.179421 = -27457557.573560 nChanged 8139 SP:Iteration 3Q (163.510000 sec): 3 clusters Score: Raw -27464213.114756 + Penalty 4005.179421 = -27460207.935334 nChanged 10139 SP:Iteration 4Q (164.660000 sec): 3 clusters Score: Raw -27468342.681008 + Penalty 4005.179421 = -27464337.501587 nChanged 12496 SP:Iteration 5F (165.810000 sec): 3 clusters Score: Raw -27474483.578332 + Penalty 4005.179421 = -27470478.398910 nChanged 14376 SP:Iteration 6F (166.900000 sec): 3 clusters Score: Raw -27482674.744556 + Penalty 4005.179421 = -27478669.565135 nChanged 15435 SP:Iteration 7F (168.020000 sec): 3 clusters Score: Raw -27492762.641985 + Penalty 4005.179421 = -27488757.462563 nChanged 15132 SP:Iteration 8F (169.150000 sec): 3 clusters Score: Raw -27503742.829492 + Penalty 4005.179421 = -27499737.650071 nChanged 13660 SP:Iteration 9F (170.340000 sec): 3 clusters Score: Raw -27514254.410823 + Penalty 4005.179421 = -27510249.231402 nChanged 11331 SP:Iteration 10F (171.390000 sec): 3 clusters Score: Raw -27523417.594959 + Penalty 4005.179421 = -27519412.415537 nChanged 8614 SP:Iteration 11Q (172.510000 sec): 3 clusters Score: Raw -27530812.811677 + Penalty 4005.179421 = -27526807.632256 nChanged 6223 SP:Iteration 12Q (173.620000 sec): 3 clusters Score: Raw -27536413.166655 + Penalty 4005.179421 = -27532407.987234 nChanged 4305 SP:Iteration 13Q (174.590000 sec): 3 clusters Score: Raw -27540324.335089 + Penalty 4005.179421 = -27536319.155667 nChanged 2718 SP:Iteration 14Q (175.790000 sec): 3 clusters Score: Raw -27542732.165844 + Penalty 4005.179421 = -27538726.986422 nChanged 1390 SP:Iteration 15Q (176.660000 sec): 3 clusters Score: Raw -27543947.940772 + Penalty 4005.179421 = -27539942.761350 nChanged 603 SP:Iteration 16Q (177.590000 sec): 3 clusters Score: Raw -27544454.221827 + Penalty 4005.179421 = -27540449.042406 nChanged 214 SP:Iteration 17Q (178.600000 sec): 3 clusters Score: Raw -27544634.692236 + Penalty 4005.179421 = -27540629.512815 nChanged 110 SP:Iteration 18Q (179.550000 sec): 3 clusters Score: Raw -27544744.062564 + Penalty 4005.179421 = -27540738.883143 nChanged 53 SP:Iteration 19Q (180.560000 sec): 3 clusters Score: Raw -27544801.042987 + Penalty 4005.179421 = -27540795.863565 nChanged 30 SP:Iteration 20F (181.610000 sec): 3 clusters Score: Raw -27544839.935985 + Penalty 4005.179421 = -27540834.756564 nChanged 19 SP:Iteration 21Q (182.590000 sec): 3 clusters Score: Raw -27544858.888640 + Penalty 4005.179421 = -27540853.709219 nChanged 8 SP:Iteration 22Q (183.540000 sec): 3 clusters Score: Raw -27544868.275812 + Penalty 4005.179421 = -27540863.096391 nChanged 6 SP:Iteration 23Q (184.480000 sec): 3 clusters Score: Raw -27544874.969544 + Penalty 4005.179421 = -27540869.790122 nChanged 6 SP:Iteration 24Q (185.510000 sec): 3 clusters Score: Raw -27544879.328279 + Penalty 4005.179421 = -27540874.148858 nChanged 5 SP:Iteration 25Q (186.530000 sec): 3 clusters Score: Raw -27544886.567053 + Penalty 4005.179421 = -27540881.387632 nChanged 5 SP:Iteration 26Q (187.570000 sec): 3 clusters Score: Raw -27544891.946303 + Penalty 4005.179421 = -27540886.766882 nChanged 4 SP:Iteration 27Q (188.560000 sec): 3 clusters Score: Raw -27544894.538831 + Penalty 4005.179421 = -27540889.359410 nChanged 0 SP:Iteration 28F (189.520000 sec): 3 clusters Score: Raw -27544894.538831 + Penalty 4005.179421 = -27540889.359410 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.710000 sec): 2 clusters Score: Raw -74380.942310 + Penalty 1065.245495 = -73315.696815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (189.920000 sec): 3 clusters Score: Raw -74353.811233 + Penalty 2130.490990 = -72223.320243 nChanged 218 SP:Iteration 1F (190.100000 sec): 3 clusters Score: Raw -74734.714683 + Penalty 2130.490990 = -72604.223693 nChanged 73 SP:Iteration 2F (190.260000 sec): 3 clusters Score: Raw -74952.067592 + Penalty 2130.490990 = -72821.576602 nChanged 52 SP:Iteration 3F (190.470000 sec): 3 clusters Score: Raw -75099.635726 + Penalty 2130.490990 = -72969.144736 nChanged 41 SP:Iteration 4F (190.630000 sec): 3 clusters Score: Raw -75216.172781 + Penalty 2130.490990 = -73085.681792 nChanged 31 SP:Iteration 5Q (190.810000 sec): 3 clusters Score: Raw -75320.141589 + Penalty 2130.490990 = -73189.650599 nChanged 26 SP:Iteration 6Q (191.050000 sec): 3 clusters Score: Raw -75372.164621 + Penalty 2130.490990 = -73241.673631 nChanged 18 SP:Iteration 7Q (191.190000 sec): 3 clusters Score: Raw -75411.884706 + Penalty 2130.490990 = -73281.393716 nChanged 18 SP:Iteration 8Q (191.410000 sec): 3 clusters Score: Raw -75483.599015 + Penalty 2130.490990 = -73353.108025 nChanged 7 SP:Iteration 9Q (191.590000 sec): 3 clusters Score: Raw -75504.919006 + Penalty 2130.490990 = -73374.428016 nChanged 7 SP:Iteration 10Q (191.780000 sec): 3 clusters Score: Raw -75550.144143 + Penalty 2130.490990 = -73419.653153 nChanged 4 SP:Iteration 11Q (191.990000 sec): 3 clusters Score: Raw -75563.394194 + Penalty 2130.490990 = -73432.903204 nChanged 0 SP:Iteration 12F (192.130000 sec): 3 clusters Score: Raw -75576.427140 + Penalty 2130.490990 = -73445.936150 nChanged 2 SP:Iteration 13Q (192.320000 sec): 3 clusters Score: Raw -75616.502172 + Penalty 2130.490990 = -73486.011182 nChanged 3 SP:Iteration 14Q (192.530000 sec): 3 clusters Score: Raw -75659.564276 + Penalty 2130.490990 = -73529.073286 nChanged 4 SP:Iteration 15Q (192.710000 sec): 3 clusters Score: Raw -75663.068707 + Penalty 2130.490990 = -73532.577717 nChanged 1 SP:Iteration 16Q (192.900000 sec): 3 clusters Score: Raw -75663.991838 + Penalty 2130.490990 = -73533.500848 nChanged 0 SP:Iteration 17F (193.090000 sec): 3 clusters Score: Raw -75663.991838 + Penalty 2130.490990 = -73533.500848 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (11494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.230000 sec): 2 clusters Score: Raw -1380277.869458 + Penalty 1519.306821 = -1378758.562636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.430000 sec): 3 clusters Score: Raw -1373675.930855 + Penalty 3038.613643 = -1370637.317213 nChanged 5079 SP:Iteration 1F (193.670000 sec): 3 clusters Score: Raw -1376329.027502 + Penalty 3038.613643 = -1373290.413859 nChanged 628 SP:Iteration 2F (193.930000 sec): 3 clusters Score: Raw -1376576.840457 + Penalty 3038.613643 = -1373538.226814 nChanged 568 SP:Iteration 3Q (194.160000 sec): 3 clusters Score: Raw -1376772.921075 + Penalty 3038.613643 = -1373734.307432 nChanged 446 SP:Iteration 4Q (194.400000 sec): 3 clusters Score: Raw -1376953.966071 + Penalty 3038.613643 = -1373915.352428 nChanged 455 SP:Iteration 5Q (194.650000 sec): 3 clusters Score: Raw -1377145.192206 + Penalty 3038.613643 = -1374106.578563 nChanged 421 SP:Iteration 6Q (194.870000 sec): 3 clusters Score: Raw -1377302.766102 + Penalty 3038.613643 = -1374264.152459 nChanged 388 SP:Iteration 7Q (195.120000 sec): 3 clusters Score: Raw -1377437.089404 + Penalty 3038.613643 = -1374398.475761 nChanged 369 SP:Iteration 8Q (195.360000 sec): 3 clusters Score: Raw -1377587.144381 + Penalty 3038.613643 = -1374548.530738 nChanged 395 SP:Iteration 9Q (195.590000 sec): 3 clusters Score: Raw -1377743.927827 + Penalty 3038.613643 = -1374705.314184 nChanged 403 SP:Iteration 10Q (195.820000 sec): 3 clusters Score: Raw -1377882.733497 + Penalty 3038.613643 = -1374844.119854 nChanged 378 SP:Iteration 11Q (196.090000 sec): 3 clusters Score: Raw -1378014.504411 + Penalty 3038.613643 = -1374975.890769 nChanged 360 SP:Iteration 12Q (196.300000 sec): 3 clusters Score: Raw -1378149.194401 + Penalty 3038.613643 = -1375110.580758 nChanged 381 SP:Iteration 13Q (196.560000 sec): 3 clusters Score: Raw -1378307.119699 + Penalty 3038.613643 = -1375268.506057 nChanged 374 SP:Iteration 14Q (196.820000 sec): 3 clusters Score: Raw -1378472.789232 + Penalty 3038.613643 = -1375434.175590 nChanged 364 SP:Iteration 15Q (197.120000 sec): 3 clusters Score: Raw -1378640.353111 + Penalty 3038.613643 = -1375601.739468 nChanged 382 SP:Iteration 16Q (197.300000 sec): 3 clusters Score: Raw -1378840.021675 + Penalty 3038.613643 = -1375801.408032 nChanged 366 SP:Iteration 17Q (197.510000 sec): 3 clusters Score: Raw -1379033.557162 + Penalty 3038.613643 = -1375994.943519 nChanged 338 SP:Iteration 18Q (197.770000 sec): 3 clusters Score: Raw -1379206.174300 + Penalty 3038.613643 = -1376167.560657 nChanged 324 SP:Iteration 19Q (198.000000 sec): 3 clusters Score: Raw -1379372.053247 + Penalty 3038.613643 = -1376333.439604 nChanged 289 SP:Iteration 20F (198.290000 sec): 3 clusters Score: Raw -1379528.424445 + Penalty 3038.613643 = -1376489.810803 nChanged 275 SP:Iteration 21Q (198.480000 sec): 3 clusters Score: Raw -1379677.633964 + Penalty 3038.613643 = -1376639.020321 nChanged 254 SP:Iteration 22Q (198.710000 sec): 3 clusters Score: Raw -1379826.821874 + Penalty 3038.613643 = -1376788.208232 nChanged 229 SP:Iteration 23Q (198.900000 sec): 3 clusters Score: Raw -1379971.248278 + Penalty 3038.613643 = -1376932.634635 nChanged 222 SP:Iteration 24Q (199.140000 sec): 3 clusters Score: Raw -1380115.331698 + Penalty 3038.613643 = -1377076.718056 nChanged 183 SP:Iteration 25Q (199.370000 sec): 3 clusters Score: Raw -1380227.221753 + Penalty 3038.613643 = -1377188.608111 nChanged 158 SP:Iteration 26Q (199.610000 sec): 3 clusters Score: Raw -1380341.786330 + Penalty 3038.613643 = -1377303.172688 nChanged 131 SP:Iteration 27Q (199.830000 sec): 3 clusters Score: Raw -1380434.897022 + Penalty 3038.613643 = -1377396.283379 nChanged 102 SP:Iteration 28Q (200.010000 sec): 3 clusters Score: Raw -1380516.220045 + Penalty 3038.613643 = -1377477.606402 nChanged 88 SP:Iteration 29Q (200.240000 sec): 3 clusters Score: Raw -1380581.383981 + Penalty 3038.613643 = -1377542.770338 nChanged 66 SP:Iteration 30Q (200.470000 sec): 3 clusters Score: Raw -1380640.834833 + Penalty 3038.613643 = -1377602.221191 nChanged 51 SP:Iteration 31Q (200.710000 sec): 3 clusters Score: Raw -1380685.533273 + Penalty 3038.613643 = -1377646.919631 nChanged 24 SP:Iteration 32Q (200.950000 sec): 3 clusters Score: Raw -1380706.933953 + Penalty 3038.613643 = -1377668.320310 nChanged 17 SP:Iteration 33Q (201.150000 sec): 3 clusters Score: Raw -1380719.688927 + Penalty 3038.613643 = -1377681.075285 nChanged 17 SP:Iteration 34Q (201.420000 sec): 3 clusters Score: Raw -1380737.098187 + Penalty 3038.613643 = -1377698.484544 nChanged 14 SP:Iteration 35Q (201.630000 sec): 3 clusters Score: Raw -1380749.366871 + Penalty 3038.613643 = -1377710.753228 nChanged 13 SP:Iteration 36Q (201.830000 sec): 3 clusters Score: Raw -1380763.566389 + Penalty 3038.613643 = -1377724.952747 nChanged 11 SP:Iteration 37Q (202.060000 sec): 3 clusters Score: Raw -1380772.470530 + Penalty 3038.613643 = -1377733.856888 nChanged 5 SP:Iteration 38Q (202.300000 sec): 3 clusters Score: Raw -1380776.124854 + Penalty 3038.613643 = -1377737.511211 nChanged 2 SP:Iteration 39Q (202.510000 sec): 3 clusters Score: Raw -1380777.927071 + Penalty 3038.613643 = -1377739.313428 nChanged 1 SP:Iteration 40F (202.710000 sec): 3 clusters Score: Raw -1380783.731853 + Penalty 3038.613643 = -1377745.118210 nChanged 4 SP:Iteration 41Q (202.940000 sec): 3 clusters Score: Raw -1380787.823966 + Penalty 3038.613643 = -1377749.210323 nChanged 1 SP:Iteration 42Q (203.170000 sec): 3 clusters Score: Raw -1380788.459330 + Penalty 3038.613643 = -1377749.845688 nChanged 0 SP:Iteration 43F (203.370000 sec): 3 clusters Score: Raw -1380788.459330 + Penalty 3038.613643 = -1377749.845688 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (9826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.510000 sec): 2 clusters Score: Raw -1175157.472555 + Penalty 1493.827922 = -1173663.644633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.680000 sec): 3 clusters Score: Raw -1169595.266534 + Penalty 2987.655844 = -1166607.610690 nChanged 4257 SP:Iteration 1F (203.920000 sec): 3 clusters Score: Raw -1172186.240883 + Penalty 2987.655844 = -1169198.585039 nChanged 851 SP:Iteration 2F (204.100000 sec): 3 clusters Score: Raw -1173076.723246 + Penalty 2987.655844 = -1170089.067401 nChanged 1005 SP:Iteration 3F (204.360000 sec): 3 clusters Score: Raw -1174261.365509 + Penalty 2987.655844 = -1171273.709665 nChanged 974 SP:Iteration 4F (204.590000 sec): 3 clusters Score: Raw -1175235.091281 + Penalty 2987.655844 = -1172247.435437 nChanged 742 SP:Iteration 5F (204.830000 sec): 3 clusters Score: Raw -1175864.292712 + Penalty 2987.655844 = -1172876.636868 nChanged 450 SP:Iteration 6Q (205.060000 sec): 3 clusters Score: Raw -1176172.021943 + Penalty 2987.655844 = -1173184.366099 nChanged 247 SP:Iteration 7Q (205.270000 sec): 3 clusters Score: Raw -1176332.464040 + Penalty 2987.655844 = -1173344.808196 nChanged 162 SP:Iteration 8Q (205.510000 sec): 3 clusters Score: Raw -1176438.064321 + Penalty 2987.655844 = -1173450.408477 nChanged 109 SP:Iteration 9Q (205.740000 sec): 3 clusters Score: Raw -1176496.870242 + Penalty 2987.655844 = -1173509.214397 nChanged 61 SP:Iteration 10Q (205.930000 sec): 3 clusters Score: Raw -1176521.235995 + Penalty 2987.655844 = -1173533.580150 nChanged 42 SP:Iteration 11Q (206.140000 sec): 3 clusters Score: Raw -1176534.437930 + Penalty 2987.655844 = -1173546.782085 nChanged 30 SP:Iteration 12Q (206.350000 sec): 3 clusters Score: Raw -1176540.590051 + Penalty 2987.655844 = -1173552.934207 nChanged 25 SP:Iteration 13Q (206.580000 sec): 3 clusters Score: Raw -1176545.412111 + Penalty 2987.655844 = -1173557.756267 nChanged 22 SP:Iteration 14Q (206.790000 sec): 3 clusters Score: Raw -1176548.942296 + Penalty 2987.655844 = -1173561.286451 nChanged 16 SP:Iteration 15Q (207.020000 sec): 3 clusters Score: Raw -1176552.003353 + Penalty 2987.655844 = -1173564.347509 nChanged 12 SP:Iteration 16Q (207.230000 sec): 3 clusters Score: Raw -1176554.673984 + Penalty 2987.655844 = -1173567.018140 nChanged 15 SP:Iteration 17Q (207.470000 sec): 3 clusters Score: Raw -1176557.189723 + Penalty 2987.655844 = -1173569.533879 nChanged 7 SP:Iteration 18Q (207.650000 sec): 3 clusters Score: Raw -1176558.260967 + Penalty 2987.655844 = -1173570.605123 nChanged 10 SP:Iteration 19Q (207.870000 sec): 3 clusters Score: Raw -1176559.802223 + Penalty 2987.655844 = -1173572.146379 nChanged 5 SP:Iteration 20F (208.070000 sec): 3 clusters Score: Raw -1176560.815424 + Penalty 2987.655844 = -1173573.159580 nChanged 2 SP:Iteration 21Q (208.270000 sec): 3 clusters Score: Raw -1176560.910247 + Penalty 2987.655844 = -1173573.254402 nChanged 1 SP:Iteration 22Q (208.470000 sec): 3 clusters Score: Raw -1176561.115327 + Penalty 2987.655844 = -1173573.459483 nChanged 4 SP:Iteration 23Q (208.710000 sec): 3 clusters Score: Raw -1176561.566020 + Penalty 2987.655844 = -1173573.910176 nChanged 3 SP:Iteration 24Q (208.950000 sec): 3 clusters Score: Raw -1176562.005595 + Penalty 2987.655844 = -1173574.349751 nChanged 5 SP:Iteration 25Q (209.250000 sec): 3 clusters Score: Raw -1176562.749310 + Penalty 2987.655844 = -1173575.093466 nChanged 4 SP:Iteration 26Q (209.500000 sec): 3 clusters Score: Raw -1176564.009690 + Penalty 2987.655844 = -1173576.353846 nChanged 10 SP:Iteration 27Q (209.720000 sec): 3 clusters Score: Raw -1176565.985988 + Penalty 2987.655844 = -1173578.330144 nChanged 6 SP:Iteration 28Q (209.910000 sec): 3 clusters Score: Raw -1176566.772034 + Penalty 2987.655844 = -1173579.116190 nChanged 4 SP:Iteration 29Q (210.160000 sec): 3 clusters Score: Raw -1176567.424083 + Penalty 2987.655844 = -1173579.768239 nChanged 2 SP:Iteration 30Q (210.410000 sec): 3 clusters Score: Raw -1176567.654603 + Penalty 2987.655844 = -1173579.998759 nChanged 0 SP:Iteration 31F (210.560000 sec): 3 clusters Score: Raw -1176567.654603 + Penalty 2987.655844 = -1173579.998759 nChanged 0 Iteration 20F (218.250000 sec): 16 clusters Score: Raw -31067264.311248 + Penalty 30352.632980 = -31036911.678268 nChanged 387 Iteration 21Q (223.460000 sec): 16 clusters Score: Raw -31067633.217207 + Penalty 30352.632980 = -31037280.584227 nChanged 253 Iteration 22Q (229.160000 sec): 16 clusters Score: Raw -31067975.791276 + Penalty 30352.632980 = -31037623.158296 nChanged 188 Iteration 23Q (234.350000 sec): 16 clusters Score: Raw -31068071.472055 + Penalty 30352.632980 = -31037718.839074 nChanged 153 Iteration 24Q (239.000000 sec): 16 clusters Score: Raw -31068132.238011 + Penalty 30352.632980 = -31037779.605031 nChanged 131 Iteration 25Q (244.330000 sec): 16 clusters Score: Raw -31068199.198235 + Penalty 30352.632980 = -31037846.565255 nChanged 110 Iteration 26Q (249.720000 sec): 16 clusters Score: Raw -31068274.762518 + Penalty 30352.632980 = -31037922.129538 nChanged 82 Iteration 27Q (254.900000 sec): 16 clusters Score: Raw -31068287.078017 + Penalty 30352.632980 = -31037934.445037 nChanged 59 Iteration 28Q (260.630000 sec): 16 clusters Score: Raw -31068293.241062 + Penalty 30352.632980 = -31037940.608082 nChanged 56 Iteration 29Q (265.610000 sec): 16 clusters Score: Raw -31068299.026843 + Penalty 30352.632980 = -31037946.393863 nChanged 55 Iteration 30Q (270.290000 sec): 16 clusters Score: Raw -31068306.396903 + Penalty 30352.632980 = -31037953.763922 nChanged 57 Iteration 31Q (275.430000 sec): 16 clusters Score: Raw -31068315.148516 + Penalty 30352.632980 = -31037962.515536 nChanged 59 Iteration 32Q (280.040000 sec): 16 clusters Score: Raw -31068325.556284 + Penalty 30352.632980 = -31037972.923304 nChanged 55 Iteration 33Q (285.240000 sec): 16 clusters Score: Raw -31068332.542028 + Penalty 30352.632980 = -31037979.909048 nChanged 43 Iteration 34Q (290.390000 sec): 16 clusters Score: Raw -31068339.714007 + Penalty 30352.632980 = -31037987.081026 nChanged 50 Iteration 35Q (294.950000 sec): 16 clusters Score: Raw -31068358.883656 + Penalty 30352.632980 = -31038006.250676 nChanged 48 Iteration 36Q (299.920000 sec): 16 clusters Score: Raw -31068373.647750 + Penalty 30352.632980 = -31038021.014770 nChanged 38 Iteration 37Q (304.450000 sec): 16 clusters Score: Raw -31068386.193326 + Penalty 30352.632980 = -31038033.560345 nChanged 30 Iteration 38Q (309.690000 sec): 16 clusters Score: Raw -31068395.979685 + Penalty 30352.632980 = -31038043.346705 nChanged 40 Iteration 39Q (314.920000 sec): 16 clusters Score: Raw -31068411.119350 + Penalty 30352.632980 = -31038058.486370 nChanged 33 Iteration 40F (323.200000 sec): 16 clusters Score: Raw -31068461.767786 + Penalty 30352.632980 = -31038109.134805 nChanged 52 Iteration 41Q (328.510000 sec): 16 clusters Score: Raw -31068656.672639 + Penalty 30352.632980 = -31038304.039658 nChanged 45 Iteration 42Q (333.490000 sec): 16 clusters Score: Raw -31068759.900769 + Penalty 30352.632980 = -31038407.267789 nChanged 43 Iteration 43Q (339.270000 sec): 16 clusters Score: Raw -31068823.468489 + Penalty 30352.632980 = -31038470.835509 nChanged 45 Iteration 44Q (344.310000 sec): 16 clusters Score: Raw -31068875.647533 + Penalty 30352.632980 = -31038523.014553 nChanged 54 Iteration 45Q (348.790000 sec): 16 clusters Score: Raw -31068912.337637 + Penalty 30352.632980 = -31038559.704657 nChanged 56 Iteration 46Q (353.210000 sec): 16 clusters Score: Raw -31068940.572064 + Penalty 30352.632980 = -31038587.939084 nChanged 44 Iteration 47Q (358.000000 sec): 16 clusters Score: Raw -31068969.406131 + Penalty 30352.632980 = -31038616.773151 nChanged 49 Iteration 48Q (362.630000 sec): 16 clusters Score: Raw -31069002.092004 + Penalty 30352.632980 = -31038649.459024 nChanged 41 Iteration 49Q (366.760000 sec): 16 clusters Score: Raw -31069041.500407 + Penalty 30352.632980 = -31038688.867427 nChanged 41 Iteration 50Q (371.000000 sec): 16 clusters Score: Raw -31069052.595987 + Penalty 30352.632980 = -31038699.963007 nChanged 29 Iteration 51Q (375.770000 sec): 16 clusters Score: Raw -31069061.083183 + Penalty 30352.632980 = -31038708.450202 nChanged 41 Iteration 52Q (379.950000 sec): 16 clusters Score: Raw -31069073.218093 + Penalty 30352.632980 = -31038720.585113 nChanged 35 Iteration 53Q (384.150000 sec): 16 clusters Score: Raw -31069076.478088 + Penalty 30352.632980 = -31038723.845107 nChanged 10 Iteration 54Q (387.880000 sec): 16 clusters Score: Raw -31069077.287064 + Penalty 30352.632980 = -31038724.654084 nChanged 8 Iteration 55Q (392.120000 sec): 16 clusters Score: Raw -31069077.828532 + Penalty 30352.632980 = -31038725.195552 nChanged 8 Iteration 56Q (396.150000 sec): 16 clusters Score: Raw -31069078.042392 + Penalty 30352.632980 = -31038725.409412 nChanged 7 Iteration 57Q (400.460000 sec): 16 clusters Score: Raw -31069078.281830 + Penalty 30352.632980 = -31038725.648850 nChanged 7 Iteration 58Q (404.300000 sec): 16 clusters Score: Raw -31069078.528765 + Penalty 30352.632980 = -31038725.895785 nChanged 9 Writing temp clu file Because OldScore, -31038725.648850, is greater than current (better) Score,-31038725.895785 Compute initial score before splitting: Score: Raw -31069078.528765 + Penalty 30352.632980 = -31038725.895785 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.410000 sec): 2 clusters Score: Raw -63748.041654 + Penalty 1021.777016 = -62726.264638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.640000 sec): 3 clusters Score: Raw -63649.766117 + Penalty 2043.554032 = -61606.212085 nChanged 113 SP:Iteration 1F (404.780000 sec): 3 clusters Score: Raw -63781.861164 + Penalty 2043.554032 = -61738.307132 nChanged 19 SP:Iteration 2Q (404.940000 sec): 3 clusters Score: Raw -63819.683258 + Penalty 2043.554032 = -61776.129226 nChanged 14 SP:Iteration 3Q (405.130000 sec): 3 clusters Score: Raw -63850.873815 + Penalty 2043.554032 = -61807.319783 nChanged 11 SP:Iteration 4Q (405.310000 sec): 3 clusters Score: Raw -63866.889684 + Penalty 2043.554032 = -61823.335652 nChanged 4 SP:Iteration 5Q (405.480000 sec): 3 clusters Score: Raw -63873.305109 + Penalty 2043.554032 = -61829.751077 nChanged 3 SP:Iteration 6Q (405.650000 sec): 3 clusters Score: Raw -63877.933786 + Penalty 2043.554032 = -61834.379754 nChanged 4 SP:Iteration 7Q (405.840000 sec): 3 clusters Score: Raw -63883.973558 + Penalty 2043.554032 = -61840.419526 nChanged 1 SP:Iteration 8Q (406.000000 sec): 3 clusters Score: Raw -63885.788993 + Penalty 2043.554032 = -61842.234961 nChanged 0 SP:Iteration 9F (406.170000 sec): 3 clusters Score: Raw -63885.788993 + Penalty 2043.554032 = -61842.234961 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (406.270000 sec): 2 clusters Score: Raw -64201.025588 + Penalty 1014.677121 = -63186.348467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (406.440000 sec): 3 clusters Score: Raw -64113.411263 + Penalty 2029.354243 = -62084.057020 nChanged 107 SP:Iteration 1F (406.610000 sec): 3 clusters Score: Raw -64260.184538 + Penalty 2029.354243 = -62230.830296 nChanged 34 SP:Iteration 2F (406.790000 sec): 3 clusters Score: Raw -64302.851680 + Penalty 2029.354243 = -62273.497438 nChanged 12 SP:Iteration 3Q (406.980000 sec): 3 clusters Score: Raw -64328.725701 + Penalty 2029.354243 = -62299.371458 nChanged 7 SP:Iteration 4Q (407.150000 sec): 3 clusters Score: Raw -64339.513030 + Penalty 2029.354243 = -62310.158788 nChanged 5 SP:Iteration 5Q (407.290000 sec): 3 clusters Score: Raw -64345.114606 + Penalty 2029.354243 = -62315.760363 nChanged 4 SP:Iteration 6Q (407.480000 sec): 3 clusters Score: Raw -64349.131623 + Penalty 2029.354243 = -62319.777381 nChanged 3 SP:Iteration 7Q (407.650000 sec): 3 clusters Score: Raw -64357.690742 + Penalty 2029.354243 = -62328.336499 nChanged 0 SP:Iteration 8F (407.830000 sec): 3 clusters Score: Raw -64357.690742 + Penalty 2029.354243 = -62328.336499 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (407.900000 sec): 2 clusters Score: Raw -124380.677183 + Penalty 1126.839547 = -123253.837637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.080000 sec): 3 clusters Score: Raw -124053.285544 + Penalty 2253.679093 = -121799.606451 nChanged 338 SP:Iteration 1F (408.280000 sec): 3 clusters Score: Raw -124480.816592 + Penalty 2253.679093 = -122227.137499 nChanged 102 SP:Iteration 2F (408.440000 sec): 3 clusters Score: Raw -124675.802320 + Penalty 2253.679093 = -122422.123227 nChanged 59 SP:Iteration 3F (408.600000 sec): 3 clusters Score: Raw -124789.056350 + Penalty 2253.679093 = -122535.377257 nChanged 60 SP:Iteration 4F (408.720000 sec): 3 clusters Score: Raw -124850.031328 + Penalty 2253.679093 = -122596.352235 nChanged 44 SP:Iteration 5Q (408.920000 sec): 3 clusters Score: Raw -124906.295588 + Penalty 2253.679093 = -122652.616495 nChanged 41 SP:Iteration 6Q (409.070000 sec): 3 clusters Score: Raw -124955.018666 + Penalty 2253.679093 = -122701.339573 nChanged 29 SP:Iteration 7Q (409.220000 sec): 3 clusters Score: Raw -124995.537967 + Penalty 2253.679093 = -122741.858874 nChanged 21 SP:Iteration 8Q (409.370000 sec): 3 clusters Score: Raw -125024.869276 + Penalty 2253.679093 = -122771.190183 nChanged 22 SP:Iteration 9Q (409.510000 sec): 3 clusters Score: Raw -125057.437936 + Penalty 2253.679093 = -122803.758843 nChanged 14 SP:Iteration 10Q (409.660000 sec): 3 clusters Score: Raw -125080.269361 + Penalty 2253.679093 = -122826.590268 nChanged 11 SP:Iteration 11Q (409.780000 sec): 3 clusters Score: Raw -125100.806019 + Penalty 2253.679093 = -122847.126925 nChanged 11 SP:Iteration 12Q (409.930000 sec): 3 clusters Score: Raw -125113.101140 + Penalty 2253.679093 = -122859.422047 nChanged 8 SP:Iteration 13Q (410.080000 sec): 3 clusters Score: Raw -125125.385438 + Penalty 2253.679093 = -122871.706344 nChanged 10 SP:Iteration 14Q (410.220000 sec): 3 clusters Score: Raw -125144.483896 + Penalty 2253.679093 = -122890.804802 nChanged 5 SP:Iteration 15Q (410.360000 sec): 3 clusters Score: Raw -125149.171027 + Penalty 2253.679093 = -122895.491934 nChanged 3 SP:Iteration 16Q (410.510000 sec): 3 clusters Score: Raw -125157.284447 + Penalty 2253.679093 = -122903.605353 nChanged 8 SP:Iteration 17Q (410.650000 sec): 3 clusters Score: Raw -125169.873251 + Penalty 2253.679093 = -122916.194158 nChanged 7 SP:Iteration 18Q (410.800000 sec): 3 clusters Score: Raw -125178.635983 + Penalty 2253.679093 = -122924.956890 nChanged 1 SP:Iteration 19Q (410.940000 sec): 3 clusters Score: Raw -125181.451033 + Penalty 2253.679093 = -122927.771940 nChanged 1 SP:Iteration 20F (411.080000 sec): 3 clusters Score: Raw -125183.857576 + Penalty 2253.679093 = -122930.178482 nChanged 1 SP:Iteration 21Q (411.220000 sec): 3 clusters Score: Raw -125185.682935 + Penalty 2253.679093 = -122932.003841 nChanged 2 SP:Iteration 22Q (411.360000 sec): 3 clusters Score: Raw -125189.150244 + Penalty 2253.679093 = -122935.471151 nChanged 0 SP:Iteration 23F (411.510000 sec): 3 clusters Score: Raw -125189.150244 + Penalty 2253.679093 = -122935.471151 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (411.600000 sec): 2 clusters Score: Raw -131892.155963 + Penalty 1147.187865 = -130744.968098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.750000 sec): 3 clusters Score: Raw -131505.019490 + Penalty 2294.375729 = -129210.643761 nChanged 320 SP:Iteration 1F (411.890000 sec): 3 clusters Score: Raw -131898.859608 + Penalty 2294.375729 = -129604.483879 nChanged 125 SP:Iteration 2F (412.040000 sec): 3 clusters Score: Raw -132380.029138 + Penalty 2294.375729 = -130085.653408 nChanged 132 SP:Iteration 3F (412.180000 sec): 3 clusters Score: Raw -132890.365358 + Penalty 2294.375729 = -130595.989629 nChanged 102 SP:Iteration 4F (412.330000 sec): 3 clusters Score: Raw -133157.959213 + Penalty 2294.375729 = -130863.583484 nChanged 61 SP:Iteration 5F (412.470000 sec): 3 clusters Score: Raw -133286.210806 + Penalty 2294.375729 = -130991.835077 nChanged 27 SP:Iteration 6Q (412.660000 sec): 3 clusters Score: Raw -133336.592738 + Penalty 2294.375729 = -131042.217009 nChanged 11 SP:Iteration 7Q (412.840000 sec): 3 clusters Score: Raw -133358.872001 + Penalty 2294.375729 = -131064.496272 nChanged 7 SP:Iteration 8Q (412.990000 sec): 3 clusters Score: Raw -133374.296280 + Penalty 2294.375729 = -131079.920551 nChanged 3 SP:Iteration 9Q (413.130000 sec): 3 clusters Score: Raw -133377.988094 + Penalty 2294.375729 = -131083.612364 nChanged 1 SP:Iteration 10Q (413.290000 sec): 3 clusters Score: Raw -133379.127152 + Penalty 2294.375729 = -131084.751423 nChanged 0 SP:Iteration 11F (413.510000 sec): 3 clusters Score: Raw -133379.127152 + Penalty 2294.375729 = -131084.751423 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 1.84 GB. Trying to split cluster 5 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.600000 sec): 2 clusters Score: Raw -78364.511754 + Penalty 1054.248653 = -77310.263101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.790000 sec): 3 clusters Score: Raw -78216.677486 + Penalty 2108.497306 = -76108.180180 nChanged 175 SP:Iteration 1F (413.950000 sec): 3 clusters Score: Raw -78448.718812 + Penalty 2108.497306 = -76340.221506 nChanged 51 SP:Iteration 2F (414.090000 sec): 3 clusters Score: Raw -78549.220074 + Penalty 2108.497306 = -76440.722768 nChanged 21 SP:Iteration 3Q (414.290000 sec): 3 clusters Score: Raw -78589.838471 + Penalty 2108.497306 = -76481.341165 nChanged 20 SP:Iteration 4Q (414.430000 sec): 3 clusters Score: Raw -78613.872790 + Penalty 2108.497306 = -76505.375484 nChanged 14 SP:Iteration 5Q (414.600000 sec): 3 clusters Score: Raw -78644.320819 + Penalty 2108.497306 = -76535.823513 nChanged 18 SP:Iteration 6Q (414.780000 sec): 3 clusters Score: Raw -78668.143992 + Penalty 2108.497306 = -76559.646686 nChanged 5 SP:Iteration 7Q (414.920000 sec): 3 clusters Score: Raw -78674.497159 + Penalty 2108.497306 = -76565.999853 nChanged 10 SP:Iteration 8Q (415.060000 sec): 3 clusters Score: Raw -78682.915775 + Penalty 2108.497306 = -76574.418469 nChanged 6 SP:Iteration 9Q (415.240000 sec): 3 clusters Score: Raw -78687.844544 + Penalty 2108.497306 = -76579.347238 nChanged 2 SP:Iteration 10Q (415.380000 sec): 3 clusters Score: Raw -78691.333394 + Penalty 2108.497306 = -76582.836088 nChanged 6 SP:Iteration 11Q (415.530000 sec): 3 clusters Score: Raw -78708.004770 + Penalty 2108.497306 = -76599.507464 nChanged 6 SP:Iteration 12Q (415.680000 sec): 3 clusters Score: Raw -78737.161169 + Penalty 2108.497306 = -76628.663863 nChanged 13 SP:Iteration 13Q (415.870000 sec): 3 clusters Score: Raw -78783.760052 + Penalty 2108.497306 = -76675.262746 nChanged 9 SP:Iteration 14Q (416.030000 sec): 3 clusters Score: Raw -78799.135084 + Penalty 2108.497306 = -76690.637778 nChanged 7 SP:Iteration 15Q (416.180000 sec): 3 clusters Score: Raw -78807.282566 + Penalty 2108.497306 = -76698.785260 nChanged 7 SP:Iteration 16Q (416.350000 sec): 3 clusters Score: Raw -78814.239550 + Penalty 2108.497306 = -76705.742244 nChanged 4 SP:Iteration 17Q (416.490000 sec): 3 clusters Score: Raw -78818.971714 + Penalty 2108.497306 = -76710.474408 nChanged 5 SP:Iteration 18Q (416.660000 sec): 3 clusters Score: Raw -78824.435326 + Penalty 2108.497306 = -76715.938020 nChanged 12 SP:Iteration 19Q (416.840000 sec): 3 clusters Score: Raw -78839.033096 + Penalty 2108.497306 = -76730.535790 nChanged 10 SP:Iteration 20F (417.030000 sec): 3 clusters Score: Raw -78848.635533 + Penalty 2108.497306 = -76740.138227 nChanged 5 SP:Iteration 21Q (417.220000 sec): 3 clusters Score: Raw -78858.000640 + Penalty 2108.497306 = -76749.503334 nChanged 6 SP:Iteration 22Q (417.400000 sec): 3 clusters Score: Raw -78866.968519 + Penalty 2108.497306 = -76758.471213 nChanged 6 SP:Iteration 23Q (417.600000 sec): 3 clusters Score: Raw -78875.162835 + Penalty 2108.497306 = -76766.665529 nChanged 6 SP:Iteration 24Q (417.760000 sec): 3 clusters Score: Raw -78882.671899 + Penalty 2108.497306 = -76774.174593 nChanged 5 SP:Iteration 25Q (417.900000 sec): 3 clusters Score: Raw -78893.843053 + Penalty 2108.497306 = -76785.345747 nChanged 4 SP:Iteration 26Q (418.120000 sec): 3 clusters Score: Raw -78898.561456 + Penalty 2108.497306 = -76790.064150 nChanged 1 SP:Iteration 27Q (418.280000 sec): 3 clusters Score: Raw -78899.498497 + Penalty 2108.497306 = -76791.001191 nChanged 1 SP:Iteration 28Q (418.470000 sec): 3 clusters Score: Raw -78900.112256 + Penalty 2108.497306 = -76791.614950 nChanged 1 SP:Iteration 29Q (418.600000 sec): 3 clusters Score: Raw -78901.159722 + Penalty 2108.497306 = -76792.662416 nChanged 1 SP:Iteration 30Q (418.810000 sec): 3 clusters Score: Raw -78901.943762 + Penalty 2108.497306 = -76793.446455 nChanged 2 SP:Iteration 31Q (418.950000 sec): 3 clusters Score: Raw -78904.320284 + Penalty 2108.497306 = -76795.822978 nChanged 2 SP:Iteration 32Q (419.120000 sec): 3 clusters Score: Raw -78907.815694 + Penalty 2108.497306 = -76799.318388 nChanged 1 SP:Iteration 33Q (419.280000 sec): 3 clusters Score: Raw -78910.103332 + Penalty 2108.497306 = -76801.606026 nChanged 3 SP:Iteration 34Q (419.430000 sec): 3 clusters Score: Raw -78913.818922 + Penalty 2108.497306 = -76805.321616 nChanged 0 SP:Iteration 35F (419.590000 sec): 3 clusters Score: Raw -78913.818922 + Penalty 2108.497306 = -76805.321616 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.640000 sec): 2 clusters Score: Raw -133402.663607 + Penalty 1146.067171 = -132256.596436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.790000 sec): 3 clusters Score: Raw -133014.698707 + Penalty 2292.134341 = -130722.564366 nChanged 391 SP:Iteration 1F (419.940000 sec): 3 clusters Score: Raw -133475.353857 + Penalty 2292.134341 = -131183.219516 nChanged 112 SP:Iteration 2F (420.110000 sec): 3 clusters Score: Raw -133714.408625 + Penalty 2292.134341 = -131422.274284 nChanged 78 SP:Iteration 3F (420.260000 sec): 3 clusters Score: Raw -133931.862970 + Penalty 2292.134341 = -131639.728629 nChanged 92 SP:Iteration 4F (420.410000 sec): 3 clusters Score: Raw -134245.552079 + Penalty 2292.134341 = -131953.417738 nChanged 123 SP:Iteration 5F (420.540000 sec): 3 clusters Score: Raw -134633.144386 + Penalty 2292.134341 = -132341.010045 nChanged 115 SP:Iteration 6F (420.760000 sec): 3 clusters Score: Raw -135202.677014 + Penalty 2292.134341 = -132910.542673 nChanged 60 SP:Iteration 7F (420.910000 sec): 3 clusters Score: Raw -135383.994593 + Penalty 2292.134341 = -133091.860252 nChanged 27 SP:Iteration 8Q (421.100000 sec): 3 clusters Score: Raw -135477.137939 + Penalty 2292.134341 = -133185.003598 nChanged 14 SP:Iteration 9Q (421.260000 sec): 3 clusters Score: Raw -135540.773986 + Penalty 2292.134341 = -133248.639645 nChanged 8 SP:Iteration 10Q (421.420000 sec): 3 clusters Score: Raw -135580.430769 + Penalty 2292.134341 = -133288.296428 nChanged 3 SP:Iteration 11Q (421.610000 sec): 3 clusters Score: Raw -135628.833687 + Penalty 2292.134341 = -133336.699346 nChanged 3 SP:Iteration 12Q (421.780000 sec): 3 clusters Score: Raw -135632.106816 + Penalty 2292.134341 = -133339.972475 nChanged 1 SP:Iteration 13Q (421.930000 sec): 3 clusters Score: Raw -135633.527914 + Penalty 2292.134341 = -133341.393573 nChanged 0 SP:Iteration 14F (422.110000 sec): 3 clusters Score: Raw -135633.527914 + Penalty 2292.134341 = -133341.393573 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 1.84 GB. Trying to split cluster 7 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.160000 sec): 2 clusters Score: Raw -31045.134525 + Penalty 929.017001 = -30116.117523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.330000 sec): 3 clusters Score: Raw -31238.488241 + Penalty 1858.034003 = -29380.454238 nChanged 81 SP:Iteration 1F (422.500000 sec): 3 clusters Score: Raw -31517.614352 + Penalty 1858.034003 = -29659.580349 nChanged 25 SP:Iteration 2F (422.670000 sec): 3 clusters Score: Raw -31594.148004 + Penalty 1858.034003 = -29736.114001 nChanged 10 SP:Iteration 3Q (422.890000 sec): 3 clusters Score: Raw -31621.924003 + Penalty 1858.034003 = -29763.890000 nChanged 8 SP:Iteration 4Q (423.020000 sec): 3 clusters Score: Raw -31649.300471 + Penalty 1858.034003 = -29791.266468 nChanged 7 SP:Iteration 5Q (423.190000 sec): 3 clusters Score: Raw -31661.703670 + Penalty 1858.034003 = -29803.669667 nChanged 7 SP:Iteration 6Q (423.380000 sec): 3 clusters Score: Raw -31673.845966 + Penalty 1858.034003 = -29815.811963 nChanged 5 SP:Iteration 7Q (423.590000 sec): 3 clusters Score: Raw -31682.371094 + Penalty 1858.034003 = -29824.337091 nChanged 2 SP:Iteration 8Q (423.780000 sec): 3 clusters Score: Raw -31684.263851 + Penalty 1858.034003 = -29826.229848 nChanged 1 SP:Iteration 9Q (423.920000 sec): 3 clusters Score: Raw -31684.720122 + Penalty 1858.034003 = -29826.686119 nChanged 1 SP:Iteration 10Q (424.090000 sec): 3 clusters Score: Raw -31685.814763 + Penalty 1858.034003 = -29827.780760 nChanged 0 SP:Iteration 11F (424.270000 sec): 3 clusters Score: Raw -31685.814763 + Penalty 1858.034003 = -29827.780760 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (424.350000 sec): 2 clusters Score: Raw -99360.393981 + Penalty 1101.737310 = -98258.656671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.530000 sec): 3 clusters Score: Raw -99185.506625 + Penalty 2203.474620 = -96982.032005 nChanged 248 SP:Iteration 1F (424.700000 sec): 3 clusters Score: Raw -99584.870573 + Penalty 2203.474620 = -97381.395953 nChanged 111 SP:Iteration 2F (424.890000 sec): 3 clusters Score: Raw -99875.798837 + Penalty 2203.474620 = -97672.324217 nChanged 89 SP:Iteration 3F (425.080000 sec): 3 clusters Score: Raw -100256.966193 + Penalty 2203.474620 = -98053.491573 nChanged 69 SP:Iteration 4F (425.250000 sec): 3 clusters Score: Raw -100854.033106 + Penalty 2203.474620 = -98650.558486 nChanged 37 SP:Iteration 5Q (425.460000 sec): 3 clusters Score: Raw -100955.289072 + Penalty 2203.474620 = -98751.814452 nChanged 14 SP:Iteration 6Q (425.640000 sec): 3 clusters Score: Raw -100984.972820 + Penalty 2203.474620 = -98781.498200 nChanged 7 SP:Iteration 7Q (425.800000 sec): 3 clusters Score: Raw -100995.638642 + Penalty 2203.474620 = -98792.164022 nChanged 5 SP:Iteration 8Q (425.980000 sec): 3 clusters Score: Raw -101001.302301 + Penalty 2203.474620 = -98797.827681 nChanged 1 SP:Iteration 9Q (426.140000 sec): 3 clusters Score: Raw -101002.541321 + Penalty 2203.474620 = -98799.066701 nChanged 2 SP:Iteration 10Q (426.320000 sec): 3 clusters Score: Raw -101005.128546 + Penalty 2203.474620 = -98801.653926 nChanged 1 SP:Iteration 11Q (426.500000 sec): 3 clusters Score: Raw -101008.384165 + Penalty 2203.474620 = -98804.909545 nChanged 0 SP:Iteration 12F (426.680000 sec): 3 clusters Score: Raw -101008.384165 + Penalty 2203.474620 = -98804.909545 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.780000 sec): 2 clusters Score: Raw -45747.818552 + Penalty 981.154024 = -44766.664528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.970000 sec): 3 clusters Score: Raw -45908.614922 + Penalty 1962.308049 = -43946.306873 nChanged 113 SP:Iteration 1F (427.170000 sec): 3 clusters Score: Raw -46288.068564 + Penalty 1962.308049 = -44325.760515 nChanged 44 SP:Iteration 2F (427.320000 sec): 3 clusters Score: Raw -46369.119648 + Penalty 1962.308049 = -44406.811599 nChanged 15 SP:Iteration 3Q (427.530000 sec): 3 clusters Score: Raw -46412.117208 + Penalty 1962.308049 = -44449.809160 nChanged 17 SP:Iteration 4Q (427.710000 sec): 3 clusters Score: Raw -46449.685125 + Penalty 1962.308049 = -44487.377076 nChanged 13 SP:Iteration 5Q (427.880000 sec): 3 clusters Score: Raw -46490.615022 + Penalty 1962.308049 = -44528.306973 nChanged 6 SP:Iteration 6Q (428.070000 sec): 3 clusters Score: Raw -46503.003512 + Penalty 1962.308049 = -44540.695463 nChanged 2 SP:Iteration 7Q (428.260000 sec): 3 clusters Score: Raw -46507.867414 + Penalty 1962.308049 = -44545.559365 nChanged 3 SP:Iteration 8Q (428.410000 sec): 3 clusters Score: Raw -46518.726186 + Penalty 1962.308049 = -44556.418137 nChanged 1 SP:Iteration 9Q (428.580000 sec): 3 clusters Score: Raw -46527.715638 + Penalty 1962.308049 = -44565.407589 nChanged 2 SP:Iteration 10Q (428.740000 sec): 3 clusters Score: Raw -46532.686268 + Penalty 1962.308049 = -44570.378219 nChanged 0 SP:Iteration 11F (428.940000 sec): 3 clusters Score: Raw -46532.686268 + Penalty 1962.308049 = -44570.378219 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.060000 sec): 2 clusters Score: Raw -107279.263006 + Penalty 1108.252659 = -106171.010346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.200000 sec): 3 clusters Score: Raw -107039.028007 + Penalty 2216.505319 = -104822.522688 nChanged 261 SP:Iteration 1F (429.390000 sec): 3 clusters Score: Raw -107296.330468 + Penalty 2216.505319 = -105079.825149 nChanged 68 SP:Iteration 2F (429.580000 sec): 3 clusters Score: Raw -107394.033744 + Penalty 2216.505319 = -105177.528426 nChanged 47 SP:Iteration 3F (429.770000 sec): 3 clusters Score: Raw -107466.860182 + Penalty 2216.505319 = -105250.354863 nChanged 38 SP:Iteration 4Q (429.940000 sec): 3 clusters Score: Raw -107544.487839 + Penalty 2216.505319 = -105327.982520 nChanged 34 SP:Iteration 5Q (430.080000 sec): 3 clusters Score: Raw -107587.267377 + Penalty 2216.505319 = -105370.762059 nChanged 29 SP:Iteration 6Q (430.230000 sec): 3 clusters Score: Raw -107632.437361 + Penalty 2216.505319 = -105415.932042 nChanged 31 SP:Iteration 7Q (430.450000 sec): 3 clusters Score: Raw -107686.453157 + Penalty 2216.505319 = -105469.947839 nChanged 30 SP:Iteration 8Q (430.600000 sec): 3 clusters Score: Raw -107743.725130 + Penalty 2216.505319 = -105527.219811 nChanged 25 SP:Iteration 9Q (430.800000 sec): 3 clusters Score: Raw -107798.620504 + Penalty 2216.505319 = -105582.115185 nChanged 26 SP:Iteration 10Q (430.960000 sec): 3 clusters Score: Raw -107848.087670 + Penalty 2216.505319 = -105631.582352 nChanged 20 SP:Iteration 11Q (431.070000 sec): 3 clusters Score: Raw -107882.039634 + Penalty 2216.505319 = -105665.534316 nChanged 19 SP:Iteration 12Q (431.170000 sec): 3 clusters Score: Raw -107924.158870 + Penalty 2216.505319 = -105707.653551 nChanged 20 SP:Iteration 13Q (431.360000 sec): 3 clusters Score: Raw -107962.529271 + Penalty 2216.505319 = -105746.023953 nChanged 16 SP:Iteration 14Q (431.560000 sec): 3 clusters Score: Raw -108004.055479 + Penalty 2216.505319 = -105787.550161 nChanged 14 SP:Iteration 15Q (431.730000 sec): 3 clusters Score: Raw -108035.998417 + Penalty 2216.505319 = -105819.493098 nChanged 9 SP:Iteration 16Q (431.890000 sec): 3 clusters Score: Raw -108052.419465 + Penalty 2216.505319 = -105835.914146 nChanged 5 SP:Iteration 17Q (432.020000 sec): 3 clusters Score: Raw -108058.819787 + Penalty 2216.505319 = -105842.314469 nChanged 0 SP:Iteration 18F (432.180000 sec): 3 clusters Score: Raw -108058.819787 + Penalty 2216.505319 = -105842.314469 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.310000 sec): 2 clusters Score: Raw -271943.704653 + Penalty 1252.031937 = -270691.672716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.520000 sec): 3 clusters Score: Raw -270977.145004 + Penalty 2504.063875 = -268473.081129 nChanged 813 SP:Iteration 1F (432.740000 sec): 3 clusters Score: Raw -271479.099802 + Penalty 2504.063875 = -268975.035927 nChanged 137 SP:Iteration 2F (432.930000 sec): 3 clusters Score: Raw -271571.724519 + Penalty 2504.063875 = -269067.660644 nChanged 106 SP:Iteration 3Q (433.120000 sec): 3 clusters Score: Raw -271638.606028 + Penalty 2504.063875 = -269134.542153 nChanged 65 SP:Iteration 4Q (433.260000 sec): 3 clusters Score: Raw -271678.492294 + Penalty 2504.063875 = -269174.428419 nChanged 51 SP:Iteration 5Q (433.420000 sec): 3 clusters Score: Raw -271705.813094 + Penalty 2504.063875 = -269201.749219 nChanged 32 SP:Iteration 6Q (433.630000 sec): 3 clusters Score: Raw -271723.132765 + Penalty 2504.063875 = -269219.068890 nChanged 26 SP:Iteration 7Q (433.780000 sec): 3 clusters Score: Raw -271732.487179 + Penalty 2504.063875 = -269228.423304 nChanged 18 SP:Iteration 8Q (433.960000 sec): 3 clusters Score: Raw -271739.200962 + Penalty 2504.063875 = -269235.137087 nChanged 19 SP:Iteration 9Q (434.120000 sec): 3 clusters Score: Raw -271748.915734 + Penalty 2504.063875 = -269244.851859 nChanged 14 SP:Iteration 10Q (434.310000 sec): 3 clusters Score: Raw -271757.241738 + Penalty 2504.063875 = -269253.177863 nChanged 16 SP:Iteration 11Q (434.460000 sec): 3 clusters Score: Raw -271765.135782 + Penalty 2504.063875 = -269261.071908 nChanged 11 SP:Iteration 12Q (434.610000 sec): 3 clusters Score: Raw -271770.044261 + Penalty 2504.063875 = -269265.980386 nChanged 9 SP:Iteration 13Q (434.850000 sec): 3 clusters Score: Raw -271775.972592 + Penalty 2504.063875 = -269271.908717 nChanged 7 SP:Iteration 14Q (435.000000 sec): 3 clusters Score: Raw -271781.865787 + Penalty 2504.063875 = -269277.801912 nChanged 17 SP:Iteration 15Q (435.150000 sec): 3 clusters Score: Raw -271791.294722 + Penalty 2504.063875 = -269287.230847 nChanged 22 SP:Iteration 16Q (435.300000 sec): 3 clusters Score: Raw -271801.595632 + Penalty 2504.063875 = -269297.531757 nChanged 17 SP:Iteration 17Q (435.450000 sec): 3 clusters Score: Raw -271810.790517 + Penalty 2504.063875 = -269306.726642 nChanged 12 SP:Iteration 18Q (435.600000 sec): 3 clusters Score: Raw -271817.070252 + Penalty 2504.063875 = -269313.006377 nChanged 12 SP:Iteration 19Q (435.790000 sec): 3 clusters Score: Raw -271822.383366 + Penalty 2504.063875 = -269318.319491 nChanged 9 SP:Iteration 20F (435.960000 sec): 3 clusters Score: Raw -271827.633609 + Penalty 2504.063875 = -269323.569734 nChanged 15 SP:Iteration 21Q (436.120000 sec): 3 clusters Score: Raw -271836.280129 + Penalty 2504.063875 = -269332.216254 nChanged 14 SP:Iteration 22Q (436.360000 sec): 3 clusters Score: Raw -271842.381852 + Penalty 2504.063875 = -269338.317977 nChanged 10 SP:Iteration 23Q (436.540000 sec): 3 clusters Score: Raw -271847.291236 + Penalty 2504.063875 = -269343.227361 nChanged 12 SP:Iteration 24Q (436.730000 sec): 3 clusters Score: Raw -271857.050504 + Penalty 2504.063875 = -269352.986629 nChanged 23 SP:Iteration 25Q (436.900000 sec): 3 clusters Score: Raw -271875.473975 + Penalty 2504.063875 = -269371.410100 nChanged 29 SP:Iteration 26Q (437.080000 sec): 3 clusters Score: Raw -271897.089300 + Penalty 2504.063875 = -269393.025425 nChanged 27 SP:Iteration 27Q (437.270000 sec): 3 clusters Score: Raw -271914.445956 + Penalty 2504.063875 = -269410.382081 nChanged 24 SP:Iteration 28Q (437.440000 sec): 3 clusters Score: Raw -271930.589355 + Penalty 2504.063875 = -269426.525481 nChanged 24 SP:Iteration 29Q (437.630000 sec): 3 clusters Score: Raw -271943.216904 + Penalty 2504.063875 = -269439.153029 nChanged 17 SP:Iteration 30Q (437.810000 sec): 3 clusters Score: Raw -271952.445540 + Penalty 2504.063875 = -269448.381665 nChanged 17 SP:Iteration 31Q (437.970000 sec): 3 clusters Score: Raw -271961.937863 + Penalty 2504.063875 = -269457.873988 nChanged 13 SP:Iteration 32Q (438.190000 sec): 3 clusters Score: Raw -271969.654406 + Penalty 2504.063875 = -269465.590531 nChanged 17 SP:Iteration 33Q (438.330000 sec): 3 clusters Score: Raw -271980.127706 + Penalty 2504.063875 = -269476.063831 nChanged 15 SP:Iteration 34Q (438.520000 sec): 3 clusters Score: Raw -271988.299271 + Penalty 2504.063875 = -269484.235397 nChanged 15 SP:Iteration 35Q (438.720000 sec): 3 clusters Score: Raw -271997.713829 + Penalty 2504.063875 = -269493.649954 nChanged 9 SP:Iteration 36Q (438.900000 sec): 3 clusters Score: Raw -272002.221873 + Penalty 2504.063875 = -269498.157998 nChanged 8 SP:Iteration 37Q (439.070000 sec): 3 clusters Score: Raw -272005.738463 + Penalty 2504.063875 = -269501.674588 nChanged 6 SP:Iteration 38Q (439.280000 sec): 3 clusters Score: Raw -272009.073497 + Penalty 2504.063875 = -269505.009622 nChanged 6 SP:Iteration 39Q (439.460000 sec): 3 clusters Score: Raw -272012.089761 + Penalty 2504.063875 = -269508.025886 nChanged 3 SP:Iteration 40F (439.610000 sec): 3 clusters Score: Raw -272012.675128 + Penalty 2504.063875 = -269508.611253 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (224976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.920000 sec): 2 clusters Score: Raw -27547648.908014 + Penalty 2002.609214 = -27545646.298800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.070000 sec): 3 clusters Score: Raw -27398142.315098 + Penalty 4005.218428 = -27394137.096670 nChanged 109292 SP:Iteration 1F (443.160000 sec): 3 clusters Score: Raw -27462991.449036 + Penalty 4005.218428 = -27458986.230609 nChanged 5372 SP:Iteration 2Q (444.290000 sec): 3 clusters Score: Raw -27464001.724106 + Penalty 4005.218428 = -27459996.505679 nChanged 5863 SP:Iteration 3Q (445.390000 sec): 3 clusters Score: Raw -27465280.712257 + Penalty 4005.218428 = -27461275.493829 nChanged 6615 SP:Iteration 4Q (446.550000 sec): 3 clusters Score: Raw -27467016.358249 + Penalty 4005.218428 = -27463011.139821 nChanged 7657 SP:Iteration 5Q (447.660000 sec): 3 clusters Score: Raw -27469486.600221 + Penalty 4005.218428 = -27465481.381793 nChanged 9048 SP:Iteration 6Q (448.830000 sec): 3 clusters Score: Raw -27473119.893858 + Penalty 4005.218428 = -27469114.675430 nChanged 10804 SP:Iteration 7Q (450.010000 sec): 3 clusters Score: Raw -27478588.603781 + Penalty 4005.218428 = -27474583.385353 nChanged 12921 SP:Iteration 8F (451.050000 sec): 3 clusters Score: Raw -27486524.832946 + Penalty 4005.218428 = -27482519.614518 nChanged 14269 SP:Iteration 9F (452.060000 sec): 3 clusters Score: Raw -27496258.186780 + Penalty 4005.218428 = -27492252.968352 nChanged 13720 SP:Iteration 10F (453.290000 sec): 3 clusters Score: Raw -27504733.770649 + Penalty 4005.218428 = -27500728.552221 nChanged 10468 SP:Iteration 11Q (454.430000 sec): 3 clusters Score: Raw -27509116.591434 + Penalty 4005.218428 = -27505111.373006 nChanged 6236 SP:Iteration 12Q (455.590000 sec): 3 clusters Score: Raw -27510629.459102 + Penalty 4005.218428 = -27506624.240675 nChanged 3521 SP:Iteration 13Q (456.650000 sec): 3 clusters Score: Raw -27511220.781967 + Penalty 4005.218428 = -27507215.563539 nChanged 2344 SP:Iteration 14Q (457.770000 sec): 3 clusters Score: Raw -27511602.222780 + Penalty 4005.218428 = -27507597.004353 nChanged 2140 SP:Iteration 15Q (458.840000 sec): 3 clusters Score: Raw -27511956.355567 + Penalty 4005.218428 = -27507951.137139 nChanged 2173 SP:Iteration 16Q (460.010000 sec): 3 clusters Score: Raw -27512320.212263 + Penalty 4005.218428 = -27508314.993835 nChanged 2321 SP:Iteration 17Q (461.170000 sec): 3 clusters Score: Raw -27512726.005180 + Penalty 4005.218428 = -27508720.786752 nChanged 2507 SP:Iteration 18Q (462.280000 sec): 3 clusters Score: Raw -27513190.371905 + Penalty 4005.218428 = -27509185.153477 nChanged 2736 SP:Iteration 19Q (463.300000 sec): 3 clusters Score: Raw -27513732.160693 + Penalty 4005.218428 = -27509726.942265 nChanged 2995 SP:Iteration 20F (464.260000 sec): 3 clusters Score: Raw -27514358.501793 + Penalty 4005.218428 = -27510353.283365 nChanged 3115 SP:Iteration 21Q (465.320000 sec): 3 clusters Score: Raw -27515055.655647 + Penalty 4005.218428 = -27511050.437219 nChanged 3358 SP:Iteration 22Q (466.470000 sec): 3 clusters Score: Raw -27515881.688779 + Penalty 4005.218428 = -27511876.470351 nChanged 3654 SP:Iteration 23Q (467.610000 sec): 3 clusters Score: Raw -27516851.002896 + Penalty 4005.218428 = -27512845.784468 nChanged 3880 SP:Iteration 24Q (468.700000 sec): 3 clusters Score: Raw -27517968.846794 + Penalty 4005.218428 = -27513963.628366 nChanged 4170 SP:Iteration 25Q (469.730000 sec): 3 clusters Score: Raw -27519280.727962 + Penalty 4005.218428 = -27515275.509534 nChanged 4376 SP:Iteration 26Q (470.750000 sec): 3 clusters Score: Raw -27520735.276518 + Penalty 4005.218428 = -27516730.058090 nChanged 4455 SP:Iteration 27Q (471.740000 sec): 3 clusters Score: Raw -27522352.461184 + Penalty 4005.218428 = -27518347.242756 nChanged 4640 SP:Iteration 28Q (472.820000 sec): 3 clusters Score: Raw -27524182.269238 + Penalty 4005.218428 = -27520177.050810 nChanged 4673 SP:Iteration 29Q (473.880000 sec): 3 clusters Score: Raw -27526159.785689 + Penalty 4005.218428 = -27522154.567262 nChanged 4682 SP:Iteration 30Q (474.980000 sec): 3 clusters Score: Raw -27528266.500750 + Penalty 4005.218428 = -27524261.282322 nChanged 4518 SP:Iteration 31Q (476.050000 sec): 3 clusters Score: Raw -27530377.675563 + Penalty 4005.218428 = -27526372.457135 nChanged 4329 SP:Iteration 32Q (477.170000 sec): 3 clusters Score: Raw -27532422.919173 + Penalty 4005.218428 = -27528417.700746 nChanged 3993 SP:Iteration 33Q (478.180000 sec): 3 clusters Score: Raw -27534337.958472 + Penalty 4005.218428 = -27530332.740044 nChanged 3646 SP:Iteration 34Q (479.180000 sec): 3 clusters Score: Raw -27536063.134683 + Penalty 4005.218428 = -27532057.916256 nChanged 3274 SP:Iteration 35Q (480.190000 sec): 3 clusters Score: Raw -27537608.057088 + Penalty 4005.218428 = -27533602.838661 nChanged 2933 SP:Iteration 36Q (481.250000 sec): 3 clusters Score: Raw -27538986.933573 + Penalty 4005.218428 = -27534981.715145 nChanged 2530 SP:Iteration 37Q (482.350000 sec): 3 clusters Score: Raw -27540138.726190 + Penalty 4005.218428 = -27536133.507762 nChanged 2186 SP:Iteration 38Q (483.260000 sec): 3 clusters Score: Raw -27541127.879804 + Penalty 4005.218428 = -27537122.661376 nChanged 1843 SP:Iteration 39Q (484.170000 sec): 3 clusters Score: Raw -27541925.762336 + Penalty 4005.218428 = -27537920.543909 nChanged 1557 SP:Iteration 40F (485.240000 sec): 3 clusters Score: Raw -27542715.139592 + Penalty 4005.218428 = -27538709.921164 nChanged 1563 SP:Iteration 41Q (486.130000 sec): 3 clusters Score: Raw -27543456.523661 + Penalty 4005.218428 = -27539451.305233 nChanged 1385 SP:Iteration 42Q (487.170000 sec): 3 clusters Score: Raw -27544067.972711 + Penalty 4005.218428 = -27540062.754283 nChanged 1173 SP:Iteration 43Q (488.150000 sec): 3 clusters Score: Raw -27544563.535653 + Penalty 4005.218428 = -27540558.317225 nChanged 1016 SP:Iteration 44Q (489.090000 sec): 3 clusters Score: Raw -27544988.283986 + Penalty 4005.218428 = -27540983.065558 nChanged 921 SP:Iteration 45Q (490.090000 sec): 3 clusters Score: Raw -27545360.091472 + Penalty 4005.218428 = -27541354.873044 nChanged 767 SP:Iteration 46Q (491.010000 sec): 3 clusters Score: Raw -27545668.822956 + Penalty 4005.218428 = -27541663.604528 nChanged 657 SP:Iteration 47Q (491.850000 sec): 3 clusters Score: Raw -27545928.655974 + Penalty 4005.218428 = -27541923.437546 nChanged 595 SP:Iteration 48Q (492.780000 sec): 3 clusters Score: Raw -27546160.091397 + Penalty 4005.218428 = -27542154.872969 nChanged 534 SP:Iteration 49Q (493.750000 sec): 3 clusters Score: Raw -27546365.996185 + Penalty 4005.218428 = -27542360.777757 nChanged 432 SP:Iteration 50Q (494.670000 sec): 3 clusters Score: Raw -27546545.890350 + Penalty 4005.218428 = -27542540.671923 nChanged 452 SP:Iteration 51Q (495.650000 sec): 3 clusters Score: Raw -27546740.059422 + Penalty 4005.218428 = -27542734.840995 nChanged 427 SP:Iteration 52Q (496.630000 sec): 3 clusters Score: Raw -27546935.910984 + Penalty 4005.218428 = -27542930.692557 nChanged 388 SP:Iteration 53Q (497.800000 sec): 3 clusters Score: Raw -27547100.571205 + Penalty 4005.218428 = -27543095.352777 nChanged 302 SP:Iteration 54Q (498.860000 sec): 3 clusters Score: Raw -27547227.518743 + Penalty 4005.218428 = -27543222.300315 nChanged 250 SP:Iteration 55Q (499.860000 sec): 3 clusters Score: Raw -27547332.445961 + Penalty 4005.218428 = -27543327.227533 nChanged 217 SP:Iteration 56Q (501.140000 sec): 3 clusters Score: Raw -27547412.996281 + Penalty 4005.218428 = -27543407.777853 nChanged 172 SP:Iteration 57Q (502.030000 sec): 3 clusters Score: Raw -27547472.027001 + Penalty 4005.218428 = -27543466.808573 nChanged 131 SP:Iteration 58Q (502.950000 sec): 3 clusters Score: Raw -27547521.630765 + Penalty 4005.218428 = -27543516.412337 nChanged 122 SP:Iteration 59Q (504.030000 sec): 3 clusters Score: Raw -27547568.201939 + Penalty 4005.218428 = -27543562.983511 nChanged 107 SP:Iteration 60F (505.150000 sec): 3 clusters Score: Raw -27547600.725890 + Penalty 4005.218428 = -27543595.507462 nChanged 85 SP:Iteration 61Q (506.050000 sec): 3 clusters Score: Raw -27547631.891441 + Penalty 4005.218428 = -27543626.673013 nChanged 79 SP:Iteration 62Q (506.930000 sec): 3 clusters Score: Raw -27547656.744419 + Penalty 4005.218428 = -27543651.525991 nChanged 70 SP:Iteration 63Q (507.920000 sec): 3 clusters Score: Raw -27547683.646218 + Penalty 4005.218428 = -27543678.427790 nChanged 65 SP:Iteration 64Q (508.950000 sec): 3 clusters Score: Raw -27547706.540745 + Penalty 4005.218428 = -27543701.322317 nChanged 51 SP:Iteration 65Q (510.000000 sec): 3 clusters Score: Raw -27547722.347018 + Penalty 4005.218428 = -27543717.128590 nChanged 39 SP:Iteration 66Q (510.950000 sec): 3 clusters Score: Raw -27547734.965163 + Penalty 4005.218428 = -27543729.746735 nChanged 45 SP:Iteration 67Q (511.890000 sec): 3 clusters Score: Raw -27547748.046740 + Penalty 4005.218428 = -27543742.828312 nChanged 39 SP:Iteration 68Q (512.710000 sec): 3 clusters Score: Raw -27547759.138563 + Penalty 4005.218428 = -27543753.920135 nChanged 41 SP:Iteration 69Q (513.610000 sec): 3 clusters Score: Raw -27547771.512930 + Penalty 4005.218428 = -27543766.294503 nChanged 36 SP:Iteration 70Q (514.540000 sec): 3 clusters Score: Raw -27547780.101123 + Penalty 4005.218428 = -27543774.882695 nChanged 28 SP:Iteration 71Q (515.480000 sec): 3 clusters Score: Raw -27547789.308812 + Penalty 4005.218428 = -27543784.090385 nChanged 33 SP:Iteration 72Q (516.450000 sec): 3 clusters Score: Raw -27547798.373551 + Penalty 4005.218428 = -27543793.155123 nChanged 30 SP:Iteration 73Q (517.560000 sec): 3 clusters Score: Raw -27547808.735713 + Penalty 4005.218428 = -27543803.517285 nChanged 37 SP:Iteration 74Q (518.560000 sec): 3 clusters Score: Raw -27547822.865671 + Penalty 4005.218428 = -27543817.647243 nChanged 37 SP:Iteration 75Q (519.520000 sec): 3 clusters Score: Raw -27547833.800900 + Penalty 4005.218428 = -27543828.582472 nChanged 24 SP:Iteration 76Q (520.460000 sec): 3 clusters Score: Raw -27547841.735842 + Penalty 4005.218428 = -27543836.517414 nChanged 25 SP:Iteration 77Q (521.470000 sec): 3 clusters Score: Raw -27547849.150778 + Penalty 4005.218428 = -27543843.932350 nChanged 19 SP:Iteration 78Q (522.780000 sec): 3 clusters Score: Raw -27547855.329229 + Penalty 4005.218428 = -27543850.110801 nChanged 18 SP:Iteration 79Q (523.800000 sec): 3 clusters Score: Raw -27547861.487328 + Penalty 4005.218428 = -27543856.268900 nChanged 11 SP:Iteration 80F (525.040000 sec): 3 clusters Score: Raw -27547864.372658 + Penalty 4005.218428 = -27543859.154230 nChanged 8 SP:Iteration 81Q (525.990000 sec): 3 clusters Score: Raw -27547866.923105 + Penalty 4005.218428 = -27543861.704677 nChanged 3 SP:Iteration 82Q (526.980000 sec): 3 clusters Score: Raw -27547867.506502 + Penalty 4005.218428 = -27543862.288074 nChanged 6 SP:Iteration 83Q (527.960000 sec): 3 clusters Score: Raw -27547868.961469 + Penalty 4005.218428 = -27543863.743041 nChanged 6 SP:Iteration 84Q (528.940000 sec): 3 clusters Score: Raw -27547871.437788 + Penalty 4005.218428 = -27543866.219360 nChanged 9 SP:Iteration 85Q (529.800000 sec): 3 clusters Score: Raw -27547873.790333 + Penalty 4005.218428 = -27543868.571905 nChanged 7 SP:Iteration 86Q (530.770000 sec): 3 clusters Score: Raw -27547876.228509 + Penalty 4005.218428 = -27543871.010081 nChanged 7 SP:Iteration 87Q (531.960000 sec): 3 clusters Score: Raw -27547878.154655 + Penalty 4005.218428 = -27543872.936227 nChanged 4 SP:Iteration 88Q (533.040000 sec): 3 clusters Score: Raw -27547879.101369 + Penalty 4005.218428 = -27543873.882941 nChanged 4 SP:Iteration 89Q (533.990000 sec): 3 clusters Score: Raw -27547879.965272 + Penalty 4005.218428 = -27543874.746844 nChanged 3 SP:Iteration 90Q (534.860000 sec): 3 clusters Score: Raw -27547880.388259 + Penalty 4005.218428 = -27543875.169831 nChanged 1 SP:Iteration 91Q (535.750000 sec): 3 clusters Score: Raw -27547880.564663 + Penalty 4005.218428 = -27543875.346235 nChanged 1 SP:Iteration 92Q (536.610000 sec): 3 clusters Score: Raw -27547880.725653 + Penalty 4005.218428 = -27543875.507225 nChanged 0 SP:Iteration 93F (537.660000 sec): 3 clusters Score: Raw -27547880.725653 + Penalty 4005.218428 = -27543875.507225 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.860000 sec): 2 clusters Score: Raw -32704.227010 + Penalty 925.777692 = -31778.449318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.050000 sec): 3 clusters Score: Raw -32770.462622 + Penalty 1851.555383 = -30918.907239 nChanged 57 SP:Iteration 1F (538.340000 sec): 3 clusters Score: Raw -32929.376467 + Penalty 1851.555383 = -31077.821084 nChanged 28 SP:Iteration 2F (538.530000 sec): 3 clusters Score: Raw -33010.017944 + Penalty 1851.555383 = -31158.462560 nChanged 25 SP:Iteration 3F (538.690000 sec): 3 clusters Score: Raw -33148.378668 + Penalty 1851.555383 = -31296.823285 nChanged 27 SP:Iteration 4F (538.910000 sec): 3 clusters Score: Raw -33428.729508 + Penalty 1851.555383 = -31577.174125 nChanged 18 SP:Iteration 5F (539.110000 sec): 3 clusters Score: Raw -33565.667822 + Penalty 1851.555383 = -31714.112439 nChanged 7 SP:Iteration 6Q (539.320000 sec): 3 clusters Score: Raw -33589.412282 + Penalty 1851.555383 = -31737.856899 nChanged 4 SP:Iteration 7Q (539.450000 sec): 3 clusters Score: Raw -33605.559774 + Penalty 1851.555383 = -31754.004391 nChanged 2 SP:Iteration 8Q (539.610000 sec): 3 clusters Score: Raw -33609.827838 + Penalty 1851.555383 = -31758.272455 nChanged 2 SP:Iteration 9Q (539.830000 sec): 3 clusters Score: Raw -33615.162747 + Penalty 1851.555383 = -31763.607364 nChanged 1 SP:Iteration 10Q (540.000000 sec): 3 clusters Score: Raw -33617.507135 + Penalty 1851.555383 = -31765.951752 nChanged 0 SP:Iteration 11F (540.200000 sec): 3 clusters Score: Raw -33617.507135 + Penalty 1851.555383 = -31765.951752 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (10640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.360000 sec): 2 clusters Score: Raw -1278167.957584 + Penalty 1506.761061 = -1276661.196522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.570000 sec): 3 clusters Score: Raw -1272134.474061 + Penalty 3013.522123 = -1269120.951938 nChanged 4593 SP:Iteration 1F (540.760000 sec): 3 clusters Score: Raw -1274609.958330 + Penalty 3013.522123 = -1271596.436207 nChanged 620 SP:Iteration 2F (540.960000 sec): 3 clusters Score: Raw -1274921.725465 + Penalty 3013.522123 = -1271908.203342 nChanged 628 SP:Iteration 3F (541.110000 sec): 3 clusters Score: Raw -1275297.762785 + Penalty 3013.522123 = -1272284.240662 nChanged 668 SP:Iteration 4F (541.340000 sec): 3 clusters Score: Raw -1275780.074740 + Penalty 3013.522123 = -1272766.552617 nChanged 777 SP:Iteration 5F (541.560000 sec): 3 clusters Score: Raw -1276374.834804 + Penalty 3013.522123 = -1273361.312681 nChanged 748 SP:Iteration 6F (541.790000 sec): 3 clusters Score: Raw -1276994.045991 + Penalty 3013.522123 = -1273980.523868 nChanged 655 SP:Iteration 7F (542.020000 sec): 3 clusters Score: Raw -1277531.975572 + Penalty 3013.522123 = -1274518.453449 nChanged 477 SP:Iteration 8Q (542.250000 sec): 3 clusters Score: Raw -1277919.682898 + Penalty 3013.522123 = -1274906.160776 nChanged 334 SP:Iteration 9Q (542.450000 sec): 3 clusters Score: Raw -1278188.374188 + Penalty 3013.522123 = -1275174.852065 nChanged 235 SP:Iteration 10Q (542.630000 sec): 3 clusters Score: Raw -1278372.105831 + Penalty 3013.522123 = -1275358.583708 nChanged 147 SP:Iteration 11Q (542.880000 sec): 3 clusters Score: Raw -1278473.960409 + Penalty 3013.522123 = -1275460.438286 nChanged 103 SP:Iteration 12Q (543.100000 sec): 3 clusters Score: Raw -1278543.923482 + Penalty 3013.522123 = -1275530.401359 nChanged 76 SP:Iteration 13Q (543.330000 sec): 3 clusters Score: Raw -1278595.291749 + Penalty 3013.522123 = -1275581.769626 nChanged 54 SP:Iteration 14Q (543.540000 sec): 3 clusters Score: Raw -1278629.199888 + Penalty 3013.522123 = -1275615.677765 nChanged 38 SP:Iteration 15Q (543.790000 sec): 3 clusters Score: Raw -1278652.134856 + Penalty 3013.522123 = -1275638.612733 nChanged 26 SP:Iteration 16Q (543.960000 sec): 3 clusters Score: Raw -1278676.053075 + Penalty 3013.522123 = -1275662.530952 nChanged 21 SP:Iteration 17Q (544.240000 sec): 3 clusters Score: Raw -1278686.967812 + Penalty 3013.522123 = -1275673.445689 nChanged 11 SP:Iteration 18Q (544.440000 sec): 3 clusters Score: Raw -1278692.975420 + Penalty 3013.522123 = -1275679.453297 nChanged 10 SP:Iteration 19Q (544.640000 sec): 3 clusters Score: Raw -1278698.117164 + Penalty 3013.522123 = -1275684.595042 nChanged 6 SP:Iteration 20F (544.890000 sec): 3 clusters Score: Raw -1278700.825497 + Penalty 3013.522123 = -1275687.303374 nChanged 4 SP:Iteration 21Q (545.130000 sec): 3 clusters Score: Raw -1278702.419089 + Penalty 3013.522123 = -1275688.896966 nChanged 1 SP:Iteration 22Q (545.370000 sec): 3 clusters Score: Raw -1278703.401608 + Penalty 3013.522123 = -1275689.879485 nChanged 3 SP:Iteration 23Q (545.530000 sec): 3 clusters Score: Raw -1278705.284082 + Penalty 3013.522123 = -1275691.761959 nChanged 0 SP:Iteration 24F (545.700000 sec): 3 clusters Score: Raw -1278705.284082 + Penalty 3013.522123 = -1275691.761959 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (10121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.780000 sec): 2 clusters Score: Raw -1210913.410103 + Penalty 1498.634760 = -1209414.775343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.030000 sec): 3 clusters Score: Raw -1205256.486282 + Penalty 2997.269519 = -1202259.216763 nChanged 4322 SP:Iteration 1F (546.260000 sec): 3 clusters Score: Raw -1207560.758685 + Penalty 2997.269519 = -1204563.489166 nChanged 692 SP:Iteration 2F (546.500000 sec): 3 clusters Score: Raw -1208021.009613 + Penalty 2997.269519 = -1205023.740094 nChanged 695 SP:Iteration 3F (546.750000 sec): 3 clusters Score: Raw -1208654.038523 + Penalty 2997.269519 = -1205656.769003 nChanged 809 SP:Iteration 4F (546.970000 sec): 3 clusters Score: Raw -1209455.672692 + Penalty 2997.269519 = -1206458.403173 nChanged 863 SP:Iteration 5F (547.200000 sec): 3 clusters Score: Raw -1210229.171123 + Penalty 2997.269519 = -1207231.901603 nChanged 799 SP:Iteration 6F (547.370000 sec): 3 clusters Score: Raw -1210870.963364 + Penalty 2997.269519 = -1207873.693844 nChanged 623 SP:Iteration 7F (547.580000 sec): 3 clusters Score: Raw -1211297.061043 + Penalty 2997.269519 = -1208299.791524 nChanged 398 SP:Iteration 8Q (547.720000 sec): 3 clusters Score: Raw -1211531.017878 + Penalty 2997.269519 = -1208533.748359 nChanged 247 SP:Iteration 9Q (547.890000 sec): 3 clusters Score: Raw -1211644.573978 + Penalty 2997.269519 = -1208647.304458 nChanged 159 SP:Iteration 10Q (548.040000 sec): 3 clusters Score: Raw -1211721.801656 + Penalty 2997.269519 = -1208724.532136 nChanged 125 SP:Iteration 11Q (548.180000 sec): 3 clusters Score: Raw -1211777.617351 + Penalty 2997.269519 = -1208780.347831 nChanged 100 SP:Iteration 12Q (548.330000 sec): 3 clusters Score: Raw -1211814.470802 + Penalty 2997.269519 = -1208817.201282 nChanged 76 SP:Iteration 13Q (548.480000 sec): 3 clusters Score: Raw -1211845.154531 + Penalty 2997.269519 = -1208847.885011 nChanged 72 SP:Iteration 14Q (548.620000 sec): 3 clusters Score: Raw -1211883.940130 + Penalty 2997.269519 = -1208886.670610 nChanged 74 SP:Iteration 15Q (548.840000 sec): 3 clusters Score: Raw -1211928.658236 + Penalty 2997.269519 = -1208931.388717 nChanged 73 SP:Iteration 16Q (549.060000 sec): 3 clusters Score: Raw -1211976.864111 + Penalty 2997.269519 = -1208979.594592 nChanged 68 SP:Iteration 17Q (549.280000 sec): 3 clusters Score: Raw -1212017.570898 + Penalty 2997.269519 = -1209020.301379 nChanged 69 SP:Iteration 18Q (549.480000 sec): 3 clusters Score: Raw -1212041.703891 + Penalty 2997.269519 = -1209044.434372 nChanged 52 SP:Iteration 19Q (549.640000 sec): 3 clusters Score: Raw -1212056.851708 + Penalty 2997.269519 = -1209059.582188 nChanged 43 SP:Iteration 20F (549.820000 sec): 3 clusters Score: Raw -1212068.085292 + Penalty 2997.269519 = -1209070.815773 nChanged 38 SP:Iteration 21Q (550.020000 sec): 3 clusters Score: Raw -1212075.891076 + Penalty 2997.269519 = -1209078.621556 nChanged 21 SP:Iteration 22Q (550.210000 sec): 3 clusters Score: Raw -1212079.247245 + Penalty 2997.269519 = -1209081.977726 nChanged 16 SP:Iteration 23Q (550.400000 sec): 3 clusters Score: Raw -1212081.844809 + Penalty 2997.269519 = -1209084.575290 nChanged 10 SP:Iteration 24Q (550.570000 sec): 3 clusters Score: Raw -1212083.195688 + Penalty 2997.269519 = -1209085.926169 nChanged 9 SP:Iteration 25Q (550.760000 sec): 3 clusters Score: Raw -1212084.604719 + Penalty 2997.269519 = -1209087.335199 nChanged 9 SP:Iteration 26Q (550.980000 sec): 3 clusters Score: Raw -1212086.029360 + Penalty 2997.269519 = -1209088.759841 nChanged 11 SP:Iteration 27Q (551.230000 sec): 3 clusters Score: Raw -1212087.629230 + Penalty 2997.269519 = -1209090.359711 nChanged 13 SP:Iteration 28Q (551.420000 sec): 3 clusters Score: Raw -1212089.802579 + Penalty 2997.269519 = -1209092.533060 nChanged 11 SP:Iteration 29Q (551.640000 sec): 3 clusters Score: Raw -1212091.579171 + Penalty 2997.269519 = -1209094.309651 nChanged 10 SP:Iteration 30Q (551.880000 sec): 3 clusters Score: Raw -1212092.880671 + Penalty 2997.269519 = -1209095.611151 nChanged 5 SP:Iteration 31Q (552.110000 sec): 3 clusters Score: Raw -1212093.913003 + Penalty 2997.269519 = -1209096.643483 nChanged 10 SP:Iteration 32Q (552.360000 sec): 3 clusters Score: Raw -1212096.029407 + Penalty 2997.269519 = -1209098.759887 nChanged 12 SP:Iteration 33Q (552.580000 sec): 3 clusters Score: Raw -1212097.994972 + Penalty 2997.269519 = -1209100.725452 nChanged 11 SP:Iteration 34Q (552.810000 sec): 3 clusters Score: Raw -1212101.156330 + Penalty 2997.269519 = -1209103.886811 nChanged 12 SP:Iteration 35Q (553.080000 sec): 3 clusters Score: Raw -1212104.445487 + Penalty 2997.269519 = -1209107.175967 nChanged 11 SP:Iteration 36Q (553.260000 sec): 3 clusters Score: Raw -1212107.969480 + Penalty 2997.269519 = -1209110.699960 nChanged 11 SP:Iteration 37Q (553.480000 sec): 3 clusters Score: Raw -1212110.242835 + Penalty 2997.269519 = -1209112.973315 nChanged 11 SP:Iteration 38Q (553.740000 sec): 3 clusters Score: Raw -1212112.206716 + Penalty 2997.269519 = -1209114.937196 nChanged 9 SP:Iteration 39Q (553.930000 sec): 3 clusters Score: Raw -1212113.773524 + Penalty 2997.269519 = -1209116.504004 nChanged 8 SP:Iteration 40F (554.120000 sec): 3 clusters Score: Raw -1212115.069417 + Penalty 2997.269519 = -1209117.799898 nChanged 8 SP:Iteration 41Q (554.340000 sec): 3 clusters Score: Raw -1212116.307779 + Penalty 2997.269519 = -1209119.038260 nChanged 13 SP:Iteration 42Q (554.560000 sec): 3 clusters Score: Raw -1212118.565757 + Penalty 2997.269519 = -1209121.296237 nChanged 18 SP:Iteration 43Q (554.810000 sec): 3 clusters Score: Raw -1212122.681697 + Penalty 2997.269519 = -1209125.412178 nChanged 16 SP:Iteration 44Q (555.010000 sec): 3 clusters Score: Raw -1212126.343800 + Penalty 2997.269519 = -1209129.074280 nChanged 19 SP:Iteration 45Q (555.270000 sec): 3 clusters Score: Raw -1212129.993416 + Penalty 2997.269519 = -1209132.723896 nChanged 16 SP:Iteration 46Q (555.430000 sec): 3 clusters Score: Raw -1212133.045713 + Penalty 2997.269519 = -1209135.776194 nChanged 15 SP:Iteration 47Q (555.670000 sec): 3 clusters Score: Raw -1212136.064195 + Penalty 2997.269519 = -1209138.794675 nChanged 13 SP:Iteration 48Q (555.910000 sec): 3 clusters Score: Raw -1212138.795788 + Penalty 2997.269519 = -1209141.526268 nChanged 9 SP:Iteration 49Q (556.160000 sec): 3 clusters Score: Raw -1212140.679247 + Penalty 2997.269519 = -1209143.409727 nChanged 7 SP:Iteration 50Q (556.330000 sec): 3 clusters Score: Raw -1212142.285634 + Penalty 2997.269519 = -1209145.016114 nChanged 7 SP:Iteration 51Q (556.550000 sec): 3 clusters Score: Raw -1212143.498564 + Penalty 2997.269519 = -1209146.229045 nChanged 4 SP:Iteration 52Q (556.750000 sec): 3 clusters Score: Raw -1212144.251776 + Penalty 2997.269519 = -1209146.982256 nChanged 6 SP:Iteration 53Q (556.970000 sec): 3 clusters Score: Raw -1212145.181066 + Penalty 2997.269519 = -1209147.911547 nChanged 6 SP:Iteration 54Q (557.210000 sec): 3 clusters Score: Raw -1212146.122263 + Penalty 2997.269519 = -1209148.852744 nChanged 8 SP:Iteration 55Q (557.470000 sec): 3 clusters Score: Raw -1212147.378181 + Penalty 2997.269519 = -1209150.108662 nChanged 8 SP:Iteration 56Q (557.670000 sec): 3 clusters Score: Raw -1212148.610222 + Penalty 2997.269519 = -1209151.340702 nChanged 7 SP:Iteration 57Q (557.920000 sec): 3 clusters Score: Raw -1212149.588540 + Penalty 2997.269519 = -1209152.319020 nChanged 3 SP:Iteration 58Q (558.130000 sec): 3 clusters Score: Raw -1212149.840794 + Penalty 2997.269519 = -1209152.571275 nChanged 0 SP:Iteration 59F (558.400000 sec): 3 clusters Score: Raw -1212149.840794 + Penalty 2997.269519 = -1209152.571275 nChanged 0 Iteration 59Q (564.920000 sec): 19 clusters Score: Raw -31074470.777021 + Penalty 36423.159576 = -31038047.617445 nChanged 26 Iteration 60F (573.910000 sec): 19 clusters Score: Raw -31074540.387017 + Penalty 36423.159576 = -31038117.227441 nChanged 43 Iteration 61Q (580.010000 sec): 19 clusters Score: Raw -31074643.860157 + Penalty 36423.159576 = -31038220.700581 nChanged 51 Iteration 62Q (587.600000 sec): 19 clusters Score: Raw -31074748.542227 + Penalty 36423.159576 = -31038325.382651 nChanged 37 Iteration 63Q (593.450000 sec): 19 clusters Score: Raw -31074781.050938 + Penalty 36423.159576 = -31038357.891362 nChanged 30 Iteration 64Q (599.190000 sec): 19 clusters Score: Raw -31074802.348040 + Penalty 36423.159576 = -31038379.188464 nChanged 31 Iteration 65Q (604.980000 sec): 19 clusters Score: Raw -31074818.030158 + Penalty 36423.159576 = -31038394.870582 nChanged 37 Iteration 66Q (610.870000 sec): 19 clusters Score: Raw -31074842.076505 + Penalty 36423.159576 = -31038418.916929 nChanged 28 Iteration 67Q (617.730000 sec): 19 clusters Score: Raw -31074851.390514 + Penalty 36423.159576 = -31038428.230938 nChanged 26 Iteration 68Q (623.630000 sec): 19 clusters Score: Raw -31074860.981169 + Penalty 36423.159576 = -31038437.821592 nChanged 28 Iteration 69Q (629.630000 sec): 19 clusters Score: Raw -31074868.091016 + Penalty 36423.159576 = -31038444.931440 nChanged 17 Iteration 70Q (634.960000 sec): 19 clusters Score: Raw -31074872.163472 + Penalty 36423.159576 = -31038449.003895 nChanged 19 Iteration 71Q (640.630000 sec): 19 clusters Score: Raw -31074877.782034 + Penalty 36423.159576 = -31038454.622457 nChanged 16 Iteration 72Q (646.680000 sec): 19 clusters Score: Raw -31074883.730492 + Penalty 36423.159576 = -31038460.570916 nChanged 17 Iteration 73Q (651.810000 sec): 19 clusters Score: Raw -31074888.638982 + Penalty 36423.159576 = -31038465.479406 nChanged 16 Iteration 74Q (657.190000 sec): 19 clusters Score: Raw -31074889.240844 + Penalty 36423.159576 = -31038466.081268 nChanged 14 Iteration 75Q (662.770000 sec): 19 clusters Score: Raw -31074889.649072 + Penalty 36423.159576 = -31038466.489496 nChanged 7 Iteration 76Q (668.080000 sec): 19 clusters Score: Raw -31074889.936814 + Penalty 36423.159576 = -31038466.777238 nChanged 11 Iteration 77Q (673.710000 sec): 19 clusters Score: Raw -31074890.229058 + Penalty 36423.159576 = -31038467.069482 nChanged 11 Iteration 78Q (679.500000 sec): 19 clusters Score: Raw -31074890.505638 + Penalty 36423.159576 = -31038467.346062 nChanged 14 Iteration 79Q (685.480000 sec): 19 clusters Score: Raw -31074890.994081 + Penalty 36423.159576 = -31038467.834505 nChanged 10 Iteration 80F (695.040000 sec): 19 clusters Score: Raw -31074898.416206 + Penalty 36423.159576 = -31038475.256629 nChanged 12 Iteration 81Q (700.580000 sec): 19 clusters Score: Raw -31074900.970605 + Penalty 36423.159576 = -31038477.811028 nChanged 5 Iteration 82Q (706.620000 sec): 19 clusters Score: Raw -31074902.206174 + Penalty 36423.159576 = -31038479.046597 nChanged 5 Iteration 83Q (713.040000 sec): 19 clusters Score: Raw -31074902.365629 + Penalty 36423.159576 = -31038479.206052 nChanged 4 Iteration 84Q (718.580000 sec): 19 clusters Score: Raw -31074902.525652 + Penalty 36423.159576 = -31038479.366075 nChanged 5 Iteration 85Q (724.550000 sec): 19 clusters Score: Raw -31074902.645930 + Penalty 36423.159576 = -31038479.486353 nChanged 6 Iteration 86Q (730.420000 sec): 19 clusters Score: Raw -31074902.787455 + Penalty 36423.159576 = -31038479.627879 nChanged 5 Iteration 87Q (736.010000 sec): 19 clusters Score: Raw -31074902.992229 + Penalty 36423.159576 = -31038479.832653 nChanged 2 Iteration 88Q (741.850000 sec): 19 clusters Score: Raw -31074903.064081 + Penalty 36423.159576 = -31038479.904505 nChanged 3 Iteration 89Q (748.010000 sec): 19 clusters Score: Raw -31074903.140794 + Penalty 36423.159576 = -31038479.981218 nChanged 3 Iteration 90Q (754.090000 sec): 19 clusters Score: Raw -31074903.197653 + Penalty 36423.159576 = -31038480.038077 nChanged 1 Iteration 91Q (759.880000 sec): 19 clusters Score: Raw -31074903.227749 + Penalty 36423.159576 = -31038480.068173 nChanged 0 Iteration 92F (768.960000 sec): 19 clusters Score: Raw -31074903.227749 + Penalty 36423.159576 = -31038480.068173 nChanged 0 Compute initial score before splitting: Score: Raw -31074903.227749 + Penalty 36423.159576 = -31038480.068173 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.030000 sec): 2 clusters Score: Raw -64320.176275 + Penalty 1023.280264 = -63296.896011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.280000 sec): 3 clusters Score: Raw -64216.824507 + Penalty 2046.560529 = -62170.263978 nChanged 119 SP:Iteration 1F (769.450000 sec): 3 clusters Score: Raw -64378.210023 + Penalty 2046.560529 = -62331.649494 nChanged 27 SP:Iteration 2Q (769.620000 sec): 3 clusters Score: Raw -64421.195198 + Penalty 2046.560529 = -62374.634669 nChanged 16 SP:Iteration 3Q (769.790000 sec): 3 clusters Score: Raw -64445.921111 + Penalty 2046.560529 = -62399.360582 nChanged 8 SP:Iteration 4Q (769.990000 sec): 3 clusters Score: Raw -64454.762757 + Penalty 2046.560529 = -62408.202228 nChanged 5 SP:Iteration 5Q (770.190000 sec): 3 clusters Score: Raw -64462.392105 + Penalty 2046.560529 = -62415.831576 nChanged 7 SP:Iteration 6Q (770.360000 sec): 3 clusters Score: Raw -64477.271629 + Penalty 2046.560529 = -62430.711100 nChanged 3 SP:Iteration 7Q (770.540000 sec): 3 clusters Score: Raw -64481.593686 + Penalty 2046.560529 = -62435.033157 nChanged 0 SP:Iteration 8F (770.780000 sec): 3 clusters Score: Raw -64481.593686 + Penalty 2046.560529 = -62435.033157 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (770.840000 sec): 2 clusters Score: Raw -64201.025588 + Penalty 1014.677121 = -63186.348467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.010000 sec): 3 clusters Score: Raw -64108.445178 + Penalty 2029.354243 = -62079.090935 nChanged 116 SP:Iteration 1F (771.200000 sec): 3 clusters Score: Raw -64247.105998 + Penalty 2029.354243 = -62217.751756 nChanged 31 SP:Iteration 2F (771.390000 sec): 3 clusters Score: Raw -64294.402944 + Penalty 2029.354243 = -62265.048701 nChanged 10 SP:Iteration 3Q (771.560000 sec): 3 clusters Score: Raw -64310.765708 + Penalty 2029.354243 = -62281.411465 nChanged 5 SP:Iteration 4Q (771.750000 sec): 3 clusters Score: Raw -64315.947551 + Penalty 2029.354243 = -62286.593309 nChanged 6 SP:Iteration 5Q (771.980000 sec): 3 clusters Score: Raw -64327.249553 + Penalty 2029.354243 = -62297.895310 nChanged 3 SP:Iteration 6Q (772.200000 sec): 3 clusters Score: Raw -64332.326197 + Penalty 2029.354243 = -62302.971954 nChanged 3 SP:Iteration 7Q (772.390000 sec): 3 clusters Score: Raw -64339.228133 + Penalty 2029.354243 = -62309.873891 nChanged 4 SP:Iteration 8Q (772.580000 sec): 3 clusters Score: Raw -64344.831890 + Penalty 2029.354243 = -62315.477647 nChanged 3 SP:Iteration 9Q (772.800000 sec): 3 clusters Score: Raw -64348.986096 + Penalty 2029.354243 = -62319.631853 nChanged 1 SP:Iteration 10Q (773.020000 sec): 3 clusters Score: Raw -64350.515520 + Penalty 2029.354243 = -62321.161278 nChanged 1 SP:Iteration 11Q (773.160000 sec): 3 clusters Score: Raw -64351.020653 + Penalty 2029.354243 = -62321.666410 nChanged 0 SP:Iteration 12F (773.350000 sec): 3 clusters Score: Raw -64351.020653 + Penalty 2029.354243 = -62321.666410 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (1028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.490000 sec): 2 clusters Score: Raw -124478.452895 + Penalty 1126.997697 = -123351.455197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.670000 sec): 3 clusters Score: Raw -124207.803095 + Penalty 2253.995395 = -121953.807701 nChanged 288 SP:Iteration 1F (773.860000 sec): 3 clusters Score: Raw -124651.740499 + Penalty 2253.995395 = -122397.745104 nChanged 99 SP:Iteration 2F (774.060000 sec): 3 clusters Score: Raw -124831.971256 + Penalty 2253.995395 = -122577.975861 nChanged 53 SP:Iteration 3F (774.270000 sec): 3 clusters Score: Raw -124907.739149 + Penalty 2253.995395 = -122653.743754 nChanged 33 SP:Iteration 4Q (774.430000 sec): 3 clusters Score: Raw -124962.553551 + Penalty 2253.995395 = -122708.558156 nChanged 30 SP:Iteration 5Q (774.610000 sec): 3 clusters Score: Raw -125025.516418 + Penalty 2253.995395 = -122771.521023 nChanged 28 SP:Iteration 6Q (774.780000 sec): 3 clusters Score: Raw -125100.471544 + Penalty 2253.995395 = -122846.476149 nChanged 39 SP:Iteration 7Q (774.950000 sec): 3 clusters Score: Raw -125174.139659 + Penalty 2253.995395 = -122920.144264 nChanged 35 SP:Iteration 8Q (775.140000 sec): 3 clusters Score: Raw -125236.882909 + Penalty 2253.995395 = -122982.887514 nChanged 27 SP:Iteration 9Q (775.280000 sec): 3 clusters Score: Raw -125271.194135 + Penalty 2253.995395 = -123017.198740 nChanged 24 SP:Iteration 10Q (775.490000 sec): 3 clusters Score: Raw -125298.331886 + Penalty 2253.995395 = -123044.336491 nChanged 22 SP:Iteration 11Q (775.620000 sec): 3 clusters Score: Raw -125323.068199 + Penalty 2253.995395 = -123069.072804 nChanged 14 SP:Iteration 12Q (775.780000 sec): 3 clusters Score: Raw -125340.311370 + Penalty 2253.995395 = -123086.315975 nChanged 18 SP:Iteration 13Q (775.990000 sec): 3 clusters Score: Raw -125363.103274 + Penalty 2253.995395 = -123109.107879 nChanged 11 SP:Iteration 14Q (776.150000 sec): 3 clusters Score: Raw -125376.000238 + Penalty 2253.995395 = -123122.004844 nChanged 7 SP:Iteration 15Q (776.300000 sec): 3 clusters Score: Raw -125385.177002 + Penalty 2253.995395 = -123131.181607 nChanged 5 SP:Iteration 16Q (776.490000 sec): 3 clusters Score: Raw -125391.144919 + Penalty 2253.995395 = -123137.149524 nChanged 3 SP:Iteration 17Q (776.630000 sec): 3 clusters Score: Raw -125393.843360 + Penalty 2253.995395 = -123139.847965 nChanged 3 SP:Iteration 18Q (776.780000 sec): 3 clusters Score: Raw -125397.543801 + Penalty 2253.995395 = -123143.548406 nChanged 3 SP:Iteration 19Q (776.970000 sec): 3 clusters Score: Raw -125400.796493 + Penalty 2253.995395 = -123146.801098 nChanged 4 SP:Iteration 20F (777.090000 sec): 3 clusters Score: Raw -125406.085388 + Penalty 2253.995395 = -123152.089993 nChanged 4 SP:Iteration 21Q (777.240000 sec): 3 clusters Score: Raw -125409.859640 + Penalty 2253.995395 = -123155.864245 nChanged 1 SP:Iteration 22Q (777.400000 sec): 3 clusters Score: Raw -125411.001661 + Penalty 2253.995395 = -123157.006266 nChanged 3 SP:Iteration 23Q (777.610000 sec): 3 clusters Score: Raw -125414.979082 + Penalty 2253.995395 = -123160.983687 nChanged 2 SP:Iteration 24Q (777.790000 sec): 3 clusters Score: Raw -125416.989762 + Penalty 2253.995395 = -123162.994367 nChanged 1 SP:Iteration 25Q (777.960000 sec): 3 clusters Score: Raw -125417.886361 + Penalty 2253.995395 = -123163.890966 nChanged 0 SP:Iteration 26F (778.100000 sec): 3 clusters Score: Raw -125417.886361 + Penalty 2253.995395 = -123163.890966 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (778.210000 sec): 2 clusters Score: Raw -99337.972961 + Penalty 1097.243936 = -98240.729025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.410000 sec): 3 clusters Score: Raw -99133.328469 + Penalty 2194.487872 = -96938.840597 nChanged 235 SP:Iteration 1F (778.610000 sec): 3 clusters Score: Raw -99418.077675 + Penalty 2194.487872 = -97223.589803 nChanged 60 SP:Iteration 2F (778.770000 sec): 3 clusters Score: Raw -99527.085167 + Penalty 2194.487872 = -97332.597295 nChanged 38 SP:Iteration 3Q (778.970000 sec): 3 clusters Score: Raw -99622.060333 + Penalty 2194.487872 = -97427.572461 nChanged 43 SP:Iteration 4F (779.140000 sec): 3 clusters Score: Raw -99706.126525 + Penalty 2194.487872 = -97511.638653 nChanged 34 SP:Iteration 5Q (779.350000 sec): 3 clusters Score: Raw -99759.475503 + Penalty 2194.487872 = -97564.987631 nChanged 27 SP:Iteration 6Q (779.520000 sec): 3 clusters Score: Raw -99792.789096 + Penalty 2194.487872 = -97598.301224 nChanged 18 SP:Iteration 7Q (779.690000 sec): 3 clusters Score: Raw -99819.607604 + Penalty 2194.487872 = -97625.119731 nChanged 17 SP:Iteration 8Q (779.900000 sec): 3 clusters Score: Raw -99843.733925 + Penalty 2194.487872 = -97649.246053 nChanged 15 SP:Iteration 9Q (780.090000 sec): 3 clusters Score: Raw -99861.479031 + Penalty 2194.487872 = -97666.991158 nChanged 4 SP:Iteration 10Q (780.280000 sec): 3 clusters Score: Raw -99866.854776 + Penalty 2194.487872 = -97672.366904 nChanged 7 SP:Iteration 11Q (780.470000 sec): 3 clusters Score: Raw -99877.222118 + Penalty 2194.487872 = -97682.734246 nChanged 10 SP:Iteration 12Q (780.670000 sec): 3 clusters Score: Raw -99894.145985 + Penalty 2194.487872 = -97699.658113 nChanged 13 SP:Iteration 13Q (780.920000 sec): 3 clusters Score: Raw -99908.604675 + Penalty 2194.487872 = -97714.116803 nChanged 9 SP:Iteration 14Q (781.090000 sec): 3 clusters Score: Raw -99932.098047 + Penalty 2194.487872 = -97737.610175 nChanged 14 SP:Iteration 15Q (781.250000 sec): 3 clusters Score: Raw -99975.389729 + Penalty 2194.487872 = -97780.901856 nChanged 21 SP:Iteration 16Q (781.420000 sec): 3 clusters Score: Raw -100032.548033 + Penalty 2194.487872 = -97838.060160 nChanged 20 SP:Iteration 17Q (781.560000 sec): 3 clusters Score: Raw -100085.722007 + Penalty 2194.487872 = -97891.234135 nChanged 19 SP:Iteration 18Q (781.710000 sec): 3 clusters Score: Raw -100163.943297 + Penalty 2194.487872 = -97969.455425 nChanged 20 SP:Iteration 19Q (781.900000 sec): 3 clusters Score: Raw -100294.853876 + Penalty 2194.487872 = -98100.366003 nChanged 14 SP:Iteration 20F (782.080000 sec): 3 clusters Score: Raw -100470.039435 + Penalty 2194.487872 = -98275.551562 nChanged 7 SP:Iteration 21Q (782.270000 sec): 3 clusters Score: Raw -100596.972917 + Penalty 2194.487872 = -98402.485045 nChanged 4 SP:Iteration 22Q (782.500000 sec): 3 clusters Score: Raw -100610.869535 + Penalty 2194.487872 = -98416.381663 nChanged 7 SP:Iteration 23Q (782.690000 sec): 3 clusters Score: Raw -100646.572905 + Penalty 2194.487872 = -98452.085033 nChanged 6 SP:Iteration 24Q (782.870000 sec): 3 clusters Score: Raw -100672.713035 + Penalty 2194.487872 = -98478.225163 nChanged 5 SP:Iteration 25Q (783.080000 sec): 3 clusters Score: Raw -100700.495051 + Penalty 2194.487872 = -98506.007179 nChanged 4 SP:Iteration 26Q (783.290000 sec): 3 clusters Score: Raw -100726.149057 + Penalty 2194.487872 = -98531.661185 nChanged 4 SP:Iteration 27Q (783.500000 sec): 3 clusters Score: Raw -100773.338193 + Penalty 2194.487872 = -98578.850321 nChanged 5 SP:Iteration 28Q (783.650000 sec): 3 clusters Score: Raw -100806.566656 + Penalty 2194.487872 = -98612.078784 nChanged 1 SP:Iteration 29Q (783.860000 sec): 3 clusters Score: Raw -100885.548862 + Penalty 2194.487872 = -98691.060990 nChanged 8 SP:Iteration 30Q (784.050000 sec): 3 clusters Score: Raw -100975.266779 + Penalty 2194.487872 = -98780.778907 nChanged 8 SP:Iteration 31Q (784.200000 sec): 3 clusters Score: Raw -101375.496178 + Penalty 2194.487872 = -99181.008306 nChanged 1 SP:Iteration 32Q (784.410000 sec): 3 clusters Score: Raw -101392.218576 + Penalty 2194.487872 = -99197.730703 nChanged 0 SP:Iteration 33F (784.640000 sec): 3 clusters Score: Raw -101392.218576 + Penalty 2194.487872 = -99197.730703 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 1.84 GB. Trying to split cluster 5 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.760000 sec): 2 clusters Score: Raw -78364.511754 + Penalty 1054.248653 = -77310.263101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.970000 sec): 3 clusters Score: Raw -78214.517497 + Penalty 2108.497306 = -76106.020191 nChanged 161 SP:Iteration 1F (785.150000 sec): 3 clusters Score: Raw -78400.899188 + Penalty 2108.497306 = -76292.401882 nChanged 47 SP:Iteration 2F (785.380000 sec): 3 clusters Score: Raw -78489.641057 + Penalty 2108.497306 = -76381.143751 nChanged 31 SP:Iteration 3Q (785.580000 sec): 3 clusters Score: Raw -78536.393206 + Penalty 2108.497306 = -76427.895900 nChanged 21 SP:Iteration 4Q (785.750000 sec): 3 clusters Score: Raw -78576.309908 + Penalty 2108.497306 = -76467.812602 nChanged 18 SP:Iteration 5Q (785.960000 sec): 3 clusters Score: Raw -78613.719634 + Penalty 2108.497306 = -76505.222328 nChanged 13 SP:Iteration 6Q (786.130000 sec): 3 clusters Score: Raw -78662.326650 + Penalty 2108.497306 = -76553.829344 nChanged 14 SP:Iteration 7Q (786.330000 sec): 3 clusters Score: Raw -78697.418650 + Penalty 2108.497306 = -76588.921344 nChanged 16 SP:Iteration 8Q (786.510000 sec): 3 clusters Score: Raw -78739.608077 + Penalty 2108.497306 = -76631.110771 nChanged 20 SP:Iteration 9Q (786.700000 sec): 3 clusters Score: Raw -78808.720375 + Penalty 2108.497306 = -76700.223069 nChanged 19 SP:Iteration 10Q (786.910000 sec): 3 clusters Score: Raw -78868.574272 + Penalty 2108.497306 = -76760.076966 nChanged 17 SP:Iteration 11Q (787.060000 sec): 3 clusters Score: Raw -78914.283322 + Penalty 2108.497306 = -76805.786016 nChanged 16 SP:Iteration 12Q (787.250000 sec): 3 clusters Score: Raw -78935.455168 + Penalty 2108.497306 = -76826.957862 nChanged 11 SP:Iteration 13Q (787.430000 sec): 3 clusters Score: Raw -78948.261681 + Penalty 2108.497306 = -76839.764375 nChanged 5 SP:Iteration 14Q (787.650000 sec): 3 clusters Score: Raw -78953.115012 + Penalty 2108.497306 = -76844.617706 nChanged 6 SP:Iteration 15Q (787.820000 sec): 3 clusters Score: Raw -78957.500362 + Penalty 2108.497306 = -76849.003056 nChanged 4 SP:Iteration 16Q (787.990000 sec): 3 clusters Score: Raw -78961.950933 + Penalty 2108.497306 = -76853.453627 nChanged 2 SP:Iteration 17Q (788.150000 sec): 3 clusters Score: Raw -78962.990804 + Penalty 2108.497306 = -76854.493498 nChanged 0 SP:Iteration 18F (788.320000 sec): 3 clusters Score: Raw -78962.990804 + Penalty 2108.497306 = -76854.493498 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.410000 sec): 2 clusters Score: Raw -32367.965929 + Penalty 912.725303 = -31455.240626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.590000 sec): 3 clusters Score: Raw -32404.399622 + Penalty 1825.450607 = -30578.949015 nChanged 45 SP:Iteration 1F (788.770000 sec): 3 clusters Score: Raw -32506.940237 + Penalty 1825.450607 = -30681.489630 nChanged 16 SP:Iteration 2F (788.970000 sec): 3 clusters Score: Raw -32554.094753 + Penalty 1825.450607 = -30728.644146 nChanged 2 SP:Iteration 3Q (789.130000 sec): 3 clusters Score: Raw -32557.706807 + Penalty 1825.450607 = -30732.256200 nChanged 0 SP:Iteration 4F (789.280000 sec): 3 clusters Score: Raw -32557.706807 + Penalty 1825.450607 = -30732.256200 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.400000 sec): 2 clusters Score: Raw -27029.051616 + Penalty 907.318150 = -26121.733465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.560000 sec): 3 clusters Score: Raw -27264.763288 + Penalty 1814.636300 = -25450.126988 nChanged 64 SP:Iteration 1F (789.730000 sec): 3 clusters Score: Raw -27491.875124 + Penalty 1814.636300 = -25677.238824 nChanged 18 SP:Iteration 2F (789.920000 sec): 3 clusters Score: Raw -27626.729048 + Penalty 1814.636300 = -25812.092747 nChanged 12 SP:Iteration 3Q (790.070000 sec): 3 clusters Score: Raw -27672.683620 + Penalty 1814.636300 = -25858.047319 nChanged 6 SP:Iteration 4Q (790.240000 sec): 3 clusters Score: Raw -27695.024036 + Penalty 1814.636300 = -25880.387736 nChanged 3 SP:Iteration 5Q (790.460000 sec): 3 clusters Score: Raw -27703.932343 + Penalty 1814.636300 = -25889.296042 nChanged 1 SP:Iteration 6Q (790.660000 sec): 3 clusters Score: Raw -27706.701298 + Penalty 1814.636300 = -25892.064997 nChanged 2 SP:Iteration 7Q (790.860000 sec): 3 clusters Score: Raw -27716.997275 + Penalty 1814.636300 = -25902.360975 nChanged 1 SP:Iteration 8Q (791.030000 sec): 3 clusters Score: Raw -27718.967312 + Penalty 1814.636300 = -25904.331012 nChanged 2 SP:Iteration 9Q (791.200000 sec): 3 clusters Score: Raw -27721.744495 + Penalty 1814.636300 = -25907.108195 nChanged 0 SP:Iteration 10F (791.370000 sec): 3 clusters Score: Raw -27722.499120 + Penalty 1814.636300 = -25907.862820 nChanged 1 SP:Iteration 11Q (791.550000 sec): 3 clusters Score: Raw -27751.955221 + Penalty 1814.636300 = -25937.318921 nChanged 3 SP:Iteration 12Q (791.760000 sec): 3 clusters Score: Raw -27766.599166 + Penalty 1814.636300 = -25951.962866 nChanged 1 SP:Iteration 13Q (791.960000 sec): 3 clusters Score: Raw -27769.768045 + Penalty 1814.636300 = -25955.131745 nChanged 0 SP:Iteration 14F (792.180000 sec): 3 clusters Score: Raw -27769.768045 + Penalty 1814.636300 = -25955.131745 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.230000 sec): 2 clusters Score: Raw -28736.528481 + Penalty 901.091335 = -27835.437146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (792.430000 sec): 3 clusters Score: Raw -28782.854110 + Penalty 1802.182669 = -26980.671440 nChanged 43 SP:Iteration 1F (792.620000 sec): 3 clusters Score: Raw -28885.837227 + Penalty 1802.182669 = -27083.654557 nChanged 13 SP:Iteration 2F (792.800000 sec): 3 clusters Score: Raw -28935.125467 + Penalty 1802.182669 = -27132.942797 nChanged 5 SP:Iteration 3Q (793.010000 sec): 3 clusters Score: Raw -28951.186243 + Penalty 1802.182669 = -27149.003574 nChanged 4 SP:Iteration 4Q (793.190000 sec): 3 clusters Score: Raw -28965.650706 + Penalty 1802.182669 = -27163.468036 nChanged 2 SP:Iteration 5Q (793.370000 sec): 3 clusters Score: Raw -28978.497351 + Penalty 1802.182669 = -27176.314682 nChanged 2 SP:Iteration 6Q (793.520000 sec): 3 clusters Score: Raw -28990.868527 + Penalty 1802.182669 = -27188.685857 nChanged 2 SP:Iteration 7Q (793.720000 sec): 3 clusters Score: Raw -28997.581917 + Penalty 1802.182669 = -27195.399248 nChanged 1 SP:Iteration 8Q (793.920000 sec): 3 clusters Score: Raw -28998.370764 + Penalty 1802.182669 = -27196.188094 nChanged 0 SP:Iteration 9F (794.090000 sec): 3 clusters Score: Raw -28998.370764 + Penalty 1802.182669 = -27196.188094 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.170000 sec): 2 clusters Score: Raw -46429.487524 + Penalty 983.464490 = -45446.023034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.350000 sec): 3 clusters Score: Raw -46606.308393 + Penalty 1966.928980 = -44639.379413 nChanged 117 SP:Iteration 1F (794.550000 sec): 3 clusters Score: Raw -46813.967240 + Penalty 1966.928980 = -44847.038260 nChanged 36 SP:Iteration 2F (794.750000 sec): 3 clusters Score: Raw -46882.223313 + Penalty 1966.928980 = -44915.294333 nChanged 29 SP:Iteration 3F (794.920000 sec): 3 clusters Score: Raw -46943.586719 + Penalty 1966.928980 = -44976.657739 nChanged 21 SP:Iteration 4Q (795.130000 sec): 3 clusters Score: Raw -47074.055301 + Penalty 1966.928980 = -45107.126321 nChanged 26 SP:Iteration 5F (795.360000 sec): 3 clusters Score: Raw -47164.717366 + Penalty 1966.928980 = -45197.788386 nChanged 21 SP:Iteration 6Q (795.540000 sec): 3 clusters Score: Raw -47223.491721 + Penalty 1966.928980 = -45256.562741 nChanged 13 SP:Iteration 7Q (795.680000 sec): 3 clusters Score: Raw -47255.158369 + Penalty 1966.928980 = -45288.229389 nChanged 11 SP:Iteration 8Q (795.840000 sec): 3 clusters Score: Raw -47290.043449 + Penalty 1966.928980 = -45323.114469 nChanged 2 SP:Iteration 9Q (796.050000 sec): 3 clusters Score: Raw -47298.044220 + Penalty 1966.928980 = -45331.115240 nChanged 3 SP:Iteration 10Q (796.200000 sec): 3 clusters Score: Raw -47311.133934 + Penalty 1966.928980 = -45344.204954 nChanged 1 SP:Iteration 11Q (796.380000 sec): 3 clusters Score: Raw -47314.544490 + Penalty 1966.928980 = -45347.615510 nChanged 1 SP:Iteration 12Q (796.550000 sec): 3 clusters Score: Raw -47319.445656 + Penalty 1966.928980 = -45352.516676 nChanged 0 SP:Iteration 13F (796.680000 sec): 3 clusters Score: Raw -47319.445656 + Penalty 1966.928980 = -45352.516676 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.760000 sec): 2 clusters Score: Raw -108892.969536 + Penalty 1110.892133 = -107782.077403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.930000 sec): 3 clusters Score: Raw -108589.480622 + Penalty 2221.784265 = -106367.696357 nChanged 259 SP:Iteration 1F (797.120000 sec): 3 clusters Score: Raw -108890.964520 + Penalty 2221.784265 = -106669.180255 nChanged 78 SP:Iteration 2F (797.280000 sec): 3 clusters Score: Raw -108964.701237 + Penalty 2221.784265 = -106742.916972 nChanged 38 SP:Iteration 3Q (797.520000 sec): 3 clusters Score: Raw -108998.030561 + Penalty 2221.784265 = -106776.246296 nChanged 22 SP:Iteration 4Q (797.660000 sec): 3 clusters Score: Raw -109024.079150 + Penalty 2221.784265 = -106802.294885 nChanged 24 SP:Iteration 5Q (797.810000 sec): 3 clusters Score: Raw -109050.779781 + Penalty 2221.784265 = -106828.995516 nChanged 14 SP:Iteration 6Q (798.000000 sec): 3 clusters Score: Raw -109068.483145 + Penalty 2221.784265 = -106846.698880 nChanged 13 SP:Iteration 7Q (798.170000 sec): 3 clusters Score: Raw -109085.262505 + Penalty 2221.784265 = -106863.478239 nChanged 14 SP:Iteration 8Q (798.380000 sec): 3 clusters Score: Raw -109101.655043 + Penalty 2221.784265 = -106879.870778 nChanged 13 SP:Iteration 9Q (798.550000 sec): 3 clusters Score: Raw -109112.710970 + Penalty 2221.784265 = -106890.926704 nChanged 8 SP:Iteration 10Q (798.720000 sec): 3 clusters Score: Raw -109119.273610 + Penalty 2221.784265 = -106897.489345 nChanged 6 SP:Iteration 11Q (798.900000 sec): 3 clusters Score: Raw -109123.472331 + Penalty 2221.784265 = -106901.688066 nChanged 5 SP:Iteration 12Q (799.100000 sec): 3 clusters Score: Raw -109126.838788 + Penalty 2221.784265 = -106905.054523 nChanged 3 SP:Iteration 13Q (799.280000 sec): 3 clusters Score: Raw -109129.385468 + Penalty 2221.784265 = -106907.601203 nChanged 2 SP:Iteration 14Q (799.490000 sec): 3 clusters Score: Raw -109131.815111 + Penalty 2221.784265 = -106910.030846 nChanged 1 SP:Iteration 15Q (799.660000 sec): 3 clusters Score: Raw -109132.965245 + Penalty 2221.784265 = -106911.180980 nChanged 2 SP:Iteration 16Q (799.890000 sec): 3 clusters Score: Raw -109135.892033 + Penalty 2221.784265 = -106914.107768 nChanged 2 SP:Iteration 17Q (800.070000 sec): 3 clusters Score: Raw -109137.213733 + Penalty 2221.784265 = -106915.429468 nChanged 2 SP:Iteration 18Q (800.240000 sec): 3 clusters Score: Raw -109140.280576 + Penalty 2221.784265 = -106918.496311 nChanged 3 SP:Iteration 19Q (800.380000 sec): 3 clusters Score: Raw -109143.325524 + Penalty 2221.784265 = -106921.541259 nChanged 6 SP:Iteration 20F (800.570000 sec): 3 clusters Score: Raw -109151.098409 + Penalty 2221.784265 = -106929.314144 nChanged 5 SP:Iteration 21Q (800.720000 sec): 3 clusters Score: Raw -109158.274986 + Penalty 2221.784265 = -106936.490721 nChanged 4 SP:Iteration 22Q (800.910000 sec): 3 clusters Score: Raw -109165.038281 + Penalty 2221.784265 = -106943.254016 nChanged 5 SP:Iteration 23Q (801.150000 sec): 3 clusters Score: Raw -109168.457858 + Penalty 2221.784265 = -106946.673593 nChanged 8 SP:Iteration 24Q (801.310000 sec): 3 clusters Score: Raw -109175.490381 + Penalty 2221.784265 = -106953.706116 nChanged 4 SP:Iteration 25Q (801.500000 sec): 3 clusters Score: Raw -109179.267310 + Penalty 2221.784265 = -106957.483045 nChanged 2 SP:Iteration 26Q (801.670000 sec): 3 clusters Score: Raw -109180.834190 + Penalty 2221.784265 = -106959.049925 nChanged 3 SP:Iteration 27Q (801.900000 sec): 3 clusters Score: Raw -109184.567090 + Penalty 2221.784265 = -106962.782825 nChanged 0 SP:Iteration 28F (802.050000 sec): 3 clusters Score: Raw -109184.567090 + Penalty 2221.784265 = -106962.782825 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (802.160000 sec): 2 clusters Score: Raw -36624.365084 + Penalty 939.370821 = -35684.994263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (802.340000 sec): 3 clusters Score: Raw -36665.203192 + Penalty 1878.741643 = -34786.461549 nChanged 57 SP:Iteration 1F (802.520000 sec): 3 clusters Score: Raw -36822.905151 + Penalty 1878.741643 = -34944.163508 nChanged 14 SP:Iteration 2Q (802.680000 sec): 3 clusters Score: Raw -36875.839475 + Penalty 1878.741643 = -34997.097832 nChanged 10 SP:Iteration 3Q (802.900000 sec): 3 clusters Score: Raw -36902.241618 + Penalty 1878.741643 = -35023.499976 nChanged 4 SP:Iteration 4Q (803.080000 sec): 3 clusters Score: Raw -36913.331722 + Penalty 1878.741643 = -35034.590079 nChanged 1 SP:Iteration 5Q (803.270000 sec): 3 clusters Score: Raw -36915.644717 + Penalty 1878.741643 = -35036.903075 nChanged 2 SP:Iteration 6Q (803.410000 sec): 3 clusters Score: Raw -36921.605876 + Penalty 1878.741643 = -35042.864233 nChanged 2 SP:Iteration 7Q (803.550000 sec): 3 clusters Score: Raw -36930.880934 + Penalty 1878.741643 = -35052.139292 nChanged 3 SP:Iteration 8Q (803.760000 sec): 3 clusters Score: Raw -36938.556557 + Penalty 1878.741643 = -35059.814914 nChanged 1 SP:Iteration 9Q (803.900000 sec): 3 clusters Score: Raw -36943.275236 + Penalty 1878.741643 = -35064.533594 nChanged 1 SP:Iteration 10Q (804.050000 sec): 3 clusters Score: Raw -36945.016638 + Penalty 1878.741643 = -35066.274996 nChanged 0 SP:Iteration 11F (804.270000 sec): 3 clusters Score: Raw -36945.016638 + Penalty 1878.741643 = -35066.274996 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.330000 sec): 2 clusters Score: Raw -107408.518856 + Penalty 1107.363221 = -106301.155636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.550000 sec): 3 clusters Score: Raw -107148.457045 + Penalty 2214.726442 = -104933.730603 nChanged 254 SP:Iteration 1F (804.750000 sec): 3 clusters Score: Raw -107384.200079 + Penalty 2214.726442 = -105169.473638 nChanged 67 SP:Iteration 2F (804.900000 sec): 3 clusters Score: Raw -107457.291963 + Penalty 2214.726442 = -105242.565522 nChanged 34 SP:Iteration 3Q (805.130000 sec): 3 clusters Score: Raw -107502.323492 + Penalty 2214.726442 = -105287.597050 nChanged 28 SP:Iteration 4Q (805.300000 sec): 3 clusters Score: Raw -107546.727518 + Penalty 2214.726442 = -105332.001077 nChanged 25 SP:Iteration 5Q (805.490000 sec): 3 clusters Score: Raw -107579.208479 + Penalty 2214.726442 = -105364.482037 nChanged 27 SP:Iteration 6Q (805.640000 sec): 3 clusters Score: Raw -107617.130781 + Penalty 2214.726442 = -105402.404339 nChanged 22 SP:Iteration 7Q (805.810000 sec): 3 clusters Score: Raw -107660.213364 + Penalty 2214.726442 = -105445.486923 nChanged 24 SP:Iteration 8Q (805.940000 sec): 3 clusters Score: Raw -107725.766540 + Penalty 2214.726442 = -105511.040099 nChanged 25 SP:Iteration 9Q (806.090000 sec): 3 clusters Score: Raw -107797.914988 + Penalty 2214.726442 = -105583.188547 nChanged 26 SP:Iteration 10Q (806.240000 sec): 3 clusters Score: Raw -107860.830751 + Penalty 2214.726442 = -105646.104310 nChanged 34 SP:Iteration 11Q (806.380000 sec): 3 clusters Score: Raw -107939.048406 + Penalty 2214.726442 = -105724.321964 nChanged 23 SP:Iteration 12Q (806.520000 sec): 3 clusters Score: Raw -107998.396354 + Penalty 2214.726442 = -105783.669912 nChanged 22 SP:Iteration 13Q (806.670000 sec): 3 clusters Score: Raw -108074.584012 + Penalty 2214.726442 = -105859.857571 nChanged 30 SP:Iteration 14Q (806.820000 sec): 3 clusters Score: Raw -108176.888586 + Penalty 2214.726442 = -105962.162144 nChanged 21 SP:Iteration 15Q (806.970000 sec): 3 clusters Score: Raw -108229.314380 + Penalty 2214.726442 = -106014.587938 nChanged 27 SP:Iteration 16Q (807.110000 sec): 3 clusters Score: Raw -108274.829778 + Penalty 2214.726442 = -106060.103336 nChanged 19 SP:Iteration 17Q (807.270000 sec): 3 clusters Score: Raw -108306.051581 + Penalty 2214.726442 = -106091.325139 nChanged 20 SP:Iteration 18Q (807.530000 sec): 3 clusters Score: Raw -108347.695836 + Penalty 2214.726442 = -106132.969394 nChanged 16 SP:Iteration 19Q (807.690000 sec): 3 clusters Score: Raw -108370.925510 + Penalty 2214.726442 = -106156.199068 nChanged 12 SP:Iteration 20F (807.880000 sec): 3 clusters Score: Raw -108392.042797 + Penalty 2214.726442 = -106177.316356 nChanged 15 SP:Iteration 21Q (808.070000 sec): 3 clusters Score: Raw -108418.162095 + Penalty 2214.726442 = -106203.435653 nChanged 9 SP:Iteration 22Q (808.270000 sec): 3 clusters Score: Raw -108431.954703 + Penalty 2214.726442 = -106217.228262 nChanged 10 SP:Iteration 23Q (808.440000 sec): 3 clusters Score: Raw -108447.559054 + Penalty 2214.726442 = -106232.832612 nChanged 6 SP:Iteration 24Q (808.670000 sec): 3 clusters Score: Raw -108459.606888 + Penalty 2214.726442 = -106244.880446 nChanged 5 SP:Iteration 25Q (808.870000 sec): 3 clusters Score: Raw -108468.338745 + Penalty 2214.726442 = -106253.612303 nChanged 6 SP:Iteration 26Q (809.010000 sec): 3 clusters Score: Raw -108478.364938 + Penalty 2214.726442 = -106263.638496 nChanged 4 SP:Iteration 27Q (809.190000 sec): 3 clusters Score: Raw -108480.697328 + Penalty 2214.726442 = -106265.970886 nChanged 1 SP:Iteration 28Q (809.430000 sec): 3 clusters Score: Raw -108481.161636 + Penalty 2214.726442 = -106266.435195 nChanged 1 SP:Iteration 29Q (809.600000 sec): 3 clusters Score: Raw -108481.871963 + Penalty 2214.726442 = -106267.145522 nChanged 0 SP:Iteration 30F (809.830000 sec): 3 clusters Score: Raw -108481.871963 + Penalty 2214.726442 = -106267.145522 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (809.960000 sec): 2 clusters Score: Raw -69468.199320 + Penalty 1038.141228 = -68430.058091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (810.170000 sec): 3 clusters Score: Raw -69344.439105 + Penalty 2076.282457 = -67268.156648 nChanged 145 SP:Iteration 1F (810.350000 sec): 3 clusters Score: Raw -69521.117010 + Penalty 2076.282457 = -67444.834554 nChanged 33 SP:Iteration 2F (810.500000 sec): 3 clusters Score: Raw -69579.756416 + Penalty 2076.282457 = -67503.473959 nChanged 23 SP:Iteration 3Q (810.670000 sec): 3 clusters Score: Raw -69616.292481 + Penalty 2076.282457 = -67540.010024 nChanged 13 SP:Iteration 4Q (810.890000 sec): 3 clusters Score: Raw -69640.564233 + Penalty 2076.282457 = -67564.281776 nChanged 11 SP:Iteration 5Q (811.050000 sec): 3 clusters Score: Raw -69659.898970 + Penalty 2076.282457 = -67583.616514 nChanged 10 SP:Iteration 6Q (811.230000 sec): 3 clusters Score: Raw -69678.150874 + Penalty 2076.282457 = -67601.868417 nChanged 13 SP:Iteration 7Q (811.410000 sec): 3 clusters Score: Raw -69700.190503 + Penalty 2076.282457 = -67623.908046 nChanged 6 SP:Iteration 8Q (811.550000 sec): 3 clusters Score: Raw -69709.113131 + Penalty 2076.282457 = -67632.830675 nChanged 2 SP:Iteration 9Q (811.710000 sec): 3 clusters Score: Raw -69713.626662 + Penalty 2076.282457 = -67637.344205 nChanged 2 SP:Iteration 10Q (811.910000 sec): 3 clusters Score: Raw -69719.703163 + Penalty 2076.282457 = -67643.420706 nChanged 3 SP:Iteration 11Q (812.070000 sec): 3 clusters Score: Raw -69727.417626 + Penalty 2076.282457 = -67651.135170 nChanged 4 SP:Iteration 12Q (812.210000 sec): 3 clusters Score: Raw -69737.799177 + Penalty 2076.282457 = -67661.516720 nChanged 8 SP:Iteration 13Q (812.380000 sec): 3 clusters Score: Raw -69764.001139 + Penalty 2076.282457 = -67687.718682 nChanged 11 SP:Iteration 14Q (812.630000 sec): 3 clusters Score: Raw -69804.728634 + Penalty 2076.282457 = -67728.446177 nChanged 9 SP:Iteration 15Q (812.780000 sec): 3 clusters Score: Raw -69840.797462 + Penalty 2076.282457 = -67764.515005 nChanged 7 SP:Iteration 16Q (812.940000 sec): 3 clusters Score: Raw -69854.452250 + Penalty 2076.282457 = -67778.169793 nChanged 6 SP:Iteration 17Q (813.170000 sec): 3 clusters Score: Raw -69871.791115 + Penalty 2076.282457 = -67795.508658 nChanged 7 SP:Iteration 18Q (813.360000 sec): 3 clusters Score: Raw -69884.772696 + Penalty 2076.282457 = -67808.490239 nChanged 12 SP:Iteration 19Q (813.550000 sec): 3 clusters Score: Raw -69910.005475 + Penalty 2076.282457 = -67833.723018 nChanged 7 SP:Iteration 20F (813.750000 sec): 3 clusters Score: Raw -69925.296234 + Penalty 2076.282457 = -67849.013778 nChanged 9 SP:Iteration 21Q (813.990000 sec): 3 clusters Score: Raw -69938.810750 + Penalty 2076.282457 = -67862.528293 nChanged 6 SP:Iteration 22Q (814.180000 sec): 3 clusters Score: Raw -69948.566907 + Penalty 2076.282457 = -67872.284450 nChanged 5 SP:Iteration 23Q (814.330000 sec): 3 clusters Score: Raw -69958.337775 + Penalty 2076.282457 = -67882.055318 nChanged 3 SP:Iteration 24Q (814.520000 sec): 3 clusters Score: Raw -69965.597393 + Penalty 2076.282457 = -67889.314936 nChanged 1 SP:Iteration 25Q (814.700000 sec): 3 clusters Score: Raw -69967.198039 + Penalty 2076.282457 = -67890.915583 nChanged 2 SP:Iteration 26Q (814.840000 sec): 3 clusters Score: Raw -69970.591649 + Penalty 2076.282457 = -67894.309193 nChanged 1 SP:Iteration 27Q (815.030000 sec): 3 clusters Score: Raw -69972.007618 + Penalty 2076.282457 = -67895.725161 nChanged 0 SP:Iteration 28F (815.250000 sec): 3 clusters Score: Raw -69972.007618 + Penalty 2076.282457 = -67895.725161 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.310000 sec): 2 clusters Score: Raw -271705.926875 + Penalty 1251.885409 = -270454.041466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.540000 sec): 3 clusters Score: Raw -270724.848232 + Penalty 2503.770818 = -268221.077414 nChanged 792 SP:Iteration 1F (815.710000 sec): 3 clusters Score: Raw -271178.513936 + Penalty 2503.770818 = -268674.743118 nChanged 157 SP:Iteration 2F (815.950000 sec): 3 clusters Score: Raw -271267.974526 + Penalty 2503.770818 = -268764.203708 nChanged 89 SP:Iteration 3Q (816.130000 sec): 3 clusters Score: Raw -271312.796589 + Penalty 2503.770818 = -268809.025771 nChanged 64 SP:Iteration 4Q (816.350000 sec): 3 clusters Score: Raw -271353.300544 + Penalty 2503.770818 = -268849.529726 nChanged 63 SP:Iteration 5Q (816.500000 sec): 3 clusters Score: Raw -271392.725740 + Penalty 2503.770818 = -268888.954922 nChanged 55 SP:Iteration 6Q (816.770000 sec): 3 clusters Score: Raw -271427.095698 + Penalty 2503.770818 = -268923.324880 nChanged 43 SP:Iteration 7Q (816.990000 sec): 3 clusters Score: Raw -271450.879150 + Penalty 2503.770818 = -268947.108332 nChanged 41 SP:Iteration 8Q (817.150000 sec): 3 clusters Score: Raw -271472.854599 + Penalty 2503.770818 = -268969.083781 nChanged 33 SP:Iteration 9Q (817.360000 sec): 3 clusters Score: Raw -271489.945266 + Penalty 2503.770818 = -268986.174448 nChanged 18 SP:Iteration 10Q (817.520000 sec): 3 clusters Score: Raw -271497.549414 + Penalty 2503.770818 = -268993.778596 nChanged 21 SP:Iteration 11Q (817.710000 sec): 3 clusters Score: Raw -271508.648857 + Penalty 2503.770818 = -269004.878039 nChanged 19 SP:Iteration 12Q (817.840000 sec): 3 clusters Score: Raw -271518.804734 + Penalty 2503.770818 = -269015.033916 nChanged 24 SP:Iteration 13Q (818.010000 sec): 3 clusters Score: Raw -271532.451236 + Penalty 2503.770818 = -269028.680418 nChanged 23 SP:Iteration 14Q (818.160000 sec): 3 clusters Score: Raw -271544.553011 + Penalty 2503.770818 = -269040.782193 nChanged 27 SP:Iteration 15Q (818.340000 sec): 3 clusters Score: Raw -271558.774960 + Penalty 2503.770818 = -269055.004142 nChanged 24 SP:Iteration 16Q (818.530000 sec): 3 clusters Score: Raw -271571.136135 + Penalty 2503.770818 = -269067.365317 nChanged 22 SP:Iteration 17Q (818.750000 sec): 3 clusters Score: Raw -271579.931538 + Penalty 2503.770818 = -269076.160720 nChanged 13 SP:Iteration 18Q (818.980000 sec): 3 clusters Score: Raw -271587.288282 + Penalty 2503.770818 = -269083.517464 nChanged 12 SP:Iteration 19Q (819.150000 sec): 3 clusters Score: Raw -271594.547867 + Penalty 2503.770818 = -269090.777049 nChanged 10 SP:Iteration 20F (819.330000 sec): 3 clusters Score: Raw -271599.958624 + Penalty 2503.770818 = -269096.187805 nChanged 7 SP:Iteration 21Q (819.580000 sec): 3 clusters Score: Raw -271603.444168 + Penalty 2503.770818 = -269099.673350 nChanged 8 SP:Iteration 22Q (819.800000 sec): 3 clusters Score: Raw -271607.418970 + Penalty 2503.770818 = -269103.648152 nChanged 11 SP:Iteration 23Q (820.010000 sec): 3 clusters Score: Raw -271613.858667 + Penalty 2503.770818 = -269110.087849 nChanged 13 SP:Iteration 24Q (820.190000 sec): 3 clusters Score: Raw -271619.631200 + Penalty 2503.770818 = -269115.860382 nChanged 13 SP:Iteration 25Q (820.400000 sec): 3 clusters Score: Raw -271625.346993 + Penalty 2503.770818 = -269121.576175 nChanged 12 SP:Iteration 26Q (820.570000 sec): 3 clusters Score: Raw -271631.818953 + Penalty 2503.770818 = -269128.048135 nChanged 12 SP:Iteration 27Q (820.730000 sec): 3 clusters Score: Raw -271638.366915 + Penalty 2503.770818 = -269134.596097 nChanged 11 SP:Iteration 28Q (820.900000 sec): 3 clusters Score: Raw -271644.905735 + Penalty 2503.770818 = -269141.134917 nChanged 19 SP:Iteration 29Q (821.090000 sec): 3 clusters Score: Raw -271656.186109 + Penalty 2503.770818 = -269152.415291 nChanged 15 SP:Iteration 30Q (821.290000 sec): 3 clusters Score: Raw -271664.323467 + Penalty 2503.770818 = -269160.552649 nChanged 17 SP:Iteration 31Q (821.440000 sec): 3 clusters Score: Raw -271673.296137 + Penalty 2503.770818 = -269169.525319 nChanged 14 SP:Iteration 32Q (821.660000 sec): 3 clusters Score: Raw -271679.618880 + Penalty 2503.770818 = -269175.848062 nChanged 11 SP:Iteration 33Q (821.820000 sec): 3 clusters Score: Raw -271685.960309 + Penalty 2503.770818 = -269182.189491 nChanged 17 SP:Iteration 34Q (822.010000 sec): 3 clusters Score: Raw -271696.084926 + Penalty 2503.770818 = -269192.314108 nChanged 24 SP:Iteration 35Q (822.140000 sec): 3 clusters Score: Raw -271710.611246 + Penalty 2503.770818 = -269206.840427 nChanged 23 SP:Iteration 36Q (822.340000 sec): 3 clusters Score: Raw -271725.409052 + Penalty 2503.770818 = -269221.638234 nChanged 23 SP:Iteration 37Q (822.530000 sec): 3 clusters Score: Raw -271740.950287 + Penalty 2503.770818 = -269237.179469 nChanged 24 SP:Iteration 38Q (822.720000 sec): 3 clusters Score: Raw -271755.993463 + Penalty 2503.770818 = -269252.222645 nChanged 16 SP:Iteration 39Q (822.870000 sec): 3 clusters Score: Raw -271764.966717 + Penalty 2503.770818 = -269261.195899 nChanged 10 SP:Iteration 40F (823.070000 sec): 3 clusters Score: Raw -271770.884615 + Penalty 2503.770818 = -269267.113797 nChanged 14 SP:Iteration 41Q (823.280000 sec): 3 clusters Score: Raw -271783.176071 + Penalty 2503.770818 = -269279.405253 nChanged 14 SP:Iteration 42Q (823.440000 sec): 3 clusters Score: Raw -271790.471258 + Penalty 2503.770818 = -269286.700440 nChanged 10 SP:Iteration 43Q (823.680000 sec): 3 clusters Score: Raw -271798.121137 + Penalty 2503.770818 = -269294.350318 nChanged 17 SP:Iteration 44Q (823.820000 sec): 3 clusters Score: Raw -271809.652110 + Penalty 2503.770818 = -269305.881292 nChanged 13 SP:Iteration 45Q (824.030000 sec): 3 clusters Score: Raw -271818.519140 + Penalty 2503.770818 = -269314.748321 nChanged 8 SP:Iteration 46Q (824.210000 sec): 3 clusters Score: Raw -271821.882332 + Penalty 2503.770818 = -269318.111514 nChanged 6 SP:Iteration 47Q (824.400000 sec): 3 clusters Score: Raw -271824.638295 + Penalty 2503.770818 = -269320.867477 nChanged 6 SP:Iteration 48Q (824.600000 sec): 3 clusters Score: Raw -271828.671932 + Penalty 2503.770818 = -269324.901114 nChanged 4 SP:Iteration 49Q (824.780000 sec): 3 clusters Score: Raw -271831.570213 + Penalty 2503.770818 = -269327.799395 nChanged 5 SP:Iteration 50Q (824.990000 sec): 3 clusters Score: Raw -271835.842524 + Penalty 2503.770818 = -269332.071706 nChanged 3 SP:Iteration 51Q (825.190000 sec): 3 clusters Score: Raw -271837.970041 + Penalty 2503.770818 = -269334.199223 nChanged 6 SP:Iteration 52Q (825.380000 sec): 3 clusters Score: Raw -271841.562371 + Penalty 2503.770818 = -269337.791553 nChanged 4 SP:Iteration 53Q (825.550000 sec): 3 clusters Score: Raw -271843.319435 + Penalty 2503.770818 = -269339.548617 nChanged 3 SP:Iteration 54Q (825.750000 sec): 3 clusters Score: Raw -271844.404671 + Penalty 2503.770818 = -269340.633853 nChanged 1 SP:Iteration 55Q (825.920000 sec): 3 clusters Score: Raw -271844.878824 + Penalty 2503.770818 = -269341.108006 nChanged 1 SP:Iteration 56Q (826.080000 sec): 3 clusters Score: Raw -271845.398460 + Penalty 2503.770818 = -269341.627642 nChanged 0 SP:Iteration 57F (826.280000 sec): 3 clusters Score: Raw -271845.398460 + Penalty 2503.770818 = -269341.627642 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (224953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.220000 sec): 2 clusters Score: Raw -27544857.212950 + Penalty 2002.592600 = -27542854.620349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.370000 sec): 3 clusters Score: Raw -27395348.148362 + Penalty 4005.185200 = -27391342.963162 nChanged 109402 SP:Iteration 1F (829.430000 sec): 3 clusters Score: Raw -27460090.296900 + Penalty 4005.185200 = -27456085.111700 nChanged 6131 SP:Iteration 2Q (830.700000 sec): 3 clusters Score: Raw -27461620.704725 + Penalty 4005.185200 = -27457615.519525 nChanged 7179 SP:Iteration 3Q (831.940000 sec): 3 clusters Score: Raw -27463974.736479 + Penalty 4005.185200 = -27459969.551279 nChanged 8657 SP:Iteration 4Q (833.210000 sec): 3 clusters Score: Raw -27467741.115784 + Penalty 4005.185200 = -27463735.930583 nChanged 10519 SP:Iteration 5Q (834.380000 sec): 3 clusters Score: Raw -27473528.044735 + Penalty 4005.185200 = -27469522.859535 nChanged 12589 SP:Iteration 6F (835.600000 sec): 3 clusters Score: Raw -27481745.105383 + Penalty 4005.185200 = -27477739.920182 nChanged 14207 SP:Iteration 7F (836.840000 sec): 3 clusters Score: Raw -27492317.173241 + Penalty 4005.185200 = -27488311.988040 nChanged 14896 SP:Iteration 8F (837.890000 sec): 3 clusters Score: Raw -27504162.300285 + Penalty 4005.185200 = -27500157.115085 nChanged 14409 SP:Iteration 9F (838.950000 sec): 3 clusters Score: Raw -27516055.396342 + Penalty 4005.185200 = -27512050.211142 nChanged 12810 SP:Iteration 10F (840.110000 sec): 3 clusters Score: Raw -27526926.692997 + Penalty 4005.185200 = -27522921.507796 nChanged 10315 SP:Iteration 11Q (841.250000 sec): 3 clusters Score: Raw -27535756.163449 + Penalty 4005.185200 = -27531750.978249 nChanged 7404 SP:Iteration 12Q (842.270000 sec): 3 clusters Score: Raw -27542104.339246 + Penalty 4005.185200 = -27538099.154046 nChanged 5064 SP:Iteration 13Q (843.380000 sec): 3 clusters Score: Raw -27546253.687430 + Penalty 4005.185200 = -27542248.502229 nChanged 3327 SP:Iteration 14Q (844.410000 sec): 3 clusters Score: Raw -27548447.915997 + Penalty 4005.185200 = -27544442.730797 nChanged 2169 SP:Iteration 15Q (845.470000 sec): 3 clusters Score: Raw -27549477.737263 + Penalty 4005.185200 = -27545472.552062 nChanged 1412 SP:Iteration 16Q (846.500000 sec): 3 clusters Score: Raw -27549937.685848 + Penalty 4005.185200 = -27545932.500647 nChanged 949 SP:Iteration 17Q (847.540000 sec): 3 clusters Score: Raw -27550168.904218 + Penalty 4005.185200 = -27546163.719018 nChanged 737 SP:Iteration 18Q (848.630000 sec): 3 clusters Score: Raw -27550312.326668 + Penalty 4005.185200 = -27546307.141468 nChanged 554 SP:Iteration 19Q (849.610000 sec): 3 clusters Score: Raw -27550396.386226 + Penalty 4005.185200 = -27546391.201025 nChanged 384 SP:Iteration 20F (850.770000 sec): 3 clusters Score: Raw -27550443.487948 + Penalty 4005.185200 = -27546438.302747 nChanged 285 SP:Iteration 21Q (851.870000 sec): 3 clusters Score: Raw -27550472.178773 + Penalty 4005.185200 = -27546466.993572 nChanged 232 SP:Iteration 22Q (853.090000 sec): 3 clusters Score: Raw -27550493.463640 + Penalty 4005.185200 = -27546488.278440 nChanged 202 SP:Iteration 23Q (854.100000 sec): 3 clusters Score: Raw -27550510.435125 + Penalty 4005.185200 = -27546505.249925 nChanged 154 SP:Iteration 24Q (855.070000 sec): 3 clusters Score: Raw -27550521.965955 + Penalty 4005.185200 = -27546516.780755 nChanged 123 SP:Iteration 25Q (856.100000 sec): 3 clusters Score: Raw -27550529.543062 + Penalty 4005.185200 = -27546524.357862 nChanged 101 SP:Iteration 26Q (857.170000 sec): 3 clusters Score: Raw -27550535.550200 + Penalty 4005.185200 = -27546530.364999 nChanged 76 SP:Iteration 27Q (858.300000 sec): 3 clusters Score: Raw -27550539.196167 + Penalty 4005.185200 = -27546534.010967 nChanged 60 SP:Iteration 28Q (859.500000 sec): 3 clusters Score: Raw -27550541.932844 + Penalty 4005.185200 = -27546536.747644 nChanged 43 SP:Iteration 29Q (860.580000 sec): 3 clusters Score: Raw -27550543.715068 + Penalty 4005.185200 = -27546538.529868 nChanged 37 SP:Iteration 30Q (861.530000 sec): 3 clusters Score: Raw -27550545.252109 + Penalty 4005.185200 = -27546540.066908 nChanged 34 SP:Iteration 31Q (862.630000 sec): 3 clusters Score: Raw -27550546.632809 + Penalty 4005.185200 = -27546541.447609 nChanged 31 SP:Iteration 32Q (863.860000 sec): 3 clusters Score: Raw -27550547.764374 + Penalty 4005.185200 = -27546542.579174 nChanged 17 SP:Iteration 33Q (864.850000 sec): 3 clusters Score: Raw -27550548.388324 + Penalty 4005.185200 = -27546543.203124 nChanged 23 SP:Iteration 34Q (865.830000 sec): 3 clusters Score: Raw -27550549.206554 + Penalty 4005.185200 = -27546544.021354 nChanged 14 SP:Iteration 35Q (866.860000 sec): 3 clusters Score: Raw -27550549.700168 + Penalty 4005.185200 = -27546544.514967 nChanged 19 SP:Iteration 36Q (868.080000 sec): 3 clusters Score: Raw -27550550.487725 + Penalty 4005.185200 = -27546545.302525 nChanged 15 SP:Iteration 37Q (869.100000 sec): 3 clusters Score: Raw -27550551.004382 + Penalty 4005.185200 = -27546545.819181 nChanged 9 SP:Iteration 38Q (870.060000 sec): 3 clusters Score: Raw -27550551.264957 + Penalty 4005.185200 = -27546546.079757 nChanged 11 SP:Iteration 39Q (871.130000 sec): 3 clusters Score: Raw -27550551.595197 + Penalty 4005.185200 = -27546546.409996 nChanged 10 SP:Iteration 40F (872.270000 sec): 3 clusters Score: Raw -27550551.884429 + Penalty 4005.185200 = -27546546.699228 nChanged 13 SP:Iteration 41Q (873.210000 sec): 3 clusters Score: Raw -27550552.291434 + Penalty 4005.185200 = -27546547.106234 nChanged 10 SP:Iteration 42Q (874.250000 sec): 3 clusters Score: Raw -27550552.673412 + Penalty 4005.185200 = -27546547.488212 nChanged 13 SP:Iteration 43Q (875.240000 sec): 3 clusters Score: Raw -27550553.155088 + Penalty 4005.185200 = -27546547.969888 nChanged 15 SP:Iteration 44Q (876.270000 sec): 3 clusters Score: Raw -27550553.748499 + Penalty 4005.185200 = -27546548.563299 nChanged 19 SP:Iteration 45Q (877.420000 sec): 3 clusters Score: Raw -27550554.499563 + Penalty 4005.185200 = -27546549.314363 nChanged 15 SP:Iteration 46Q (878.510000 sec): 3 clusters Score: Raw -27550555.025320 + Penalty 4005.185200 = -27546549.840120 nChanged 12 SP:Iteration 47Q (879.510000 sec): 3 clusters Score: Raw -27550555.455133 + Penalty 4005.185200 = -27546550.269933 nChanged 12 SP:Iteration 48Q (880.620000 sec): 3 clusters Score: Raw -27550555.817065 + Penalty 4005.185200 = -27546550.631864 nChanged 6 SP:Iteration 49Q (881.730000 sec): 3 clusters Score: Raw -27550555.984198 + Penalty 4005.185200 = -27546550.798997 nChanged 6 SP:Iteration 50Q (882.930000 sec): 3 clusters Score: Raw -27550556.153654 + Penalty 4005.185200 = -27546550.968454 nChanged 5 SP:Iteration 51Q (884.220000 sec): 3 clusters Score: Raw -27550556.289513 + Penalty 4005.185200 = -27546551.104313 nChanged 5 SP:Iteration 52Q (885.260000 sec): 3 clusters Score: Raw -27550556.453666 + Penalty 4005.185200 = -27546551.268465 nChanged 3 SP:Iteration 53Q (886.200000 sec): 3 clusters Score: Raw -27550556.502592 + Penalty 4005.185200 = -27546551.317391 nChanged 1 SP:Iteration 54Q (887.200000 sec): 3 clusters Score: Raw -27550556.545601 + Penalty 4005.185200 = -27546551.360401 nChanged 3 SP:Iteration 55Q (888.290000 sec): 3 clusters Score: Raw -27550556.681928 + Penalty 4005.185200 = -27546551.496728 nChanged 4 SP:Iteration 56Q (889.350000 sec): 3 clusters Score: Raw -27550556.878191 + Penalty 4005.185200 = -27546551.692990 nChanged 5 SP:Iteration 57Q (890.440000 sec): 3 clusters Score: Raw -27550557.063731 + Penalty 4005.185200 = -27546551.878531 nChanged 5 SP:Iteration 58Q (891.520000 sec): 3 clusters Score: Raw -27550557.230819 + Penalty 4005.185200 = -27546552.045619 nChanged 4 SP:Iteration 59Q (892.590000 sec): 3 clusters Score: Raw -27550557.332193 + Penalty 4005.185200 = -27546552.146993 nChanged 3 SP:Iteration 60F (893.710000 sec): 3 clusters Score: Raw -27550557.431533 + Penalty 4005.185200 = -27546552.246332 nChanged 1 SP:Iteration 61Q (894.780000 sec): 3 clusters Score: Raw -27550557.449645 + Penalty 4005.185200 = -27546552.264445 nChanged 0 SP:Iteration 62F (895.810000 sec): 3 clusters Score: Raw -27550557.449645 + Penalty 4005.185200 = -27546552.264445 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 1.84 GB. Trying to split cluster 17 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.010000 sec): 2 clusters Score: Raw -32747.048854 + Penalty 925.777692 = -31821.271163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.210000 sec): 3 clusters Score: Raw -32820.143428 + Penalty 1851.555383 = -30968.588045 nChanged 62 SP:Iteration 1F (896.370000 sec): 3 clusters Score: Raw -33067.332230 + Penalty 1851.555383 = -31215.776847 nChanged 34 SP:Iteration 2F (896.600000 sec): 3 clusters Score: Raw -33215.875729 + Penalty 1851.555383 = -31364.320346 nChanged 20 SP:Iteration 3F (896.770000 sec): 3 clusters Score: Raw -33302.211120 + Penalty 1851.555383 = -31450.655736 nChanged 10 SP:Iteration 4Q (896.930000 sec): 3 clusters Score: Raw -33373.423485 + Penalty 1851.555383 = -31521.868102 nChanged 5 SP:Iteration 5Q (897.110000 sec): 3 clusters Score: Raw -33399.835397 + Penalty 1851.555383 = -31548.280014 nChanged 3 SP:Iteration 6Q (897.310000 sec): 3 clusters Score: Raw -33410.339021 + Penalty 1851.555383 = -31558.783638 nChanged 1 SP:Iteration 7Q (897.480000 sec): 3 clusters Score: Raw -33414.316104 + Penalty 1851.555383 = -31562.760721 nChanged 1 SP:Iteration 8Q (897.690000 sec): 3 clusters Score: Raw -33419.767245 + Penalty 1851.555383 = -31568.211862 nChanged 0 SP:Iteration 9F (897.870000 sec): 3 clusters Score: Raw -33419.767245 + Penalty 1851.555383 = -31568.211862 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (10504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.010000 sec): 2 clusters Score: Raw -1262206.413598 + Penalty 1504.670605 = -1260701.742993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.300000 sec): 3 clusters Score: Raw -1256186.073084 + Penalty 3009.341210 = -1253176.731874 nChanged 4599 SP:Iteration 1F (898.520000 sec): 3 clusters Score: Raw -1258658.881240 + Penalty 3009.341210 = -1255649.540030 nChanged 553 SP:Iteration 2F (898.730000 sec): 3 clusters Score: Raw -1258892.660359 + Penalty 3009.341210 = -1255883.319148 nChanged 499 SP:Iteration 3Q (898.950000 sec): 3 clusters Score: Raw -1259090.367995 + Penalty 3009.341210 = -1256081.026785 nChanged 472 SP:Iteration 4Q (899.180000 sec): 3 clusters Score: Raw -1259297.517864 + Penalty 3009.341210 = -1256288.176654 nChanged 503 SP:Iteration 5Q (899.400000 sec): 3 clusters Score: Raw -1259556.109530 + Penalty 3009.341210 = -1256546.768320 nChanged 537 SP:Iteration 6F (899.660000 sec): 3 clusters Score: Raw -1259862.025730 + Penalty 3009.341210 = -1256852.684520 nChanged 562 SP:Iteration 7F (899.870000 sec): 3 clusters Score: Raw -1260193.588330 + Penalty 3009.341210 = -1257184.247120 nChanged 559 SP:Iteration 8F (900.100000 sec): 3 clusters Score: Raw -1260541.828975 + Penalty 3009.341210 = -1257532.487764 nChanged 555 SP:Iteration 9F (900.320000 sec): 3 clusters Score: Raw -1260932.139380 + Penalty 3009.341210 = -1257922.798170 nChanged 543 SP:Iteration 10F (900.520000 sec): 3 clusters Score: Raw -1261345.048532 + Penalty 3009.341210 = -1258335.707322 nChanged 457 SP:Iteration 11Q (900.760000 sec): 3 clusters Score: Raw -1261726.121086 + Penalty 3009.341210 = -1258716.779876 nChanged 393 SP:Iteration 12Q (901.000000 sec): 3 clusters Score: Raw -1262064.289386 + Penalty 3009.341210 = -1259054.948175 nChanged 272 SP:Iteration 13Q (901.240000 sec): 3 clusters Score: Raw -1262299.674255 + Penalty 3009.341210 = -1259290.333045 nChanged 172 SP:Iteration 14Q (901.410000 sec): 3 clusters Score: Raw -1262461.527934 + Penalty 3009.341210 = -1259452.186724 nChanged 94 SP:Iteration 15Q (901.640000 sec): 3 clusters Score: Raw -1262543.916418 + Penalty 3009.341210 = -1259534.575208 nChanged 53 SP:Iteration 16Q (901.890000 sec): 3 clusters Score: Raw -1262593.379672 + Penalty 3009.341210 = -1259584.038462 nChanged 39 SP:Iteration 17Q (902.120000 sec): 3 clusters Score: Raw -1262631.765530 + Penalty 3009.341210 = -1259622.424320 nChanged 30 SP:Iteration 18Q (902.340000 sec): 3 clusters Score: Raw -1262664.115287 + Penalty 3009.341210 = -1259654.774077 nChanged 27 SP:Iteration 19Q (902.610000 sec): 3 clusters Score: Raw -1262684.308290 + Penalty 3009.341210 = -1259674.967080 nChanged 23 SP:Iteration 20F (902.810000 sec): 3 clusters Score: Raw -1262695.851286 + Penalty 3009.341210 = -1259686.510075 nChanged 11 SP:Iteration 21Q (903.030000 sec): 3 clusters Score: Raw -1262700.909810 + Penalty 3009.341210 = -1259691.568600 nChanged 6 SP:Iteration 22Q (903.260000 sec): 3 clusters Score: Raw -1262705.055650 + Penalty 3009.341210 = -1259695.714440 nChanged 7 SP:Iteration 23Q (903.450000 sec): 3 clusters Score: Raw -1262711.131310 + Penalty 3009.341210 = -1259701.790099 nChanged 6 SP:Iteration 24Q (903.680000 sec): 3 clusters Score: Raw -1262714.699353 + Penalty 3009.341210 = -1259705.358142 nChanged 5 SP:Iteration 25Q (903.890000 sec): 3 clusters Score: Raw -1262716.834508 + Penalty 3009.341210 = -1259707.493298 nChanged 4 SP:Iteration 26Q (904.090000 sec): 3 clusters Score: Raw -1262719.610150 + Penalty 3009.341210 = -1259710.268940 nChanged 3 SP:Iteration 27Q (904.360000 sec): 3 clusters Score: Raw -1262720.967772 + Penalty 3009.341210 = -1259711.626562 nChanged 2 SP:Iteration 28Q (904.570000 sec): 3 clusters Score: Raw -1262722.310683 + Penalty 3009.341210 = -1259712.969472 nChanged 1 SP:Iteration 29Q (904.770000 sec): 3 clusters Score: Raw -1262723.089844 + Penalty 3009.341210 = -1259713.748633 nChanged 3 SP:Iteration 30Q (904.990000 sec): 3 clusters Score: Raw -1262725.301739 + Penalty 3009.341210 = -1259715.960528 nChanged 3 SP:Iteration 31Q (905.220000 sec): 3 clusters Score: Raw -1262726.423864 + Penalty 3009.341210 = -1259717.082654 nChanged 1 SP:Iteration 32Q (905.450000 sec): 3 clusters Score: Raw -1262726.766448 + Penalty 3009.341210 = -1259717.425237 nChanged 0 SP:Iteration 33F (905.680000 sec): 3 clusters Score: Raw -1262726.766448 + Penalty 3009.341210 = -1259717.425237 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (10276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.790000 sec): 2 clusters Score: Raw -1229338.823450 + Penalty 1501.104533 = -1227837.718917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.030000 sec): 3 clusters Score: Raw -1223531.847939 + Penalty 3002.209066 = -1220529.638872 nChanged 4484 SP:Iteration 1F (906.190000 sec): 3 clusters Score: Raw -1226422.065538 + Penalty 3002.209066 = -1223419.856472 nChanged 935 SP:Iteration 2F (906.420000 sec): 3 clusters Score: Raw -1227358.765443 + Penalty 3002.209066 = -1224356.556377 nChanged 942 SP:Iteration 3F (906.580000 sec): 3 clusters Score: Raw -1228268.084117 + Penalty 3002.209066 = -1225265.875051 nChanged 891 SP:Iteration 4F (906.830000 sec): 3 clusters Score: Raw -1228998.452762 + Penalty 3002.209066 = -1225996.243695 nChanged 711 SP:Iteration 5F (907.020000 sec): 3 clusters Score: Raw -1229539.356165 + Penalty 3002.209066 = -1226537.147098 nChanged 528 SP:Iteration 6F (907.230000 sec): 3 clusters Score: Raw -1229891.062325 + Penalty 3002.209066 = -1226888.853259 nChanged 339 SP:Iteration 7Q (907.460000 sec): 3 clusters Score: Raw -1230060.975952 + Penalty 3002.209066 = -1227058.766885 nChanged 187 SP:Iteration 8Q (907.680000 sec): 3 clusters Score: Raw -1230138.755466 + Penalty 3002.209066 = -1227136.546400 nChanged 142 SP:Iteration 9Q (907.910000 sec): 3 clusters Score: Raw -1230195.161393 + Penalty 3002.209066 = -1227192.952327 nChanged 119 SP:Iteration 10Q (908.120000 sec): 3 clusters Score: Raw -1230235.794373 + Penalty 3002.209066 = -1227233.585306 nChanged 88 SP:Iteration 11Q (908.360000 sec): 3 clusters Score: Raw -1230279.162715 + Penalty 3002.209066 = -1227276.953648 nChanged 90 SP:Iteration 12Q (908.570000 sec): 3 clusters Score: Raw -1230327.925395 + Penalty 3002.209066 = -1227325.716329 nChanged 88 SP:Iteration 13Q (908.810000 sec): 3 clusters Score: Raw -1230384.925511 + Penalty 3002.209066 = -1227382.716445 nChanged 82 SP:Iteration 14Q (909.010000 sec): 3 clusters Score: Raw -1230433.428418 + Penalty 3002.209066 = -1227431.219351 nChanged 65 SP:Iteration 15Q (909.250000 sec): 3 clusters Score: Raw -1230458.111976 + Penalty 3002.209066 = -1227455.902910 nChanged 52 SP:Iteration 16Q (909.460000 sec): 3 clusters Score: Raw -1230471.335964 + Penalty 3002.209066 = -1227469.126898 nChanged 36 SP:Iteration 17Q (909.680000 sec): 3 clusters Score: Raw -1230479.865456 + Penalty 3002.209066 = -1227477.656389 nChanged 31 SP:Iteration 18Q (909.910000 sec): 3 clusters Score: Raw -1230486.597543 + Penalty 3002.209066 = -1227484.388476 nChanged 29 SP:Iteration 19Q (910.130000 sec): 3 clusters Score: Raw -1230491.798828 + Penalty 3002.209066 = -1227489.589762 nChanged 23 SP:Iteration 20F (910.360000 sec): 3 clusters Score: Raw -1230496.063733 + Penalty 3002.209066 = -1227493.854667 nChanged 20 SP:Iteration 21Q (910.650000 sec): 3 clusters Score: Raw -1230499.964551 + Penalty 3002.209066 = -1227497.755485 nChanged 22 SP:Iteration 22Q (910.840000 sec): 3 clusters Score: Raw -1230505.160785 + Penalty 3002.209066 = -1227502.951719 nChanged 20 SP:Iteration 23Q (911.080000 sec): 3 clusters Score: Raw -1230511.271860 + Penalty 3002.209066 = -1227509.062794 nChanged 22 SP:Iteration 24Q (911.280000 sec): 3 clusters Score: Raw -1230517.165397 + Penalty 3002.209066 = -1227514.956331 nChanged 24 SP:Iteration 25Q (911.510000 sec): 3 clusters Score: Raw -1230523.846276 + Penalty 3002.209066 = -1227521.637210 nChanged 24 SP:Iteration 26Q (911.740000 sec): 3 clusters Score: Raw -1230530.570223 + Penalty 3002.209066 = -1227528.361156 nChanged 25 SP:Iteration 27Q (912.000000 sec): 3 clusters Score: Raw -1230537.073524 + Penalty 3002.209066 = -1227534.864457 nChanged 25 SP:Iteration 28Q (912.200000 sec): 3 clusters Score: Raw -1230544.055061 + Penalty 3002.209066 = -1227541.845994 nChanged 28 SP:Iteration 29Q (912.500000 sec): 3 clusters Score: Raw -1230549.340153 + Penalty 3002.209066 = -1227547.131087 nChanged 17 SP:Iteration 30Q (912.770000 sec): 3 clusters Score: Raw -1230551.771276 + Penalty 3002.209066 = -1227549.562209 nChanged 14 SP:Iteration 31Q (912.990000 sec): 3 clusters Score: Raw -1230553.771965 + Penalty 3002.209066 = -1227551.562899 nChanged 12 SP:Iteration 32Q (913.200000 sec): 3 clusters Score: Raw -1230555.892716 + Penalty 3002.209066 = -1227553.683650 nChanged 12 SP:Iteration 33Q (913.430000 sec): 3 clusters Score: Raw -1230558.414414 + Penalty 3002.209066 = -1227556.205347 nChanged 17 SP:Iteration 34Q (913.710000 sec): 3 clusters Score: Raw -1230561.870177 + Penalty 3002.209066 = -1227559.661111 nChanged 6 SP:Iteration 35Q (913.940000 sec): 3 clusters Score: Raw -1230562.477340 + Penalty 3002.209066 = -1227560.268273 nChanged 5 SP:Iteration 36Q (914.140000 sec): 3 clusters Score: Raw -1230563.218424 + Penalty 3002.209066 = -1227561.009357 nChanged 3 SP:Iteration 37Q (914.410000 sec): 3 clusters Score: Raw -1230563.868480 + Penalty 3002.209066 = -1227561.659414 nChanged 4 SP:Iteration 38Q (914.630000 sec): 3 clusters Score: Raw -1230564.592628 + Penalty 3002.209066 = -1227562.383562 nChanged 5 SP:Iteration 39Q (914.870000 sec): 3 clusters Score: Raw -1230565.178751 + Penalty 3002.209066 = -1227562.969685 nChanged 5 SP:Iteration 40F (915.050000 sec): 3 clusters Score: Raw -1230566.050246 + Penalty 3002.209066 = -1227563.841180 nChanged 5 SP:Iteration 41Q (915.320000 sec): 3 clusters Score: Raw -1230566.986596 + Penalty 3002.209066 = -1227564.777529 nChanged 6 SP:Iteration 42Q (915.510000 sec): 3 clusters Score: Raw -1230568.014008 + Penalty 3002.209066 = -1227565.804941 nChanged 3 SP:Iteration 43Q (915.750000 sec): 3 clusters Score: Raw -1230568.407170 + Penalty 3002.209066 = -1227566.198103 nChanged 3 SP:Iteration 44Q (915.980000 sec): 3 clusters Score: Raw -1230568.713995 + Penalty 3002.209066 = -1227566.504929 nChanged 2 SP:Iteration 45Q (916.260000 sec): 3 clusters Score: Raw -1230568.857847 + Penalty 3002.209066 = -1227566.648780 nChanged 0 SP:Iteration 46F (916.470000 sec): 3 clusters Score: Raw -1230568.857847 + Penalty 3002.209066 = -1227566.648780 nChanged 0 Iteration 93F (926.670000 sec): 21 clusters Score: Raw -31082801.836690 + Penalty 40470.177307 = -31042331.659383 nChanged 600 Iteration 94Q (932.560000 sec): 21 clusters Score: Raw -31082971.836000 + Penalty 40470.177307 = -31042501.658694 nChanged 218 Iteration 95Q (938.440000 sec): 21 clusters Score: Raw -31083059.166301 + Penalty 40470.177307 = -31042588.988994 nChanged 153 Iteration 96Q (944.570000 sec): 21 clusters Score: Raw -31083145.149511 + Penalty 40470.177307 = -31042674.972205 nChanged 103 Iteration 97Q (949.790000 sec): 21 clusters Score: Raw -31083208.666461 + Penalty 40470.177307 = -31042738.489155 nChanged 82 Iteration 98Q (955.500000 sec): 21 clusters Score: Raw -31083234.919287 + Penalty 40470.177307 = -31042764.741980 nChanged 78 Writing temp clu file Because OldScore, -31042738.489155, is greater than current (better) Score,-31042764.741980 Compute initial score before splitting: Score: Raw -31083234.919287 + Penalty 40470.177307 = -31042764.741980 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.630000 sec): 2 clusters Score: Raw -64433.674756 + Penalty 1023.579253 = -63410.095504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.820000 sec): 3 clusters Score: Raw -64351.092177 + Penalty 2047.158505 = -62303.933672 nChanged 116 SP:Iteration 1F (956.000000 sec): 3 clusters Score: Raw -64510.407224 + Penalty 2047.158505 = -62463.248719 nChanged 32 SP:Iteration 2F (956.180000 sec): 3 clusters Score: Raw -64566.998092 + Penalty 2047.158505 = -62519.839587 nChanged 17 SP:Iteration 3Q (956.390000 sec): 3 clusters Score: Raw -64601.222875 + Penalty 2047.158505 = -62554.064369 nChanged 12 SP:Iteration 4Q (956.560000 sec): 3 clusters Score: Raw -64616.876736 + Penalty 2047.158505 = -62569.718231 nChanged 4 SP:Iteration 5Q (956.760000 sec): 3 clusters Score: Raw -64624.335021 + Penalty 2047.158505 = -62577.176516 nChanged 1 SP:Iteration 6Q (956.920000 sec): 3 clusters Score: Raw -64626.185539 + Penalty 2047.158505 = -62579.027033 nChanged 4 SP:Iteration 7Q (957.130000 sec): 3 clusters Score: Raw -64631.945776 + Penalty 2047.158505 = -62584.787271 nChanged 1 SP:Iteration 8Q (957.300000 sec): 3 clusters Score: Raw -64632.924544 + Penalty 2047.158505 = -62585.766039 nChanged 0 SP:Iteration 9F (957.500000 sec): 3 clusters Score: Raw -64632.924544 + Penalty 2047.158505 = -62585.766039 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.630000 sec): 2 clusters Score: Raw -64201.025588 + Penalty 1014.677121 = -63186.348467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.810000 sec): 3 clusters Score: Raw -64091.784522 + Penalty 2029.354243 = -62062.430279 nChanged 118 SP:Iteration 1F (958.020000 sec): 3 clusters Score: Raw -64258.351340 + Penalty 2029.354243 = -62228.997097 nChanged 25 SP:Iteration 2Q (958.200000 sec): 3 clusters Score: Raw -64302.013358 + Penalty 2029.354243 = -62272.659116 nChanged 13 SP:Iteration 3Q (958.410000 sec): 3 clusters Score: Raw -64319.139412 + Penalty 2029.354243 = -62289.785170 nChanged 4 SP:Iteration 4Q (958.610000 sec): 3 clusters Score: Raw -64323.033022 + Penalty 2029.354243 = -62293.678779 nChanged 2 SP:Iteration 5Q (958.820000 sec): 3 clusters Score: Raw -64325.234284 + Penalty 2029.354243 = -62295.880041 nChanged 2 SP:Iteration 6Q (959.020000 sec): 3 clusters Score: Raw -64329.120926 + Penalty 2029.354243 = -62299.766683 nChanged 0 SP:Iteration 7F (959.190000 sec): 3 clusters Score: Raw -64329.120926 + Penalty 2029.354243 = -62299.766683 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.290000 sec): 2 clusters Score: Raw -127508.520109 + Penalty 1130.747864 = -126377.772245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.510000 sec): 3 clusters Score: Raw -127147.955194 + Penalty 2261.495728 = -124886.459467 nChanged 330 SP:Iteration 1F (959.680000 sec): 3 clusters Score: Raw -127434.705606 + Penalty 2261.495728 = -125173.209879 nChanged 75 SP:Iteration 2F (959.890000 sec): 3 clusters Score: Raw -127548.813759 + Penalty 2261.495728 = -125287.318031 nChanged 60 SP:Iteration 3F (960.050000 sec): 3 clusters Score: Raw -127684.685702 + Penalty 2261.495728 = -125423.189974 nChanged 54 SP:Iteration 4F (960.260000 sec): 3 clusters Score: Raw -127823.162649 + Penalty 2261.495728 = -125561.666922 nChanged 51 SP:Iteration 5Q (960.430000 sec): 3 clusters Score: Raw -127925.053930 + Penalty 2261.495728 = -125663.558202 nChanged 40 SP:Iteration 6Q (960.640000 sec): 3 clusters Score: Raw -127982.861860 + Penalty 2261.495728 = -125721.366132 nChanged 31 SP:Iteration 7Q (960.860000 sec): 3 clusters Score: Raw -128032.936476 + Penalty 2261.495728 = -125771.440748 nChanged 31 SP:Iteration 8Q (961.070000 sec): 3 clusters Score: Raw -128079.731788 + Penalty 2261.495728 = -125818.236060 nChanged 25 SP:Iteration 9Q (961.260000 sec): 3 clusters Score: Raw -128104.705467 + Penalty 2261.495728 = -125843.209739 nChanged 18 SP:Iteration 10Q (961.450000 sec): 3 clusters Score: Raw -128123.748041 + Penalty 2261.495728 = -125862.252313 nChanged 17 SP:Iteration 11Q (961.640000 sec): 3 clusters Score: Raw -128149.842212 + Penalty 2261.495728 = -125888.346484 nChanged 21 SP:Iteration 12Q (961.870000 sec): 3 clusters Score: Raw -128173.277787 + Penalty 2261.495728 = -125911.782059 nChanged 25 SP:Iteration 13Q (962.010000 sec): 3 clusters Score: Raw -128197.990714 + Penalty 2261.495728 = -125936.494987 nChanged 20 SP:Iteration 14Q (962.200000 sec): 3 clusters Score: Raw -128219.129698 + Penalty 2261.495728 = -125957.633970 nChanged 20 SP:Iteration 15Q (962.380000 sec): 3 clusters Score: Raw -128250.912481 + Penalty 2261.495728 = -125989.416753 nChanged 30 SP:Iteration 16Q (962.540000 sec): 3 clusters Score: Raw -128289.810406 + Penalty 2261.495728 = -126028.314678 nChanged 18 SP:Iteration 17Q (962.750000 sec): 3 clusters Score: Raw -128315.388994 + Penalty 2261.495728 = -126053.893266 nChanged 19 SP:Iteration 18Q (962.930000 sec): 3 clusters Score: Raw -128347.948170 + Penalty 2261.495728 = -126086.452442 nChanged 9 SP:Iteration 19Q (963.090000 sec): 3 clusters Score: Raw -128358.967971 + Penalty 2261.495728 = -126097.472243 nChanged 13 SP:Iteration 20F (963.280000 sec): 3 clusters Score: Raw -128376.469323 + Penalty 2261.495728 = -126114.973596 nChanged 9 SP:Iteration 21Q (963.430000 sec): 3 clusters Score: Raw -128385.975576 + Penalty 2261.495728 = -126124.479848 nChanged 2 SP:Iteration 22Q (963.600000 sec): 3 clusters Score: Raw -128387.623399 + Penalty 2261.495728 = -126126.127671 nChanged 2 SP:Iteration 23Q (963.810000 sec): 3 clusters Score: Raw -128389.584022 + Penalty 2261.495728 = -126128.088294 nChanged 1 SP:Iteration 24Q (964.030000 sec): 3 clusters Score: Raw -128390.501539 + Penalty 2261.495728 = -126129.005811 nChanged 0 SP:Iteration 25F (964.200000 sec): 3 clusters Score: Raw -128390.501539 + Penalty 2261.495728 = -126129.005811 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (964.330000 sec): 2 clusters Score: Raw -48225.142124 + Penalty 978.021397 = -47247.120726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (964.500000 sec): 3 clusters Score: Raw -48176.746477 + Penalty 1956.042795 = -46220.703682 nChanged 87 SP:Iteration 1F (964.640000 sec): 3 clusters Score: Raw -48321.765566 + Penalty 1956.042795 = -46365.722771 nChanged 17 SP:Iteration 2Q (964.810000 sec): 3 clusters Score: Raw -48358.378295 + Penalty 1956.042795 = -46402.335501 nChanged 11 SP:Iteration 3Q (964.980000 sec): 3 clusters Score: Raw -48383.503323 + Penalty 1956.042795 = -46427.460529 nChanged 5 SP:Iteration 4Q (965.110000 sec): 3 clusters Score: Raw -48397.263021 + Penalty 1956.042795 = -46441.220226 nChanged 2 SP:Iteration 5Q (965.310000 sec): 3 clusters Score: Raw -48401.540807 + Penalty 1956.042795 = -46445.498012 nChanged 1 SP:Iteration 6Q (965.460000 sec): 3 clusters Score: Raw -48404.554653 + Penalty 1956.042795 = -46448.511858 nChanged 1 SP:Iteration 7Q (965.610000 sec): 3 clusters Score: Raw -48406.466236 + Penalty 1956.042795 = -46450.423442 nChanged 0 SP:Iteration 8F (965.760000 sec): 3 clusters Score: Raw -48406.466236 + Penalty 1956.042795 = -46450.423442 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (965.850000 sec): 2 clusters Score: Raw -78364.511754 + Penalty 1054.248653 = -77310.263101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (966.040000 sec): 3 clusters Score: Raw -78253.273199 + Penalty 2108.497306 = -76144.775893 nChanged 171 SP:Iteration 1F (966.180000 sec): 3 clusters Score: Raw -78448.181222 + Penalty 2108.497306 = -76339.683916 nChanged 46 SP:Iteration 2F (966.370000 sec): 3 clusters Score: Raw -78550.589086 + Penalty 2108.497306 = -76442.091780 nChanged 47 SP:Iteration 3F (966.500000 sec): 3 clusters Score: Raw -78746.193725 + Penalty 2108.497306 = -76637.696419 nChanged 45 SP:Iteration 4F (966.680000 sec): 3 clusters Score: Raw -78915.453584 + Penalty 2108.497306 = -76806.956278 nChanged 41 SP:Iteration 5F (966.840000 sec): 3 clusters Score: Raw -79019.052953 + Penalty 2108.497306 = -76910.555647 nChanged 28 SP:Iteration 6Q (966.990000 sec): 3 clusters Score: Raw -79091.240177 + Penalty 2108.497306 = -76982.742871 nChanged 21 SP:Iteration 7Q (967.170000 sec): 3 clusters Score: Raw -79145.574411 + Penalty 2108.497306 = -77037.077105 nChanged 11 SP:Iteration 8Q (967.360000 sec): 3 clusters Score: Raw -79175.860537 + Penalty 2108.497306 = -77067.363231 nChanged 7 SP:Iteration 9Q (967.530000 sec): 3 clusters Score: Raw -79195.580466 + Penalty 2108.497306 = -77087.083160 nChanged 4 SP:Iteration 10Q (967.710000 sec): 3 clusters Score: Raw -79204.685758 + Penalty 2108.497306 = -77096.188452 nChanged 1 SP:Iteration 11Q (967.880000 sec): 3 clusters Score: Raw -79206.013553 + Penalty 2108.497306 = -77097.516247 nChanged 0 SP:Iteration 12F (968.090000 sec): 3 clusters Score: Raw -79206.013553 + Penalty 2108.497306 = -77097.516247 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.150000 sec): 2 clusters Score: Raw -32367.965929 + Penalty 912.725303 = -31455.240626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.330000 sec): 3 clusters Score: Raw -32394.742120 + Penalty 1825.450607 = -30569.291513 nChanged 36 SP:Iteration 1F (968.550000 sec): 3 clusters Score: Raw -32486.512987 + Penalty 1825.450607 = -30661.062380 nChanged 12 SP:Iteration 2Q (968.720000 sec): 3 clusters Score: Raw -32517.703995 + Penalty 1825.450607 = -30692.253388 nChanged 6 SP:Iteration 3Q (968.890000 sec): 3 clusters Score: Raw -32539.692000 + Penalty 1825.450607 = -30714.241393 nChanged 5 SP:Iteration 4Q (969.090000 sec): 3 clusters Score: Raw -32552.529499 + Penalty 1825.450607 = -30727.078892 nChanged 2 SP:Iteration 5Q (969.250000 sec): 3 clusters Score: Raw -32558.878023 + Penalty 1825.450607 = -30733.427416 nChanged 2 SP:Iteration 6Q (969.450000 sec): 3 clusters Score: Raw -32560.969029 + Penalty 1825.450607 = -30735.518423 nChanged 1 SP:Iteration 7Q (969.650000 sec): 3 clusters Score: Raw -32562.717195 + Penalty 1825.450607 = -30737.266588 nChanged 1 SP:Iteration 8Q (969.790000 sec): 3 clusters Score: Raw -32564.514084 + Penalty 1825.450607 = -30739.063477 nChanged 1 SP:Iteration 9Q (969.960000 sec): 3 clusters Score: Raw -32565.866760 + Penalty 1825.450607 = -30740.416153 nChanged 1 SP:Iteration 10Q (970.140000 sec): 3 clusters Score: Raw -32568.676076 + Penalty 1825.450607 = -30743.225469 nChanged 0 SP:Iteration 11F (970.350000 sec): 3 clusters Score: Raw -32568.676076 + Penalty 1825.450607 = -30743.225469 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 7 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (970.450000 sec): 2 clusters Score: Raw -27229.334607 + Penalty 908.535384 = -26320.799222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (970.600000 sec): 3 clusters Score: Raw -27410.075942 + Penalty 1817.070769 = -25593.005174 nChanged 71 SP:Iteration 1F (970.760000 sec): 3 clusters Score: Raw -27653.967231 + Penalty 1817.070769 = -25836.896462 nChanged 23 SP:Iteration 2F (970.960000 sec): 3 clusters Score: Raw -27865.262239 + Penalty 1817.070769 = -26048.191471 nChanged 15 SP:Iteration 3F (971.180000 sec): 3 clusters Score: Raw -27972.847642 + Penalty 1817.070769 = -26155.776873 nChanged 8 SP:Iteration 4Q (971.310000 sec): 3 clusters Score: Raw -27999.474529 + Penalty 1817.070769 = -26182.403761 nChanged 2 SP:Iteration 5Q (971.540000 sec): 3 clusters Score: Raw -28031.570056 + Penalty 1817.070769 = -26214.499287 nChanged 2 SP:Iteration 6Q (971.670000 sec): 3 clusters Score: Raw -28053.835474 + Penalty 1817.070769 = -26236.764705 nChanged 2 SP:Iteration 7Q (971.850000 sec): 3 clusters Score: Raw -28084.585794 + Penalty 1817.070769 = -26267.515026 nChanged 3 SP:Iteration 8Q (972.010000 sec): 3 clusters Score: Raw -28113.501308 + Penalty 1817.070769 = -26296.430540 nChanged 0 SP:Iteration 9F (972.180000 sec): 3 clusters Score: Raw -28113.501308 + Penalty 1817.070769 = -26296.430540 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (972.310000 sec): 2 clusters Score: Raw -28736.528481 + Penalty 901.091335 = -27835.437146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (972.470000 sec): 3 clusters Score: Raw -28801.562358 + Penalty 1802.182669 = -26999.379689 nChanged 32 SP:Iteration 1F (972.670000 sec): 3 clusters Score: Raw -28881.228236 + Penalty 1802.182669 = -27079.045566 nChanged 10 SP:Iteration 2Q (972.830000 sec): 3 clusters Score: Raw -28913.595106 + Penalty 1802.182669 = -27111.412436 nChanged 5 SP:Iteration 3Q (973.000000 sec): 3 clusters Score: Raw -28932.152383 + Penalty 1802.182669 = -27129.969714 nChanged 0 SP:Iteration 4F (973.160000 sec): 3 clusters Score: Raw -28932.152383 + Penalty 1802.182669 = -27129.969714 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (973.210000 sec): 2 clusters Score: Raw -47222.369445 + Penalty 986.119158 = -46236.250287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (973.410000 sec): 3 clusters Score: Raw -47273.576599 + Penalty 1972.238316 = -45301.338283 nChanged 117 SP:Iteration 1F (973.580000 sec): 3 clusters Score: Raw -47596.184878 + Penalty 1972.238316 = -45623.946561 nChanged 46 SP:Iteration 2F (973.750000 sec): 3 clusters Score: Raw -47882.181768 + Penalty 1972.238316 = -45909.943452 nChanged 40 SP:Iteration 3F (973.890000 sec): 3 clusters Score: Raw -48008.603354 + Penalty 1972.238316 = -46036.365038 nChanged 25 SP:Iteration 4F (974.110000 sec): 3 clusters Score: Raw -48192.382610 + Penalty 1972.238316 = -46220.144294 nChanged 10 SP:Iteration 5Q (974.270000 sec): 3 clusters Score: Raw -48231.083808 + Penalty 1972.238316 = -46258.845492 nChanged 5 SP:Iteration 6Q (974.430000 sec): 3 clusters Score: Raw -48250.569336 + Penalty 1972.238316 = -46278.331020 nChanged 1 SP:Iteration 7Q (974.640000 sec): 3 clusters Score: Raw -48253.323077 + Penalty 1972.238316 = -46281.084761 nChanged 1 SP:Iteration 8Q (974.800000 sec): 3 clusters Score: Raw -48255.191414 + Penalty 1972.238316 = -46282.953098 nChanged 0 SP:Iteration 9F (974.970000 sec): 3 clusters Score: Raw -48255.191414 + Penalty 1972.238316 = -46282.953098 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 1.84 GB. Trying to split cluster 10 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (975.010000 sec): 2 clusters Score: Raw -108362.196227 + Penalty 1110.017063 = -107252.179164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (975.170000 sec): 3 clusters Score: Raw -108102.065656 + Penalty 2220.034126 = -105882.031530 nChanged 253 SP:Iteration 1F (975.350000 sec): 3 clusters Score: Raw -108378.369927 + Penalty 2220.034126 = -106158.335801 nChanged 66 SP:Iteration 2F (975.560000 sec): 3 clusters Score: Raw -108465.459577 + Penalty 2220.034126 = -106245.425450 nChanged 30 SP:Iteration 3Q (975.710000 sec): 3 clusters Score: Raw -108493.763362 + Penalty 2220.034126 = -106273.729236 nChanged 24 SP:Iteration 4Q (975.920000 sec): 3 clusters Score: Raw -108514.305811 + Penalty 2220.034126 = -106294.271685 nChanged 13 SP:Iteration 5Q (976.090000 sec): 3 clusters Score: Raw -108527.917227 + Penalty 2220.034126 = -106307.883101 nChanged 12 SP:Iteration 6Q (976.250000 sec): 3 clusters Score: Raw -108546.160807 + Penalty 2220.034126 = -106326.126681 nChanged 14 SP:Iteration 7Q (976.410000 sec): 3 clusters Score: Raw -108561.820924 + Penalty 2220.034126 = -106341.786798 nChanged 12 SP:Iteration 8Q (976.590000 sec): 3 clusters Score: Raw -108575.572314 + Penalty 2220.034126 = -106355.538188 nChanged 7 SP:Iteration 9Q (976.770000 sec): 3 clusters Score: Raw -108585.967512 + Penalty 2220.034126 = -106365.933386 nChanged 9 SP:Iteration 10Q (976.920000 sec): 3 clusters Score: Raw -108592.261577 + Penalty 2220.034126 = -106372.227451 nChanged 1 SP:Iteration 11Q (977.120000 sec): 3 clusters Score: Raw -108593.276004 + Penalty 2220.034126 = -106373.241878 nChanged 0 SP:Iteration 12F (977.290000 sec): 3 clusters Score: Raw -108593.276004 + Penalty 2220.034126 = -106373.241878 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (977.360000 sec): 2 clusters Score: Raw -27852.328605 + Penalty 893.954459 = -26958.374146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (977.560000 sec): 3 clusters Score: Raw -27925.188409 + Penalty 1787.908918 = -26137.279490 nChanged 33 SP:Iteration 1F (977.690000 sec): 3 clusters Score: Raw -27993.648715 + Penalty 1787.908918 = -26205.739796 nChanged 5 SP:Iteration 2Q (977.890000 sec): 3 clusters Score: Raw -28010.749856 + Penalty 1787.908918 = -26222.840937 nChanged 1 SP:Iteration 3Q (978.050000 sec): 3 clusters Score: Raw -28012.748776 + Penalty 1787.908918 = -26224.839858 nChanged 1 SP:Iteration 4Q (978.230000 sec): 3 clusters Score: Raw -28027.488556 + Penalty 1787.908918 = -26239.579638 nChanged 2 SP:Iteration 5Q (978.390000 sec): 3 clusters Score: Raw -28030.376221 + Penalty 1787.908918 = -26242.467303 nChanged 0 SP:Iteration 6F (978.530000 sec): 3 clusters Score: Raw -28030.376221 + Penalty 1787.908918 = -26242.467303 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.630000 sec): 2 clusters Score: Raw -107408.518856 + Penalty 1107.363221 = -106301.155636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.830000 sec): 3 clusters Score: Raw -107165.683094 + Penalty 2214.726442 = -104950.956652 nChanged 263 SP:Iteration 1F (978.980000 sec): 3 clusters Score: Raw -107437.547437 + Penalty 2214.726442 = -105222.820995 nChanged 65 SP:Iteration 2F (979.070000 sec): 3 clusters Score: Raw -107527.418981 + Penalty 2214.726442 = -105312.692540 nChanged 46 SP:Iteration 3F (979.220000 sec): 3 clusters Score: Raw -107594.638132 + Penalty 2214.726442 = -105379.911690 nChanged 38 SP:Iteration 4Q (979.360000 sec): 3 clusters Score: Raw -107661.837499 + Penalty 2214.726442 = -105447.111057 nChanged 37 SP:Iteration 5Q (979.500000 sec): 3 clusters Score: Raw -107722.393549 + Penalty 2214.726442 = -105507.667107 nChanged 29 SP:Iteration 6Q (979.630000 sec): 3 clusters Score: Raw -107791.257349 + Penalty 2214.726442 = -105576.530907 nChanged 41 SP:Iteration 7Q (979.810000 sec): 3 clusters Score: Raw -107861.630679 + Penalty 2214.726442 = -105646.904238 nChanged 34 SP:Iteration 8Q (979.950000 sec): 3 clusters Score: Raw -107916.018768 + Penalty 2214.726442 = -105701.292327 nChanged 27 SP:Iteration 9Q (980.090000 sec): 3 clusters Score: Raw -107954.861903 + Penalty 2214.726442 = -105740.135461 nChanged 22 SP:Iteration 10Q (980.270000 sec): 3 clusters Score: Raw -107992.780310 + Penalty 2214.726442 = -105778.053868 nChanged 15 SP:Iteration 11Q (980.420000 sec): 3 clusters Score: Raw -108020.361735 + Penalty 2214.726442 = -105805.635293 nChanged 9 SP:Iteration 12Q (980.630000 sec): 3 clusters Score: Raw -108040.062028 + Penalty 2214.726442 = -105825.335587 nChanged 7 SP:Iteration 13Q (980.800000 sec): 3 clusters Score: Raw -108047.137999 + Penalty 2214.726442 = -105832.411558 nChanged 4 SP:Iteration 14Q (980.940000 sec): 3 clusters Score: Raw -108049.724914 + Penalty 2214.726442 = -105834.998473 nChanged 2 SP:Iteration 15Q (981.130000 sec): 3 clusters Score: Raw -108051.437777 + Penalty 2214.726442 = -105836.711336 nChanged 2 SP:Iteration 16Q (981.350000 sec): 3 clusters Score: Raw -108053.339424 + Penalty 2214.726442 = -105838.612982 nChanged 1 SP:Iteration 17Q (981.460000 sec): 3 clusters Score: Raw -108054.266715 + Penalty 2214.726442 = -105839.540273 nChanged 1 SP:Iteration 18Q (981.640000 sec): 3 clusters Score: Raw -108055.387896 + Penalty 2214.726442 = -105840.661455 nChanged 3 SP:Iteration 19Q (981.810000 sec): 3 clusters Score: Raw -108058.263387 + Penalty 2214.726442 = -105843.536945 nChanged 3 SP:Iteration 20F (981.980000 sec): 3 clusters Score: Raw -108070.298559 + Penalty 2214.726442 = -105855.572117 nChanged 2 SP:Iteration 21Q (982.170000 sec): 3 clusters Score: Raw -108085.375930 + Penalty 2214.726442 = -105870.649488 nChanged 3 SP:Iteration 22Q (982.350000 sec): 3 clusters Score: Raw -108088.435305 + Penalty 2214.726442 = -105873.708863 nChanged 0 SP:Iteration 23F (982.540000 sec): 3 clusters Score: Raw -108088.435305 + Penalty 2214.726442 = -105873.708863 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.650000 sec): 2 clusters Score: Raw -69468.199320 + Penalty 1038.141228 = -68430.058091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.810000 sec): 3 clusters Score: Raw -69349.755886 + Penalty 2076.282457 = -67273.473430 nChanged 134 SP:Iteration 1F (982.990000 sec): 3 clusters Score: Raw -69522.922500 + Penalty 2076.282457 = -67446.640043 nChanged 40 SP:Iteration 2F (983.120000 sec): 3 clusters Score: Raw -69583.357333 + Penalty 2076.282457 = -67507.074876 nChanged 19 SP:Iteration 3Q (983.300000 sec): 3 clusters Score: Raw -69611.244739 + Penalty 2076.282457 = -67534.962282 nChanged 6 SP:Iteration 4Q (983.510000 sec): 3 clusters Score: Raw -69619.650149 + Penalty 2076.282457 = -67543.367692 nChanged 4 SP:Iteration 5Q (983.660000 sec): 3 clusters Score: Raw -69625.952366 + Penalty 2076.282457 = -67549.669910 nChanged 4 SP:Iteration 6Q (983.850000 sec): 3 clusters Score: Raw -69632.809651 + Penalty 2076.282457 = -67556.527194 nChanged 0 SP:Iteration 7F (984.000000 sec): 3 clusters Score: Raw -69632.809651 + Penalty 2076.282457 = -67556.527194 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (984.090000 sec): 2 clusters Score: Raw -257435.867175 + Penalty 1243.152414 = -256192.714761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (984.280000 sec): 3 clusters Score: Raw -256468.303076 + Penalty 2486.304828 = -253981.998249 nChanged 767 SP:Iteration 1F (984.450000 sec): 3 clusters Score: Raw -256898.963982 + Penalty 2486.304828 = -254412.659154 nChanged 159 SP:Iteration 2F (984.630000 sec): 3 clusters Score: Raw -256999.078044 + Penalty 2486.304828 = -254512.773216 nChanged 102 SP:Iteration 3Q (984.840000 sec): 3 clusters Score: Raw -257065.900785 + Penalty 2486.304828 = -254579.595957 nChanged 72 SP:Iteration 4Q (984.990000 sec): 3 clusters Score: Raw -257113.310080 + Penalty 2486.304828 = -254627.005252 nChanged 66 SP:Iteration 5Q (985.190000 sec): 3 clusters Score: Raw -257159.013996 + Penalty 2486.304828 = -254672.709168 nChanged 50 SP:Iteration 6Q (985.310000 sec): 3 clusters Score: Raw -257195.092506 + Penalty 2486.304828 = -254708.787678 nChanged 45 SP:Iteration 7Q (985.450000 sec): 3 clusters Score: Raw -257225.496431 + Penalty 2486.304828 = -254739.191603 nChanged 36 SP:Iteration 8Q (985.660000 sec): 3 clusters Score: Raw -257248.558222 + Penalty 2486.304828 = -254762.253395 nChanged 28 SP:Iteration 9Q (985.850000 sec): 3 clusters Score: Raw -257262.225214 + Penalty 2486.304828 = -254775.920386 nChanged 27 SP:Iteration 10Q (986.000000 sec): 3 clusters Score: Raw -257276.175185 + Penalty 2486.304828 = -254789.870357 nChanged 16 SP:Iteration 11Q (986.200000 sec): 3 clusters Score: Raw -257286.772626 + Penalty 2486.304828 = -254800.467798 nChanged 18 SP:Iteration 12Q (986.370000 sec): 3 clusters Score: Raw -257299.206308 + Penalty 2486.304828 = -254812.901480 nChanged 13 SP:Iteration 13Q (986.530000 sec): 3 clusters Score: Raw -257306.332541 + Penalty 2486.304828 = -254820.027713 nChanged 13 SP:Iteration 14Q (986.670000 sec): 3 clusters Score: Raw -257312.662267 + Penalty 2486.304828 = -254826.357440 nChanged 15 SP:Iteration 15Q (986.890000 sec): 3 clusters Score: Raw -257318.772915 + Penalty 2486.304828 = -254832.468087 nChanged 12 SP:Iteration 16Q (987.040000 sec): 3 clusters Score: Raw -257324.908272 + Penalty 2486.304828 = -254838.603444 nChanged 11 SP:Iteration 17Q (987.210000 sec): 3 clusters Score: Raw -257331.873333 + Penalty 2486.304828 = -254845.568505 nChanged 14 SP:Iteration 18Q (987.360000 sec): 3 clusters Score: Raw -257338.844648 + Penalty 2486.304828 = -254852.539820 nChanged 13 SP:Iteration 19Q (987.550000 sec): 3 clusters Score: Raw -257346.309109 + Penalty 2486.304828 = -254860.004282 nChanged 14 SP:Iteration 20F (987.710000 sec): 3 clusters Score: Raw -257353.937985 + Penalty 2486.304828 = -254867.633158 nChanged 9 SP:Iteration 21Q (987.930000 sec): 3 clusters Score: Raw -257358.565400 + Penalty 2486.304828 = -254872.260573 nChanged 10 SP:Iteration 22Q (988.110000 sec): 3 clusters Score: Raw -257362.142154 + Penalty 2486.304828 = -254875.837326 nChanged 8 SP:Iteration 23Q (988.260000 sec): 3 clusters Score: Raw -257365.128825 + Penalty 2486.304828 = -254878.823998 nChanged 7 SP:Iteration 24Q (988.430000 sec): 3 clusters Score: Raw -257367.444816 + Penalty 2486.304828 = -254881.139988 nChanged 8 SP:Iteration 25Q (988.620000 sec): 3 clusters Score: Raw -257371.294392 + Penalty 2486.304828 = -254884.989564 nChanged 5 SP:Iteration 26Q (988.760000 sec): 3 clusters Score: Raw -257373.797636 + Penalty 2486.304828 = -254887.492809 nChanged 5 SP:Iteration 27Q (988.960000 sec): 3 clusters Score: Raw -257376.320774 + Penalty 2486.304828 = -254890.015946 nChanged 5 SP:Iteration 28Q (989.110000 sec): 3 clusters Score: Raw -257379.739882 + Penalty 2486.304828 = -254893.435054 nChanged 8 SP:Iteration 29Q (989.250000 sec): 3 clusters Score: Raw -257382.760632 + Penalty 2486.304828 = -254896.455804 nChanged 5 SP:Iteration 30Q (989.430000 sec): 3 clusters Score: Raw -257384.990982 + Penalty 2486.304828 = -254898.686154 nChanged 6 SP:Iteration 31Q (989.570000 sec): 3 clusters Score: Raw -257387.732329 + Penalty 2486.304828 = -254901.427502 nChanged 7 SP:Iteration 32Q (989.730000 sec): 3 clusters Score: Raw -257390.501364 + Penalty 2486.304828 = -254904.196536 nChanged 12 SP:Iteration 33Q (989.950000 sec): 3 clusters Score: Raw -257396.636352 + Penalty 2486.304828 = -254910.331524 nChanged 13 SP:Iteration 34Q (990.090000 sec): 3 clusters Score: Raw -257403.702543 + Penalty 2486.304828 = -254917.397715 nChanged 13 SP:Iteration 35Q (990.300000 sec): 3 clusters Score: Raw -257411.378067 + Penalty 2486.304828 = -254925.073239 nChanged 9 SP:Iteration 36Q (990.440000 sec): 3 clusters Score: Raw -257415.756713 + Penalty 2486.304828 = -254929.451885 nChanged 11 SP:Iteration 37Q (990.640000 sec): 3 clusters Score: Raw -257420.455361 + Penalty 2486.304828 = -254934.150533 nChanged 13 SP:Iteration 38Q (990.840000 sec): 3 clusters Score: Raw -257427.580806 + Penalty 2486.304828 = -254941.275978 nChanged 15 SP:Iteration 39Q (991.020000 sec): 3 clusters Score: Raw -257438.973798 + Penalty 2486.304828 = -254952.668970 nChanged 17 SP:Iteration 40F (991.190000 sec): 3 clusters Score: Raw -257453.156460 + Penalty 2486.304828 = -254966.851633 nChanged 13 SP:Iteration 41Q (991.340000 sec): 3 clusters Score: Raw -257460.372585 + Penalty 2486.304828 = -254974.067757 nChanged 4 SP:Iteration 42Q (991.510000 sec): 3 clusters Score: Raw -257462.430490 + Penalty 2486.304828 = -254976.125662 nChanged 3 SP:Iteration 43Q (991.660000 sec): 3 clusters Score: Raw -257463.560979 + Penalty 2486.304828 = -254977.256152 nChanged 2 SP:Iteration 44Q (991.810000 sec): 3 clusters Score: Raw -257465.500081 + Penalty 2486.304828 = -254979.195254 nChanged 7 SP:Iteration 45Q (991.950000 sec): 3 clusters Score: Raw -257468.170183 + Penalty 2486.304828 = -254981.865355 nChanged 5 SP:Iteration 46Q (992.150000 sec): 3 clusters Score: Raw -257470.666748 + Penalty 2486.304828 = -254984.361921 nChanged 5 SP:Iteration 47Q (992.310000 sec): 3 clusters Score: Raw -257476.027120 + Penalty 2486.304828 = -254989.722293 nChanged 9 SP:Iteration 48Q (992.480000 sec): 3 clusters Score: Raw -257482.929957 + Penalty 2486.304828 = -254996.625130 nChanged 11 SP:Iteration 49Q (992.650000 sec): 3 clusters Score: Raw -257488.650226 + Penalty 2486.304828 = -255002.345398 nChanged 5 SP:Iteration 50Q (992.820000 sec): 3 clusters Score: Raw -257490.357450 + Penalty 2486.304828 = -255004.052622 nChanged 6 SP:Iteration 51Q (993.010000 sec): 3 clusters Score: Raw -257492.467297 + Penalty 2486.304828 = -255006.162469 nChanged 2 SP:Iteration 52Q (993.160000 sec): 3 clusters Score: Raw -257493.207549 + Penalty 2486.304828 = -255006.902722 nChanged 1 SP:Iteration 53Q (993.310000 sec): 3 clusters Score: Raw -257493.454207 + Penalty 2486.304828 = -255007.149379 nChanged 1 SP:Iteration 54Q (993.470000 sec): 3 clusters Score: Raw -257493.715073 + Penalty 2486.304828 = -255007.410245 nChanged 1 SP:Iteration 55Q (993.650000 sec): 3 clusters Score: Raw -257494.359730 + Penalty 2486.304828 = -255008.054902 nChanged 0 SP:Iteration 56F (993.790000 sec): 3 clusters Score: Raw -257494.359730 + Penalty 2486.304828 = -255008.054902 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (993.870000 sec): 2 clusters Score: Raw -63239.756178 + Penalty 1018.420089 = -62221.336089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (994.020000 sec): 3 clusters Score: Raw -63153.181493 + Penalty 2036.840178 = -61116.341315 nChanged 104 SP:Iteration 1F (994.170000 sec): 3 clusters Score: Raw -63277.521491 + Penalty 2036.840178 = -61240.681313 nChanged 26 SP:Iteration 2Q (994.340000 sec): 3 clusters Score: Raw -63317.893593 + Penalty 2036.840178 = -61281.053415 nChanged 13 SP:Iteration 3Q (994.470000 sec): 3 clusters Score: Raw -63342.497025 + Penalty 2036.840178 = -61305.656847 nChanged 11 SP:Iteration 4Q (994.680000 sec): 3 clusters Score: Raw -63383.568535 + Penalty 2036.840178 = -61346.728357 nChanged 18 SP:Iteration 5Q (994.820000 sec): 3 clusters Score: Raw -63425.149184 + Penalty 2036.840178 = -61388.309005 nChanged 17 SP:Iteration 6Q (995.000000 sec): 3 clusters Score: Raw -63457.682330 + Penalty 2036.840178 = -61420.842151 nChanged 5 SP:Iteration 7Q (995.150000 sec): 3 clusters Score: Raw -63465.639759 + Penalty 2036.840178 = -61428.799580 nChanged 2 SP:Iteration 8Q (995.340000 sec): 3 clusters Score: Raw -63468.141052 + Penalty 2036.840178 = -61431.300873 nChanged 1 SP:Iteration 9Q (995.480000 sec): 3 clusters Score: Raw -63468.769731 + Penalty 2036.840178 = -61431.929553 nChanged 0 SP:Iteration 10F (995.640000 sec): 3 clusters Score: Raw -63468.769731 + Penalty 2036.840178 = -61431.929553 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.820000 sec): 2 clusters Score: Raw -1347481.983822 + Penalty 1502.897351 = -1345979.086471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (996.010000 sec): 3 clusters Score: Raw -1341629.980296 + Penalty 3005.794702 = -1338624.185593 nChanged 4454 SP:Iteration 1F (996.210000 sec): 3 clusters Score: Raw -1343819.625837 + Penalty 3005.794702 = -1340813.831135 nChanged 553 SP:Iteration 2F (996.460000 sec): 3 clusters Score: Raw -1344044.353636 + Penalty 3005.794702 = -1341038.558934 nChanged 495 SP:Iteration 3Q (996.650000 sec): 3 clusters Score: Raw -1344244.411191 + Penalty 3005.794702 = -1341238.616489 nChanged 443 SP:Iteration 4Q (996.870000 sec): 3 clusters Score: Raw -1344409.191974 + Penalty 3005.794702 = -1341403.397272 nChanged 388 SP:Iteration 5Q (997.070000 sec): 3 clusters Score: Raw -1344551.940285 + Penalty 3005.794702 = -1341546.145583 nChanged 361 SP:Iteration 6Q (997.290000 sec): 3 clusters Score: Raw -1344682.507608 + Penalty 3005.794702 = -1341676.712906 nChanged 340 SP:Iteration 7Q (997.530000 sec): 3 clusters Score: Raw -1344821.964282 + Penalty 3005.794702 = -1341816.169579 nChanged 371 SP:Iteration 8Q (997.730000 sec): 3 clusters Score: Raw -1344990.179640 + Penalty 3005.794702 = -1341984.384938 nChanged 401 SP:Iteration 9Q (997.940000 sec): 3 clusters Score: Raw -1345196.752164 + Penalty 3005.794702 = -1342190.957462 nChanged 420 SP:Iteration 10Q (998.160000 sec): 3 clusters Score: Raw -1345436.096391 + Penalty 3005.794702 = -1342430.301689 nChanged 440 SP:Iteration 11Q (998.390000 sec): 3 clusters Score: Raw -1345696.806519 + Penalty 3005.794702 = -1342691.011816 nChanged 467 SP:Iteration 12Q (998.600000 sec): 3 clusters Score: Raw -1346020.572490 + Penalty 3005.794702 = -1343014.777788 nChanged 504 SP:Iteration 13Q (998.820000 sec): 3 clusters Score: Raw -1346421.294994 + Penalty 3005.794702 = -1343415.500292 nChanged 460 SP:Iteration 14Q (999.010000 sec): 3 clusters Score: Raw -1346795.801600 + Penalty 3005.794702 = -1343790.006898 nChanged 314 SP:Iteration 15Q (999.220000 sec): 3 clusters Score: Raw -1347047.308249 + Penalty 3005.794702 = -1344041.513547 nChanged 234 SP:Iteration 16Q (999.420000 sec): 3 clusters Score: Raw -1347249.427592 + Penalty 3005.794702 = -1344243.632890 nChanged 159 SP:Iteration 17Q (999.650000 sec): 3 clusters Score: Raw -1347397.537784 + Penalty 3005.794702 = -1344391.743081 nChanged 95 SP:Iteration 18Q (999.870000 sec): 3 clusters Score: Raw -1347490.053960 + Penalty 3005.794702 = -1344484.259258 nChanged 48 SP:Iteration 19Q (1000.050000 sec): 3 clusters Score: Raw -1347538.179149 + Penalty 3005.794702 = -1344532.384447 nChanged 28 SP:Iteration 20F (1000.300000 sec): 3 clusters Score: Raw -1347566.144202 + Penalty 3005.794702 = -1344560.349500 nChanged 18 SP:Iteration 21Q (1000.500000 sec): 3 clusters Score: Raw -1347585.760607 + Penalty 3005.794702 = -1344579.965905 nChanged 14 SP:Iteration 22Q (1000.680000 sec): 3 clusters Score: Raw -1347603.551632 + Penalty 3005.794702 = -1344597.756930 nChanged 15 SP:Iteration 23Q (1000.870000 sec): 3 clusters Score: Raw -1347621.405479 + Penalty 3005.794702 = -1344615.610777 nChanged 10 SP:Iteration 24Q (1001.080000 sec): 3 clusters Score: Raw -1347633.227759 + Penalty 3005.794702 = -1344627.433057 nChanged 10 SP:Iteration 25Q (1001.290000 sec): 3 clusters Score: Raw -1347642.424073 + Penalty 3005.794702 = -1344636.629370 nChanged 9 SP:Iteration 26Q (1001.510000 sec): 3 clusters Score: Raw -1347650.099170 + Penalty 3005.794702 = -1344644.304468 nChanged 6 SP:Iteration 27Q (1001.720000 sec): 3 clusters Score: Raw -1347655.387577 + Penalty 3005.794702 = -1344649.592875 nChanged 5 SP:Iteration 28Q (1001.910000 sec): 3 clusters Score: Raw -1347662.107232 + Penalty 3005.794702 = -1344656.312530 nChanged 5 SP:Iteration 29Q (1002.120000 sec): 3 clusters Score: Raw -1347669.788905 + Penalty 3005.794702 = -1344663.994203 nChanged 7 SP:Iteration 30Q (1002.290000 sec): 3 clusters Score: Raw -1347679.525670 + Penalty 3005.794702 = -1344673.730968 nChanged 9 SP:Iteration 31Q (1002.500000 sec): 3 clusters Score: Raw -1347691.844289 + Penalty 3005.794702 = -1344686.049587 nChanged 10 SP:Iteration 32Q (1002.690000 sec): 3 clusters Score: Raw -1347704.190542 + Penalty 3005.794702 = -1344698.395840 nChanged 3 SP:Iteration 33Q (1002.900000 sec): 3 clusters Score: Raw -1347707.940812 + Penalty 3005.794702 = -1344702.146110 nChanged 0 SP:Iteration 34F (1003.110000 sec): 3 clusters Score: Raw -1347707.940812 + Penalty 3005.794702 = -1344702.146110 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1003.210000 sec): 2 clusters Score: Raw -33517.259637 + Penalty 929.550664 = -32587.708974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1003.370000 sec): 3 clusters Score: Raw -33616.139831 + Penalty 1859.101327 = -31757.038504 nChanged 60 SP:Iteration 1F (1003.550000 sec): 3 clusters Score: Raw -33722.412070 + Penalty 1859.101327 = -31863.310742 nChanged 11 SP:Iteration 2Q (1003.710000 sec): 3 clusters Score: Raw -33769.509887 + Penalty 1859.101327 = -31910.408559 nChanged 6 SP:Iteration 3Q (1003.870000 sec): 3 clusters Score: Raw -33811.146985 + Penalty 1859.101327 = -31952.045658 nChanged 7 SP:Iteration 4Q (1004.090000 sec): 3 clusters Score: Raw -33853.246640 + Penalty 1859.101327 = -31994.145313 nChanged 5 SP:Iteration 5Q (1004.230000 sec): 3 clusters Score: Raw -33919.882845 + Penalty 1859.101327 = -32060.781518 nChanged 4 SP:Iteration 6Q (1004.400000 sec): 3 clusters Score: Raw -33931.669450 + Penalty 1859.101327 = -32072.568123 nChanged 1 SP:Iteration 7Q (1004.550000 sec): 3 clusters Score: Raw -33932.985756 + Penalty 1859.101327 = -32073.884429 nChanged 0 SP:Iteration 8F (1004.750000 sec): 3 clusters Score: Raw -33932.985756 + Penalty 1859.101327 = -32073.884429 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (10422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1004.850000 sec): 2 clusters Score: Raw -1253496.205285 + Penalty 1503.397063 = -1251992.808222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1005.120000 sec): 3 clusters Score: Raw -1247570.430343 + Penalty 3006.794127 = -1244563.636217 nChanged 4522 SP:Iteration 1F (1005.290000 sec): 3 clusters Score: Raw -1249881.108445 + Penalty 3006.794127 = -1246874.314319 nChanged 591 SP:Iteration 2F (1005.490000 sec): 3 clusters Score: Raw -1250108.068313 + Penalty 3006.794127 = -1247101.274186 nChanged 481 SP:Iteration 3Q (1005.730000 sec): 3 clusters Score: Raw -1250292.381299 + Penalty 3006.794127 = -1247285.587172 nChanged 447 SP:Iteration 4Q (1005.910000 sec): 3 clusters Score: Raw -1250477.139157 + Penalty 3006.794127 = -1247470.345031 nChanged 431 SP:Iteration 5Q (1006.140000 sec): 3 clusters Score: Raw -1250675.154029 + Penalty 3006.794127 = -1247668.359902 nChanged 424 SP:Iteration 6Q (1006.330000 sec): 3 clusters Score: Raw -1250893.549075 + Penalty 3006.794127 = -1247886.754949 nChanged 471 SP:Iteration 7Q (1006.550000 sec): 3 clusters Score: Raw -1251176.109655 + Penalty 3006.794127 = -1248169.315529 nChanged 552 SP:Iteration 8F (1006.740000 sec): 3 clusters Score: Raw -1251523.841579 + Penalty 3006.794127 = -1248517.047452 nChanged 621 SP:Iteration 9F (1006.930000 sec): 3 clusters Score: Raw -1251931.528633 + Penalty 3006.794127 = -1248924.734506 nChanged 571 SP:Iteration 10F (1007.140000 sec): 3 clusters Score: Raw -1252302.095768 + Penalty 3006.794127 = -1249295.301641 nChanged 493 SP:Iteration 11Q (1007.380000 sec): 3 clusters Score: Raw -1252600.139246 + Penalty 3006.794127 = -1249593.345120 nChanged 421 SP:Iteration 12Q (1007.580000 sec): 3 clusters Score: Raw -1252854.054263 + Penalty 3006.794127 = -1249847.260137 nChanged 339 SP:Iteration 13Q (1007.810000 sec): 3 clusters Score: Raw -1253046.839784 + Penalty 3006.794127 = -1250040.045658 nChanged 273 SP:Iteration 14Q (1008.020000 sec): 3 clusters Score: Raw -1253192.618739 + Penalty 3006.794127 = -1250185.824613 nChanged 210 SP:Iteration 15Q (1008.250000 sec): 3 clusters Score: Raw -1253289.686544 + Penalty 3006.794127 = -1250282.892417 nChanged 169 SP:Iteration 16Q (1008.470000 sec): 3 clusters Score: Raw -1253369.132852 + Penalty 3006.794127 = -1250362.338726 nChanged 144 SP:Iteration 17Q (1008.640000 sec): 3 clusters Score: Raw -1253432.688350 + Penalty 3006.794127 = -1250425.894223 nChanged 125 SP:Iteration 18Q (1008.850000 sec): 3 clusters Score: Raw -1253489.454055 + Penalty 3006.794127 = -1250482.659928 nChanged 122 SP:Iteration 19Q (1009.070000 sec): 3 clusters Score: Raw -1253542.820768 + Penalty 3006.794127 = -1250536.026642 nChanged 112 SP:Iteration 20F (1009.290000 sec): 3 clusters Score: Raw -1253591.399673 + Penalty 3006.794127 = -1250584.605546 nChanged 92 SP:Iteration 21Q (1009.470000 sec): 3 clusters Score: Raw -1253628.292754 + Penalty 3006.794127 = -1250621.498628 nChanged 80 SP:Iteration 22Q (1009.710000 sec): 3 clusters Score: Raw -1253656.085375 + Penalty 3006.794127 = -1250649.291248 nChanged 65 SP:Iteration 23Q (1009.880000 sec): 3 clusters Score: Raw -1253677.267066 + Penalty 3006.794127 = -1250670.472940 nChanged 63 SP:Iteration 24Q (1010.120000 sec): 3 clusters Score: Raw -1253701.770187 + Penalty 3006.794127 = -1250694.976061 nChanged 59 SP:Iteration 25Q (1010.310000 sec): 3 clusters Score: Raw -1253725.381663 + Penalty 3006.794127 = -1250718.587537 nChanged 60 SP:Iteration 26Q (1010.530000 sec): 3 clusters Score: Raw -1253748.512955 + Penalty 3006.794127 = -1250741.718829 nChanged 51 SP:Iteration 27Q (1010.730000 sec): 3 clusters Score: Raw -1253767.736067 + Penalty 3006.794127 = -1250760.941940 nChanged 45 SP:Iteration 28Q (1010.970000 sec): 3 clusters Score: Raw -1253783.298594 + Penalty 3006.794127 = -1250776.504467 nChanged 37 SP:Iteration 29Q (1011.160000 sec): 3 clusters Score: Raw -1253796.311209 + Penalty 3006.794127 = -1250789.517082 nChanged 39 SP:Iteration 30Q (1011.330000 sec): 3 clusters Score: Raw -1253812.319683 + Penalty 3006.794127 = -1250805.525557 nChanged 46 SP:Iteration 31Q (1011.580000 sec): 3 clusters Score: Raw -1253829.767040 + Penalty 3006.794127 = -1250822.972914 nChanged 37 SP:Iteration 32Q (1011.800000 sec): 3 clusters Score: Raw -1253844.382233 + Penalty 3006.794127 = -1250837.588107 nChanged 33 SP:Iteration 33Q (1012.000000 sec): 3 clusters Score: Raw -1253859.143827 + Penalty 3006.794127 = -1250852.349700 nChanged 34 SP:Iteration 34Q (1012.170000 sec): 3 clusters Score: Raw -1253875.062021 + Penalty 3006.794127 = -1250868.267894 nChanged 32 SP:Iteration 35Q (1012.350000 sec): 3 clusters Score: Raw -1253889.097005 + Penalty 3006.794127 = -1250882.302878 nChanged 31 SP:Iteration 36Q (1012.570000 sec): 3 clusters Score: Raw -1253901.530095 + Penalty 3006.794127 = -1250894.735969 nChanged 24 SP:Iteration 37Q (1012.800000 sec): 3 clusters Score: Raw -1253911.047349 + Penalty 3006.794127 = -1250904.253223 nChanged 22 SP:Iteration 38Q (1013.030000 sec): 3 clusters Score: Raw -1253923.040579 + Penalty 3006.794127 = -1250916.246452 nChanged 24 SP:Iteration 39Q (1013.200000 sec): 3 clusters Score: Raw -1253935.563486 + Penalty 3006.794127 = -1250928.769359 nChanged 31 SP:Iteration 40F (1013.450000 sec): 3 clusters Score: Raw -1253952.817148 + Penalty 3006.794127 = -1250946.023021 nChanged 25 SP:Iteration 41Q (1013.640000 sec): 3 clusters Score: Raw -1253968.047231 + Penalty 3006.794127 = -1250961.253105 nChanged 26 SP:Iteration 42Q (1013.850000 sec): 3 clusters Score: Raw -1253983.364883 + Penalty 3006.794127 = -1250976.570756 nChanged 23 SP:Iteration 43Q (1014.080000 sec): 3 clusters Score: Raw -1254004.455520 + Penalty 3006.794127 = -1250997.661394 nChanged 18 SP:Iteration 44Q (1014.270000 sec): 3 clusters Score: Raw -1254014.350245 + Penalty 3006.794127 = -1251007.556119 nChanged 13 SP:Iteration 45Q (1014.470000 sec): 3 clusters Score: Raw -1254019.984265 + Penalty 3006.794127 = -1251013.190138 nChanged 15 SP:Iteration 46Q (1014.650000 sec): 3 clusters Score: Raw -1254026.481858 + Penalty 3006.794127 = -1251019.687732 nChanged 9 SP:Iteration 47Q (1014.870000 sec): 3 clusters Score: Raw -1254030.908208 + Penalty 3006.794127 = -1251024.114081 nChanged 8 SP:Iteration 48Q (1015.060000 sec): 3 clusters Score: Raw -1254034.959704 + Penalty 3006.794127 = -1251028.165578 nChanged 6 SP:Iteration 49Q (1015.270000 sec): 3 clusters Score: Raw -1254038.510094 + Penalty 3006.794127 = -1251031.715968 nChanged 9 SP:Iteration 50Q (1015.430000 sec): 3 clusters Score: Raw -1254043.336566 + Penalty 3006.794127 = -1251036.542440 nChanged 5 SP:Iteration 51Q (1015.630000 sec): 3 clusters Score: Raw -1254045.591049 + Penalty 3006.794127 = -1251038.796922 nChanged 3 SP:Iteration 52Q (1015.890000 sec): 3 clusters Score: Raw -1254047.146301 + Penalty 3006.794127 = -1251040.352174 nChanged 5 SP:Iteration 53Q (1016.170000 sec): 3 clusters Score: Raw -1254051.694802 + Penalty 3006.794127 = -1251044.900676 nChanged 8 SP:Iteration 54Q (1016.350000 sec): 3 clusters Score: Raw -1254058.347588 + Penalty 3006.794127 = -1251051.553462 nChanged 8 SP:Iteration 55Q (1016.580000 sec): 3 clusters Score: Raw -1254062.762970 + Penalty 3006.794127 = -1251055.968843 nChanged 7 SP:Iteration 56Q (1016.800000 sec): 3 clusters Score: Raw -1254067.074573 + Penalty 3006.794127 = -1251060.280447 nChanged 4 SP:Iteration 57Q (1017.010000 sec): 3 clusters Score: Raw -1254070.277437 + Penalty 3006.794127 = -1251063.483310 nChanged 4 SP:Iteration 58Q (1017.250000 sec): 3 clusters Score: Raw -1254071.666929 + Penalty 3006.794127 = -1251064.872803 nChanged 2 SP:Iteration 59Q (1017.400000 sec): 3 clusters Score: Raw -1254072.442689 + Penalty 3006.794127 = -1251065.648563 nChanged 2 SP:Iteration 60F (1017.630000 sec): 3 clusters Score: Raw -1254072.902116 + Penalty 3006.794127 = -1251066.107989 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (10404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1017.740000 sec): 2 clusters Score: Raw -1245199.027335 + Penalty 1503.116164 = -1243695.911171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1017.980000 sec): 3 clusters Score: Raw -1239301.504910 + Penalty 3006.232329 = -1236295.272582 nChanged 4510 SP:Iteration 1F (1018.220000 sec): 3 clusters Score: Raw -1242005.623360 + Penalty 3006.232329 = -1238999.391032 nChanged 820 SP:Iteration 2F (1018.470000 sec): 3 clusters Score: Raw -1242809.984962 + Penalty 3006.232329 = -1239803.752633 nChanged 996 SP:Iteration 3F (1018.670000 sec): 3 clusters Score: Raw -1243942.679419 + Penalty 3006.232329 = -1240936.447091 nChanged 1097 SP:Iteration 4F (1018.870000 sec): 3 clusters Score: Raw -1245030.508942 + Penalty 3006.232329 = -1242024.276614 nChanged 848 SP:Iteration 5F (1019.120000 sec): 3 clusters Score: Raw -1245759.043316 + Penalty 3006.232329 = -1242752.810988 nChanged 538 SP:Iteration 6F (1019.340000 sec): 3 clusters Score: Raw -1246108.330588 + Penalty 3006.232329 = -1243102.098259 nChanged 301 SP:Iteration 7Q (1019.560000 sec): 3 clusters Score: Raw -1246248.910876 + Penalty 3006.232329 = -1243242.678547 nChanged 152 SP:Iteration 8Q (1019.780000 sec): 3 clusters Score: Raw -1246298.835591 + Penalty 3006.232329 = -1243292.603262 nChanged 82 SP:Iteration 9Q (1020.010000 sec): 3 clusters Score: Raw -1246324.162574 + Penalty 3006.232329 = -1243317.930246 nChanged 60 SP:Iteration 10Q (1020.210000 sec): 3 clusters Score: Raw -1246347.956829 + Penalty 3006.232329 = -1243341.724500 nChanged 48 SP:Iteration 11Q (1020.480000 sec): 3 clusters Score: Raw -1246370.503351 + Penalty 3006.232329 = -1243364.271022 nChanged 52 SP:Iteration 12Q (1020.700000 sec): 3 clusters Score: Raw -1246402.079901 + Penalty 3006.232329 = -1243395.847572 nChanged 54 SP:Iteration 13Q (1020.960000 sec): 3 clusters Score: Raw -1246437.882550 + Penalty 3006.232329 = -1243431.650221 nChanged 46 SP:Iteration 14Q (1021.140000 sec): 3 clusters Score: Raw -1246464.724513 + Penalty 3006.232329 = -1243458.492184 nChanged 33 SP:Iteration 15Q (1021.360000 sec): 3 clusters Score: Raw -1246475.272591 + Penalty 3006.232329 = -1243469.040263 nChanged 23 SP:Iteration 16Q (1021.560000 sec): 3 clusters Score: Raw -1246482.038568 + Penalty 3006.232329 = -1243475.806240 nChanged 26 SP:Iteration 17Q (1021.800000 sec): 3 clusters Score: Raw -1246488.296363 + Penalty 3006.232329 = -1243482.064035 nChanged 21 SP:Iteration 18Q (1022.030000 sec): 3 clusters Score: Raw -1246494.067128 + Penalty 3006.232329 = -1243487.834800 nChanged 24 SP:Iteration 19Q (1022.280000 sec): 3 clusters Score: Raw -1246499.023943 + Penalty 3006.232329 = -1243492.791615 nChanged 13 SP:Iteration 20F (1022.450000 sec): 3 clusters Score: Raw -1246502.136474 + Penalty 3006.232329 = -1243495.904145 nChanged 13 SP:Iteration 21Q (1022.710000 sec): 3 clusters Score: Raw -1246505.091015 + Penalty 3006.232329 = -1243498.858686 nChanged 17 SP:Iteration 22Q (1022.940000 sec): 3 clusters Score: Raw -1246507.685994 + Penalty 3006.232329 = -1243501.453665 nChanged 15 SP:Iteration 23Q (1023.220000 sec): 3 clusters Score: Raw -1246510.571809 + Penalty 3006.232329 = -1243504.339480 nChanged 18 SP:Iteration 24Q (1023.430000 sec): 3 clusters Score: Raw -1246513.441097 + Penalty 3006.232329 = -1243507.208768 nChanged 16 SP:Iteration 25Q (1023.670000 sec): 3 clusters Score: Raw -1246516.437321 + Penalty 3006.232329 = -1243510.204993 nChanged 21 SP:Iteration 26Q (1023.890000 sec): 3 clusters Score: Raw -1246520.923147 + Penalty 3006.232329 = -1243514.690818 nChanged 19 SP:Iteration 27Q (1024.110000 sec): 3 clusters Score: Raw -1246523.732843 + Penalty 3006.232329 = -1243517.500514 nChanged 15 SP:Iteration 28Q (1024.320000 sec): 3 clusters Score: Raw -1246526.758686 + Penalty 3006.232329 = -1243520.526357 nChanged 17 SP:Iteration 29Q (1024.540000 sec): 3 clusters Score: Raw -1246529.977408 + Penalty 3006.232329 = -1243523.745080 nChanged 18 SP:Iteration 30Q (1024.820000 sec): 3 clusters Score: Raw -1246533.798878 + Penalty 3006.232329 = -1243527.566549 nChanged 15 SP:Iteration 31Q (1025.000000 sec): 3 clusters Score: Raw -1246537.096984 + Penalty 3006.232329 = -1243530.864656 nChanged 16 SP:Iteration 32Q (1025.230000 sec): 3 clusters Score: Raw -1246540.096921 + Penalty 3006.232329 = -1243533.864593 nChanged 14 SP:Iteration 33Q (1025.490000 sec): 3 clusters Score: Raw -1246541.935574 + Penalty 3006.232329 = -1243535.703245 nChanged 7 SP:Iteration 34Q (1025.740000 sec): 3 clusters Score: Raw -1246542.879918 + Penalty 3006.232329 = -1243536.647590 nChanged 8 SP:Iteration 35Q (1025.970000 sec): 3 clusters Score: Raw -1246544.469553 + Penalty 3006.232329 = -1243538.237224 nChanged 9 SP:Iteration 36Q (1026.160000 sec): 3 clusters Score: Raw -1246545.706423 + Penalty 3006.232329 = -1243539.474094 nChanged 8 SP:Iteration 37Q (1026.400000 sec): 3 clusters Score: Raw -1246547.075881 + Penalty 3006.232329 = -1243540.843553 nChanged 8 SP:Iteration 38Q (1026.680000 sec): 3 clusters Score: Raw -1246548.371636 + Penalty 3006.232329 = -1243542.139307 nChanged 4 SP:Iteration 39Q (1026.900000 sec): 3 clusters Score: Raw -1246548.893787 + Penalty 3006.232329 = -1243542.661458 nChanged 4 SP:Iteration 40F (1027.100000 sec): 3 clusters Score: Raw -1246549.608623 + Penalty 3006.232329 = -1243543.376294 nChanged 6 SP:Iteration 41Q (1027.320000 sec): 3 clusters Score: Raw -1246550.614044 + Penalty 3006.232329 = -1243544.381715 nChanged 6 SP:Iteration 42Q (1027.590000 sec): 3 clusters Score: Raw -1246551.554644 + Penalty 3006.232329 = -1243545.322315 nChanged 13 SP:Iteration 43Q (1027.830000 sec): 3 clusters Score: Raw -1246553.365124 + Penalty 3006.232329 = -1243547.132795 nChanged 13 SP:Iteration 44Q (1028.050000 sec): 3 clusters Score: Raw -1246556.065423 + Penalty 3006.232329 = -1243549.833094 nChanged 9 SP:Iteration 45Q (1028.300000 sec): 3 clusters Score: Raw -1246557.737974 + Penalty 3006.232329 = -1243551.505646 nChanged 7 SP:Iteration 46Q (1028.520000 sec): 3 clusters Score: Raw -1246558.590543 + Penalty 3006.232329 = -1243552.358215 nChanged 3 SP:Iteration 47Q (1028.760000 sec): 3 clusters Score: Raw -1246558.961392 + Penalty 3006.232329 = -1243552.729064 nChanged 3 SP:Iteration 48Q (1029.030000 sec): 3 clusters Score: Raw -1246559.272183 + Penalty 3006.232329 = -1243553.039854 nChanged 1 SP:Iteration 49Q (1029.270000 sec): 3 clusters Score: Raw -1246559.369760 + Penalty 3006.232329 = -1243553.137431 nChanged 0 SP:Iteration 50F (1029.520000 sec): 3 clusters Score: Raw -1246559.369760 + Penalty 3006.232329 = -1243553.137431 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (214594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1030.400000 sec): 2 clusters Score: Raw -26247591.714727 + Penalty 1994.931762 = -26245596.782965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.490000 sec): 3 clusters Score: Raw -26105199.704571 + Penalty 3989.863524 = -26101209.841048 nChanged 104216 SP:Iteration 1F (1032.620000 sec): 3 clusters Score: Raw -26166630.069543 + Penalty 3989.863524 = -26162640.206020 nChanged 5418 SP:Iteration 2Q (1033.770000 sec): 3 clusters Score: Raw -26167652.882367 + Penalty 3989.863524 = -26163663.018844 nChanged 5807 SP:Iteration 3Q (1034.820000 sec): 3 clusters Score: Raw -26168957.290425 + Penalty 3989.863524 = -26164967.426902 nChanged 6585 SP:Iteration 4Q (1036.150000 sec): 3 clusters Score: Raw -26170725.671767 + Penalty 3989.863524 = -26166735.808243 nChanged 7581 SP:Iteration 5Q (1037.320000 sec): 3 clusters Score: Raw -26173340.459969 + Penalty 3989.863524 = -26169350.596446 nChanged 9132 SP:Iteration 6Q (1038.500000 sec): 3 clusters Score: Raw -26177650.755844 + Penalty 3989.863524 = -26173660.892320 nChanged 11169 SP:Iteration 7F (1039.720000 sec): 3 clusters Score: Raw -26184589.069340 + Penalty 3989.863524 = -26180599.205816 nChanged 12906 SP:Iteration 8F (1040.740000 sec): 3 clusters Score: Raw -26194314.112645 + Penalty 3989.863524 = -26190324.249121 nChanged 13388 SP:Iteration 9F (1041.900000 sec): 3 clusters Score: Raw -26204362.514080 + Penalty 3989.863524 = -26200372.650556 nChanged 11838 SP:Iteration 10F (1042.920000 sec): 3 clusters Score: Raw -26211094.016065 + Penalty 3989.863524 = -26207104.152542 nChanged 8489 SP:Iteration 11Q (1043.980000 sec): 3 clusters Score: Raw -26214259.775967 + Penalty 3989.863524 = -26210269.912443 nChanged 5421 SP:Iteration 12Q (1045.090000 sec): 3 clusters Score: Raw -26215735.181009 + Penalty 3989.863524 = -26211745.317486 nChanged 4009 SP:Iteration 13Q (1046.340000 sec): 3 clusters Score: Raw -26216758.419710 + Penalty 3989.863524 = -26212768.556186 nChanged 3718 SP:Iteration 14Q (1047.450000 sec): 3 clusters Score: Raw -26217753.961821 + Penalty 3989.863524 = -26213764.098297 nChanged 3856 SP:Iteration 15Q (1048.520000 sec): 3 clusters Score: Raw -26218870.084201 + Penalty 3989.863524 = -26214880.220678 nChanged 4188 SP:Iteration 16Q (1049.580000 sec): 3 clusters Score: Raw -26220215.215267 + Penalty 3989.863524 = -26216225.351743 nChanged 4416 SP:Iteration 17Q (1050.750000 sec): 3 clusters Score: Raw -26221767.513435 + Penalty 3989.863524 = -26217777.649911 nChanged 4650 SP:Iteration 18Q (1051.860000 sec): 3 clusters Score: Raw -26223567.347560 + Penalty 3989.863524 = -26219577.484036 nChanged 4857 SP:Iteration 19Q (1052.860000 sec): 3 clusters Score: Raw -26225589.342728 + Penalty 3989.863524 = -26221599.479204 nChanged 4815 SP:Iteration 20F (1053.920000 sec): 3 clusters Score: Raw -26227750.015518 + Penalty 3989.863524 = -26223760.151994 nChanged 4817 SP:Iteration 21Q (1055.040000 sec): 3 clusters Score: Raw -26230101.924878 + Penalty 3989.863524 = -26226112.061355 nChanged 4703 SP:Iteration 22Q (1056.070000 sec): 3 clusters Score: Raw -26232626.280079 + Penalty 3989.863524 = -26228636.416555 nChanged 4560 SP:Iteration 23Q (1057.020000 sec): 3 clusters Score: Raw -26235278.212621 + Penalty 3989.863524 = -26231288.349097 nChanged 4219 SP:Iteration 24Q (1057.960000 sec): 3 clusters Score: Raw -26237898.482219 + Penalty 3989.863524 = -26233908.618695 nChanged 3692 SP:Iteration 25Q (1058.790000 sec): 3 clusters Score: Raw -26240281.511558 + Penalty 3989.863524 = -26236291.648034 nChanged 3091 SP:Iteration 26Q (1059.710000 sec): 3 clusters Score: Raw -26242317.293589 + Penalty 3989.863524 = -26238327.430065 nChanged 2483 SP:Iteration 27Q (1060.700000 sec): 3 clusters Score: Raw -26243967.420572 + Penalty 3989.863524 = -26239977.557049 nChanged 1900 SP:Iteration 28Q (1061.610000 sec): 3 clusters Score: Raw -26245216.340250 + Penalty 3989.863524 = -26241226.476726 nChanged 1422 SP:Iteration 29Q (1062.510000 sec): 3 clusters Score: Raw -26246173.156794 + Penalty 3989.863524 = -26242183.293270 nChanged 996 SP:Iteration 30Q (1063.490000 sec): 3 clusters Score: Raw -26246794.971291 + Penalty 3989.863524 = -26242805.107767 nChanged 667 SP:Iteration 31Q (1064.470000 sec): 3 clusters Score: Raw -26247180.296102 + Penalty 3989.863524 = -26243190.432578 nChanged 429 SP:Iteration 32Q (1065.480000 sec): 3 clusters Score: Raw -26247425.881516 + Penalty 3989.863524 = -26243436.017992 nChanged 333 SP:Iteration 33Q (1066.440000 sec): 3 clusters Score: Raw -26247596.204035 + Penalty 3989.863524 = -26243606.340511 nChanged 240 SP:Iteration 34Q (1067.370000 sec): 3 clusters Score: Raw -26247711.514352 + Penalty 3989.863524 = -26243721.650828 nChanged 149 SP:Iteration 35Q (1068.440000 sec): 3 clusters Score: Raw -26247777.817235 + Penalty 3989.863524 = -26243787.953711 nChanged 117 SP:Iteration 36Q (1069.530000 sec): 3 clusters Score: Raw -26247829.630384 + Penalty 3989.863524 = -26243839.766860 nChanged 85 SP:Iteration 37Q (1070.460000 sec): 3 clusters Score: Raw -26247868.146029 + Penalty 3989.863524 = -26243878.282505 nChanged 73 SP:Iteration 38Q (1071.450000 sec): 3 clusters Score: Raw -26247901.843391 + Penalty 3989.863524 = -26243911.979867 nChanged 48 SP:Iteration 39Q (1072.440000 sec): 3 clusters Score: Raw -26247920.935599 + Penalty 3989.863524 = -26243931.072075 nChanged 30 SP:Iteration 40F (1073.530000 sec): 3 clusters Score: Raw -26247932.306344 + Penalty 3989.863524 = -26243942.442820 nChanged 22 SP:Iteration 41Q (1074.500000 sec): 3 clusters Score: Raw -26247941.248071 + Penalty 3989.863524 = -26243951.384547 nChanged 22 SP:Iteration 42Q (1075.520000 sec): 3 clusters Score: Raw -26247948.416338 + Penalty 3989.863524 = -26243958.552814 nChanged 15 SP:Iteration 43Q (1076.380000 sec): 3 clusters Score: Raw -26247955.137897 + Penalty 3989.863524 = -26243965.274374 nChanged 15 SP:Iteration 44Q (1077.280000 sec): 3 clusters Score: Raw -26247961.124654 + Penalty 3989.863524 = -26243971.261130 nChanged 12 SP:Iteration 45Q (1078.180000 sec): 3 clusters Score: Raw -26247967.052877 + Penalty 3989.863524 = -26243977.189354 nChanged 13 SP:Iteration 46Q (1079.150000 sec): 3 clusters Score: Raw -26247971.300000 + Penalty 3989.863524 = -26243981.436477 nChanged 8 SP:Iteration 47Q (1080.070000 sec): 3 clusters Score: Raw -26247974.029457 + Penalty 3989.863524 = -26243984.165933 nChanged 10 SP:Iteration 48Q (1081.130000 sec): 3 clusters Score: Raw -26247978.444715 + Penalty 3989.863524 = -26243988.581191 nChanged 15 SP:Iteration 49Q (1082.170000 sec): 3 clusters Score: Raw -26247985.933598 + Penalty 3989.863524 = -26243996.070075 nChanged 13 SP:Iteration 50Q (1083.280000 sec): 3 clusters Score: Raw -26247992.944329 + Penalty 3989.863524 = -26244003.080806 nChanged 12 SP:Iteration 51Q (1084.250000 sec): 3 clusters Score: Raw -26247998.288098 + Penalty 3989.863524 = -26244008.424575 nChanged 11 SP:Iteration 52Q (1085.150000 sec): 3 clusters Score: Raw -26248003.147648 + Penalty 3989.863524 = -26244013.284124 nChanged 6 SP:Iteration 53Q (1086.100000 sec): 3 clusters Score: Raw -26248004.411349 + Penalty 3989.863524 = -26244014.547826 nChanged 0 SP:Iteration 54F (1087.150000 sec): 3 clusters Score: Raw -26248004.411349 + Penalty 3989.863524 = -26244014.547826 nChanged 0 Deleting Class 21 (104 points): Lose 1823.427416 but Gain 2023.508865 Iteration 99Q (1093.490000 sec): 21 clusters Score: Raw -31082669.092308 + Penalty 40470.177307 = -31042198.915002 nChanged 283 Iteration 100F (1104.230000 sec): 21 clusters Score: Raw -31083494.973228 + Penalty 40470.177307 = -31043024.795921 nChanged 233 Iteration 101Q (1110.280000 sec): 21 clusters Score: Raw -31083765.926283 + Penalty 40470.177307 = -31043295.748976 nChanged 239 Iteration 102Q (1116.800000 sec): 21 clusters Score: Raw -31083951.798295 + Penalty 40470.177307 = -31043481.620988 nChanged 210 Iteration 103Q (1123.200000 sec): 21 clusters Score: Raw -31084081.587156 + Penalty 40470.177307 = -31043611.409850 nChanged 225 Iteration 104Q (1129.620000 sec): 21 clusters Score: Raw -31084219.692964 + Penalty 40470.177307 = -31043749.515657 nChanged 208 Iteration 105Q (1135.260000 sec): 21 clusters Score: Raw -31084322.714360 + Penalty 40470.177307 = -31043852.537053 nChanged 196 Iteration 106Q (1140.770000 sec): 21 clusters Score: Raw -31084452.164086 + Penalty 40470.177307 = -31043981.986779 nChanged 168 Iteration 107Q (1148.450000 sec): 21 clusters Score: Raw -31084613.490940 + Penalty 40470.177307 = -31044143.313633 nChanged 134 Iteration 108Q (1154.880000 sec): 21 clusters Score: Raw -31084739.474639 + Penalty 40470.177307 = -31044269.297332 nChanged 130 Iteration 109Q (1161.380000 sec): 21 clusters Score: Raw -31084811.542700 + Penalty 40470.177307 = -31044341.365393 nChanged 130 Iteration 110Q (1167.410000 sec): 21 clusters Score: Raw -31084866.188365 + Penalty 40470.177307 = -31044396.011058 nChanged 105 Iteration 111Q (1173.040000 sec): 21 clusters Score: Raw -31084902.578360 + Penalty 40470.177307 = -31044432.401053 nChanged 94 Iteration 112Q (1179.450000 sec): 21 clusters Score: Raw -31084937.050381 + Penalty 40470.177307 = -31044466.873075 nChanged 103 Iteration 113Q (1185.820000 sec): 21 clusters Score: Raw -31084992.468647 + Penalty 40470.177307 = -31044522.291340 nChanged 85 Iteration 114Q (1191.950000 sec): 21 clusters Score: Raw -31085014.186632 + Penalty 40470.177307 = -31044544.009325 nChanged 81 Iteration 115Q (1197.650000 sec): 21 clusters Score: Raw -31085054.040028 + Penalty 40470.177307 = -31044583.862722 nChanged 90 Iteration 116Q (1203.460000 sec): 21 clusters Score: Raw -31085062.054644 + Penalty 40470.177307 = -31044591.877337 nChanged 92 Iteration 117Q (1210.670000 sec): 21 clusters Score: Raw -31085069.851494 + Penalty 40470.177307 = -31044599.674187 nChanged 99 Iteration 118Q (1216.860000 sec): 21 clusters Score: Raw -31085083.325343 + Penalty 40470.177307 = -31044613.148036 nChanged 83 Iteration 119Q (1222.590000 sec): 21 clusters Score: Raw -31085090.749046 + Penalty 40470.177307 = -31044620.571739 nChanged 67 Iteration 120F (1232.510000 sec): 21 clusters Score: Raw -31085233.564208 + Penalty 40470.177307 = -31044763.386901 nChanged 74 Iteration 121Q (1238.800000 sec): 21 clusters Score: Raw -31085342.515399 + Penalty 40470.177307 = -31044872.338092 nChanged 63 Iteration 122Q (1244.820000 sec): 21 clusters Score: Raw -31085359.424501 + Penalty 40470.177307 = -31044889.247195 nChanged 58 Iteration 123Q (1250.460000 sec): 21 clusters Score: Raw -31085409.047373 + Penalty 40470.177307 = -31044938.870066 nChanged 78 Iteration 124Q (1256.030000 sec): 21 clusters Score: Raw -31085432.561422 + Penalty 40470.177307 = -31044962.384115 nChanged 55 Iteration 125Q (1261.720000 sec): 21 clusters Score: Raw -31085440.390698 + Penalty 40470.177307 = -31044970.213391 nChanged 62 Iteration 126Q (1267.140000 sec): 21 clusters Score: Raw -31085449.296666 + Penalty 40470.177307 = -31044979.119359 nChanged 62 Iteration 127Q (1272.810000 sec): 21 clusters Score: Raw -31085455.571018 + Penalty 40470.177307 = -31044985.393711 nChanged 59 Iteration 128Q (1278.300000 sec): 21 clusters Score: Raw -31085460.750425 + Penalty 40470.177307 = -31044990.573119 nChanged 64 Iteration 129Q (1283.880000 sec): 21 clusters Score: Raw -31085467.487508 + Penalty 40470.177307 = -31044997.310201 nChanged 57 Iteration 130Q (1289.420000 sec): 21 clusters Score: Raw -31085472.210190 + Penalty 40470.177307 = -31045002.032883 nChanged 59 Iteration 131Q (1295.390000 sec): 21 clusters Score: Raw -31085476.565381 + Penalty 40470.177307 = -31045006.388075 nChanged 53 Iteration 132Q (1301.320000 sec): 21 clusters Score: Raw -31085480.805877 + Penalty 40470.177307 = -31045010.628571 nChanged 51 Iteration 133Q (1307.250000 sec): 21 clusters Score: Raw -31085484.501659 + Penalty 40470.177307 = -31045014.324353 nChanged 35 Iteration 134Q (1312.870000 sec): 21 clusters Score: Raw -31085486.246614 + Penalty 40470.177307 = -31045016.069307 nChanged 31 Iteration 135Q (1319.380000 sec): 21 clusters Score: Raw -31085488.616846 + Penalty 40470.177307 = -31045018.439539 nChanged 32 Iteration 136Q (1324.860000 sec): 21 clusters Score: Raw -31085491.010694 + Penalty 40470.177307 = -31045020.833387 nChanged 27 Iteration 137Q (1330.950000 sec): 21 clusters Score: Raw -31085492.476530 + Penalty 40470.177307 = -31045022.299223 nChanged 21 Iteration 138Q (1336.390000 sec): 21 clusters Score: Raw -31085493.173518 + Penalty 40470.177307 = -31045022.996211 nChanged 18 Writing temp clu file Because OldScore, -31045022.299223, is greater than current (better) Score,-31045022.996211 Compute initial score before splitting: Score: Raw -31085493.173518 + Penalty 40470.177307 = -31045022.996211 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1336.650000 sec): 2 clusters Score: Raw -64531.958394 + Penalty 1023.877692 = -63508.080702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1336.870000 sec): 3 clusters Score: Raw -64439.547253 + Penalty 2047.755383 = -62391.791869 nChanged 131 SP:Iteration 1F (1337.010000 sec): 3 clusters Score: Raw -64607.322826 + Penalty 2047.755383 = -62559.567443 nChanged 25 SP:Iteration 2Q (1337.200000 sec): 3 clusters Score: Raw -64645.153687 + Penalty 2047.755383 = -62597.398304 nChanged 14 SP:Iteration 3Q (1337.390000 sec): 3 clusters Score: Raw -64670.795608 + Penalty 2047.755383 = -62623.040225 nChanged 9 SP:Iteration 4Q (1337.550000 sec): 3 clusters Score: Raw -64680.513502 + Penalty 2047.755383 = -62632.758119 nChanged 2 SP:Iteration 5Q (1337.770000 sec): 3 clusters Score: Raw -64683.078530 + Penalty 2047.755383 = -62635.323147 nChanged 2 SP:Iteration 6Q (1337.930000 sec): 3 clusters Score: Raw -64685.260503 + Penalty 2047.755383 = -62637.505120 nChanged 1 SP:Iteration 7Q (1338.120000 sec): 3 clusters Score: Raw -64686.665389 + Penalty 2047.755383 = -62638.910006 nChanged 1 SP:Iteration 8Q (1338.310000 sec): 3 clusters Score: Raw -64687.139551 + Penalty 2047.755383 = -62639.384167 nChanged 0 SP:Iteration 9F (1338.480000 sec): 3 clusters Score: Raw -64687.139551 + Penalty 2047.755383 = -62639.384167 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.570000 sec): 2 clusters Score: Raw -64201.025588 + Penalty 1014.677121 = -63186.348467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.780000 sec): 3 clusters Score: Raw -64104.313215 + Penalty 2029.354243 = -62074.958972 nChanged 106 SP:Iteration 1F (1338.950000 sec): 3 clusters Score: Raw -64257.703800 + Penalty 2029.354243 = -62228.349558 nChanged 22 SP:Iteration 2Q (1339.100000 sec): 3 clusters Score: Raw -64300.084144 + Penalty 2029.354243 = -62270.729901 nChanged 14 SP:Iteration 3Q (1339.250000 sec): 3 clusters Score: Raw -64324.462760 + Penalty 2029.354243 = -62295.108517 nChanged 7 SP:Iteration 4Q (1339.450000 sec): 3 clusters Score: Raw -64334.032907 + Penalty 2029.354243 = -62304.678664 nChanged 5 SP:Iteration 5Q (1339.610000 sec): 3 clusters Score: Raw -64343.792522 + Penalty 2029.354243 = -62314.438279 nChanged 4 SP:Iteration 6Q (1339.770000 sec): 3 clusters Score: Raw -64348.553261 + Penalty 2029.354243 = -62319.199018 nChanged 3 SP:Iteration 7Q (1339.960000 sec): 3 clusters Score: Raw -64352.070686 + Penalty 2029.354243 = -62322.716443 nChanged 1 SP:Iteration 8Q (1340.090000 sec): 3 clusters Score: Raw -64354.436546 + Penalty 2029.354243 = -62325.082304 nChanged 2 SP:Iteration 9Q (1340.270000 sec): 3 clusters Score: Raw -64355.684121 + Penalty 2029.354243 = -62326.329878 nChanged 0 SP:Iteration 10F (1340.470000 sec): 3 clusters Score: Raw -64355.684121 + Penalty 2029.354243 = -62326.329878 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1340.550000 sec): 2 clusters Score: Raw -133029.859692 + Penalty 1137.554350 = -131892.305342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1340.740000 sec): 3 clusters Score: Raw -132658.801357 + Penalty 2275.108700 = -130383.692657 nChanged 315 SP:Iteration 1F (1340.890000 sec): 3 clusters Score: Raw -132946.603052 + Penalty 2275.108700 = -130671.494352 nChanged 98 SP:Iteration 2F (1341.070000 sec): 3 clusters Score: Raw -133070.344635 + Penalty 2275.108700 = -130795.235935 nChanged 61 SP:Iteration 3F (1341.270000 sec): 3 clusters Score: Raw -133180.285088 + Penalty 2275.108700 = -130905.176389 nChanged 96 SP:Iteration 4F (1341.420000 sec): 3 clusters Score: Raw -133445.714000 + Penalty 2275.108700 = -131170.605300 nChanged 107 SP:Iteration 5F (1341.580000 sec): 3 clusters Score: Raw -133737.256656 + Penalty 2275.108700 = -131462.147957 nChanged 80 SP:Iteration 6F (1341.770000 sec): 3 clusters Score: Raw -133963.096169 + Penalty 2275.108700 = -131687.987470 nChanged 51 SP:Iteration 7Q (1341.920000 sec): 3 clusters Score: Raw -134112.326959 + Penalty 2275.108700 = -131837.218259 nChanged 21 SP:Iteration 8Q (1342.090000 sec): 3 clusters Score: Raw -134146.116542 + Penalty 2275.108700 = -131871.007842 nChanged 11 SP:Iteration 9Q (1342.270000 sec): 3 clusters Score: Raw -134155.022750 + Penalty 2275.108700 = -131879.914050 nChanged 5 SP:Iteration 10Q (1342.430000 sec): 3 clusters Score: Raw -134159.909237 + Penalty 2275.108700 = -131884.800538 nChanged 3 SP:Iteration 11Q (1342.650000 sec): 3 clusters Score: Raw -134165.432047 + Penalty 2275.108700 = -131890.323347 nChanged 3 SP:Iteration 12Q (1342.860000 sec): 3 clusters Score: Raw -134167.814229 + Penalty 2275.108700 = -131892.705530 nChanged 0 SP:Iteration 13F (1343.030000 sec): 3 clusters Score: Raw -134167.814229 + Penalty 2275.108700 = -131892.705530 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 1.84 GB. Trying to split cluster 4 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1343.190000 sec): 2 clusters Score: Raw -55823.288609 + Penalty 1002.561744 = -54820.726865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1343.350000 sec): 3 clusters Score: Raw -55747.876276 + Penalty 2005.123488 = -53742.752788 nChanged 111 SP:Iteration 1F (1343.540000 sec): 3 clusters Score: Raw -55915.236081 + Penalty 2005.123488 = -53910.112593 nChanged 23 SP:Iteration 2Q (1343.670000 sec): 3 clusters Score: Raw -55959.438538 + Penalty 2005.123488 = -53954.315050 nChanged 12 SP:Iteration 3Q (1343.850000 sec): 3 clusters Score: Raw -55984.979990 + Penalty 2005.123488 = -53979.856502 nChanged 11 SP:Iteration 4Q (1344.040000 sec): 3 clusters Score: Raw -56013.704987 + Penalty 2005.123488 = -54008.581499 nChanged 10 SP:Iteration 5Q (1344.230000 sec): 3 clusters Score: Raw -56036.560935 + Penalty 2005.123488 = -54031.437447 nChanged 6 SP:Iteration 6Q (1344.400000 sec): 3 clusters Score: Raw -56050.142549 + Penalty 2005.123488 = -54045.019061 nChanged 3 SP:Iteration 7Q (1344.540000 sec): 3 clusters Score: Raw -56058.316161 + Penalty 2005.123488 = -54053.192673 nChanged 2 SP:Iteration 8Q (1344.750000 sec): 3 clusters Score: Raw -56063.448204 + Penalty 2005.123488 = -54058.324716 nChanged 2 SP:Iteration 9Q (1344.930000 sec): 3 clusters Score: Raw -56066.280080 + Penalty 2005.123488 = -54061.156592 nChanged 1 SP:Iteration 10Q (1345.090000 sec): 3 clusters Score: Raw -56067.385059 + Penalty 2005.123488 = -54062.261571 nChanged 0 SP:Iteration 11F (1345.240000 sec): 3 clusters Score: Raw -56067.385059 + Penalty 2005.123488 = -54062.261571 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.350000 sec): 2 clusters Score: Raw -78364.511754 + Penalty 1054.248653 = -77310.263101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.500000 sec): 3 clusters Score: Raw -78219.029215 + Penalty 2108.497306 = -76110.531909 nChanged 168 SP:Iteration 1F (1345.690000 sec): 3 clusters Score: Raw -78492.327799 + Penalty 2108.497306 = -76383.830493 nChanged 51 SP:Iteration 2F (1345.840000 sec): 3 clusters Score: Raw -78608.967526 + Penalty 2108.497306 = -76500.470220 nChanged 23 SP:Iteration 3Q (1345.980000 sec): 3 clusters Score: Raw -78641.809228 + Penalty 2108.497306 = -76533.311922 nChanged 14 SP:Iteration 4Q (1346.180000 sec): 3 clusters Score: Raw -78663.292497 + Penalty 2108.497306 = -76554.795191 nChanged 11 SP:Iteration 5Q (1346.330000 sec): 3 clusters Score: Raw -78676.287527 + Penalty 2108.497306 = -76567.790221 nChanged 3 SP:Iteration 6Q (1346.530000 sec): 3 clusters Score: Raw -78678.855445 + Penalty 2108.497306 = -76570.358139 nChanged 6 SP:Iteration 7Q (1346.700000 sec): 3 clusters Score: Raw -78686.749226 + Penalty 2108.497306 = -76578.251920 nChanged 4 SP:Iteration 8Q (1346.870000 sec): 3 clusters Score: Raw -78692.087672 + Penalty 2108.497306 = -76583.590366 nChanged 3 SP:Iteration 9Q (1347.050000 sec): 3 clusters Score: Raw -78694.709596 + Penalty 2108.497306 = -76586.212290 nChanged 3 SP:Iteration 10Q (1347.260000 sec): 3 clusters Score: Raw -78696.399778 + Penalty 2108.497306 = -76587.902472 nChanged 2 SP:Iteration 11Q (1347.450000 sec): 3 clusters Score: Raw -78698.226674 + Penalty 2108.497306 = -76589.729368 nChanged 1 SP:Iteration 12Q (1347.600000 sec): 3 clusters Score: Raw -78698.692140 + Penalty 2108.497306 = -76590.194834 nChanged 1 SP:Iteration 13Q (1347.840000 sec): 3 clusters Score: Raw -78699.090088 + Penalty 2108.497306 = -76590.592782 nChanged 1 SP:Iteration 14Q (1347.990000 sec): 3 clusters Score: Raw -78699.493723 + Penalty 2108.497306 = -76590.996417 nChanged 1 SP:Iteration 15Q (1348.180000 sec): 3 clusters Score: Raw -78700.112718 + Penalty 2108.497306 = -76591.615412 nChanged 1 SP:Iteration 16Q (1348.380000 sec): 3 clusters Score: Raw -78700.966502 + Penalty 2108.497306 = -76592.469196 nChanged 2 SP:Iteration 17Q (1348.540000 sec): 3 clusters Score: Raw -78704.717180 + Penalty 2108.497306 = -76596.219874 nChanged 4 SP:Iteration 18Q (1348.690000 sec): 3 clusters Score: Raw -78716.098298 + Penalty 2108.497306 = -76607.600992 nChanged 12 SP:Iteration 19Q (1348.890000 sec): 3 clusters Score: Raw -78747.876986 + Penalty 2108.497306 = -76639.379680 nChanged 13 SP:Iteration 20F (1349.090000 sec): 3 clusters Score: Raw -78771.432068 + Penalty 2108.497306 = -76662.934762 nChanged 13 SP:Iteration 21Q (1349.290000 sec): 3 clusters Score: Raw -78807.473725 + Penalty 2108.497306 = -76698.976419 nChanged 23 SP:Iteration 22Q (1349.480000 sec): 3 clusters Score: Raw -78850.075065 + Penalty 2108.497306 = -76741.577759 nChanged 19 SP:Iteration 23Q (1349.680000 sec): 3 clusters Score: Raw -78903.849247 + Penalty 2108.497306 = -76795.351941 nChanged 20 SP:Iteration 24Q (1349.830000 sec): 3 clusters Score: Raw -78954.857484 + Penalty 2108.497306 = -76846.360178 nChanged 16 SP:Iteration 25Q (1350.010000 sec): 3 clusters Score: Raw -78988.618009 + Penalty 2108.497306 = -76880.120703 nChanged 17 SP:Iteration 26Q (1350.170000 sec): 3 clusters Score: Raw -79024.000153 + Penalty 2108.497306 = -76915.502847 nChanged 20 SP:Iteration 27Q (1350.370000 sec): 3 clusters Score: Raw -79058.039058 + Penalty 2108.497306 = -76949.541752 nChanged 18 SP:Iteration 28Q (1350.510000 sec): 3 clusters Score: Raw -79096.480371 + Penalty 2108.497306 = -76987.983065 nChanged 21 SP:Iteration 29Q (1350.690000 sec): 3 clusters Score: Raw -79146.291736 + Penalty 2108.497306 = -77037.794430 nChanged 13 SP:Iteration 30Q (1350.880000 sec): 3 clusters Score: Raw -79177.148716 + Penalty 2108.497306 = -77068.651410 nChanged 5 SP:Iteration 31Q (1351.040000 sec): 3 clusters Score: Raw -79195.393097 + Penalty 2108.497306 = -77086.895791 nChanged 6 SP:Iteration 32Q (1351.170000 sec): 3 clusters Score: Raw -79211.345135 + Penalty 2108.497306 = -77102.847829 nChanged 3 SP:Iteration 33Q (1351.350000 sec): 3 clusters Score: Raw -79217.546214 + Penalty 2108.497306 = -77109.048908 nChanged 2 SP:Iteration 34Q (1351.510000 sec): 3 clusters Score: Raw -79220.795348 + Penalty 2108.497306 = -77112.298041 nChanged 2 SP:Iteration 35Q (1351.680000 sec): 3 clusters Score: Raw -79223.992754 + Penalty 2108.497306 = -77115.495448 nChanged 1 SP:Iteration 36Q (1351.840000 sec): 3 clusters Score: Raw -79225.316344 + Penalty 2108.497306 = -77116.819038 nChanged 0 SP:Iteration 37F (1352.040000 sec): 3 clusters Score: Raw -79225.316344 + Penalty 2108.497306 = -77116.819038 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1352.140000 sec): 2 clusters Score: Raw -32367.965929 + Penalty 912.725303 = -31455.240626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.260000 sec): 3 clusters Score: Raw -32417.274010 + Penalty 1825.450607 = -30591.823403 nChanged 42 SP:Iteration 1F (1352.440000 sec): 3 clusters Score: Raw -32526.521060 + Penalty 1825.450607 = -30701.070453 nChanged 20 SP:Iteration 2F (1352.580000 sec): 3 clusters Score: Raw -32588.637558 + Penalty 1825.450607 = -30763.186951 nChanged 3 SP:Iteration 3Q (1352.770000 sec): 3 clusters Score: Raw -32592.712066 + Penalty 1825.450607 = -30767.261459 nChanged 1 SP:Iteration 4Q (1352.920000 sec): 3 clusters Score: Raw -32608.205925 + Penalty 1825.450607 = -30782.755319 nChanged 4 SP:Iteration 5Q (1353.100000 sec): 3 clusters Score: Raw -32655.427222 + Penalty 1825.450607 = -30829.976615 nChanged 6 SP:Iteration 6Q (1353.280000 sec): 3 clusters Score: Raw -32725.785396 + Penalty 1825.450607 = -30900.334789 nChanged 5 SP:Iteration 7Q (1353.480000 sec): 3 clusters Score: Raw -32764.985091 + Penalty 1825.450607 = -30939.534484 nChanged 2 SP:Iteration 8Q (1353.630000 sec): 3 clusters Score: Raw -32775.592667 + Penalty 1825.450607 = -30950.142061 nChanged 4 SP:Iteration 9Q (1353.780000 sec): 3 clusters Score: Raw -32785.578712 + Penalty 1825.450607 = -30960.128105 nChanged 1 SP:Iteration 10Q (1353.930000 sec): 3 clusters Score: Raw -32786.636737 + Penalty 1825.450607 = -30961.186130 nChanged 0 SP:Iteration 11F (1354.100000 sec): 3 clusters Score: Raw -32786.636737 + Penalty 1825.450607 = -30961.186130 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 7 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.210000 sec): 2 clusters Score: Raw -24549.990913 + Penalty 895.275605 = -23654.715308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.400000 sec): 3 clusters Score: Raw -24789.468139 + Penalty 1790.551209 = -22998.916929 nChanged 67 SP:Iteration 1F (1354.590000 sec): 3 clusters Score: Raw -25134.044999 + Penalty 1790.551209 = -23343.493789 nChanged 18 SP:Iteration 2F (1354.730000 sec): 3 clusters Score: Raw -25274.213891 + Penalty 1790.551209 = -23483.662681 nChanged 10 SP:Iteration 3Q (1354.920000 sec): 3 clusters Score: Raw -25307.044907 + Penalty 1790.551209 = -23516.493697 nChanged 9 SP:Iteration 4Q (1355.080000 sec): 3 clusters Score: Raw -25336.902716 + Penalty 1790.551209 = -23546.351507 nChanged 6 SP:Iteration 5Q (1355.210000 sec): 3 clusters Score: Raw -25373.266441 + Penalty 1790.551209 = -23582.715231 nChanged 4 SP:Iteration 6Q (1355.390000 sec): 3 clusters Score: Raw -25426.530402 + Penalty 1790.551209 = -23635.979193 nChanged 2 SP:Iteration 7Q (1355.540000 sec): 3 clusters Score: Raw -25444.379573 + Penalty 1790.551209 = -23653.828364 nChanged 1 SP:Iteration 8Q (1355.710000 sec): 3 clusters Score: Raw -25446.193753 + Penalty 1790.551209 = -23655.642544 nChanged 0 SP:Iteration 9F (1355.890000 sec): 3 clusters Score: Raw -25446.193753 + Penalty 1790.551209 = -23655.642544 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 1.84 GB. Trying to split cluster 8 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.970000 sec): 2 clusters Score: Raw -28736.528481 + Penalty 901.091335 = -27835.437146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.130000 sec): 3 clusters Score: Raw -28809.789790 + Penalty 1802.182669 = -27007.607120 nChanged 34 SP:Iteration 1F (1356.330000 sec): 3 clusters Score: Raw -28897.337761 + Penalty 1802.182669 = -27095.155092 nChanged 12 SP:Iteration 2Q (1356.510000 sec): 3 clusters Score: Raw -28934.669085 + Penalty 1802.182669 = -27132.486416 nChanged 4 SP:Iteration 3Q (1356.680000 sec): 3 clusters Score: Raw -28950.206116 + Penalty 1802.182669 = -27148.023447 nChanged 1 SP:Iteration 4Q (1356.840000 sec): 3 clusters Score: Raw -28951.937131 + Penalty 1802.182669 = -27149.754462 nChanged 1 SP:Iteration 5Q (1357.010000 sec): 3 clusters Score: Raw -28954.633867 + Penalty 1802.182669 = -27152.451197 nChanged 2 SP:Iteration 6Q (1357.230000 sec): 3 clusters Score: Raw -28961.261134 + Penalty 1802.182669 = -27159.078465 nChanged 1 SP:Iteration 7Q (1357.390000 sec): 3 clusters Score: Raw -28968.872483 + Penalty 1802.182669 = -27166.689813 nChanged 0 SP:Iteration 8F (1357.560000 sec): 3 clusters Score: Raw -28968.872483 + Penalty 1802.182669 = -27166.689813 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (1301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.640000 sec): 2 clusters Score: Raw -149404.913181 + Penalty 1165.269378 = -148239.643803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.820000 sec): 3 clusters Score: Raw -149020.852716 + Penalty 2330.538756 = -146690.313961 nChanged 443 SP:Iteration 1F (1358.010000 sec): 3 clusters Score: Raw -149478.031927 + Penalty 2330.538756 = -147147.493171 nChanged 126 SP:Iteration 2F (1358.140000 sec): 3 clusters Score: Raw -149669.428671 + Penalty 2330.538756 = -147338.889915 nChanged 97 SP:Iteration 3F (1358.330000 sec): 3 clusters Score: Raw -149796.080970 + Penalty 2330.538756 = -147465.542215 nChanged 71 SP:Iteration 4F (1358.470000 sec): 3 clusters Score: Raw -149882.056866 + Penalty 2330.538756 = -147551.518111 nChanged 48 SP:Iteration 5Q (1358.640000 sec): 3 clusters Score: Raw -149946.822743 + Penalty 2330.538756 = -147616.283987 nChanged 48 SP:Iteration 6Q (1358.840000 sec): 3 clusters Score: Raw -150005.325318 + Penalty 2330.538756 = -147674.786563 nChanged 29 SP:Iteration 7Q (1359.020000 sec): 3 clusters Score: Raw -150047.027025 + Penalty 2330.538756 = -147716.488270 nChanged 31 SP:Iteration 8Q (1359.190000 sec): 3 clusters Score: Raw -150099.774248 + Penalty 2330.538756 = -147769.235493 nChanged 35 SP:Iteration 9Q (1359.390000 sec): 3 clusters Score: Raw -150157.022993 + Penalty 2330.538756 = -147826.484238 nChanged 35 SP:Iteration 10Q (1359.590000 sec): 3 clusters Score: Raw -150219.043151 + Penalty 2330.538756 = -147888.504395 nChanged 31 SP:Iteration 11Q (1359.750000 sec): 3 clusters Score: Raw -150261.888271 + Penalty 2330.538756 = -147931.349515 nChanged 15 SP:Iteration 12Q (1359.920000 sec): 3 clusters Score: Raw -150275.167094 + Penalty 2330.538756 = -147944.628338 nChanged 3 SP:Iteration 13Q (1360.140000 sec): 3 clusters Score: Raw -150277.722653 + Penalty 2330.538756 = -147947.183897 nChanged 3 SP:Iteration 14Q (1360.330000 sec): 3 clusters Score: Raw -150279.886969 + Penalty 2330.538756 = -147949.348214 nChanged 6 SP:Iteration 15Q (1360.470000 sec): 3 clusters Score: Raw -150286.274564 + Penalty 2330.538756 = -147955.735808 nChanged 6 SP:Iteration 16Q (1360.610000 sec): 3 clusters Score: Raw -150291.434795 + Penalty 2330.538756 = -147960.896040 nChanged 5 SP:Iteration 17Q (1360.810000 sec): 3 clusters Score: Raw -150295.794956 + Penalty 2330.538756 = -147965.256200 nChanged 4 SP:Iteration 18Q (1360.970000 sec): 3 clusters Score: Raw -150298.681001 + Penalty 2330.538756 = -147968.142246 nChanged 3 SP:Iteration 19Q (1361.140000 sec): 3 clusters Score: Raw -150301.744090 + Penalty 2330.538756 = -147971.205335 nChanged 2 SP:Iteration 20F (1361.350000 sec): 3 clusters Score: Raw -150303.973131 + Penalty 2330.538756 = -147973.434376 nChanged 2 SP:Iteration 21Q (1361.510000 sec): 3 clusters Score: Raw -150305.609639 + Penalty 2330.538756 = -147975.070884 nChanged 2 SP:Iteration 22Q (1361.690000 sec): 3 clusters Score: Raw -150308.771905 + Penalty 2330.538756 = -147978.233150 nChanged 0 SP:Iteration 23F (1361.920000 sec): 3 clusters Score: Raw -150308.771905 + Penalty 2330.538756 = -147978.233150 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.030000 sec): 2 clusters Score: Raw -106939.613146 + Penalty 1107.719581 = -105831.893565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.230000 sec): 3 clusters Score: Raw -106671.952263 + Penalty 2215.439161 = -104456.513102 nChanged 263 SP:Iteration 1F (1362.450000 sec): 3 clusters Score: Raw -106934.354796 + Penalty 2215.439161 = -104718.915635 nChanged 78 SP:Iteration 2F (1362.590000 sec): 3 clusters Score: Raw -107043.282153 + Penalty 2215.439161 = -104827.842992 nChanged 42 SP:Iteration 3Q (1362.790000 sec): 3 clusters Score: Raw -107095.123316 + Penalty 2215.439161 = -104879.684155 nChanged 26 SP:Iteration 4Q (1362.970000 sec): 3 clusters Score: Raw -107123.341365 + Penalty 2215.439161 = -104907.902204 nChanged 19 SP:Iteration 5Q (1363.170000 sec): 3 clusters Score: Raw -107150.392241 + Penalty 2215.439161 = -104934.953080 nChanged 17 SP:Iteration 6Q (1363.360000 sec): 3 clusters Score: Raw -107168.863619 + Penalty 2215.439161 = -104953.424458 nChanged 13 SP:Iteration 7Q (1363.530000 sec): 3 clusters Score: Raw -107181.485124 + Penalty 2215.439161 = -104966.045963 nChanged 10 SP:Iteration 8Q (1363.710000 sec): 3 clusters Score: Raw -107192.565342 + Penalty 2215.439161 = -104977.126180 nChanged 12 SP:Iteration 9Q (1363.860000 sec): 3 clusters Score: Raw -107214.002297 + Penalty 2215.439161 = -104998.563136 nChanged 14 SP:Iteration 10Q (1364.060000 sec): 3 clusters Score: Raw -107232.416336 + Penalty 2215.439161 = -105016.977175 nChanged 6 SP:Iteration 11Q (1364.240000 sec): 3 clusters Score: Raw -107237.681094 + Penalty 2215.439161 = -105022.241933 nChanged 5 SP:Iteration 12Q (1364.420000 sec): 3 clusters Score: Raw -107241.862361 + Penalty 2215.439161 = -105026.423199 nChanged 3 SP:Iteration 13Q (1364.560000 sec): 3 clusters Score: Raw -107245.678861 + Penalty 2215.439161 = -105030.239700 nChanged 4 SP:Iteration 14Q (1364.750000 sec): 3 clusters Score: Raw -107249.753319 + Penalty 2215.439161 = -105034.314158 nChanged 4 SP:Iteration 15Q (1364.910000 sec): 3 clusters Score: Raw -107253.122310 + Penalty 2215.439161 = -105037.683149 nChanged 2 SP:Iteration 16Q (1365.100000 sec): 3 clusters Score: Raw -107254.813079 + Penalty 2215.439161 = -105039.373918 nChanged 0 SP:Iteration 17F (1365.310000 sec): 3 clusters Score: Raw -107254.813079 + Penalty 2215.439161 = -105039.373918 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1365.400000 sec): 2 clusters Score: Raw -25137.506045 + Penalty 876.464476 = -24261.041569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.550000 sec): 3 clusters Score: Raw -25236.394354 + Penalty 1752.928953 = -23483.465401 nChanged 32 SP:Iteration 1F (1365.720000 sec): 3 clusters Score: Raw -25332.727737 + Penalty 1752.928953 = -23579.798784 nChanged 8 SP:Iteration 2Q (1365.870000 sec): 3 clusters Score: Raw -25358.062562 + Penalty 1752.928953 = -23605.133610 nChanged 3 SP:Iteration 3Q (1366.070000 sec): 3 clusters Score: Raw -25374.381461 + Penalty 1752.928953 = -23621.452508 nChanged 1 SP:Iteration 4Q (1366.280000 sec): 3 clusters Score: Raw -25376.777780 + Penalty 1752.928953 = -23623.848828 nChanged 2 SP:Iteration 5Q (1366.470000 sec): 3 clusters Score: Raw -25380.659385 + Penalty 1752.928953 = -23627.730432 nChanged 0 SP:Iteration 6F (1366.610000 sec): 3 clusters Score: Raw -25380.659385 + Penalty 1752.928953 = -23627.730432 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.700000 sec): 2 clusters Score: Raw -107408.518856 + Penalty 1107.363221 = -106301.155636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.870000 sec): 3 clusters Score: Raw -107189.818394 + Penalty 2214.726442 = -104975.091952 nChanged 242 SP:Iteration 1F (1367.090000 sec): 3 clusters Score: Raw -107527.691812 + Penalty 2214.726442 = -105312.965371 nChanged 83 SP:Iteration 2F (1367.330000 sec): 3 clusters Score: Raw -107704.439748 + Penalty 2214.726442 = -105489.713306 nChanged 58 SP:Iteration 3F (1367.490000 sec): 3 clusters Score: Raw -107810.581346 + Penalty 2214.726442 = -105595.854904 nChanged 40 SP:Iteration 4Q (1367.690000 sec): 3 clusters Score: Raw -107880.057934 + Penalty 2214.726442 = -105665.331492 nChanged 26 SP:Iteration 5Q (1367.870000 sec): 3 clusters Score: Raw -107924.917786 + Penalty 2214.726442 = -105710.191345 nChanged 21 SP:Iteration 6Q (1368.060000 sec): 3 clusters Score: Raw -107963.564978 + Penalty 2214.726442 = -105748.838536 nChanged 21 SP:Iteration 7Q (1368.210000 sec): 3 clusters Score: Raw -108000.937200 + Penalty 2214.726442 = -105786.210759 nChanged 11 SP:Iteration 8Q (1368.420000 sec): 3 clusters Score: Raw -108018.480500 + Penalty 2214.726442 = -105803.754058 nChanged 11 SP:Iteration 9Q (1368.630000 sec): 3 clusters Score: Raw -108032.418006 + Penalty 2214.726442 = -105817.691565 nChanged 10 SP:Iteration 10Q (1368.810000 sec): 3 clusters Score: Raw -108051.128831 + Penalty 2214.726442 = -105836.402389 nChanged 7 SP:Iteration 11Q (1368.990000 sec): 3 clusters Score: Raw -108062.187801 + Penalty 2214.726442 = -105847.461360 nChanged 4 SP:Iteration 12Q (1369.180000 sec): 3 clusters Score: Raw -108067.476212 + Penalty 2214.726442 = -105852.749771 nChanged 3 SP:Iteration 13Q (1369.360000 sec): 3 clusters Score: Raw -108075.417047 + Penalty 2214.726442 = -105860.690606 nChanged 5 SP:Iteration 14Q (1369.520000 sec): 3 clusters Score: Raw -108085.874703 + Penalty 2214.726442 = -105871.148261 nChanged 4 SP:Iteration 15Q (1369.720000 sec): 3 clusters Score: Raw -108096.749222 + Penalty 2214.726442 = -105882.022780 nChanged 5 SP:Iteration 16Q (1369.890000 sec): 3 clusters Score: Raw -108104.638300 + Penalty 2214.726442 = -105889.911859 nChanged 3 SP:Iteration 17Q (1370.070000 sec): 3 clusters Score: Raw -108107.805774 + Penalty 2214.726442 = -105893.079332 nChanged 1 SP:Iteration 18Q (1370.230000 sec): 3 clusters Score: Raw -108108.417606 + Penalty 2214.726442 = -105893.691164 nChanged 0 SP:Iteration 19F (1370.460000 sec): 3 clusters Score: Raw -108109.089073 + Penalty 2214.726442 = -105894.362632 nChanged 1 SP:Iteration 20F (1370.650000 sec): 3 clusters Score: Raw -108113.112305 + Penalty 2214.726442 = -105898.385864 nChanged 1 SP:Iteration 21Q (1370.850000 sec): 3 clusters Score: Raw -108115.147962 + Penalty 2214.726442 = -105900.421520 nChanged 1 SP:Iteration 22Q (1371.040000 sec): 3 clusters Score: Raw -108116.997458 + Penalty 2214.726442 = -105902.271016 nChanged 1 SP:Iteration 23Q (1371.160000 sec): 3 clusters Score: Raw -108117.833190 + Penalty 2214.726442 = -105903.106748 nChanged 0 SP:Iteration 24F (1371.330000 sec): 3 clusters Score: Raw -108117.833190 + Penalty 2214.726442 = -105903.106748 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.430000 sec): 2 clusters Score: Raw -69468.199320 + Penalty 1038.141228 = -68430.058091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.620000 sec): 3 clusters Score: Raw -69347.093414 + Penalty 2076.282457 = -67270.810957 nChanged 130 SP:Iteration 1F (1371.790000 sec): 3 clusters Score: Raw -69513.356684 + Penalty 2076.282457 = -67437.074228 nChanged 37 SP:Iteration 2F (1371.940000 sec): 3 clusters Score: Raw -69588.076844 + Penalty 2076.282457 = -67511.794387 nChanged 24 SP:Iteration 3Q (1372.140000 sec): 3 clusters Score: Raw -69650.873912 + Penalty 2076.282457 = -67574.591456 nChanged 14 SP:Iteration 4Q (1372.310000 sec): 3 clusters Score: Raw -69680.975925 + Penalty 2076.282457 = -67604.693468 nChanged 15 SP:Iteration 5Q (1372.510000 sec): 3 clusters Score: Raw -69714.176751 + Penalty 2076.282457 = -67637.894294 nChanged 17 SP:Iteration 6Q (1372.720000 sec): 3 clusters Score: Raw -69755.668393 + Penalty 2076.282457 = -67679.385936 nChanged 21 SP:Iteration 7Q (1372.890000 sec): 3 clusters Score: Raw -69803.001721 + Penalty 2076.282457 = -67726.719264 nChanged 15 SP:Iteration 8Q (1373.060000 sec): 3 clusters Score: Raw -69838.272132 + Penalty 2076.282457 = -67761.989675 nChanged 16 SP:Iteration 9Q (1373.250000 sec): 3 clusters Score: Raw -69876.044028 + Penalty 2076.282457 = -67799.761571 nChanged 17 SP:Iteration 10Q (1373.450000 sec): 3 clusters Score: Raw -69920.646219 + Penalty 2076.282457 = -67844.363762 nChanged 14 SP:Iteration 11Q (1373.670000 sec): 3 clusters Score: Raw -69955.374326 + Penalty 2076.282457 = -67879.091869 nChanged 15 SP:Iteration 12Q (1373.840000 sec): 3 clusters Score: Raw -69996.276493 + Penalty 2076.282457 = -67919.994036 nChanged 17 SP:Iteration 13Q (1374.020000 sec): 3 clusters Score: Raw -70050.237789 + Penalty 2076.282457 = -67973.955332 nChanged 17 SP:Iteration 14Q (1374.220000 sec): 3 clusters Score: Raw -70096.829989 + Penalty 2076.282457 = -68020.547532 nChanged 13 SP:Iteration 15Q (1374.370000 sec): 3 clusters Score: Raw -70148.357772 + Penalty 2076.282457 = -68072.075315 nChanged 18 SP:Iteration 16Q (1374.560000 sec): 3 clusters Score: Raw -70256.285280 + Penalty 2076.282457 = -68180.002823 nChanged 24 SP:Iteration 17Q (1374.720000 sec): 3 clusters Score: Raw -70435.879898 + Penalty 2076.282457 = -68359.597441 nChanged 23 SP:Iteration 18Q (1374.910000 sec): 3 clusters Score: Raw -70660.169563 + Penalty 2076.282457 = -68583.887107 nChanged 21 SP:Iteration 19Q (1375.110000 sec): 3 clusters Score: Raw -70865.042142 + Penalty 2076.282457 = -68788.759685 nChanged 7 SP:Iteration 20F (1375.270000 sec): 3 clusters Score: Raw -71039.505398 + Penalty 2076.282457 = -68963.222941 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 1.84 GB. Trying to split cluster 14 (2053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.380000 sec): 2 clusters Score: Raw -251306.103014 + Penalty 1239.396830 = -250066.706184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.550000 sec): 3 clusters Score: Raw -250410.450902 + Penalty 2478.793661 = -247931.657242 nChanged 694 SP:Iteration 1F (1375.780000 sec): 3 clusters Score: Raw -250831.536857 + Penalty 2478.793661 = -248352.743196 nChanged 160 SP:Iteration 2F (1375.940000 sec): 3 clusters Score: Raw -250942.615500 + Penalty 2478.793661 = -248463.821840 nChanged 102 SP:Iteration 3Q (1376.110000 sec): 3 clusters Score: Raw -250999.445624 + Penalty 2478.793661 = -248520.651963 nChanged 51 SP:Iteration 4Q (1376.300000 sec): 3 clusters Score: Raw -251025.364803 + Penalty 2478.793661 = -248546.571143 nChanged 44 SP:Iteration 5Q (1376.480000 sec): 3 clusters Score: Raw -251047.065472 + Penalty 2478.793661 = -248568.271812 nChanged 32 SP:Iteration 6Q (1376.640000 sec): 3 clusters Score: Raw -251065.564659 + Penalty 2478.793661 = -248586.770998 nChanged 35 SP:Iteration 7Q (1376.820000 sec): 3 clusters Score: Raw -251086.318769 + Penalty 2478.793661 = -248607.525108 nChanged 25 SP:Iteration 8Q (1377.030000 sec): 3 clusters Score: Raw -251102.437708 + Penalty 2478.793661 = -248623.644048 nChanged 19 SP:Iteration 9Q (1377.220000 sec): 3 clusters Score: Raw -251114.382243 + Penalty 2478.793661 = -248635.588582 nChanged 14 SP:Iteration 10Q (1377.420000 sec): 3 clusters Score: Raw -251124.674297 + Penalty 2478.793661 = -248645.880636 nChanged 15 SP:Iteration 11Q (1377.550000 sec): 3 clusters Score: Raw -251133.410371 + Penalty 2478.793661 = -248654.616710 nChanged 19 SP:Iteration 12Q (1377.790000 sec): 3 clusters Score: Raw -251142.303077 + Penalty 2478.793661 = -248663.509416 nChanged 11 SP:Iteration 13Q (1377.940000 sec): 3 clusters Score: Raw -251147.743835 + Penalty 2478.793661 = -248668.950175 nChanged 12 SP:Iteration 14Q (1378.190000 sec): 3 clusters Score: Raw -251153.129806 + Penalty 2478.793661 = -248674.336146 nChanged 10 SP:Iteration 15Q (1378.400000 sec): 3 clusters Score: Raw -251157.134165 + Penalty 2478.793661 = -248678.340504 nChanged 8 SP:Iteration 16Q (1378.540000 sec): 3 clusters Score: Raw -251159.950832 + Penalty 2478.793661 = -248681.157171 nChanged 3 SP:Iteration 17Q (1378.730000 sec): 3 clusters Score: Raw -251160.984495 + Penalty 2478.793661 = -248682.190835 nChanged 4 SP:Iteration 18Q (1378.880000 sec): 3 clusters Score: Raw -251162.442014 + Penalty 2478.793661 = -248683.648353 nChanged 3 SP:Iteration 19Q (1379.010000 sec): 3 clusters Score: Raw -251163.180088 + Penalty 2478.793661 = -248684.386427 nChanged 1 SP:Iteration 20F (1379.230000 sec): 3 clusters Score: Raw -251163.379479 + Penalty 2478.793661 = -248684.585819 nChanged 1 SP:Iteration 21Q (1379.370000 sec): 3 clusters Score: Raw -251163.886377 + Penalty 2478.793661 = -248685.092717 nChanged 1 SP:Iteration 22Q (1379.580000 sec): 3 clusters Score: Raw -251164.102912 + Penalty 2478.793661 = -248685.309251 nChanged 0 SP:Iteration 23F (1379.770000 sec): 3 clusters Score: Raw -251164.102912 + Penalty 2478.793661 = -248685.309251 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1379.850000 sec): 2 clusters Score: Raw -63047.423701 + Penalty 1017.802218 = -62029.621484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.010000 sec): 3 clusters Score: Raw -62917.358265 + Penalty 2035.604435 = -60881.753830 nChanged 133 SP:Iteration 1F (1380.210000 sec): 3 clusters Score: Raw -63080.512897 + Penalty 2035.604435 = -61044.908462 nChanged 35 SP:Iteration 2F (1380.420000 sec): 3 clusters Score: Raw -63138.948690 + Penalty 2035.604435 = -61103.344255 nChanged 14 SP:Iteration 3Q (1380.580000 sec): 3 clusters Score: Raw -63159.597024 + Penalty 2035.604435 = -61123.992589 nChanged 8 SP:Iteration 4Q (1380.750000 sec): 3 clusters Score: Raw -63172.976565 + Penalty 2035.604435 = -61137.372129 nChanged 7 SP:Iteration 5Q (1380.920000 sec): 3 clusters Score: Raw -63182.975988 + Penalty 2035.604435 = -61147.371553 nChanged 5 SP:Iteration 6Q (1381.110000 sec): 3 clusters Score: Raw -63188.231937 + Penalty 2035.604435 = -61152.627501 nChanged 3 SP:Iteration 7Q (1381.300000 sec): 3 clusters Score: Raw -63190.766660 + Penalty 2035.604435 = -61155.162225 nChanged 3 SP:Iteration 8Q (1381.430000 sec): 3 clusters Score: Raw -63196.161612 + Penalty 2035.604435 = -61160.557176 nChanged 5 SP:Iteration 9Q (1381.620000 sec): 3 clusters Score: Raw -63202.957146 + Penalty 2035.604435 = -61167.352710 nChanged 3 SP:Iteration 10Q (1381.790000 sec): 3 clusters Score: Raw -63211.129860 + Penalty 2035.604435 = -61175.525424 nChanged 3 SP:Iteration 11Q (1381.940000 sec): 3 clusters Score: Raw -63215.112236 + Penalty 2035.604435 = -61179.507801 nChanged 0 SP:Iteration 12F (1382.120000 sec): 3 clusters Score: Raw -63215.112236 + Penalty 2035.604435 = -61179.507801 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.220000 sec): 2 clusters Score: Raw -1349653.721758 + Penalty 1503.163015 = -1348150.558743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.440000 sec): 3 clusters Score: Raw -1343683.256500 + Penalty 3006.326029 = -1340676.930471 nChanged 4491 SP:Iteration 1F (1382.670000 sec): 3 clusters Score: Raw -1346073.401784 + Penalty 3006.326029 = -1343067.075755 nChanged 587 SP:Iteration 2F (1382.840000 sec): 3 clusters Score: Raw -1346295.079334 + Penalty 3006.326029 = -1343288.753305 nChanged 486 SP:Iteration 3Q (1383.010000 sec): 3 clusters Score: Raw -1346459.074988 + Penalty 3006.326029 = -1343452.748959 nChanged 390 SP:Iteration 4Q (1383.250000 sec): 3 clusters Score: Raw -1346602.618843 + Penalty 3006.326029 = -1343596.292814 nChanged 373 SP:Iteration 5Q (1383.470000 sec): 3 clusters Score: Raw -1346729.742837 + Penalty 3006.326029 = -1343723.416808 nChanged 340 SP:Iteration 6Q (1383.660000 sec): 3 clusters Score: Raw -1346843.781347 + Penalty 3006.326029 = -1343837.455318 nChanged 306 SP:Iteration 7Q (1383.870000 sec): 3 clusters Score: Raw -1346951.954866 + Penalty 3006.326029 = -1343945.628837 nChanged 276 SP:Iteration 8Q (1384.050000 sec): 3 clusters Score: Raw -1347059.877059 + Penalty 3006.326029 = -1344053.551030 nChanged 269 SP:Iteration 9Q (1384.280000 sec): 3 clusters Score: Raw -1347166.621138 + Penalty 3006.326029 = -1344160.295109 nChanged 269 SP:Iteration 10Q (1384.510000 sec): 3 clusters Score: Raw -1347280.211200 + Penalty 3006.326029 = -1344273.885171 nChanged 302 SP:Iteration 11Q (1384.700000 sec): 3 clusters Score: Raw -1347439.601981 + Penalty 3006.326029 = -1344433.275951 nChanged 326 SP:Iteration 12Q (1384.900000 sec): 3 clusters Score: Raw -1347613.838407 + Penalty 3006.326029 = -1344607.512378 nChanged 346 SP:Iteration 13Q (1385.130000 sec): 3 clusters Score: Raw -1347807.492673 + Penalty 3006.326029 = -1344801.166644 nChanged 338 SP:Iteration 14Q (1385.340000 sec): 3 clusters Score: Raw -1348001.652005 + Penalty 3006.326029 = -1344995.325976 nChanged 333 SP:Iteration 15Q (1385.520000 sec): 3 clusters Score: Raw -1348203.406744 + Penalty 3006.326029 = -1345197.080715 nChanged 314 SP:Iteration 16Q (1385.720000 sec): 3 clusters Score: Raw -1348389.204530 + Penalty 3006.326029 = -1345382.878500 nChanged 277 SP:Iteration 17Q (1385.960000 sec): 3 clusters Score: Raw -1348541.422502 + Penalty 3006.326029 = -1345535.096473 nChanged 236 SP:Iteration 18Q (1386.210000 sec): 3 clusters Score: Raw -1348686.495335 + Penalty 3006.326029 = -1345680.169306 nChanged 228 SP:Iteration 19Q (1386.420000 sec): 3 clusters Score: Raw -1348822.404870 + Penalty 3006.326029 = -1345816.078841 nChanged 193 SP:Iteration 20F (1386.640000 sec): 3 clusters Score: Raw -1348916.663999 + Penalty 3006.326029 = -1345910.337970 nChanged 167 SP:Iteration 21Q (1386.860000 sec): 3 clusters Score: Raw -1349005.429825 + Penalty 3006.326029 = -1345999.103796 nChanged 153 SP:Iteration 22Q (1387.080000 sec): 3 clusters Score: Raw -1349083.308231 + Penalty 3006.326029 = -1346076.982202 nChanged 151 SP:Iteration 23Q (1387.320000 sec): 3 clusters Score: Raw -1349160.433118 + Penalty 3006.326029 = -1346154.107089 nChanged 120 SP:Iteration 24Q (1387.520000 sec): 3 clusters Score: Raw -1349225.375289 + Penalty 3006.326029 = -1346219.049260 nChanged 122 SP:Iteration 25Q (1387.740000 sec): 3 clusters Score: Raw -1349295.765689 + Penalty 3006.326029 = -1346289.439660 nChanged 121 SP:Iteration 26Q (1387.940000 sec): 3 clusters Score: Raw -1349367.603962 + Penalty 3006.326029 = -1346361.277933 nChanged 109 SP:Iteration 27Q (1388.180000 sec): 3 clusters Score: Raw -1349442.778838 + Penalty 3006.326029 = -1346436.452809 nChanged 98 SP:Iteration 28Q (1388.370000 sec): 3 clusters Score: Raw -1349516.932925 + Penalty 3006.326029 = -1346510.606896 nChanged 96 SP:Iteration 29Q (1388.610000 sec): 3 clusters Score: Raw -1349599.327013 + Penalty 3006.326029 = -1346593.000984 nChanged 81 SP:Iteration 30Q (1388.840000 sec): 3 clusters Score: Raw -1349667.367484 + Penalty 3006.326029 = -1346661.041455 nChanged 61 SP:Iteration 31Q (1389.070000 sec): 3 clusters Score: Raw -1349715.630399 + Penalty 3006.326029 = -1346709.304370 nChanged 48 SP:Iteration 32Q (1389.270000 sec): 3 clusters Score: Raw -1349753.939224 + Penalty 3006.326029 = -1346747.613195 nChanged 38 SP:Iteration 33Q (1389.480000 sec): 3 clusters Score: Raw -1349789.188794 + Penalty 3006.326029 = -1346782.862765 nChanged 33 SP:Iteration 34Q (1389.700000 sec): 3 clusters Score: Raw -1349822.341249 + Penalty 3006.326029 = -1346816.015220 nChanged 23 SP:Iteration 35Q (1389.860000 sec): 3 clusters Score: Raw -1349841.521794 + Penalty 3006.326029 = -1346835.195765 nChanged 14 SP:Iteration 36Q (1390.060000 sec): 3 clusters Score: Raw -1349854.420118 + Penalty 3006.326029 = -1346848.094089 nChanged 7 SP:Iteration 37Q (1390.320000 sec): 3 clusters Score: Raw -1349859.216034 + Penalty 3006.326029 = -1346852.890005 nChanged 4 SP:Iteration 38Q (1390.540000 sec): 3 clusters Score: Raw -1349863.159937 + Penalty 3006.326029 = -1346856.833908 nChanged 4 SP:Iteration 39Q (1390.730000 sec): 3 clusters Score: Raw -1349867.523370 + Penalty 3006.326029 = -1346861.197340 nChanged 3 SP:Iteration 40F (1390.970000 sec): 3 clusters Score: Raw -1349870.360730 + Penalty 3006.326029 = -1346864.034701 nChanged 4 SP:Iteration 41Q (1391.200000 sec): 3 clusters Score: Raw -1349872.379754 + Penalty 3006.326029 = -1346866.053725 nChanged 0 SP:Iteration 42F (1391.400000 sec): 3 clusters Score: Raw -1349872.379754 + Penalty 3006.326029 = -1346866.053725 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.500000 sec): 2 clusters Score: Raw -27717.081228 + Penalty 904.855982 = -26812.225247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.630000 sec): 3 clusters Score: Raw -27847.910283 + Penalty 1809.711964 = -26038.198319 nChanged 50 SP:Iteration 1F (1391.820000 sec): 3 clusters Score: Raw -28003.473571 + Penalty 1809.711964 = -26193.761607 nChanged 17 SP:Iteration 2F (1392.040000 sec): 3 clusters Score: Raw -28083.470089 + Penalty 1809.711964 = -26273.758125 nChanged 13 SP:Iteration 3Q (1392.220000 sec): 3 clusters Score: Raw -28140.322180 + Penalty 1809.711964 = -26330.610216 nChanged 11 SP:Iteration 4Q (1392.360000 sec): 3 clusters Score: Raw -28229.769940 + Penalty 1809.711964 = -26420.057976 nChanged 8 SP:Iteration 5Q (1392.560000 sec): 3 clusters Score: Raw -28256.004116 + Penalty 1809.711964 = -26446.292152 nChanged 6 SP:Iteration 6Q (1392.720000 sec): 3 clusters Score: Raw -28275.936973 + Penalty 1809.711964 = -26466.225009 nChanged 3 SP:Iteration 7Q (1392.890000 sec): 3 clusters Score: Raw -28282.264302 + Penalty 1809.711964 = -26472.552338 nChanged 0 SP:Iteration 8F (1393.070000 sec): 3 clusters Score: Raw -28282.264302 + Penalty 1809.711964 = -26472.552338 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (9421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.210000 sec): 2 clusters Score: Raw -1135670.516146 + Penalty 1486.988184 = -1134183.527961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.370000 sec): 3 clusters Score: Raw -1130387.074794 + Penalty 2973.976369 = -1127413.098425 nChanged 4047 SP:Iteration 1F (1393.610000 sec): 3 clusters Score: Raw -1132591.765162 + Penalty 2973.976369 = -1129617.788793 nChanged 570 SP:Iteration 2F (1393.830000 sec): 3 clusters Score: Raw -1132900.954671 + Penalty 2973.976369 = -1129926.978303 nChanged 510 SP:Iteration 3F (1394.040000 sec): 3 clusters Score: Raw -1133186.999330 + Penalty 2973.976369 = -1130213.022962 nChanged 451 SP:Iteration 4Q (1394.230000 sec): 3 clusters Score: Raw -1133436.128986 + Penalty 2973.976369 = -1130462.152617 nChanged 411 SP:Iteration 5Q (1394.460000 sec): 3 clusters Score: Raw -1133661.520075 + Penalty 2973.976369 = -1130687.543707 nChanged 362 SP:Iteration 6Q (1394.670000 sec): 3 clusters Score: Raw -1133872.822447 + Penalty 2973.976369 = -1130898.846078 nChanged 365 SP:Iteration 7Q (1394.850000 sec): 3 clusters Score: Raw -1134077.490523 + Penalty 2973.976369 = -1131103.514155 nChanged 324 SP:Iteration 8Q (1395.090000 sec): 3 clusters Score: Raw -1134258.051799 + Penalty 2973.976369 = -1131284.075431 nChanged 292 SP:Iteration 9Q (1395.330000 sec): 3 clusters Score: Raw -1134427.426756 + Penalty 2973.976369 = -1131453.450388 nChanged 303 SP:Iteration 10Q (1395.570000 sec): 3 clusters Score: Raw -1134605.923874 + Penalty 2973.976369 = -1131631.947505 nChanged 287 SP:Iteration 11Q (1395.750000 sec): 3 clusters Score: Raw -1134755.578054 + Penalty 2973.976369 = -1131781.601685 nChanged 255 SP:Iteration 12Q (1395.970000 sec): 3 clusters Score: Raw -1134890.338761 + Penalty 2973.976369 = -1131916.362392 nChanged 239 SP:Iteration 13Q (1396.150000 sec): 3 clusters Score: Raw -1135018.635685 + Penalty 2973.976369 = -1132044.659317 nChanged 211 SP:Iteration 14Q (1396.370000 sec): 3 clusters Score: Raw -1135129.329196 + Penalty 2973.976369 = -1132155.352827 nChanged 188 SP:Iteration 15Q (1396.560000 sec): 3 clusters Score: Raw -1135235.127435 + Penalty 2973.976369 = -1132261.151066 nChanged 199 SP:Iteration 16Q (1396.780000 sec): 3 clusters Score: Raw -1135343.900894 + Penalty 2973.976369 = -1132369.924525 nChanged 173 SP:Iteration 17Q (1396.970000 sec): 3 clusters Score: Raw -1135429.798802 + Penalty 2973.976369 = -1132455.822433 nChanged 138 SP:Iteration 18Q (1397.170000 sec): 3 clusters Score: Raw -1135497.162803 + Penalty 2973.976369 = -1132523.186435 nChanged 114 SP:Iteration 19Q (1397.380000 sec): 3 clusters Score: Raw -1135549.820106 + Penalty 2973.976369 = -1132575.843738 nChanged 103 SP:Iteration 20F (1397.560000 sec): 3 clusters Score: Raw -1135600.848864 + Penalty 2973.976369 = -1132626.872495 nChanged 82 SP:Iteration 21Q (1397.780000 sec): 3 clusters Score: Raw -1135641.855272 + Penalty 2973.976369 = -1132667.878903 nChanged 83 SP:Iteration 22Q (1397.970000 sec): 3 clusters Score: Raw -1135684.416480 + Penalty 2973.976369 = -1132710.440112 nChanged 68 SP:Iteration 23Q (1398.190000 sec): 3 clusters Score: Raw -1135711.711406 + Penalty 2973.976369 = -1132737.735038 nChanged 55 SP:Iteration 24Q (1398.370000 sec): 3 clusters Score: Raw -1135736.443815 + Penalty 2973.976369 = -1132762.467446 nChanged 39 SP:Iteration 25Q (1398.570000 sec): 3 clusters Score: Raw -1135755.092917 + Penalty 2973.976369 = -1132781.116549 nChanged 44 SP:Iteration 26Q (1398.800000 sec): 3 clusters Score: Raw -1135779.971316 + Penalty 2973.976369 = -1132805.994948 nChanged 43 SP:Iteration 27Q (1398.970000 sec): 3 clusters Score: Raw -1135806.044373 + Penalty 2973.976369 = -1132832.068005 nChanged 41 SP:Iteration 28Q (1399.210000 sec): 3 clusters Score: Raw -1135829.405367 + Penalty 2973.976369 = -1132855.428998 nChanged 39 SP:Iteration 29Q (1399.380000 sec): 3 clusters Score: Raw -1135856.813132 + Penalty 2973.976369 = -1132882.836763 nChanged 36 SP:Iteration 30Q (1399.580000 sec): 3 clusters Score: Raw -1135878.536561 + Penalty 2973.976369 = -1132904.560193 nChanged 28 SP:Iteration 31Q (1399.740000 sec): 3 clusters Score: Raw -1135894.784086 + Penalty 2973.976369 = -1132920.807717 nChanged 17 SP:Iteration 32Q (1399.970000 sec): 3 clusters Score: Raw -1135905.917932 + Penalty 2973.976369 = -1132931.941563 nChanged 18 SP:Iteration 33Q (1400.130000 sec): 3 clusters Score: Raw -1135915.890420 + Penalty 2973.976369 = -1132941.914051 nChanged 13 SP:Iteration 34Q (1400.320000 sec): 3 clusters Score: Raw -1135920.442192 + Penalty 2973.976369 = -1132946.465823 nChanged 7 SP:Iteration 35Q (1400.520000 sec): 3 clusters Score: Raw -1135922.489400 + Penalty 2973.976369 = -1132948.513031 nChanged 2 SP:Iteration 36Q (1400.760000 sec): 3 clusters Score: Raw -1135923.968875 + Penalty 2973.976369 = -1132949.992506 nChanged 5 SP:Iteration 37Q (1400.960000 sec): 3 clusters Score: Raw -1135927.453743 + Penalty 2973.976369 = -1132953.477374 nChanged 7 SP:Iteration 38Q (1401.150000 sec): 3 clusters Score: Raw -1135932.483896 + Penalty 2973.976369 = -1132958.507527 nChanged 5 SP:Iteration 39Q (1401.390000 sec): 3 clusters Score: Raw -1135935.196361 + Penalty 2973.976369 = -1132961.219992 nChanged 7 SP:Iteration 40F (1401.570000 sec): 3 clusters Score: Raw -1135939.598896 + Penalty 2973.976369 = -1132965.622527 nChanged 8 SP:Iteration 41Q (1401.770000 sec): 3 clusters Score: Raw -1135944.196813 + Penalty 2973.976369 = -1132970.220444 nChanged 7 SP:Iteration 42Q (1402.000000 sec): 3 clusters Score: Raw -1135947.223644 + Penalty 2973.976369 = -1132973.247275 nChanged 3 SP:Iteration 43Q (1402.230000 sec): 3 clusters Score: Raw -1135949.461552 + Penalty 2973.976369 = -1132975.485184 nChanged 2 SP:Iteration 44Q (1402.430000 sec): 3 clusters Score: Raw -1135950.414178 + Penalty 2973.976369 = -1132976.437809 nChanged 2 SP:Iteration 45Q (1402.620000 sec): 3 clusters Score: Raw -1135951.204067 + Penalty 2973.976369 = -1132977.227699 nChanged 2 SP:Iteration 46Q (1402.830000 sec): 3 clusters Score: Raw -1135951.894608 + Penalty 2973.976369 = -1132977.918239 nChanged 2 SP:Iteration 47Q (1402.990000 sec): 3 clusters Score: Raw -1135952.590695 + Penalty 2973.976369 = -1132978.614326 nChanged 3 SP:Iteration 48Q (1403.220000 sec): 3 clusters Score: Raw -1135953.533847 + Penalty 2973.976369 = -1132979.557478 nChanged 2 SP:Iteration 49Q (1403.400000 sec): 3 clusters Score: Raw -1135954.877860 + Penalty 2973.976369 = -1132980.901491 nChanged 1 SP:Iteration 50Q (1403.570000 sec): 3 clusters Score: Raw -1135955.737265 + Penalty 2973.976369 = -1132981.760896 nChanged 2 SP:Iteration 51Q (1403.770000 sec): 3 clusters Score: Raw -1135956.327049 + Penalty 2973.976369 = -1132982.350680 nChanged 0 SP:Iteration 52F (1404.010000 sec): 3 clusters Score: Raw -1135956.327049 + Penalty 2973.976369 = -1132982.350680 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (11383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.150000 sec): 2 clusters Score: Raw -1368858.835480 + Penalty 1517.729898 = -1367341.105582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.320000 sec): 3 clusters Score: Raw -1362300.228612 + Penalty 3035.459795 = -1359264.768817 nChanged 4949 SP:Iteration 1F (1404.540000 sec): 3 clusters Score: Raw -1364899.144039 + Penalty 3035.459795 = -1361863.684244 nChanged 632 SP:Iteration 2F (1404.770000 sec): 3 clusters Score: Raw -1365188.752676 + Penalty 3035.459795 = -1362153.292880 nChanged 612 SP:Iteration 3F (1404.930000 sec): 3 clusters Score: Raw -1365517.273531 + Penalty 3035.459795 = -1362481.813736 nChanged 655 SP:Iteration 4F (1405.150000 sec): 3 clusters Score: Raw -1365950.291025 + Penalty 3035.459795 = -1362914.831230 nChanged 784 SP:Iteration 5F (1405.390000 sec): 3 clusters Score: Raw -1366530.930179 + Penalty 3035.459795 = -1363495.470383 nChanged 809 SP:Iteration 6F (1405.610000 sec): 3 clusters Score: Raw -1367151.507918 + Penalty 3035.459795 = -1364116.048122 nChanged 799 SP:Iteration 7F (1405.810000 sec): 3 clusters Score: Raw -1367771.668907 + Penalty 3035.459795 = -1364736.209112 nChanged 650 SP:Iteration 8F (1406.060000 sec): 3 clusters Score: Raw -1368236.520144 + Penalty 3035.459795 = -1365201.060349 nChanged 479 SP:Iteration 9Q (1406.250000 sec): 3 clusters Score: Raw -1368551.170202 + Penalty 3035.459795 = -1365515.710407 nChanged 333 SP:Iteration 10Q (1406.490000 sec): 3 clusters Score: Raw -1368786.488350 + Penalty 3035.459795 = -1365751.028555 nChanged 234 SP:Iteration 11Q (1406.710000 sec): 3 clusters Score: Raw -1368947.783964 + Penalty 3035.459795 = -1365912.324168 nChanged 164 SP:Iteration 12Q (1406.930000 sec): 3 clusters Score: Raw -1369128.152171 + Penalty 3035.459795 = -1366092.692376 nChanged 144 SP:Iteration 13Q (1407.120000 sec): 3 clusters Score: Raw -1369341.393509 + Penalty 3035.459795 = -1366305.933714 nChanged 92 SP:Iteration 14Q (1407.340000 sec): 3 clusters Score: Raw -1369412.797555 + Penalty 3035.459795 = -1366377.337760 nChanged 78 SP:Iteration 15Q (1407.570000 sec): 3 clusters Score: Raw -1369441.050793 + Penalty 3035.459795 = -1366405.590998 nChanged 58 SP:Iteration 16Q (1407.760000 sec): 3 clusters Score: Raw -1369462.031792 + Penalty 3035.459795 = -1366426.571996 nChanged 45 SP:Iteration 17Q (1407.990000 sec): 3 clusters Score: Raw -1369476.070135 + Penalty 3035.459795 = -1366440.610339 nChanged 30 SP:Iteration 18Q (1408.220000 sec): 3 clusters Score: Raw -1369483.448776 + Penalty 3035.459795 = -1366447.988981 nChanged 23 SP:Iteration 19Q (1408.460000 sec): 3 clusters Score: Raw -1369489.084616 + Penalty 3035.459795 = -1366453.624821 nChanged 25 SP:Iteration 20F (1408.670000 sec): 3 clusters Score: Raw -1369494.354347 + Penalty 3035.459795 = -1366458.894551 nChanged 22 SP:Iteration 21Q (1408.870000 sec): 3 clusters Score: Raw -1369498.320556 + Penalty 3035.459795 = -1366462.860760 nChanged 15 SP:Iteration 22Q (1409.080000 sec): 3 clusters Score: Raw -1369500.557514 + Penalty 3035.459795 = -1366465.097719 nChanged 11 SP:Iteration 23Q (1409.300000 sec): 3 clusters Score: Raw -1369502.659546 + Penalty 3035.459795 = -1366467.199751 nChanged 11 SP:Iteration 24Q (1409.510000 sec): 3 clusters Score: Raw -1369504.285191 + Penalty 3035.459795 = -1366468.825396 nChanged 12 SP:Iteration 25Q (1409.720000 sec): 3 clusters Score: Raw -1369506.573801 + Penalty 3035.459795 = -1366471.114005 nChanged 14 SP:Iteration 26Q (1409.940000 sec): 3 clusters Score: Raw -1369509.427990 + Penalty 3035.459795 = -1366473.968194 nChanged 14 SP:Iteration 27Q (1410.160000 sec): 3 clusters Score: Raw -1369512.961824 + Penalty 3035.459795 = -1366477.502029 nChanged 14 SP:Iteration 28Q (1410.400000 sec): 3 clusters Score: Raw -1369515.344828 + Penalty 3035.459795 = -1366479.885032 nChanged 12 SP:Iteration 29Q (1410.580000 sec): 3 clusters Score: Raw -1369517.834375 + Penalty 3035.459795 = -1366482.374580 nChanged 11 SP:Iteration 30Q (1410.770000 sec): 3 clusters Score: Raw -1369520.649238 + Penalty 3035.459795 = -1366485.189443 nChanged 10 SP:Iteration 31Q (1411.000000 sec): 3 clusters Score: Raw -1369523.084574 + Penalty 3035.459795 = -1366487.624778 nChanged 8 SP:Iteration 32Q (1411.240000 sec): 3 clusters Score: Raw -1369524.430119 + Penalty 3035.459795 = -1366488.970324 nChanged 5 SP:Iteration 33Q (1411.430000 sec): 3 clusters Score: Raw -1369525.187324 + Penalty 3035.459795 = -1366489.727529 nChanged 7 SP:Iteration 34Q (1411.680000 sec): 3 clusters Score: Raw -1369526.424105 + Penalty 3035.459795 = -1366490.964310 nChanged 3 SP:Iteration 35Q (1411.920000 sec): 3 clusters Score: Raw -1369527.381835 + Penalty 3035.459795 = -1366491.922039 nChanged 1 SP:Iteration 36Q (1412.150000 sec): 3 clusters Score: Raw -1369527.462073 + Penalty 3035.459795 = -1366492.002278 nChanged 3 SP:Iteration 37Q (1412.340000 sec): 3 clusters Score: Raw -1369527.989021 + Penalty 3035.459795 = -1366492.529226 nChanged 7 SP:Iteration 38Q (1412.590000 sec): 3 clusters Score: Raw -1369529.501633 + Penalty 3035.459795 = -1366494.041838 nChanged 7 SP:Iteration 39Q (1412.820000 sec): 3 clusters Score: Raw -1369530.432298 + Penalty 3035.459795 = -1366494.972503 nChanged 7 SP:Iteration 40F (1413.060000 sec): 3 clusters Score: Raw -1369531.838216 + Penalty 3035.459795 = -1366496.378421 nChanged 7 SP:Iteration 41Q (1413.230000 sec): 3 clusters Score: Raw -1369533.245326 + Penalty 3035.459795 = -1366497.785530 nChanged 11 SP:Iteration 42Q (1413.450000 sec): 3 clusters Score: Raw -1369535.024319 + Penalty 3035.459795 = -1366499.564524 nChanged 9 SP:Iteration 43Q (1413.650000 sec): 3 clusters Score: Raw -1369536.828252 + Penalty 3035.459795 = -1366501.368457 nChanged 10 SP:Iteration 44Q (1413.870000 sec): 3 clusters Score: Raw -1369538.859850 + Penalty 3035.459795 = -1366503.400054 nChanged 11 SP:Iteration 45Q (1414.100000 sec): 3 clusters Score: Raw -1369541.331298 + Penalty 3035.459795 = -1366505.871503 nChanged 12 SP:Iteration 46Q (1414.290000 sec): 3 clusters Score: Raw -1369543.699136 + Penalty 3035.459795 = -1366508.239341 nChanged 14 SP:Iteration 47Q (1414.530000 sec): 3 clusters Score: Raw -1369547.312584 + Penalty 3035.459795 = -1366511.852788 nChanged 15 SP:Iteration 48Q (1414.770000 sec): 3 clusters Score: Raw -1369549.888418 + Penalty 3035.459795 = -1366514.428622 nChanged 13 SP:Iteration 49Q (1414.980000 sec): 3 clusters Score: Raw -1369552.534970 + Penalty 3035.459795 = -1366517.075175 nChanged 6 SP:Iteration 50Q (1415.220000 sec): 3 clusters Score: Raw -1369553.702463 + Penalty 3035.459795 = -1366518.242668 nChanged 5 SP:Iteration 51Q (1415.450000 sec): 3 clusters Score: Raw -1369554.728184 + Penalty 3035.459795 = -1366519.268388 nChanged 6 SP:Iteration 52Q (1415.660000 sec): 3 clusters Score: Raw -1369555.638649 + Penalty 3035.459795 = -1366520.178854 nChanged 2 SP:Iteration 53Q (1415.860000 sec): 3 clusters Score: Raw -1369556.053093 + Penalty 3035.459795 = -1366520.593298 nChanged 1 SP:Iteration 54Q (1416.070000 sec): 3 clusters Score: Raw -1369556.265708 + Penalty 3035.459795 = -1366520.805913 nChanged 0 SP:Iteration 55F (1416.270000 sec): 3 clusters Score: Raw -1369556.265708 + Penalty 3035.459795 = -1366520.805913 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (213772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.210000 sec): 2 clusters Score: Raw -26149815.516869 + Penalty 1994.308112 = -26147821.208757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.380000 sec): 3 clusters Score: Raw -26008078.871504 + Penalty 3988.616224 = -26004090.255280 nChanged 103462 SP:Iteration 1F (1419.630000 sec): 3 clusters Score: Raw -26070216.050980 + Penalty 3988.616224 = -26066227.434755 nChanged 7037 SP:Iteration 2Q (1420.790000 sec): 3 clusters Score: Raw -26072075.459561 + Penalty 3988.616224 = -26068086.843336 nChanged 8744 SP:Iteration 3Q (1422.010000 sec): 3 clusters Score: Raw -26075119.029516 + Penalty 3988.616224 = -26071130.413292 nChanged 11319 SP:Iteration 4F (1423.240000 sec): 3 clusters Score: Raw -26080422.980587 + Penalty 3988.616224 = -26076434.364362 nChanged 14663 SP:Iteration 5F (1424.450000 sec): 3 clusters Score: Raw -26089692.925680 + Penalty 3988.616224 = -26085704.309455 nChanged 17658 SP:Iteration 6F (1425.590000 sec): 3 clusters Score: Raw -26103998.202691 + Penalty 3988.616224 = -26100009.586467 nChanged 18307 SP:Iteration 7F (1426.770000 sec): 3 clusters Score: Raw -26121243.335932 + Penalty 3988.616224 = -26117254.719707 nChanged 14772 SP:Iteration 8F (1427.910000 sec): 3 clusters Score: Raw -26135881.983849 + Penalty 3988.616224 = -26131893.367625 nChanged 8881 SP:Iteration 9Q (1429.150000 sec): 3 clusters Score: Raw -26144595.785372 + Penalty 3988.616224 = -26140607.169148 nChanged 3919 SP:Iteration 10Q (1430.300000 sec): 3 clusters Score: Raw -26148213.753540 + Penalty 3988.616224 = -26144225.137316 nChanged 1409 SP:Iteration 11Q (1431.480000 sec): 3 clusters Score: Raw -26149423.020188 + Penalty 3988.616224 = -26145434.403964 nChanged 413 SP:Iteration 12Q (1432.710000 sec): 3 clusters Score: Raw -26149784.526331 + Penalty 3988.616224 = -26145795.910106 nChanged 148 SP:Iteration 13Q (1433.840000 sec): 3 clusters Score: Raw -26149931.887834 + Penalty 3988.616224 = -26145943.271609 nChanged 64 SP:Iteration 14Q (1434.940000 sec): 3 clusters Score: Raw -26150004.389597 + Penalty 3988.616224 = -26146015.773373 nChanged 36 SP:Iteration 15Q (1435.990000 sec): 3 clusters Score: Raw -26150045.340265 + Penalty 3988.616224 = -26146056.724041 nChanged 10 SP:Iteration 16Q (1437.130000 sec): 3 clusters Score: Raw -26150056.035968 + Penalty 3988.616224 = -26146067.419744 nChanged 5 SP:Iteration 17Q (1438.470000 sec): 3 clusters Score: Raw -26150062.256995 + Penalty 3988.616224 = -26146073.640771 nChanged 2 SP:Iteration 18Q (1439.710000 sec): 3 clusters Score: Raw -26150064.144784 + Penalty 3988.616224 = -26146075.528560 nChanged 2 SP:Iteration 19Q (1440.990000 sec): 3 clusters Score: Raw -26150066.419557 + Penalty 3988.616224 = -26146077.803333 nChanged 2 SP:Iteration 20F (1442.350000 sec): 3 clusters Score: Raw -26150067.569466 + Penalty 3988.616224 = -26146078.953241 nChanged 0 Iteration 139Q (1451.640000 sec): 24 clusters Score: Raw -31089293.583754 + Penalty 46540.703903 = -31042752.879851 nChanged 135 Deleting Class 7 (69 points): Lose 1790.130000 but Gain 2023.508865 Iteration 140F (1465.740000 sec): 23 clusters Score: Raw -31087747.029915 + Penalty 44517.195038 = -31043229.834877 nChanged 165 Iteration 141Q (1474.750000 sec): 23 clusters Score: Raw -31088854.336112 + Penalty 44517.195038 = -31044337.141075 nChanged 79 Iteration 142Q (1483.520000 sec): 23 clusters Score: Raw -31089006.446841 + Penalty 44517.195038 = -31044489.251804 nChanged 45 Iteration 143Q (1493.570000 sec): 23 clusters Score: Raw -31089039.827402 + Penalty 44517.195038 = -31044522.632364 nChanged 26 Iteration 144Q (1502.210000 sec): 23 clusters Score: Raw -31089064.679690 + Penalty 44517.195038 = -31044547.484652 nChanged 32 Iteration 145Q (1511.270000 sec): 23 clusters Score: Raw -31089082.429233 + Penalty 44517.195038 = -31044565.234196 nChanged 31 Iteration 146Q (1518.940000 sec): 23 clusters Score: Raw -31089096.172244 + Penalty 44517.195038 = -31044578.977207 nChanged 26 Iteration 147Q (1526.790000 sec): 23 clusters Score: Raw -31089104.527461 + Penalty 44517.195038 = -31044587.332423 nChanged 26 Iteration 148Q (1537.620000 sec): 23 clusters Score: Raw -31089109.912353 + Penalty 44517.195038 = -31044592.717316 nChanged 23 Iteration 149Q (1547.560000 sec): 23 clusters Score: Raw -31089114.970254 + Penalty 44517.195038 = -31044597.775216 nChanged 17 Iteration 150Q (1555.930000 sec): 23 clusters Score: Raw -31089116.837657 + Penalty 44517.195038 = -31044599.642620 nChanged 16 Iteration 151Q (1564.690000 sec): 23 clusters Score: Raw -31089119.138484 + Penalty 44517.195038 = -31044601.943446 nChanged 18 Iteration 152Q (1573.180000 sec): 23 clusters Score: Raw -31089120.107774 + Penalty 44517.195038 = -31044602.912737 nChanged 21 Iteration 153Q (1583.560000 sec): 23 clusters Score: Raw -31089121.484461 + Penalty 44517.195038 = -31044604.289423 nChanged 24 Iteration 154Q (1592.130000 sec): 23 clusters Score: Raw -31089123.001686 + Penalty 44517.195038 = -31044605.806649 nChanged 24 Iteration 155Q (1601.100000 sec): 23 clusters Score: Raw -31089124.788502 + Penalty 44517.195038 = -31044607.593465 nChanged 22 Iteration 156Q (1610.340000 sec): 23 clusters Score: Raw -31089126.211292 + Penalty 44517.195038 = -31044609.016255 nChanged 22 Iteration 157Q (1620.570000 sec): 23 clusters Score: Raw -31089127.411284 + Penalty 44517.195038 = -31044610.216247 nChanged 19 Iteration 158Q (1630.040000 sec): 23 clusters Score: Raw -31089128.711538 + Penalty 44517.195038 = -31044611.516501 nChanged 21 Iteration 159Q (1639.400000 sec): 23 clusters Score: Raw -31089130.061768 + Penalty 44517.195038 = -31044612.866731 nChanged 19 Iteration 160F (1653.670000 sec): 23 clusters Score: Raw -31089142.226292 + Penalty 44517.195038 = -31044625.031255 nChanged 27 Iteration 161Q (1662.330000 sec): 23 clusters Score: Raw -31089255.099413 + Penalty 44517.195038 = -31044737.904375 nChanged 23 Iteration 162Q (1671.510000 sec): 23 clusters Score: Raw -31089302.037774 + Penalty 44517.195038 = -31044784.842736 nChanged 21 Iteration 163Q (1680.830000 sec): 23 clusters Score: Raw -31089350.233535 + Penalty 44517.195038 = -31044833.038497 nChanged 22 Iteration 164Q (1692.540000 sec): 23 clusters Score: Raw -31089356.579369 + Penalty 44517.195038 = -31044839.384331 nChanged 16 Iteration 165Q (1701.900000 sec): 23 clusters Score: Raw -31089361.840830 + Penalty 44517.195038 = -31044844.645793 nChanged 12 Iteration 166Q (1710.280000 sec): 23 clusters Score: Raw -31089364.650544 + Penalty 44517.195038 = -31044847.455506 nChanged 4 Iteration 167Q (1719.610000 sec): 23 clusters Score: Raw -31089365.382331 + Penalty 44517.195038 = -31044848.187293 nChanged 6 Iteration 168Q (1728.290000 sec): 23 clusters Score: Raw -31089365.803042 + Penalty 44517.195038 = -31044848.608004 nChanged 5 Iteration 169Q (1736.760000 sec): 23 clusters Score: Raw -31089366.013990 + Penalty 44517.195038 = -31044848.818953 nChanged 7 Iteration 170Q (1744.820000 sec): 23 clusters Score: Raw -31089366.187906 + Penalty 44517.195038 = -31044848.992868 nChanged 4 Iteration 171Q (1753.470000 sec): 23 clusters Score: Raw -31089366.239217 + Penalty 44517.195038 = -31044849.044179 nChanged 3 Iteration 172Q (1762.860000 sec): 23 clusters Score: Raw -31089366.626691 + Penalty 44517.195038 = -31044849.431653 nChanged 8 Iteration 173Q (1769.890000 sec): 23 clusters Score: Raw -31089367.407325 + Penalty 44517.195038 = -31044850.212287 nChanged 10 Iteration 174Q (1777.840000 sec): 23 clusters Score: Raw -31089368.013469 + Penalty 44517.195038 = -31044850.818431 nChanged 10 Iteration 175Q (1786.700000 sec): 23 clusters Score: Raw -31089368.431346 + Penalty 44517.195038 = -31044851.236309 nChanged 6 Iteration 176Q (1794.880000 sec): 23 clusters Score: Raw -31089368.717752 + Penalty 44517.195038 = -31044851.522714 nChanged 7 Iteration 177Q (1803.330000 sec): 23 clusters Score: Raw -31089369.259382 + Penalty 44517.195038 = -31044852.064345 nChanged 13 Iteration 178Q (1811.760000 sec): 23 clusters Score: Raw -31089369.964743 + Penalty 44517.195038 = -31044852.769706 nChanged 13 Writing temp clu file Because OldScore, -31044852.064345, is greater than current (better) Score,-31044852.769706 Compute initial score before splitting: Score: Raw -31089369.964743 + Penalty 44517.195038 = -31044852.769706 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.130000 sec): 2 clusters Score: Raw -64531.958394 + Penalty 1023.877692 = -63508.080702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.290000 sec): 3 clusters Score: Raw -64424.115094 + Penalty 2047.755383 = -62376.359711 nChanged 130 SP:Iteration 1F (1812.460000 sec): 3 clusters Score: Raw -64579.736106 + Penalty 2047.755383 = -62531.980723 nChanged 25 SP:Iteration 2Q (1812.650000 sec): 3 clusters Score: Raw -64613.113970 + Penalty 2047.755383 = -62565.358586 nChanged 14 SP:Iteration 3Q (1812.810000 sec): 3 clusters Score: Raw -64635.629364 + Penalty 2047.755383 = -62587.873981 nChanged 10 SP:Iteration 4Q (1812.990000 sec): 3 clusters Score: Raw -64648.263701 + Penalty 2047.755383 = -62600.508318 nChanged 7 SP:Iteration 5Q (1813.160000 sec): 3 clusters Score: Raw -64658.872148 + Penalty 2047.755383 = -62611.116765 nChanged 2 SP:Iteration 6Q (1813.400000 sec): 3 clusters Score: Raw -64660.259220 + Penalty 2047.755383 = -62612.503837 nChanged 2 SP:Iteration 7Q (1813.560000 sec): 3 clusters Score: Raw -64663.341724 + Penalty 2047.755383 = -62615.586340 nChanged 5 SP:Iteration 8Q (1813.710000 sec): 3 clusters Score: Raw -64679.132620 + Penalty 2047.755383 = -62631.377237 nChanged 9 SP:Iteration 9Q (1813.900000 sec): 3 clusters Score: Raw -64709.599129 + Penalty 2047.755383 = -62661.843745 nChanged 6 SP:Iteration 10Q (1814.080000 sec): 3 clusters Score: Raw -64725.938483 + Penalty 2047.755383 = -62678.183100 nChanged 4 SP:Iteration 11Q (1814.320000 sec): 3 clusters Score: Raw -64738.236349 + Penalty 2047.755383 = -62690.480966 nChanged 3 SP:Iteration 12Q (1814.470000 sec): 3 clusters Score: Raw -64743.905476 + Penalty 2047.755383 = -62696.150092 nChanged 5 SP:Iteration 13Q (1814.630000 sec): 3 clusters Score: Raw -64753.482116 + Penalty 2047.755383 = -62705.726733 nChanged 3 SP:Iteration 14Q (1814.840000 sec): 3 clusters Score: Raw -64758.642066 + Penalty 2047.755383 = -62710.886683 nChanged 7 SP:Iteration 15Q (1815.000000 sec): 3 clusters Score: Raw -64772.099282 + Penalty 2047.755383 = -62724.343898 nChanged 3 SP:Iteration 16Q (1815.160000 sec): 3 clusters Score: Raw -64775.913880 + Penalty 2047.755383 = -62728.158497 nChanged 2 SP:Iteration 17Q (1815.360000 sec): 3 clusters Score: Raw -64777.893157 + Penalty 2047.755383 = -62730.137774 nChanged 1 SP:Iteration 18Q (1815.560000 sec): 3 clusters Score: Raw -64780.668165 + Penalty 2047.755383 = -62732.912782 nChanged 1 SP:Iteration 19Q (1815.740000 sec): 3 clusters Score: Raw -64782.717401 + Penalty 2047.755383 = -62734.962017 nChanged 1 SP:Iteration 20F (1815.890000 sec): 3 clusters Score: Raw -64783.572270 + Penalty 2047.755383 = -62735.816887 nChanged 1 SP:Iteration 21Q (1816.120000 sec): 3 clusters Score: Raw -64784.981112 + Penalty 2047.755383 = -62737.225729 nChanged 1 SP:Iteration 22Q (1816.260000 sec): 3 clusters Score: Raw -64786.126557 + Penalty 2047.755383 = -62738.371174 nChanged 1 SP:Iteration 23Q (1816.430000 sec): 3 clusters Score: Raw -64786.826624 + Penalty 2047.755383 = -62739.071240 nChanged 0 SP:Iteration 24F (1816.600000 sec): 3 clusters Score: Raw -64786.826624 + Penalty 2047.755383 = -62739.071240 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1816.780000 sec): 2 clusters Score: Raw -64087.390560 + Penalty 1014.361281 = -63073.029280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.930000 sec): 3 clusters Score: Raw -63978.692756 + Penalty 2028.722561 = -61949.970195 nChanged 127 SP:Iteration 1F (1817.130000 sec): 3 clusters Score: Raw -64134.569926 + Penalty 2028.722561 = -62105.847365 nChanged 26 SP:Iteration 2F (1817.240000 sec): 3 clusters Score: Raw -64186.094353 + Penalty 2028.722561 = -62157.371792 nChanged 21 SP:Iteration 3Q (1817.380000 sec): 3 clusters Score: Raw -64227.930947 + Penalty 2028.722561 = -62199.208386 nChanged 13 SP:Iteration 4Q (1817.580000 sec): 3 clusters Score: Raw -64248.878055 + Penalty 2028.722561 = -62220.155494 nChanged 9 SP:Iteration 5Q (1817.740000 sec): 3 clusters Score: Raw -64261.813412 + Penalty 2028.722561 = -62233.090850 nChanged 3 SP:Iteration 6Q (1817.960000 sec): 3 clusters Score: Raw -64265.439461 + Penalty 2028.722561 = -62236.716900 nChanged 1 SP:Iteration 7Q (1818.130000 sec): 3 clusters Score: Raw -64266.737322 + Penalty 2028.722561 = -62238.014760 nChanged 0 SP:Iteration 8F (1818.340000 sec): 3 clusters Score: Raw -64266.737322 + Penalty 2028.722561 = -62238.014760 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.440000 sec): 2 clusters Score: Raw -46323.043340 + Penalty 969.498845 = -45353.544495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.600000 sec): 3 clusters Score: Raw -46292.386014 + Penalty 1938.997690 = -44353.388324 nChanged 82 SP:Iteration 1F (1818.740000 sec): 3 clusters Score: Raw -46434.797459 + Penalty 1938.997690 = -44495.799768 nChanged 24 SP:Iteration 2F (1818.860000 sec): 3 clusters Score: Raw -46491.649969 + Penalty 1938.997690 = -44552.652278 nChanged 10 SP:Iteration 3Q (1818.980000 sec): 3 clusters Score: Raw -46512.897994 + Penalty 1938.997690 = -44573.900304 nChanged 5 SP:Iteration 4Q (1819.200000 sec): 3 clusters Score: Raw -46524.571239 + Penalty 1938.997690 = -44585.573549 nChanged 3 SP:Iteration 5Q (1819.380000 sec): 3 clusters Score: Raw -46532.123995 + Penalty 1938.997690 = -44593.126305 nChanged 3 SP:Iteration 6Q (1819.520000 sec): 3 clusters Score: Raw -46537.209165 + Penalty 1938.997690 = -44598.211475 nChanged 1 SP:Iteration 7Q (1819.730000 sec): 3 clusters Score: Raw -46537.974819 + Penalty 1938.997690 = -44598.977129 nChanged 0 SP:Iteration 8F (1819.860000 sec): 3 clusters Score: Raw -46537.974819 + Penalty 1938.997690 = -44598.977129 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.920000 sec): 2 clusters Score: Raw -55823.288609 + Penalty 1002.561744 = -54820.726865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1820.080000 sec): 3 clusters Score: Raw -55734.364611 + Penalty 2005.123488 = -53729.241123 nChanged 122 SP:Iteration 1F (1820.300000 sec): 3 clusters Score: Raw -55914.822139 + Penalty 2005.123488 = -53909.698651 nChanged 33 SP:Iteration 2F (1820.460000 sec): 3 clusters Score: Raw -55975.926826 + Penalty 2005.123488 = -53970.803338 nChanged 17 SP:Iteration 3Q (1820.590000 sec): 3 clusters Score: Raw -56007.040792 + Penalty 2005.123488 = -54001.917304 nChanged 6 SP:Iteration 4Q (1820.750000 sec): 3 clusters Score: Raw -56020.646153 + Penalty 2005.123488 = -54015.522665 nChanged 3 SP:Iteration 5Q (1820.880000 sec): 3 clusters Score: Raw -56025.275369 + Penalty 2005.123488 = -54020.151881 nChanged 2 SP:Iteration 6Q (1821.030000 sec): 3 clusters Score: Raw -56029.481283 + Penalty 2005.123488 = -54024.357795 nChanged 2 SP:Iteration 7Q (1821.140000 sec): 3 clusters Score: Raw -56031.859279 + Penalty 2005.123488 = -54026.735791 nChanged 1 SP:Iteration 8Q (1821.270000 sec): 3 clusters Score: Raw -56033.235724 + Penalty 2005.123488 = -54028.112236 nChanged 0 SP:Iteration 9F (1821.430000 sec): 3 clusters Score: Raw -56033.235724 + Penalty 2005.123488 = -54028.112236 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.490000 sec): 2 clusters Score: Raw -78471.817633 + Penalty 1054.495801 = -77417.321832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.670000 sec): 3 clusters Score: Raw -78328.987250 + Penalty 2108.991603 = -76219.995647 nChanged 174 SP:Iteration 1F (1821.840000 sec): 3 clusters Score: Raw -78572.573433 + Penalty 2108.991603 = -76463.581830 nChanged 56 SP:Iteration 2F (1822.010000 sec): 3 clusters Score: Raw -78672.464670 + Penalty 2108.991603 = -76563.473068 nChanged 36 SP:Iteration 3F (1822.190000 sec): 3 clusters Score: Raw -78737.751859 + Penalty 2108.991603 = -76628.760257 nChanged 22 SP:Iteration 4Q (1822.340000 sec): 3 clusters Score: Raw -78790.639487 + Penalty 2108.991603 = -76681.647884 nChanged 16 SP:Iteration 5Q (1822.520000 sec): 3 clusters Score: Raw -78825.242121 + Penalty 2108.991603 = -76716.250518 nChanged 14 SP:Iteration 6Q (1822.660000 sec): 3 clusters Score: Raw -78860.707427 + Penalty 2108.991603 = -76751.715824 nChanged 13 SP:Iteration 7Q (1822.850000 sec): 3 clusters Score: Raw -78909.709177 + Penalty 2108.991603 = -76800.717575 nChanged 13 SP:Iteration 8Q (1823.020000 sec): 3 clusters Score: Raw -78971.167299 + Penalty 2108.991603 = -76862.175696 nChanged 12 SP:Iteration 9Q (1823.170000 sec): 3 clusters Score: Raw -79023.847395 + Penalty 2108.991603 = -76914.855792 nChanged 13 SP:Iteration 10Q (1823.340000 sec): 3 clusters Score: Raw -79117.660341 + Penalty 2108.991603 = -77008.668738 nChanged 14 SP:Iteration 11Q (1823.500000 sec): 3 clusters Score: Raw -79138.534000 + Penalty 2108.991603 = -77029.542398 nChanged 8 SP:Iteration 12Q (1823.670000 sec): 3 clusters Score: Raw -79149.072547 + Penalty 2108.991603 = -77040.080944 nChanged 6 SP:Iteration 13Q (1823.850000 sec): 3 clusters Score: Raw -79157.574169 + Penalty 2108.991603 = -77048.582567 nChanged 4 SP:Iteration 14Q (1824.010000 sec): 3 clusters Score: Raw -79161.957847 + Penalty 2108.991603 = -77052.966244 nChanged 4 SP:Iteration 15Q (1824.140000 sec): 3 clusters Score: Raw -79167.376692 + Penalty 2108.991603 = -77058.385089 nChanged 2 SP:Iteration 16Q (1824.270000 sec): 3 clusters Score: Raw -79171.356190 + Penalty 2108.991603 = -77062.364587 nChanged 1 SP:Iteration 17Q (1824.390000 sec): 3 clusters Score: Raw -79172.454154 + Penalty 2108.991603 = -77063.462552 nChanged 0 SP:Iteration 18F (1824.570000 sec): 3 clusters Score: Raw -79172.454154 + Penalty 2108.991603 = -77063.462552 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.660000 sec): 2 clusters Score: Raw -31893.063794 + Penalty 910.344308 = -30982.719486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.810000 sec): 3 clusters Score: Raw -31929.505814 + Penalty 1820.688617 = -30108.817197 nChanged 47 SP:Iteration 1F (1824.940000 sec): 3 clusters Score: Raw -32063.979923 + Penalty 1820.688617 = -30243.291306 nChanged 12 SP:Iteration 2Q (1825.100000 sec): 3 clusters Score: Raw -32129.103929 + Penalty 1820.688617 = -30308.415313 nChanged 8 SP:Iteration 3Q (1825.260000 sec): 3 clusters Score: Raw -32154.127872 + Penalty 1820.688617 = -30333.439255 nChanged 6 SP:Iteration 4Q (1825.420000 sec): 3 clusters Score: Raw -32167.271922 + Penalty 1820.688617 = -30346.583306 nChanged 3 SP:Iteration 5Q (1825.610000 sec): 3 clusters Score: Raw -32185.707529 + Penalty 1820.688617 = -30365.018913 nChanged 3 SP:Iteration 6Q (1825.740000 sec): 3 clusters Score: Raw -32204.110707 + Penalty 1820.688617 = -30383.422091 nChanged 6 SP:Iteration 7Q (1825.910000 sec): 3 clusters Score: Raw -32277.883651 + Penalty 1820.688617 = -30457.195035 nChanged 4 SP:Iteration 8Q (1826.040000 sec): 3 clusters Score: Raw -32328.329056 + Penalty 1820.688617 = -30507.640439 nChanged 7 SP:Iteration 9Q (1826.200000 sec): 3 clusters Score: Raw -32367.893567 + Penalty 1820.688617 = -30547.204951 nChanged 3 SP:Iteration 10Q (1826.380000 sec): 3 clusters Score: Raw -32376.194577 + Penalty 1820.688617 = -30555.505961 nChanged 4 SP:Iteration 11Q (1826.600000 sec): 3 clusters Score: Raw -32391.415604 + Penalty 1820.688617 = -30570.726987 nChanged 2 SP:Iteration 12Q (1826.840000 sec): 3 clusters Score: Raw -32397.825526 + Penalty 1820.688617 = -30577.136909 nChanged 4 SP:Iteration 13Q (1827.020000 sec): 3 clusters Score: Raw -32415.817155 + Penalty 1820.688617 = -30595.128538 nChanged 2 SP:Iteration 14Q (1827.200000 sec): 3 clusters Score: Raw -32424.094518 + Penalty 1820.688617 = -30603.405901 nChanged 2 SP:Iteration 15Q (1827.400000 sec): 3 clusters Score: Raw -32433.985089 + Penalty 1820.688617 = -30613.296472 nChanged 3 SP:Iteration 16Q (1827.600000 sec): 3 clusters Score: Raw -32442.634575 + Penalty 1820.688617 = -30621.945959 nChanged 1 SP:Iteration 17Q (1827.740000 sec): 3 clusters Score: Raw -32446.311395 + Penalty 1820.688617 = -30625.622778 nChanged 1 SP:Iteration 18Q (1827.930000 sec): 3 clusters Score: Raw -32447.921199 + Penalty 1820.688617 = -30627.232582 nChanged 0 SP:Iteration 19F (1828.140000 sec): 3 clusters Score: Raw -32447.921199 + Penalty 1820.688617 = -30627.232582 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.250000 sec): 2 clusters Score: Raw -20238.187066 + Penalty 843.855488 = -19394.331578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.410000 sec): 3 clusters Score: Raw -20351.382184 + Penalty 1687.710977 = -18663.671208 nChanged 17 SP:Iteration 1F (1828.670000 sec): 3 clusters Score: Raw -20412.473228 + Penalty 1687.710977 = -18724.762252 nChanged 7 SP:Iteration 2Q (1828.780000 sec): 3 clusters Score: Raw -20449.138881 + Penalty 1687.710977 = -18761.427905 nChanged 1 SP:Iteration 3Q (1828.920000 sec): 3 clusters Score: Raw -20454.031648 + Penalty 1687.710977 = -18766.320672 nChanged 0 SP:Iteration 4F (1829.190000 sec): 3 clusters Score: Raw -20454.031648 + Penalty 1687.710977 = -18766.320672 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.310000 sec): 2 clusters Score: Raw -155521.331528 + Penalty 1171.757999 = -154349.573529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.480000 sec): 3 clusters Score: Raw -155083.531458 + Penalty 2343.515997 = -152740.015461 nChanged 446 SP:Iteration 1F (1829.690000 sec): 3 clusters Score: Raw -155528.135631 + Penalty 2343.515997 = -153184.619633 nChanged 127 SP:Iteration 2F (1829.880000 sec): 3 clusters Score: Raw -155731.582795 + Penalty 2343.515997 = -153388.066797 nChanged 75 SP:Iteration 3F (1830.070000 sec): 3 clusters Score: Raw -155818.400433 + Penalty 2343.515997 = -153474.884435 nChanged 61 SP:Iteration 4Q (1830.340000 sec): 3 clusters Score: Raw -155877.665094 + Penalty 2343.515997 = -153534.149097 nChanged 33 SP:Iteration 5Q (1830.470000 sec): 3 clusters Score: Raw -155905.109376 + Penalty 2343.515997 = -153561.593379 nChanged 28 SP:Iteration 6Q (1830.640000 sec): 3 clusters Score: Raw -155927.232211 + Penalty 2343.515997 = -153583.716214 nChanged 21 SP:Iteration 7Q (1830.830000 sec): 3 clusters Score: Raw -155945.988645 + Penalty 2343.515997 = -153602.472647 nChanged 19 SP:Iteration 8Q (1830.990000 sec): 3 clusters Score: Raw -155965.919752 + Penalty 2343.515997 = -153622.403754 nChanged 23 SP:Iteration 9Q (1831.130000 sec): 3 clusters Score: Raw -155987.998493 + Penalty 2343.515997 = -153644.482496 nChanged 14 SP:Iteration 10Q (1831.370000 sec): 3 clusters Score: Raw -156004.630714 + Penalty 2343.515997 = -153661.114717 nChanged 20 SP:Iteration 11Q (1831.540000 sec): 3 clusters Score: Raw -156020.102204 + Penalty 2343.515997 = -153676.586206 nChanged 14 SP:Iteration 12Q (1831.770000 sec): 3 clusters Score: Raw -156041.429664 + Penalty 2343.515997 = -153697.913667 nChanged 23 SP:Iteration 13Q (1831.940000 sec): 3 clusters Score: Raw -156071.577231 + Penalty 2343.515997 = -153728.061233 nChanged 21 SP:Iteration 14Q (1832.150000 sec): 3 clusters Score: Raw -156099.130022 + Penalty 2343.515997 = -153755.614024 nChanged 16 SP:Iteration 15Q (1832.330000 sec): 3 clusters Score: Raw -156112.325441 + Penalty 2343.515997 = -153768.809444 nChanged 11 SP:Iteration 16Q (1832.510000 sec): 3 clusters Score: Raw -156117.429741 + Penalty 2343.515997 = -153773.913744 nChanged 6 SP:Iteration 17Q (1832.690000 sec): 3 clusters Score: Raw -156120.596939 + Penalty 2343.515997 = -153777.080942 nChanged 4 SP:Iteration 18Q (1832.900000 sec): 3 clusters Score: Raw -156122.718248 + Penalty 2343.515997 = -153779.202251 nChanged 3 SP:Iteration 19Q (1833.040000 sec): 3 clusters Score: Raw -156125.527352 + Penalty 2343.515997 = -153782.011355 nChanged 2 SP:Iteration 20F (1833.180000 sec): 3 clusters Score: Raw -156126.217128 + Penalty 2343.515997 = -153782.701131 nChanged 2 SP:Iteration 21Q (1833.350000 sec): 3 clusters Score: Raw -156127.712914 + Penalty 2343.515997 = -153784.196917 nChanged 2 SP:Iteration 22Q (1833.520000 sec): 3 clusters Score: Raw -156129.183050 + Penalty 2343.515997 = -153785.667053 nChanged 2 SP:Iteration 23Q (1833.750000 sec): 3 clusters Score: Raw -156130.768549 + Penalty 2343.515997 = -153787.252551 nChanged 2 SP:Iteration 24Q (1833.870000 sec): 3 clusters Score: Raw -156131.450823 + Penalty 2343.515997 = -153787.934826 nChanged 1 SP:Iteration 25Q (1834.030000 sec): 3 clusters Score: Raw -156132.038313 + Penalty 2343.515997 = -153788.522316 nChanged 1 SP:Iteration 26Q (1834.230000 sec): 3 clusters Score: Raw -156132.397457 + Penalty 2343.515997 = -153788.881460 nChanged 1 SP:Iteration 27Q (1834.410000 sec): 3 clusters Score: Raw -156132.881283 + Penalty 2343.515997 = -153789.365285 nChanged 1 SP:Iteration 28Q (1834.610000 sec): 3 clusters Score: Raw -156133.325964 + Penalty 2343.515997 = -153789.809967 nChanged 0 SP:Iteration 29F (1834.760000 sec): 3 clusters Score: Raw -156133.325964 + Penalty 2343.515997 = -153789.809967 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1834.860000 sec): 2 clusters Score: Raw -106939.613146 + Penalty 1107.719581 = -105831.893565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.030000 sec): 3 clusters Score: Raw -106674.133192 + Penalty 2215.439161 = -104458.694031 nChanged 253 SP:Iteration 1F (1835.200000 sec): 3 clusters Score: Raw -106938.110956 + Penalty 2215.439161 = -104722.671795 nChanged 63 SP:Iteration 2F (1835.400000 sec): 3 clusters Score: Raw -107012.720610 + Penalty 2215.439161 = -104797.281449 nChanged 42 SP:Iteration 3Q (1835.570000 sec): 3 clusters Score: Raw -107051.009035 + Penalty 2215.439161 = -104835.569873 nChanged 18 SP:Iteration 4Q (1835.780000 sec): 3 clusters Score: Raw -107076.733213 + Penalty 2215.439161 = -104861.294052 nChanged 19 SP:Iteration 5Q (1835.950000 sec): 3 clusters Score: Raw -107102.232747 + Penalty 2215.439161 = -104886.793586 nChanged 14 SP:Iteration 6Q (1836.040000 sec): 3 clusters Score: Raw -107116.605546 + Penalty 2215.439161 = -104901.166385 nChanged 12 SP:Iteration 7Q (1836.210000 sec): 3 clusters Score: Raw -107123.677559 + Penalty 2215.439161 = -104908.238398 nChanged 4 SP:Iteration 8Q (1836.370000 sec): 3 clusters Score: Raw -107126.758308 + Penalty 2215.439161 = -104911.319147 nChanged 2 SP:Iteration 9Q (1836.530000 sec): 3 clusters Score: Raw -107130.269552 + Penalty 2215.439161 = -104914.830391 nChanged 3 SP:Iteration 10Q (1836.690000 sec): 3 clusters Score: Raw -107132.689344 + Penalty 2215.439161 = -104917.250182 nChanged 1 SP:Iteration 11Q (1836.870000 sec): 3 clusters Score: Raw -107132.942113 + Penalty 2215.439161 = -104917.502951 nChanged 0 SP:Iteration 12F (1837.080000 sec): 3 clusters Score: Raw -107132.942113 + Penalty 2215.439161 = -104917.502951 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.160000 sec): 2 clusters Score: Raw -26170.102660 + Penalty 884.392878 = -25285.709782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.370000 sec): 3 clusters Score: Raw -26299.046851 + Penalty 1768.785756 = -24530.261095 nChanged 33 SP:Iteration 1F (1837.560000 sec): 3 clusters Score: Raw -26391.692966 + Penalty 1768.785756 = -24622.907210 nChanged 9 SP:Iteration 2Q (1837.720000 sec): 3 clusters Score: Raw -26420.379595 + Penalty 1768.785756 = -24651.593839 nChanged 5 SP:Iteration 3Q (1837.880000 sec): 3 clusters Score: Raw -26441.535002 + Penalty 1768.785756 = -24672.749246 nChanged 2 SP:Iteration 4Q (1838.100000 sec): 3 clusters Score: Raw -26449.236854 + Penalty 1768.785756 = -24680.451099 nChanged 1 SP:Iteration 5Q (1838.270000 sec): 3 clusters Score: Raw -26454.723759 + Penalty 1768.785756 = -24685.938003 nChanged 1 SP:Iteration 6Q (1838.480000 sec): 3 clusters Score: Raw -26456.347721 + Penalty 1768.785756 = -24687.561965 nChanged 0 SP:Iteration 7F (1838.650000 sec): 3 clusters Score: Raw -26456.347721 + Penalty 1768.785756 = -24687.561965 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.740000 sec): 2 clusters Score: Raw -108426.083112 + Penalty 1108.960721 = -107317.122390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.970000 sec): 3 clusters Score: Raw -108146.475445 + Penalty 2217.921443 = -105928.554002 nChanged 258 SP:Iteration 1F (1839.140000 sec): 3 clusters Score: Raw -108402.346676 + Penalty 2217.921443 = -106184.425234 nChanged 89 SP:Iteration 2F (1839.390000 sec): 3 clusters Score: Raw -108547.734830 + Penalty 2217.921443 = -106329.813387 nChanged 53 SP:Iteration 3F (1839.520000 sec): 3 clusters Score: Raw -108671.165128 + Penalty 2217.921443 = -106453.243685 nChanged 42 SP:Iteration 4Q (1839.710000 sec): 3 clusters Score: Raw -108766.949477 + Penalty 2217.921443 = -106549.028035 nChanged 45 SP:Iteration 5Q (1839.900000 sec): 3 clusters Score: Raw -108864.324096 + Penalty 2217.921443 = -106646.402653 nChanged 36 SP:Iteration 6Q (1840.060000 sec): 3 clusters Score: Raw -108929.534697 + Penalty 2217.921443 = -106711.613255 nChanged 28 SP:Iteration 7Q (1840.240000 sec): 3 clusters Score: Raw -108975.491836 + Penalty 2217.921443 = -106757.570393 nChanged 16 SP:Iteration 8Q (1840.470000 sec): 3 clusters Score: Raw -108997.400002 + Penalty 2217.921443 = -106779.478559 nChanged 17 SP:Iteration 9Q (1840.690000 sec): 3 clusters Score: Raw -109022.120840 + Penalty 2217.921443 = -106804.199397 nChanged 14 SP:Iteration 10Q (1840.830000 sec): 3 clusters Score: Raw -109042.050324 + Penalty 2217.921443 = -106824.128881 nChanged 14 SP:Iteration 11Q (1841.020000 sec): 3 clusters Score: Raw -109061.918146 + Penalty 2217.921443 = -106843.996703 nChanged 9 SP:Iteration 12Q (1841.200000 sec): 3 clusters Score: Raw -109068.024185 + Penalty 2217.921443 = -106850.102742 nChanged 3 SP:Iteration 13Q (1841.410000 sec): 3 clusters Score: Raw -109072.380033 + Penalty 2217.921443 = -106854.458591 nChanged 4 SP:Iteration 14Q (1841.640000 sec): 3 clusters Score: Raw -109076.542116 + Penalty 2217.921443 = -106858.620673 nChanged 1 SP:Iteration 15Q (1841.810000 sec): 3 clusters Score: Raw -109080.158950 + Penalty 2217.921443 = -106862.237507 nChanged 2 SP:Iteration 16Q (1842.020000 sec): 3 clusters Score: Raw -109082.196347 + Penalty 2217.921443 = -106864.274904 nChanged 1 SP:Iteration 17Q (1842.210000 sec): 3 clusters Score: Raw -109083.575648 + Penalty 2217.921443 = -106865.654205 nChanged 2 SP:Iteration 18Q (1842.390000 sec): 3 clusters Score: Raw -109084.936177 + Penalty 2217.921443 = -106867.014735 nChanged 1 SP:Iteration 19Q (1842.560000 sec): 3 clusters Score: Raw -109085.648920 + Penalty 2217.921443 = -106867.727477 nChanged 1 SP:Iteration 20F (1842.720000 sec): 3 clusters Score: Raw -109086.703037 + Penalty 2217.921443 = -106868.781594 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1842.810000 sec): 2 clusters Score: Raw -41776.302852 + Penalty 951.914138 = -40824.388715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1843.010000 sec): 3 clusters Score: Raw -41780.132505 + Penalty 1903.828275 = -39876.304230 nChanged 54 SP:Iteration 1F (1843.190000 sec): 3 clusters Score: Raw -41879.822428 + Penalty 1903.828275 = -39975.994153 nChanged 8 SP:Iteration 2Q (1843.400000 sec): 3 clusters Score: Raw -41898.582774 + Penalty 1903.828275 = -39994.754498 nChanged 7 SP:Iteration 3Q (1843.580000 sec): 3 clusters Score: Raw -41910.568506 + Penalty 1903.828275 = -40006.740231 nChanged 2 SP:Iteration 4Q (1843.750000 sec): 3 clusters Score: Raw -41914.064980 + Penalty 1903.828275 = -40010.236705 nChanged 1 SP:Iteration 5Q (1843.910000 sec): 3 clusters Score: Raw -41916.097628 + Penalty 1903.828275 = -40012.269353 nChanged 0 SP:Iteration 6F (1844.150000 sec): 3 clusters Score: Raw -41916.097628 + Penalty 1903.828275 = -40012.269353 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.270000 sec): 2 clusters Score: Raw -251169.936788 + Penalty 1239.317659 = -249930.619129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.430000 sec): 3 clusters Score: Raw -250231.142143 + Penalty 2478.635317 = -247752.506826 nChanged 732 SP:Iteration 1F (1844.610000 sec): 3 clusters Score: Raw -250686.687365 + Penalty 2478.635317 = -248208.052048 nChanged 157 SP:Iteration 2F (1844.790000 sec): 3 clusters Score: Raw -250785.541462 + Penalty 2478.635317 = -248306.906145 nChanged 99 SP:Iteration 3Q (1844.990000 sec): 3 clusters Score: Raw -250854.808800 + Penalty 2478.635317 = -248376.173483 nChanged 77 SP:Iteration 4Q (1845.130000 sec): 3 clusters Score: Raw -250900.877864 + Penalty 2478.635317 = -248422.242547 nChanged 55 SP:Iteration 5Q (1845.310000 sec): 3 clusters Score: Raw -250938.424967 + Penalty 2478.635317 = -248459.789650 nChanged 41 SP:Iteration 6Q (1845.520000 sec): 3 clusters Score: Raw -250961.620926 + Penalty 2478.635317 = -248482.985609 nChanged 35 SP:Iteration 7Q (1845.720000 sec): 3 clusters Score: Raw -250976.916692 + Penalty 2478.635317 = -248498.281375 nChanged 25 SP:Iteration 8Q (1845.900000 sec): 3 clusters Score: Raw -250989.643505 + Penalty 2478.635317 = -248511.008188 nChanged 21 SP:Iteration 9Q (1846.100000 sec): 3 clusters Score: Raw -251001.050334 + Penalty 2478.635317 = -248522.415017 nChanged 23 SP:Iteration 10Q (1846.290000 sec): 3 clusters Score: Raw -251012.531640 + Penalty 2478.635317 = -248533.896323 nChanged 18 SP:Iteration 11Q (1846.450000 sec): 3 clusters Score: Raw -251022.810636 + Penalty 2478.635317 = -248544.175319 nChanged 18 SP:Iteration 12Q (1846.580000 sec): 3 clusters Score: Raw -251032.893977 + Penalty 2478.635317 = -248554.258660 nChanged 17 SP:Iteration 13Q (1846.720000 sec): 3 clusters Score: Raw -251039.531552 + Penalty 2478.635317 = -248560.896235 nChanged 10 SP:Iteration 14Q (1846.910000 sec): 3 clusters Score: Raw -251041.837797 + Penalty 2478.635317 = -248563.202480 nChanged 5 SP:Iteration 15Q (1847.070000 sec): 3 clusters Score: Raw -251043.513599 + Penalty 2478.635317 = -248564.878282 nChanged 5 SP:Iteration 16Q (1847.270000 sec): 3 clusters Score: Raw -251046.329766 + Penalty 2478.635317 = -248567.694449 nChanged 5 SP:Iteration 17Q (1847.490000 sec): 3 clusters Score: Raw -251047.917900 + Penalty 2478.635317 = -248569.282583 nChanged 3 SP:Iteration 18Q (1847.650000 sec): 3 clusters Score: Raw -251049.570980 + Penalty 2478.635317 = -248570.935663 nChanged 2 SP:Iteration 19Q (1847.910000 sec): 3 clusters Score: Raw -251050.926612 + Penalty 2478.635317 = -248572.291295 nChanged 3 SP:Iteration 20F (1848.080000 sec): 3 clusters Score: Raw -251051.750700 + Penalty 2478.635317 = -248573.115383 nChanged 2 SP:Iteration 21Q (1848.260000 sec): 3 clusters Score: Raw -251052.180517 + Penalty 2478.635317 = -248573.545200 nChanged 3 SP:Iteration 22Q (1848.430000 sec): 3 clusters Score: Raw -251053.812737 + Penalty 2478.635317 = -248575.177420 nChanged 3 SP:Iteration 23Q (1848.650000 sec): 3 clusters Score: Raw -251055.345241 + Penalty 2478.635317 = -248576.709924 nChanged 4 SP:Iteration 24Q (1848.870000 sec): 3 clusters Score: Raw -251056.824388 + Penalty 2478.635317 = -248578.189071 nChanged 2 SP:Iteration 25Q (1849.060000 sec): 3 clusters Score: Raw -251058.058150 + Penalty 2478.635317 = -248579.422833 nChanged 1 SP:Iteration 26Q (1849.250000 sec): 3 clusters Score: Raw -251058.438965 + Penalty 2478.635317 = -248579.803648 nChanged 1 SP:Iteration 27Q (1849.400000 sec): 3 clusters Score: Raw -251059.032765 + Penalty 2478.635317 = -248580.397448 nChanged 1 SP:Iteration 28Q (1849.630000 sec): 3 clusters Score: Raw -251059.486263 + Penalty 2478.635317 = -248580.850946 nChanged 1 SP:Iteration 29Q (1849.850000 sec): 3 clusters Score: Raw -251059.797045 + Penalty 2478.635317 = -248581.161728 nChanged 3 SP:Iteration 30Q (1850.040000 sec): 3 clusters Score: Raw -251060.431198 + Penalty 2478.635317 = -248581.795881 nChanged 1 SP:Iteration 31Q (1850.160000 sec): 3 clusters Score: Raw -251060.719088 + Penalty 2478.635317 = -248582.083771 nChanged 0 SP:Iteration 32F (1850.350000 sec): 3 clusters Score: Raw -251060.719088 + Penalty 2478.635317 = -248582.083771 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.430000 sec): 2 clusters Score: Raw -63047.423701 + Penalty 1017.802218 = -62029.621484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1850.620000 sec): 3 clusters Score: Raw -62955.520692 + Penalty 2035.604435 = -60919.916257 nChanged 125 SP:Iteration 1F (1850.830000 sec): 3 clusters Score: Raw -63126.797239 + Penalty 2035.604435 = -61091.192804 nChanged 30 SP:Iteration 2F (1851.060000 sec): 3 clusters Score: Raw -63187.945365 + Penalty 2035.604435 = -61152.340930 nChanged 16 SP:Iteration 3Q (1851.250000 sec): 3 clusters Score: Raw -63213.452611 + Penalty 2035.604435 = -61177.848176 nChanged 9 SP:Iteration 4Q (1851.400000 sec): 3 clusters Score: Raw -63236.159129 + Penalty 2035.604435 = -61200.554694 nChanged 7 SP:Iteration 5Q (1851.590000 sec): 3 clusters Score: Raw -63252.145640 + Penalty 2035.604435 = -61216.541204 nChanged 6 SP:Iteration 6Q (1851.840000 sec): 3 clusters Score: Raw -63258.140437 + Penalty 2035.604435 = -61222.536001 nChanged 1 SP:Iteration 7Q (1852.000000 sec): 3 clusters Score: Raw -63259.436920 + Penalty 2035.604435 = -61223.832485 nChanged 1 SP:Iteration 8Q (1852.210000 sec): 3 clusters Score: Raw -63259.981978 + Penalty 2035.604435 = -61224.377543 nChanged 1 SP:Iteration 9Q (1852.400000 sec): 3 clusters Score: Raw -63260.588335 + Penalty 2035.604435 = -61224.983899 nChanged 2 SP:Iteration 10Q (1852.610000 sec): 3 clusters Score: Raw -63262.928325 + Penalty 2035.604435 = -61227.323890 nChanged 2 SP:Iteration 11Q (1852.810000 sec): 3 clusters Score: Raw -63265.907851 + Penalty 2035.604435 = -61230.303416 nChanged 1 SP:Iteration 12Q (1852.990000 sec): 3 clusters Score: Raw -63266.498778 + Penalty 2035.604435 = -61230.894343 nChanged 0 SP:Iteration 13F (1853.120000 sec): 3 clusters Score: Raw -63266.498778 + Penalty 2035.604435 = -61230.894343 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1853.280000 sec): 2 clusters Score: Raw -1351887.052365 + Penalty 1503.443833 = -1350383.608533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1853.580000 sec): 3 clusters Score: Raw -1345963.102822 + Penalty 3006.887665 = -1342956.215157 nChanged 4536 SP:Iteration 1F (1853.780000 sec): 3 clusters Score: Raw -1348372.442210 + Penalty 3006.887665 = -1345365.554545 nChanged 562 SP:Iteration 2F (1853.970000 sec): 3 clusters Score: Raw -1348592.247254 + Penalty 3006.887665 = -1345585.359588 nChanged 427 SP:Iteration 3Q (1854.210000 sec): 3 clusters Score: Raw -1348748.131465 + Penalty 3006.887665 = -1345741.243799 nChanged 400 SP:Iteration 4Q (1854.420000 sec): 3 clusters Score: Raw -1348872.325423 + Penalty 3006.887665 = -1345865.437757 nChanged 326 SP:Iteration 5Q (1854.660000 sec): 3 clusters Score: Raw -1348967.863456 + Penalty 3006.887665 = -1345960.975791 nChanged 278 SP:Iteration 6Q (1854.950000 sec): 3 clusters Score: Raw -1349048.396267 + Penalty 3006.887665 = -1346041.508602 nChanged 246 SP:Iteration 7Q (1855.150000 sec): 3 clusters Score: Raw -1349117.298026 + Penalty 3006.887665 = -1346110.410361 nChanged 202 SP:Iteration 8Q (1855.340000 sec): 3 clusters Score: Raw -1349168.190709 + Penalty 3006.887665 = -1346161.303044 nChanged 191 SP:Iteration 9Q (1855.530000 sec): 3 clusters Score: Raw -1349218.322667 + Penalty 3006.887665 = -1346211.435002 nChanged 196 SP:Iteration 10Q (1855.740000 sec): 3 clusters Score: Raw -1349273.009599 + Penalty 3006.887665 = -1346266.121933 nChanged 214 SP:Iteration 11Q (1855.950000 sec): 3 clusters Score: Raw -1349343.397503 + Penalty 3006.887665 = -1346336.509838 nChanged 227 SP:Iteration 12Q (1856.210000 sec): 3 clusters Score: Raw -1349413.642932 + Penalty 3006.887665 = -1346406.755267 nChanged 224 SP:Iteration 13Q (1856.430000 sec): 3 clusters Score: Raw -1349493.146186 + Penalty 3006.887665 = -1346486.258521 nChanged 259 SP:Iteration 14Q (1856.680000 sec): 3 clusters Score: Raw -1349614.339059 + Penalty 3006.887665 = -1346607.451394 nChanged 332 SP:Iteration 15Q (1856.990000 sec): 3 clusters Score: Raw -1349798.699915 + Penalty 3006.887665 = -1346791.812250 nChanged 364 SP:Iteration 16Q (1857.210000 sec): 3 clusters Score: Raw -1350022.501831 + Penalty 3006.887665 = -1347015.614166 nChanged 339 SP:Iteration 17Q (1857.490000 sec): 3 clusters Score: Raw -1350224.624800 + Penalty 3006.887665 = -1347217.737134 nChanged 299 SP:Iteration 18Q (1857.760000 sec): 3 clusters Score: Raw -1350412.158415 + Penalty 3006.887665 = -1347405.270749 nChanged 317 SP:Iteration 19Q (1858.020000 sec): 3 clusters Score: Raw -1350624.270354 + Penalty 3006.887665 = -1347617.382689 nChanged 295 SP:Iteration 20F (1858.250000 sec): 3 clusters Score: Raw -1350798.179260 + Penalty 3006.887665 = -1347791.291595 nChanged 255 SP:Iteration 21Q (1858.540000 sec): 3 clusters Score: Raw -1350949.361541 + Penalty 3006.887665 = -1347942.473876 nChanged 234 SP:Iteration 22Q (1858.750000 sec): 3 clusters Score: Raw -1351080.972200 + Penalty 3006.887665 = -1348074.084535 nChanged 210 SP:Iteration 23Q (1858.970000 sec): 3 clusters Score: Raw -1351209.594806 + Penalty 3006.887665 = -1348202.707141 nChanged 170 SP:Iteration 24Q (1859.140000 sec): 3 clusters Score: Raw -1351312.183831 + Penalty 3006.887665 = -1348305.296166 nChanged 162 SP:Iteration 25Q (1859.400000 sec): 3 clusters Score: Raw -1351409.271477 + Penalty 3006.887665 = -1348402.383812 nChanged 160 SP:Iteration 26Q (1859.670000 sec): 3 clusters Score: Raw -1351500.269508 + Penalty 3006.887665 = -1348493.381843 nChanged 142 SP:Iteration 27Q (1859.880000 sec): 3 clusters Score: Raw -1351587.751400 + Penalty 3006.887665 = -1348580.863735 nChanged 113 SP:Iteration 28Q (1860.080000 sec): 3 clusters Score: Raw -1351657.493756 + Penalty 3006.887665 = -1348650.606091 nChanged 117 SP:Iteration 29Q (1860.340000 sec): 3 clusters Score: Raw -1351727.835771 + Penalty 3006.887665 = -1348720.948106 nChanged 92 SP:Iteration 30Q (1860.490000 sec): 3 clusters Score: Raw -1351777.610263 + Penalty 3006.887665 = -1348770.722597 nChanged 78 SP:Iteration 31Q (1860.740000 sec): 3 clusters Score: Raw -1351823.837503 + Penalty 3006.887665 = -1348816.949838 nChanged 65 SP:Iteration 32Q (1860.920000 sec): 3 clusters Score: Raw -1351864.984704 + Penalty 3006.887665 = -1348858.097039 nChanged 52 SP:Iteration 33Q (1861.170000 sec): 3 clusters Score: Raw -1351898.791002 + Penalty 3006.887665 = -1348891.903337 nChanged 46 SP:Iteration 34Q (1861.340000 sec): 3 clusters Score: Raw -1351926.404485 + Penalty 3006.887665 = -1348919.516819 nChanged 35 SP:Iteration 35Q (1861.580000 sec): 3 clusters Score: Raw -1351950.029338 + Penalty 3006.887665 = -1348943.141673 nChanged 29 SP:Iteration 36Q (1861.800000 sec): 3 clusters Score: Raw -1351968.287823 + Penalty 3006.887665 = -1348961.400158 nChanged 17 SP:Iteration 37Q (1861.950000 sec): 3 clusters Score: Raw -1351980.615933 + Penalty 3006.887665 = -1348973.728268 nChanged 16 SP:Iteration 38Q (1862.120000 sec): 3 clusters Score: Raw -1351988.948142 + Penalty 3006.887665 = -1348982.060477 nChanged 9 SP:Iteration 39Q (1862.320000 sec): 3 clusters Score: Raw -1351992.277030 + Penalty 3006.887665 = -1348985.389364 nChanged 2 SP:Iteration 40F (1862.520000 sec): 3 clusters Score: Raw -1351993.020606 + Penalty 3006.887665 = -1348986.132941 nChanged 2 SP:Iteration 41Q (1862.760000 sec): 3 clusters Score: Raw -1351993.990180 + Penalty 3006.887665 = -1348987.102515 nChanged 4 SP:Iteration 42Q (1862.970000 sec): 3 clusters Score: Raw -1351995.463391 + Penalty 3006.887665 = -1348988.575726 nChanged 3 SP:Iteration 43Q (1863.190000 sec): 3 clusters Score: Raw -1351996.744191 + Penalty 3006.887665 = -1348989.856525 nChanged 3 SP:Iteration 44Q (1863.420000 sec): 3 clusters Score: Raw -1351997.916667 + Penalty 3006.887665 = -1348991.029002 nChanged 2 SP:Iteration 45Q (1863.610000 sec): 3 clusters Score: Raw -1351998.704285 + Penalty 3006.887665 = -1348991.816620 nChanged 1 SP:Iteration 46Q (1863.870000 sec): 3 clusters Score: Raw -1351999.312211 + Penalty 3006.887665 = -1348992.424546 nChanged 4 SP:Iteration 47Q (1864.140000 sec): 3 clusters Score: Raw -1352001.545649 + Penalty 3006.887665 = -1348994.657984 nChanged 2 SP:Iteration 48Q (1864.380000 sec): 3 clusters Score: Raw -1352002.368164 + Penalty 3006.887665 = -1348995.480499 nChanged 3 SP:Iteration 49Q (1864.630000 sec): 3 clusters Score: Raw -1352003.976827 + Penalty 3006.887665 = -1348997.089162 nChanged 1 SP:Iteration 50Q (1864.830000 sec): 3 clusters Score: Raw -1352004.452168 + Penalty 3006.887665 = -1348997.564503 nChanged 1 SP:Iteration 51Q (1865.060000 sec): 3 clusters Score: Raw -1352004.931571 + Penalty 3006.887665 = -1348998.043906 nChanged 1 SP:Iteration 52Q (1865.320000 sec): 3 clusters Score: Raw -1352005.083079 + Penalty 3006.887665 = -1348998.195414 nChanged 1 SP:Iteration 53Q (1865.530000 sec): 3 clusters Score: Raw -1352005.904917 + Penalty 3006.887665 = -1348999.017251 nChanged 1 SP:Iteration 54Q (1865.760000 sec): 3 clusters Score: Raw -1352006.246153 + Penalty 3006.887665 = -1348999.358488 nChanged 1 SP:Iteration 55Q (1866.050000 sec): 3 clusters Score: Raw -1352006.767957 + Penalty 3006.887665 = -1348999.880292 nChanged 3 SP:Iteration 56Q (1866.280000 sec): 3 clusters Score: Raw -1352008.401244 + Penalty 3006.887665 = -1349001.513579 nChanged 2 SP:Iteration 57Q (1866.540000 sec): 3 clusters Score: Raw -1352010.543962 + Penalty 3006.887665 = -1349003.656297 nChanged 3 SP:Iteration 58Q (1866.720000 sec): 3 clusters Score: Raw -1352012.977449 + Penalty 3006.887665 = -1349006.089784 nChanged 6 SP:Iteration 59Q (1866.980000 sec): 3 clusters Score: Raw -1352016.948549 + Penalty 3006.887665 = -1349010.060884 nChanged 3 SP:Iteration 60F (1867.210000 sec): 3 clusters Score: Raw -1352018.662810 + Penalty 3006.887665 = -1349011.775145 nChanged 1 SP:Iteration 61Q (1867.420000 sec): 3 clusters Score: Raw -1352019.260936 + Penalty 3006.887665 = -1349012.373271 nChanged 3 SP:Iteration 62Q (1867.640000 sec): 3 clusters Score: Raw -1352020.991465 + Penalty 3006.887665 = -1349014.103800 nChanged 1 SP:Iteration 63Q (1867.880000 sec): 3 clusters Score: Raw -1352021.586103 + Penalty 3006.887665 = -1349014.698438 nChanged 3 SP:Iteration 64Q (1868.140000 sec): 3 clusters Score: Raw -1352023.051328 + Penalty 3006.887665 = -1349016.163663 nChanged 0 SP:Iteration 65F (1868.400000 sec): 3 clusters Score: Raw -1352023.051328 + Penalty 3006.887665 = -1349016.163663 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.510000 sec): 2 clusters Score: Raw -26626.783573 + Penalty 899.816818 = -25726.966754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.710000 sec): 3 clusters Score: Raw -26757.262448 + Penalty 1799.633637 = -24957.628811 nChanged 49 SP:Iteration 1F (1868.900000 sec): 3 clusters Score: Raw -26872.427586 + Penalty 1799.633637 = -25072.793950 nChanged 15 SP:Iteration 2F (1869.060000 sec): 3 clusters Score: Raw -26918.268299 + Penalty 1799.633637 = -25118.634662 nChanged 11 SP:Iteration 3Q (1869.260000 sec): 3 clusters Score: Raw -26982.514137 + Penalty 1799.633637 = -25182.880500 nChanged 7 SP:Iteration 4Q (1869.430000 sec): 3 clusters Score: Raw -27028.448902 + Penalty 1799.633637 = -25228.815265 nChanged 4 SP:Iteration 5Q (1869.630000 sec): 3 clusters Score: Raw -27042.669613 + Penalty 1799.633637 = -25243.035977 nChanged 2 SP:Iteration 6Q (1869.860000 sec): 3 clusters Score: Raw -27048.075120 + Penalty 1799.633637 = -25248.441483 nChanged 2 SP:Iteration 7Q (1870.080000 sec): 3 clusters Score: Raw -27057.553743 + Penalty 1799.633637 = -25257.920106 nChanged 1 SP:Iteration 8Q (1870.260000 sec): 3 clusters Score: Raw -27060.122426 + Penalty 1799.633637 = -25260.488789 nChanged 0 SP:Iteration 9F (1870.440000 sec): 3 clusters Score: Raw -27060.122426 + Penalty 1799.633637 = -25260.488789 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (9101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.580000 sec): 2 clusters Score: Raw -1097376.565047 + Penalty 1481.372681 = -1095895.192366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.780000 sec): 3 clusters Score: Raw -1092331.212333 + Penalty 2962.745362 = -1089368.466970 nChanged 3897 SP:Iteration 1F (1871.020000 sec): 3 clusters Score: Raw -1094487.381947 + Penalty 2962.745362 = -1091524.636585 nChanged 603 SP:Iteration 2F (1871.260000 sec): 3 clusters Score: Raw -1094823.220230 + Penalty 2962.745362 = -1091860.474867 nChanged 560 SP:Iteration 3F (1871.520000 sec): 3 clusters Score: Raw -1095184.669532 + Penalty 2962.745362 = -1092221.924169 nChanged 560 SP:Iteration 4F (1871.720000 sec): 3 clusters Score: Raw -1095568.129527 + Penalty 2962.745362 = -1092605.384165 nChanged 550 SP:Iteration 5F (1871.960000 sec): 3 clusters Score: Raw -1095964.272611 + Penalty 2962.745362 = -1093001.527249 nChanged 498 SP:Iteration 6F (1872.200000 sec): 3 clusters Score: Raw -1096300.865533 + Penalty 2962.745362 = -1093338.120170 nChanged 404 SP:Iteration 7Q (1872.490000 sec): 3 clusters Score: Raw -1096572.975312 + Penalty 2962.745362 = -1093610.229949 nChanged 313 SP:Iteration 8Q (1872.700000 sec): 3 clusters Score: Raw -1096788.080493 + Penalty 2962.745362 = -1093825.335130 nChanged 270 SP:Iteration 9Q (1872.980000 sec): 3 clusters Score: Raw -1096975.624892 + Penalty 2962.745362 = -1094012.879530 nChanged 216 SP:Iteration 10Q (1873.170000 sec): 3 clusters Score: Raw -1097135.072502 + Penalty 2962.745362 = -1094172.327139 nChanged 177 SP:Iteration 11Q (1873.420000 sec): 3 clusters Score: Raw -1097244.925874 + Penalty 2962.745362 = -1094282.180512 nChanged 121 SP:Iteration 12Q (1873.680000 sec): 3 clusters Score: Raw -1097304.706853 + Penalty 2962.745362 = -1094341.961491 nChanged 106 SP:Iteration 13Q (1873.910000 sec): 3 clusters Score: Raw -1097359.193879 + Penalty 2962.745362 = -1094396.448516 nChanged 98 SP:Iteration 14Q (1874.160000 sec): 3 clusters Score: Raw -1097409.110259 + Penalty 2962.745362 = -1094446.364897 nChanged 93 SP:Iteration 15Q (1874.420000 sec): 3 clusters Score: Raw -1097455.407752 + Penalty 2962.745362 = -1094492.662389 nChanged 72 SP:Iteration 16Q (1874.630000 sec): 3 clusters Score: Raw -1097481.265073 + Penalty 2962.745362 = -1094518.519710 nChanged 42 SP:Iteration 17Q (1874.820000 sec): 3 clusters Score: Raw -1097495.822189 + Penalty 2962.745362 = -1094533.076827 nChanged 42 SP:Iteration 18Q (1874.980000 sec): 3 clusters Score: Raw -1097509.412410 + Penalty 2962.745362 = -1094546.667048 nChanged 30 SP:Iteration 19Q (1875.200000 sec): 3 clusters Score: Raw -1097519.578711 + Penalty 2962.745362 = -1094556.833349 nChanged 27 SP:Iteration 20F (1875.450000 sec): 3 clusters Score: Raw -1097527.894543 + Penalty 2962.745362 = -1094565.149180 nChanged 24 SP:Iteration 21Q (1875.660000 sec): 3 clusters Score: Raw -1097535.089371 + Penalty 2962.745362 = -1094572.344009 nChanged 21 SP:Iteration 22Q (1875.910000 sec): 3 clusters Score: Raw -1097543.340929 + Penalty 2962.745362 = -1094580.595567 nChanged 24 SP:Iteration 23Q (1876.160000 sec): 3 clusters Score: Raw -1097551.033210 + Penalty 2962.745362 = -1094588.287847 nChanged 25 SP:Iteration 24Q (1876.420000 sec): 3 clusters Score: Raw -1097557.656821 + Penalty 2962.745362 = -1094594.911458 nChanged 16 SP:Iteration 25Q (1876.660000 sec): 3 clusters Score: Raw -1097562.298147 + Penalty 2962.745362 = -1094599.552785 nChanged 16 SP:Iteration 26Q (1876.870000 sec): 3 clusters Score: Raw -1097566.824884 + Penalty 2962.745362 = -1094604.079521 nChanged 14 SP:Iteration 27Q (1877.090000 sec): 3 clusters Score: Raw -1097570.897040 + Penalty 2962.745362 = -1094608.151678 nChanged 13 SP:Iteration 28Q (1877.280000 sec): 3 clusters Score: Raw -1097573.993781 + Penalty 2962.745362 = -1094611.248419 nChanged 8 SP:Iteration 29Q (1877.560000 sec): 3 clusters Score: Raw -1097576.067471 + Penalty 2962.745362 = -1094613.322109 nChanged 10 SP:Iteration 30Q (1877.760000 sec): 3 clusters Score: Raw -1097578.816678 + Penalty 2962.745362 = -1094616.071315 nChanged 8 SP:Iteration 31Q (1878.020000 sec): 3 clusters Score: Raw -1097581.589349 + Penalty 2962.745362 = -1094618.843987 nChanged 10 SP:Iteration 32Q (1878.260000 sec): 3 clusters Score: Raw -1097584.363790 + Penalty 2962.745362 = -1094621.618427 nChanged 6 SP:Iteration 33Q (1878.520000 sec): 3 clusters Score: Raw -1097585.285881 + Penalty 2962.745362 = -1094622.540518 nChanged 4 SP:Iteration 34Q (1878.750000 sec): 3 clusters Score: Raw -1097586.107153 + Penalty 2962.745362 = -1094623.361791 nChanged 4 SP:Iteration 35Q (1878.970000 sec): 3 clusters Score: Raw -1097586.976240 + Penalty 2962.745362 = -1094624.230878 nChanged 2 SP:Iteration 36Q (1879.200000 sec): 3 clusters Score: Raw -1097587.385493 + Penalty 2962.745362 = -1094624.640131 nChanged 2 SP:Iteration 37Q (1879.420000 sec): 3 clusters Score: Raw -1097588.184151 + Penalty 2962.745362 = -1094625.438788 nChanged 3 SP:Iteration 38Q (1879.640000 sec): 3 clusters Score: Raw -1097588.967015 + Penalty 2962.745362 = -1094626.221652 nChanged 4 SP:Iteration 39Q (1879.890000 sec): 3 clusters Score: Raw -1097589.977749 + Penalty 2962.745362 = -1094627.232387 nChanged 4 SP:Iteration 40F (1880.140000 sec): 3 clusters Score: Raw -1097591.055719 + Penalty 2962.745362 = -1094628.310356 nChanged 3 SP:Iteration 41Q (1880.360000 sec): 3 clusters Score: Raw -1097591.395606 + Penalty 2962.745362 = -1094628.650243 nChanged 3 SP:Iteration 42Q (1880.520000 sec): 3 clusters Score: Raw -1097591.932918 + Penalty 2962.745362 = -1094629.187555 nChanged 2 SP:Iteration 43Q (1880.770000 sec): 3 clusters Score: Raw -1097592.269156 + Penalty 2962.745362 = -1094629.523793 nChanged 1 SP:Iteration 44Q (1880.940000 sec): 3 clusters Score: Raw -1097592.622181 + Penalty 2962.745362 = -1094629.876818 nChanged 1 SP:Iteration 45Q (1881.180000 sec): 3 clusters Score: Raw -1097592.866342 + Penalty 2962.745362 = -1094630.120980 nChanged 0 SP:Iteration 46F (1881.340000 sec): 3 clusters Score: Raw -1097592.866342 + Penalty 2962.745362 = -1094630.120980 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (11682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1881.480000 sec): 2 clusters Score: Raw -1405074.014880 + Penalty 1521.943227 = -1403552.071653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1881.740000 sec): 3 clusters Score: Raw -1398377.565516 + Penalty 3043.886454 = -1395333.679062 nChanged 5124 SP:Iteration 1F (1881.910000 sec): 3 clusters Score: Raw -1401094.243434 + Penalty 3043.886454 = -1398050.356980 nChanged 632 SP:Iteration 2F (1882.110000 sec): 3 clusters Score: Raw -1401311.499543 + Penalty 3043.886454 = -1398267.613089 nChanged 534 SP:Iteration 3Q (1882.290000 sec): 3 clusters Score: Raw -1401484.986355 + Penalty 3043.886454 = -1398441.099901 nChanged 436 SP:Iteration 4Q (1882.470000 sec): 3 clusters Score: Raw -1401665.715504 + Penalty 3043.886454 = -1398621.829050 nChanged 453 SP:Iteration 5Q (1882.650000 sec): 3 clusters Score: Raw -1401885.852775 + Penalty 3043.886454 = -1398841.966321 nChanged 523 SP:Iteration 6Q (1882.830000 sec): 3 clusters Score: Raw -1402162.478316 + Penalty 3043.886454 = -1399118.591862 nChanged 602 SP:Iteration 7F (1883.050000 sec): 3 clusters Score: Raw -1402541.084157 + Penalty 3043.886454 = -1399497.197702 nChanged 722 SP:Iteration 8F (1883.350000 sec): 3 clusters Score: Raw -1403091.011128 + Penalty 3043.886454 = -1400047.124674 nChanged 787 SP:Iteration 9F (1883.500000 sec): 3 clusters Score: Raw -1403707.963375 + Penalty 3043.886454 = -1400664.076921 nChanged 706 SP:Iteration 10F (1883.710000 sec): 3 clusters Score: Raw -1404298.851246 + Penalty 3043.886454 = -1401254.964792 nChanged 543 SP:Iteration 11Q (1883.940000 sec): 3 clusters Score: Raw -1404754.086080 + Penalty 3043.886454 = -1401710.199626 nChanged 365 SP:Iteration 12Q (1884.160000 sec): 3 clusters Score: Raw -1405065.940766 + Penalty 3043.886454 = -1402022.054312 nChanged 255 SP:Iteration 13Q (1884.410000 sec): 3 clusters Score: Raw -1405319.603721 + Penalty 3043.886454 = -1402275.717266 nChanged 182 SP:Iteration 14Q (1884.610000 sec): 3 clusters Score: Raw -1405588.124899 + Penalty 3043.886454 = -1402544.238444 nChanged 108 SP:Iteration 15Q (1884.850000 sec): 3 clusters Score: Raw -1405695.837402 + Penalty 3043.886454 = -1402651.950947 nChanged 65 SP:Iteration 16Q (1885.080000 sec): 3 clusters Score: Raw -1405728.498519 + Penalty 3043.886454 = -1402684.612064 nChanged 45 SP:Iteration 17Q (1885.270000 sec): 3 clusters Score: Raw -1405745.545705 + Penalty 3043.886454 = -1402701.659251 nChanged 24 SP:Iteration 18Q (1885.460000 sec): 3 clusters Score: Raw -1405752.696787 + Penalty 3043.886454 = -1402708.810332 nChanged 18 SP:Iteration 19Q (1885.650000 sec): 3 clusters Score: Raw -1405757.728220 + Penalty 3043.886454 = -1402713.841765 nChanged 8 SP:Iteration 20F (1885.890000 sec): 3 clusters Score: Raw -1405759.695362 + Penalty 3043.886454 = -1402715.808907 nChanged 7 SP:Iteration 21Q (1886.090000 sec): 3 clusters Score: Raw -1405761.664008 + Penalty 3043.886454 = -1402717.777554 nChanged 8 SP:Iteration 22Q (1886.270000 sec): 3 clusters Score: Raw -1405763.261686 + Penalty 3043.886454 = -1402719.375231 nChanged 5 SP:Iteration 23Q (1886.460000 sec): 3 clusters Score: Raw -1405764.089721 + Penalty 3043.886454 = -1402720.203267 nChanged 4 SP:Iteration 24Q (1886.690000 sec): 3 clusters Score: Raw -1405765.322140 + Penalty 3043.886454 = -1402721.435686 nChanged 7 SP:Iteration 25Q (1886.930000 sec): 3 clusters Score: Raw -1405766.534896 + Penalty 3043.886454 = -1402722.648441 nChanged 5 SP:Iteration 26Q (1887.160000 sec): 3 clusters Score: Raw -1405768.161184 + Penalty 3043.886454 = -1402724.274730 nChanged 8 SP:Iteration 27Q (1887.390000 sec): 3 clusters Score: Raw -1405770.432827 + Penalty 3043.886454 = -1402726.546373 nChanged 7 SP:Iteration 28Q (1887.590000 sec): 3 clusters Score: Raw -1405771.880734 + Penalty 3043.886454 = -1402727.994280 nChanged 5 SP:Iteration 29Q (1887.790000 sec): 3 clusters Score: Raw -1405773.065593 + Penalty 3043.886454 = -1402729.179138 nChanged 2 SP:Iteration 30Q (1887.990000 sec): 3 clusters Score: Raw -1405773.415503 + Penalty 3043.886454 = -1402729.529049 nChanged 1 SP:Iteration 31Q (1888.160000 sec): 3 clusters Score: Raw -1405773.607431 + Penalty 3043.886454 = -1402729.720977 nChanged 2 SP:Iteration 32Q (1888.370000 sec): 3 clusters Score: Raw -1405774.104146 + Penalty 3043.886454 = -1402730.217691 nChanged 1 SP:Iteration 33Q (1888.570000 sec): 3 clusters Score: Raw -1405774.241710 + Penalty 3043.886454 = -1402730.355255 nChanged 0 SP:Iteration 34F (1888.790000 sec): 3 clusters Score: Raw -1405774.241710 + Penalty 3043.886454 = -1402730.355255 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (213767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.800000 sec): 2 clusters Score: Raw -26149173.894658 + Penalty 1994.304311 = -26147179.590347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1891.130000 sec): 3 clusters Score: Raw -26006844.510794 + Penalty 3988.608623 = -26002855.902172 nChanged 103845 SP:Iteration 1F (1892.410000 sec): 3 clusters Score: Raw -26069503.508241 + Penalty 3988.608623 = -26065514.899618 nChanged 7013 SP:Iteration 2Q (1893.830000 sec): 3 clusters Score: Raw -26071716.043849 + Penalty 3988.608623 = -26067727.435227 nChanged 9556 SP:Iteration 3Q (1895.220000 sec): 3 clusters Score: Raw -26075956.426275 + Penalty 3988.608623 = -26071967.817652 nChanged 13694 SP:Iteration 4F (1896.560000 sec): 3 clusters Score: Raw -26084355.040565 + Penalty 3988.608623 = -26080366.431942 nChanged 18439 SP:Iteration 5F (1897.880000 sec): 3 clusters Score: Raw -26099298.697122 + Penalty 3988.608623 = -26095310.088499 nChanged 20837 SP:Iteration 6F (1899.150000 sec): 3 clusters Score: Raw -26119545.653699 + Penalty 3988.608623 = -26115557.045077 nChanged 17113 SP:Iteration 7F (1900.420000 sec): 3 clusters Score: Raw -26137181.431144 + Penalty 3988.608623 = -26133192.822521 nChanged 8824 SP:Iteration 8Q (1901.730000 sec): 3 clusters Score: Raw -26145991.709053 + Penalty 3988.608623 = -26142003.100431 nChanged 2775 SP:Iteration 9Q (1902.930000 sec): 3 clusters Score: Raw -26148612.430874 + Penalty 3988.608623 = -26144623.822251 nChanged 549 SP:Iteration 10Q (1904.120000 sec): 3 clusters Score: Raw -26149169.352605 + Penalty 3988.608623 = -26145180.743983 nChanged 124 SP:Iteration 11Q (1905.360000 sec): 3 clusters Score: Raw -26149307.450177 + Penalty 3988.608623 = -26145318.841554 nChanged 35 SP:Iteration 12Q (1906.470000 sec): 3 clusters Score: Raw -26149367.655283 + Penalty 3988.608623 = -26145379.046661 nChanged 15 SP:Iteration 13Q (1907.530000 sec): 3 clusters Score: Raw -26149391.099990 + Penalty 3988.608623 = -26145402.491368 nChanged 4 SP:Iteration 14Q (1908.570000 sec): 3 clusters Score: Raw -26149396.116538 + Penalty 3988.608623 = -26145407.507915 nChanged 0 SP:Iteration 15F (1909.910000 sec): 3 clusters Score: Raw -26149396.308216 + Penalty 3988.608623 = -26145407.699593 nChanged 1 SP:Iteration 16Q (1911.030000 sec): 3 clusters Score: Raw -26149399.452809 + Penalty 3988.608623 = -26145410.844187 nChanged 3 SP:Iteration 17Q (1912.200000 sec): 3 clusters Score: Raw -26149405.571360 + Penalty 3988.608623 = -26145416.962738 nChanged 3 SP:Iteration 18Q (1913.250000 sec): 3 clusters Score: Raw -26149408.577380 + Penalty 3988.608623 = -26145419.968758 nChanged 2 SP:Iteration 19Q (1914.300000 sec): 3 clusters Score: Raw -26149412.376223 + Penalty 3988.608623 = -26145423.767601 nChanged 5 SP:Iteration 20F (1915.500000 sec): 3 clusters Score: Raw -26149420.120296 + Penalty 3988.608623 = -26145431.511673 nChanged 1 SP:Iteration 21Q (1916.530000 sec): 3 clusters Score: Raw -26149423.458630 + Penalty 3988.608623 = -26145434.850008 nChanged 1 SP:Iteration 22Q (1917.610000 sec): 3 clusters Score: Raw -26149424.166545 + Penalty 3988.608623 = -26145435.557923 nChanged 0 SP:Iteration 23F (1918.750000 sec): 3 clusters Score: Raw -26149424.166545 + Penalty 3988.608623 = -26145435.557923 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1918.970000 sec): 2 clusters Score: Raw -89549.078282 + Penalty 1069.353860 = -88479.724423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1919.180000 sec): 3 clusters Score: Raw -89369.915596 + Penalty 2138.707720 = -87231.207876 nChanged 183 SP:Iteration 1F (1919.370000 sec): 3 clusters Score: Raw -89557.598747 + Penalty 2138.707720 = -87418.891028 nChanged 43 SP:Iteration 2F (1919.550000 sec): 3 clusters Score: Raw -89613.899013 + Penalty 2138.707720 = -87475.191293 nChanged 17 SP:Iteration 3Q (1919.760000 sec): 3 clusters Score: Raw -89637.046235 + Penalty 2138.707720 = -87498.338515 nChanged 8 SP:Iteration 4Q (1919.930000 sec): 3 clusters Score: Raw -89647.798618 + Penalty 2138.707720 = -87509.090898 nChanged 5 SP:Iteration 5Q (1920.150000 sec): 3 clusters Score: Raw -89653.077993 + Penalty 2138.707720 = -87514.370274 nChanged 6 SP:Iteration 6Q (1920.330000 sec): 3 clusters Score: Raw -89659.465457 + Penalty 2138.707720 = -87520.757738 nChanged 1 SP:Iteration 7Q (1920.520000 sec): 3 clusters Score: Raw -89660.647056 + Penalty 2138.707720 = -87521.939337 nChanged 1 SP:Iteration 8Q (1920.740000 sec): 3 clusters Score: Raw -89662.257278 + Penalty 2138.707720 = -87523.549559 nChanged 0 SP:Iteration 9F (1920.960000 sec): 3 clusters Score: Raw -89662.257278 + Penalty 2138.707720 = -87523.549559 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 22 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.070000 sec): 2 clusters Score: Raw -18863.068265 + Penalty 853.494432 = -18009.573833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.250000 sec): 3 clusters Score: Raw -19138.270722 + Penalty 1706.988864 = -17431.281858 nChanged 40 SP:Iteration 1F (1921.430000 sec): 3 clusters Score: Raw -19343.247371 + Penalty 1706.988864 = -17636.258507 nChanged 10 SP:Iteration 2F (1921.590000 sec): 3 clusters Score: Raw -19402.431509 + Penalty 1706.988864 = -17695.442645 nChanged 3 SP:Iteration 3Q (1921.760000 sec): 3 clusters Score: Raw -19432.449838 + Penalty 1706.988864 = -17725.460974 nChanged 1 SP:Iteration 4Q (1921.960000 sec): 3 clusters Score: Raw -19437.507799 + Penalty 1706.988864 = -17730.518935 nChanged 1 SP:Iteration 5Q (1922.110000 sec): 3 clusters Score: Raw -19439.483052 + Penalty 1706.988864 = -17732.494188 nChanged 1 SP:Iteration 6Q (1922.330000 sec): 3 clusters Score: Raw -19445.041819 + Penalty 1706.988864 = -17738.052955 nChanged 1 SP:Iteration 7Q (1922.490000 sec): 3 clusters Score: Raw -19448.660769 + Penalty 1706.988864 = -17741.671904 nChanged 0 SP:Iteration 8F (1922.640000 sec): 3 clusters Score: Raw -19448.660769 + Penalty 1706.988864 = -17741.671904 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.750000 sec): 2 clusters Score: Raw -37880.941194 + Penalty 935.308110 = -36945.633085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.940000 sec): 3 clusters Score: Raw -37881.122491 + Penalty 1870.616219 = -36010.506271 nChanged 46 SP:Iteration 1F (1923.130000 sec): 3 clusters Score: Raw -37982.292608 + Penalty 1870.616219 = -36111.676388 nChanged 14 SP:Iteration 2Q (1923.340000 sec): 3 clusters Score: Raw -38010.618787 + Penalty 1870.616219 = -36140.002568 nChanged 8 SP:Iteration 3Q (1923.620000 sec): 3 clusters Score: Raw -38034.709337 + Penalty 1870.616219 = -36164.093118 nChanged 1 SP:Iteration 4Q (1923.780000 sec): 3 clusters Score: Raw -38035.781358 + Penalty 1870.616219 = -36165.165139 nChanged 0 SP:Iteration 5F (1923.960000 sec): 3 clusters Score: Raw -38035.781358 + Penalty 1870.616219 = -36165.165139 nChanged 0 Iteration 179Q (1934.840000 sec): 23 clusters Score: Raw -31089370.862328 + Penalty 44517.195038 = -31044853.667291 nChanged 14 Iteration 180F (1948.990000 sec): 23 clusters Score: Raw -31089371.604383 + Penalty 44517.195038 = -31044854.409345 nChanged 16 Iteration 181Q (1958.270000 sec): 23 clusters Score: Raw -31089372.633155 + Penalty 44517.195038 = -31044855.438118 nChanged 19 Iteration 182Q (1968.010000 sec): 23 clusters Score: Raw -31089373.560391 + Penalty 44517.195038 = -31044856.365354 nChanged 24 Iteration 183Q (1977.560000 sec): 23 clusters Score: Raw -31089374.630163 + Penalty 44517.195038 = -31044857.435125 nChanged 14 Iteration 184Q (1987.090000 sec): 23 clusters Score: Raw -31089375.255311 + Penalty 44517.195038 = -31044858.060273 nChanged 14 Iteration 185Q (1996.820000 sec): 23 clusters Score: Raw -31089375.781323 + Penalty 44517.195038 = -31044858.586286 nChanged 16 Iteration 186Q (2006.800000 sec): 23 clusters Score: Raw -31089376.755425 + Penalty 44517.195038 = -31044859.560387 nChanged 16 Iteration 187Q (2018.940000 sec): 23 clusters Score: Raw -31089377.559294 + Penalty 44517.195038 = -31044860.364256 nChanged 21 Iteration 188Q (2027.740000 sec): 23 clusters Score: Raw -31089378.472280 + Penalty 44517.195038 = -31044861.277242 nChanged 24 Iteration 189Q (2037.550000 sec): 23 clusters Score: Raw -31089379.915849 + Penalty 44517.195038 = -31044862.720812 nChanged 25 Iteration 190Q (2046.870000 sec): 23 clusters Score: Raw -31089381.841229 + Penalty 44517.195038 = -31044864.646191 nChanged 20 Iteration 191Q (2055.420000 sec): 23 clusters Score: Raw -31089383.326334 + Penalty 44517.195038 = -31044866.131296 nChanged 29 Iteration 192Q (2063.530000 sec): 23 clusters Score: Raw -31089384.743264 + Penalty 44517.195038 = -31044867.548226 nChanged 22 Iteration 193Q (2071.770000 sec): 23 clusters Score: Raw -31089385.782087 + Penalty 44517.195038 = -31044868.587049 nChanged 22 Iteration 194Q (2079.990000 sec): 23 clusters Score: Raw -31089386.893936 + Penalty 44517.195038 = -31044869.698899 nChanged 22 Iteration 195Q (2088.810000 sec): 23 clusters Score: Raw -31089387.979531 + Penalty 44517.195038 = -31044870.784493 nChanged 21 Iteration 196Q (2097.000000 sec): 23 clusters Score: Raw -31089389.184700 + Penalty 44517.195038 = -31044871.989662 nChanged 24 Iteration 197Q (2105.190000 sec): 23 clusters Score: Raw -31089390.426552 + Penalty 44517.195038 = -31044873.231515 nChanged 27 Iteration 198Q (2112.920000 sec): 23 clusters Score: Raw -31089391.723799 + Penalty 44517.195038 = -31044874.528762 nChanged 28 Iteration 199Q (2122.200000 sec): 23 clusters Score: Raw -31089393.178370 + Penalty 44517.195038 = -31044875.983332 nChanged 28 Iteration 200F (2135.380000 sec): 23 clusters Score: Raw -31089395.097187 + Penalty 44517.195038 = -31044877.902149 nChanged 29 Iteration 201Q (2143.720000 sec): 23 clusters Score: Raw -31089397.356647 + Penalty 44517.195038 = -31044880.161610 nChanged 37 Iteration 202Q (2154.960000 sec): 23 clusters Score: Raw -31089400.349879 + Penalty 44517.195038 = -31044883.154842 nChanged 34 Iteration 203Q (2163.690000 sec): 23 clusters Score: Raw -31089403.034472 + Penalty 44517.195038 = -31044885.839435 nChanged 36 Iteration 204Q (2173.010000 sec): 23 clusters Score: Raw -31089405.307704 + Penalty 44517.195038 = -31044888.112667 nChanged 43 Iteration 205Q (2181.260000 sec): 23 clusters Score: Raw -31089408.002153 + Penalty 44517.195038 = -31044890.807116 nChanged 39 Iteration 206Q (2189.800000 sec): 23 clusters Score: Raw -31089411.261171 + Penalty 44517.195038 = -31044894.066133 nChanged 34 Iteration 207Q (2196.920000 sec): 23 clusters Score: Raw -31089413.188979 + Penalty 44517.195038 = -31044895.993942 nChanged 30 Iteration 208Q (2205.190000 sec): 23 clusters Score: Raw -31089415.077497 + Penalty 44517.195038 = -31044897.882459 nChanged 30 Iteration 209Q (2213.630000 sec): 23 clusters Score: Raw -31089416.715795 + Penalty 44517.195038 = -31044899.520758 nChanged 22 Iteration 210Q (2222.890000 sec): 23 clusters Score: Raw -31089417.862781 + Penalty 44517.195038 = -31044900.667743 nChanged 20 Iteration 211Q (2231.390000 sec): 23 clusters Score: Raw -31089418.509322 + Penalty 44517.195038 = -31044901.314285 nChanged 14 Iteration 212Q (2239.880000 sec): 23 clusters Score: Raw -31089419.192664 + Penalty 44517.195038 = -31044901.997627 nChanged 9 Iteration 213Q (2249.220000 sec): 23 clusters Score: Raw -31089419.477038 + Penalty 44517.195038 = -31044902.282000 nChanged 9 Iteration 214Q (2257.400000 sec): 23 clusters Score: Raw -31089419.806731 + Penalty 44517.195038 = -31044902.611694 nChanged 6 Iteration 215Q (2265.750000 sec): 23 clusters Score: Raw -31089420.001190 + Penalty 44517.195038 = -31044902.806152 nChanged 5 Iteration 216Q (2273.880000 sec): 23 clusters Score: Raw -31089420.239459 + Penalty 44517.195038 = -31044903.044422 nChanged 8 Iteration 217Q (2282.380000 sec): 23 clusters Score: Raw -31089420.544853 + Penalty 44517.195038 = -31044903.349815 nChanged 4 Iteration 218Q (2292.110000 sec): 23 clusters Score: Raw -31089420.750868 + Penalty 44517.195038 = -31044903.555831 nChanged 5 Writing temp clu file Because OldScore, -31044903.349815, is greater than current (better) Score,-31044903.555831 Compute initial score before splitting: Score: Raw -31089420.750868 + Penalty 44517.195038 = -31044903.555831 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2292.230000 sec): 2 clusters Score: Raw -64531.958394 + Penalty 1023.877692 = -63508.080702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2292.380000 sec): 3 clusters Score: Raw -64428.222797 + Penalty 2047.755383 = -62380.467413 nChanged 106 SP:Iteration 1F (2292.490000 sec): 3 clusters Score: Raw -64553.158986 + Penalty 2047.755383 = -62505.403603 nChanged 27 SP:Iteration 2Q (2292.670000 sec): 3 clusters Score: Raw -64584.561732 + Penalty 2047.755383 = -62536.806348 nChanged 13 SP:Iteration 3Q (2292.860000 sec): 3 clusters Score: Raw -64602.578432 + Penalty 2047.755383 = -62554.823049 nChanged 6 SP:Iteration 4Q (2292.980000 sec): 3 clusters Score: Raw -64611.626658 + Penalty 2047.755383 = -62563.871275 nChanged 3 SP:Iteration 5Q (2293.180000 sec): 3 clusters Score: Raw -64615.166600 + Penalty 2047.755383 = -62567.411217 nChanged 3 SP:Iteration 6Q (2293.350000 sec): 3 clusters Score: Raw -64618.286833 + Penalty 2047.755383 = -62570.531450 nChanged 0 SP:Iteration 7F (2293.550000 sec): 3 clusters Score: Raw -64618.286833 + Penalty 2047.755383 = -62570.531450 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.590000 sec): 2 clusters Score: Raw -64087.390560 + Penalty 1014.361281 = -63073.029280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.790000 sec): 3 clusters Score: Raw -64028.242613 + Penalty 2028.722561 = -61999.520052 nChanged 110 SP:Iteration 1F (2293.960000 sec): 3 clusters Score: Raw -64164.882901 + Penalty 2028.722561 = -62136.160339 nChanged 24 SP:Iteration 2Q (2294.160000 sec): 3 clusters Score: Raw -64199.186133 + Penalty 2028.722561 = -62170.463572 nChanged 7 SP:Iteration 3Q (2294.330000 sec): 3 clusters Score: Raw -64210.678451 + Penalty 2028.722561 = -62181.955890 nChanged 5 SP:Iteration 4Q (2294.540000 sec): 3 clusters Score: Raw -64218.996925 + Penalty 2028.722561 = -62190.274364 nChanged 2 SP:Iteration 5Q (2294.740000 sec): 3 clusters Score: Raw -64220.936042 + Penalty 2028.722561 = -62192.213481 nChanged 3 SP:Iteration 6Q (2294.960000 sec): 3 clusters Score: Raw -64225.291948 + Penalty 2028.722561 = -62196.569386 nChanged 1 SP:Iteration 7Q (2295.210000 sec): 3 clusters Score: Raw -64226.860077 + Penalty 2028.722561 = -62198.137516 nChanged 1 SP:Iteration 8Q (2295.450000 sec): 3 clusters Score: Raw -64227.411965 + Penalty 2028.722561 = -62198.689404 nChanged 0 SP:Iteration 9F (2295.600000 sec): 3 clusters Score: Raw -64227.411965 + Penalty 2028.722561 = -62198.689404 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.700000 sec): 2 clusters Score: Raw -46323.043340 + Penalty 969.498845 = -45353.544495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.840000 sec): 3 clusters Score: Raw -46290.711465 + Penalty 1938.997690 = -44351.713774 nChanged 75 SP:Iteration 1F (2296.050000 sec): 3 clusters Score: Raw -46441.655174 + Penalty 1938.997690 = -44502.657483 nChanged 21 SP:Iteration 2F (2296.150000 sec): 3 clusters Score: Raw -46480.407216 + Penalty 1938.997690 = -44541.409525 nChanged 13 SP:Iteration 3Q (2296.310000 sec): 3 clusters Score: Raw -46507.931165 + Penalty 1938.997690 = -44568.933475 nChanged 9 SP:Iteration 4Q (2296.500000 sec): 3 clusters Score: Raw -46533.511089 + Penalty 1938.997690 = -44594.513399 nChanged 9 SP:Iteration 5Q (2296.680000 sec): 3 clusters Score: Raw -46549.318656 + Penalty 1938.997690 = -44610.320966 nChanged 4 SP:Iteration 6Q (2296.830000 sec): 3 clusters Score: Raw -46554.039650 + Penalty 1938.997690 = -44615.041960 nChanged 1 SP:Iteration 7Q (2296.920000 sec): 3 clusters Score: Raw -46557.719796 + Penalty 1938.997690 = -44618.722106 nChanged 1 SP:Iteration 8Q (2297.060000 sec): 3 clusters Score: Raw -46559.975169 + Penalty 1938.997690 = -44620.977478 nChanged 1 SP:Iteration 9Q (2297.230000 sec): 3 clusters Score: Raw -46562.014143 + Penalty 1938.997690 = -44623.016453 nChanged 1 SP:Iteration 10Q (2297.410000 sec): 3 clusters Score: Raw -46562.929355 + Penalty 1938.997690 = -44623.931665 nChanged 0 SP:Iteration 11F (2297.540000 sec): 3 clusters Score: Raw -46562.929355 + Penalty 1938.997690 = -44623.931665 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2297.650000 sec): 2 clusters Score: Raw -55823.288609 + Penalty 1002.561744 = -54820.726865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2297.780000 sec): 3 clusters Score: Raw -55737.330283 + Penalty 2005.123488 = -53732.206795 nChanged 118 SP:Iteration 1F (2297.960000 sec): 3 clusters Score: Raw -55910.475631 + Penalty 2005.123488 = -53905.352143 nChanged 32 SP:Iteration 2F (2298.140000 sec): 3 clusters Score: Raw -55970.955281 + Penalty 2005.123488 = -53965.831793 nChanged 12 SP:Iteration 3Q (2298.270000 sec): 3 clusters Score: Raw -55992.785561 + Penalty 2005.123488 = -53987.662072 nChanged 10 SP:Iteration 4Q (2298.440000 sec): 3 clusters Score: Raw -56009.570832 + Penalty 2005.123488 = -54004.447344 nChanged 11 SP:Iteration 5Q (2298.590000 sec): 3 clusters Score: Raw -56031.320512 + Penalty 2005.123488 = -54026.197024 nChanged 7 SP:Iteration 6Q (2298.750000 sec): 3 clusters Score: Raw -56039.274181 + Penalty 2005.123488 = -54034.150693 nChanged 4 SP:Iteration 7Q (2298.900000 sec): 3 clusters Score: Raw -56045.024139 + Penalty 2005.123488 = -54039.900651 nChanged 3 SP:Iteration 8Q (2299.090000 sec): 3 clusters Score: Raw -56052.716588 + Penalty 2005.123488 = -54047.593100 nChanged 1 SP:Iteration 9Q (2299.220000 sec): 3 clusters Score: Raw -56053.946879 + Penalty 2005.123488 = -54048.823391 nChanged 0 SP:Iteration 10F (2299.410000 sec): 3 clusters Score: Raw -56053.946879 + Penalty 2005.123488 = -54048.823391 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2299.450000 sec): 2 clusters Score: Raw -78471.817633 + Penalty 1054.495801 = -77417.321832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2299.640000 sec): 3 clusters Score: Raw -78358.144637 + Penalty 2108.991603 = -76249.153035 nChanged 143 SP:Iteration 1F (2299.740000 sec): 3 clusters Score: Raw -78495.684143 + Penalty 2108.991603 = -76386.692541 nChanged 35 SP:Iteration 2F (2299.920000 sec): 3 clusters Score: Raw -78560.902882 + Penalty 2108.991603 = -76451.911279 nChanged 21 SP:Iteration 3Q (2300.070000 sec): 3 clusters Score: Raw -78604.467169 + Penalty 2108.991603 = -76495.475566 nChanged 24 SP:Iteration 4Q (2300.210000 sec): 3 clusters Score: Raw -78641.893969 + Penalty 2108.991603 = -76532.902367 nChanged 15 SP:Iteration 5Q (2300.400000 sec): 3 clusters Score: Raw -78663.430516 + Penalty 2108.991603 = -76554.438913 nChanged 15 SP:Iteration 6Q (2300.590000 sec): 3 clusters Score: Raw -78722.710609 + Penalty 2108.991603 = -76613.719006 nChanged 17 SP:Iteration 7Q (2300.790000 sec): 3 clusters Score: Raw -78766.640590 + Penalty 2108.991603 = -76657.648987 nChanged 19 SP:Iteration 8Q (2300.930000 sec): 3 clusters Score: Raw -78799.412313 + Penalty 2108.991603 = -76690.420710 nChanged 17 SP:Iteration 9Q (2301.120000 sec): 3 clusters Score: Raw -78826.280950 + Penalty 2108.991603 = -76717.289347 nChanged 10 SP:Iteration 10Q (2301.330000 sec): 3 clusters Score: Raw -78840.910999 + Penalty 2108.991603 = -76731.919396 nChanged 14 SP:Iteration 11Q (2301.450000 sec): 3 clusters Score: Raw -78869.338218 + Penalty 2108.991603 = -76760.346615 nChanged 14 SP:Iteration 12Q (2301.630000 sec): 3 clusters Score: Raw -78914.790582 + Penalty 2108.991603 = -76805.798979 nChanged 12 SP:Iteration 13Q (2301.790000 sec): 3 clusters Score: Raw -78938.417641 + Penalty 2108.991603 = -76829.426039 nChanged 12 SP:Iteration 14Q (2301.990000 sec): 3 clusters Score: Raw -78957.641053 + Penalty 2108.991603 = -76848.649451 nChanged 12 SP:Iteration 15Q (2302.130000 sec): 3 clusters Score: Raw -78979.509296 + Penalty 2108.991603 = -76870.517693 nChanged 15 SP:Iteration 16Q (2302.340000 sec): 3 clusters Score: Raw -79001.291793 + Penalty 2108.991603 = -76892.300190 nChanged 10 SP:Iteration 17Q (2302.520000 sec): 3 clusters Score: Raw -79014.287207 + Penalty 2108.991603 = -76905.295605 nChanged 8 SP:Iteration 18Q (2302.650000 sec): 3 clusters Score: Raw -79027.589158 + Penalty 2108.991603 = -76918.597555 nChanged 7 SP:Iteration 19Q (2302.810000 sec): 3 clusters Score: Raw -79034.444157 + Penalty 2108.991603 = -76925.452554 nChanged 10 SP:Iteration 20F (2302.970000 sec): 3 clusters Score: Raw -79049.911073 + Penalty 2108.991603 = -76940.919471 nChanged 4 SP:Iteration 21Q (2303.170000 sec): 3 clusters Score: Raw -79060.999546 + Penalty 2108.991603 = -76952.007943 nChanged 7 SP:Iteration 22Q (2303.340000 sec): 3 clusters Score: Raw -79069.351780 + Penalty 2108.991603 = -76960.360178 nChanged 1 SP:Iteration 23Q (2303.470000 sec): 3 clusters Score: Raw -79069.853609 + Penalty 2108.991603 = -76960.862006 nChanged 0 SP:Iteration 24F (2303.640000 sec): 3 clusters Score: Raw -79069.853609 + Penalty 2108.991603 = -76960.862006 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.770000 sec): 2 clusters Score: Raw -31893.063794 + Penalty 910.344308 = -30982.719486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.900000 sec): 3 clusters Score: Raw -31977.653654 + Penalty 1820.688617 = -30156.965037 nChanged 42 SP:Iteration 1F (2304.070000 sec): 3 clusters Score: Raw -32100.896649 + Penalty 1820.688617 = -30280.208032 nChanged 18 SP:Iteration 2F (2304.210000 sec): 3 clusters Score: Raw -32175.004562 + Penalty 1820.688617 = -30354.315945 nChanged 10 SP:Iteration 3Q (2304.340000 sec): 3 clusters Score: Raw -32206.808343 + Penalty 1820.688617 = -30386.119726 nChanged 4 SP:Iteration 4Q (2304.480000 sec): 3 clusters Score: Raw -32216.502690 + Penalty 1820.688617 = -30395.814073 nChanged 4 SP:Iteration 5Q (2304.650000 sec): 3 clusters Score: Raw -32248.347695 + Penalty 1820.688617 = -30427.659078 nChanged 2 SP:Iteration 6Q (2304.790000 sec): 3 clusters Score: Raw -32257.785391 + Penalty 1820.688617 = -30437.096774 nChanged 3 SP:Iteration 7Q (2304.920000 sec): 3 clusters Score: Raw -32313.426018 + Penalty 1820.688617 = -30492.737401 nChanged 5 SP:Iteration 8Q (2305.090000 sec): 3 clusters Score: Raw -32332.998121 + Penalty 1820.688617 = -30512.309505 nChanged 2 SP:Iteration 9Q (2305.260000 sec): 3 clusters Score: Raw -32336.819945 + Penalty 1820.688617 = -30516.131328 nChanged 2 SP:Iteration 10Q (2305.460000 sec): 3 clusters Score: Raw -32342.215097 + Penalty 1820.688617 = -30521.526480 nChanged 0 SP:Iteration 11F (2305.630000 sec): 3 clusters Score: Raw -32342.215097 + Penalty 1820.688617 = -30521.526480 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.690000 sec): 2 clusters Score: Raw -20238.187066 + Penalty 843.855488 = -19394.331578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.810000 sec): 3 clusters Score: Raw -20335.078542 + Penalty 1687.710977 = -18647.367565 nChanged 20 SP:Iteration 1F (2305.990000 sec): 3 clusters Score: Raw -20400.173413 + Penalty 1687.710977 = -18712.462437 nChanged 7 SP:Iteration 2Q (2306.230000 sec): 3 clusters Score: Raw -20427.997829 + Penalty 1687.710977 = -18740.286852 nChanged 1 SP:Iteration 3Q (2306.390000 sec): 3 clusters Score: Raw -20434.203419 + Penalty 1687.710977 = -18746.492443 nChanged 1 SP:Iteration 4Q (2306.470000 sec): 3 clusters Score: Raw -20436.653776 + Penalty 1687.710977 = -18748.942799 nChanged 2 SP:Iteration 5Q (2306.630000 sec): 3 clusters Score: Raw -20445.774889 + Penalty 1687.710977 = -18758.063912 nChanged 1 SP:Iteration 6Q (2306.770000 sec): 3 clusters Score: Raw -20454.942518 + Penalty 1687.710977 = -18767.231542 nChanged 1 SP:Iteration 7Q (2306.950000 sec): 3 clusters Score: Raw -20457.314462 + Penalty 1687.710977 = -18769.603486 nChanged 0 SP:Iteration 8F (2307.100000 sec): 3 clusters Score: Raw -20457.314462 + Penalty 1687.710977 = -18769.603486 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (1398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.170000 sec): 2 clusters Score: Raw -160622.662066 + Penalty 1176.954662 = -159445.707404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.310000 sec): 3 clusters Score: Raw -160140.339539 + Penalty 2353.909325 = -157786.430214 nChanged 444 SP:Iteration 1F (2307.500000 sec): 3 clusters Score: Raw -160549.725120 + Penalty 2353.909325 = -158195.815795 nChanged 126 SP:Iteration 2F (2307.720000 sec): 3 clusters Score: Raw -160761.641986 + Penalty 2353.909325 = -158407.732661 nChanged 85 SP:Iteration 3F (2307.910000 sec): 3 clusters Score: Raw -160877.353991 + Penalty 2353.909325 = -158523.444666 nChanged 51 SP:Iteration 4Q (2308.120000 sec): 3 clusters Score: Raw -160926.396180 + Penalty 2353.909325 = -158572.486855 nChanged 37 SP:Iteration 5Q (2308.300000 sec): 3 clusters Score: Raw -160965.734534 + Penalty 2353.909325 = -158611.825209 nChanged 27 SP:Iteration 6Q (2308.530000 sec): 3 clusters Score: Raw -160994.949996 + Penalty 2353.909325 = -158641.040671 nChanged 25 SP:Iteration 7Q (2308.690000 sec): 3 clusters Score: Raw -161015.670105 + Penalty 2353.909325 = -158661.760780 nChanged 12 SP:Iteration 8Q (2308.820000 sec): 3 clusters Score: Raw -161023.021876 + Penalty 2353.909325 = -158669.112551 nChanged 7 SP:Iteration 9Q (2308.960000 sec): 3 clusters Score: Raw -161027.186060 + Penalty 2353.909325 = -158673.276735 nChanged 8 SP:Iteration 10Q (2309.120000 sec): 3 clusters Score: Raw -161033.560955 + Penalty 2353.909325 = -158679.651630 nChanged 7 SP:Iteration 11Q (2309.300000 sec): 3 clusters Score: Raw -161039.212582 + Penalty 2353.909325 = -158685.303257 nChanged 15 SP:Iteration 12Q (2309.440000 sec): 3 clusters Score: Raw -161053.535686 + Penalty 2353.909325 = -158699.626361 nChanged 12 SP:Iteration 13Q (2309.570000 sec): 3 clusters Score: Raw -161062.990637 + Penalty 2353.909325 = -158709.081313 nChanged 11 SP:Iteration 14Q (2309.730000 sec): 3 clusters Score: Raw -161072.252463 + Penalty 2353.909325 = -158718.343138 nChanged 13 SP:Iteration 15Q (2309.860000 sec): 3 clusters Score: Raw -161080.978916 + Penalty 2353.909325 = -158727.069591 nChanged 7 SP:Iteration 16Q (2310.020000 sec): 3 clusters Score: Raw -161084.984693 + Penalty 2353.909325 = -158731.075368 nChanged 5 SP:Iteration 17Q (2310.230000 sec): 3 clusters Score: Raw -161086.847139 + Penalty 2353.909325 = -158732.937814 nChanged 5 SP:Iteration 18Q (2310.430000 sec): 3 clusters Score: Raw -161091.851172 + Penalty 2353.909325 = -158737.941847 nChanged 4 SP:Iteration 19Q (2310.600000 sec): 3 clusters Score: Raw -161094.412253 + Penalty 2353.909325 = -158740.502928 nChanged 4 SP:Iteration 20F (2310.800000 sec): 3 clusters Score: Raw -161097.080496 + Penalty 2353.909325 = -158743.171171 nChanged 3 SP:Iteration 21Q (2310.920000 sec): 3 clusters Score: Raw -161099.021297 + Penalty 2353.909325 = -158745.111972 nChanged 2 SP:Iteration 22Q (2311.110000 sec): 3 clusters Score: Raw -161100.782387 + Penalty 2353.909325 = -158746.873062 nChanged 2 SP:Iteration 23Q (2311.280000 sec): 3 clusters Score: Raw -161101.659531 + Penalty 2353.909325 = -158747.750206 nChanged 2 SP:Iteration 24Q (2311.420000 sec): 3 clusters Score: Raw -161102.577779 + Penalty 2353.909325 = -158748.668454 nChanged 2 SP:Iteration 25Q (2311.570000 sec): 3 clusters Score: Raw -161104.485179 + Penalty 2353.909325 = -158750.575854 nChanged 1 SP:Iteration 26Q (2311.790000 sec): 3 clusters Score: Raw -161104.911464 + Penalty 2353.909325 = -158751.002139 nChanged 0 SP:Iteration 27F (2311.970000 sec): 3 clusters Score: Raw -161104.911464 + Penalty 2353.909325 = -158751.002139 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.070000 sec): 2 clusters Score: Raw -106939.613146 + Penalty 1107.719581 = -105831.893565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.220000 sec): 3 clusters Score: Raw -106656.319133 + Penalty 2215.439161 = -104440.879972 nChanged 279 SP:Iteration 1F (2312.380000 sec): 3 clusters Score: Raw -106939.698558 + Penalty 2215.439161 = -104724.259397 nChanged 70 SP:Iteration 2F (2312.570000 sec): 3 clusters Score: Raw -107035.054092 + Penalty 2215.439161 = -104819.614931 nChanged 43 SP:Iteration 3Q (2312.790000 sec): 3 clusters Score: Raw -107089.895655 + Penalty 2215.439161 = -104874.456493 nChanged 30 SP:Iteration 4Q (2312.950000 sec): 3 clusters Score: Raw -107120.759925 + Penalty 2215.439161 = -104905.320764 nChanged 18 SP:Iteration 5Q (2313.100000 sec): 3 clusters Score: Raw -107140.543927 + Penalty 2215.439161 = -104925.104766 nChanged 18 SP:Iteration 6Q (2313.290000 sec): 3 clusters Score: Raw -107156.346054 + Penalty 2215.439161 = -104940.906893 nChanged 6 SP:Iteration 7Q (2313.480000 sec): 3 clusters Score: Raw -107161.696471 + Penalty 2215.439161 = -104946.257310 nChanged 4 SP:Iteration 8Q (2313.720000 sec): 3 clusters Score: Raw -107165.344795 + Penalty 2215.439161 = -104949.905633 nChanged 3 SP:Iteration 9Q (2313.900000 sec): 3 clusters Score: Raw -107170.529650 + Penalty 2215.439161 = -104955.090489 nChanged 3 SP:Iteration 10Q (2314.080000 sec): 3 clusters Score: Raw -107173.549009 + Penalty 2215.439161 = -104958.109848 nChanged 1 SP:Iteration 11Q (2314.260000 sec): 3 clusters Score: Raw -107174.796369 + Penalty 2215.439161 = -104959.357208 nChanged 2 SP:Iteration 12Q (2314.450000 sec): 3 clusters Score: Raw -107179.531026 + Penalty 2215.439161 = -104964.091865 nChanged 3 SP:Iteration 13Q (2314.600000 sec): 3 clusters Score: Raw -107184.913176 + Penalty 2215.439161 = -104969.474014 nChanged 3 SP:Iteration 14Q (2314.800000 sec): 3 clusters Score: Raw -107187.447960 + Penalty 2215.439161 = -104972.008799 nChanged 4 SP:Iteration 15Q (2314.950000 sec): 3 clusters Score: Raw -107190.533772 + Penalty 2215.439161 = -104975.094610 nChanged 1 SP:Iteration 16Q (2315.150000 sec): 3 clusters Score: Raw -107192.453109 + Penalty 2215.439161 = -104977.013948 nChanged 1 SP:Iteration 17Q (2315.330000 sec): 3 clusters Score: Raw -107194.581271 + Penalty 2215.439161 = -104979.142109 nChanged 1 SP:Iteration 18Q (2315.520000 sec): 3 clusters Score: Raw -107195.637580 + Penalty 2215.439161 = -104980.198419 nChanged 0 SP:Iteration 19F (2315.690000 sec): 3 clusters Score: Raw -107195.637580 + Penalty 2215.439161 = -104980.198419 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2315.730000 sec): 2 clusters Score: Raw -26170.102660 + Penalty 884.392878 = -25285.709782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2315.900000 sec): 3 clusters Score: Raw -26245.704704 + Penalty 1768.785756 = -24476.918948 nChanged 41 SP:Iteration 1F (2316.040000 sec): 3 clusters Score: Raw -26374.158678 + Penalty 1768.785756 = -24605.372922 nChanged 12 SP:Iteration 2F (2316.190000 sec): 3 clusters Score: Raw -26438.255125 + Penalty 1768.785756 = -24669.469369 nChanged 8 SP:Iteration 3Q (2316.340000 sec): 3 clusters Score: Raw -26472.488816 + Penalty 1768.785756 = -24703.703060 nChanged 6 SP:Iteration 4Q (2316.440000 sec): 3 clusters Score: Raw -26503.114346 + Penalty 1768.785756 = -24734.328590 nChanged 3 SP:Iteration 5Q (2316.580000 sec): 3 clusters Score: Raw -26513.093137 + Penalty 1768.785756 = -24744.307382 nChanged 1 SP:Iteration 6Q (2316.710000 sec): 3 clusters Score: Raw -26514.576194 + Penalty 1768.785756 = -24745.790438 nChanged 1 SP:Iteration 7Q (2316.860000 sec): 3 clusters Score: Raw -26521.070062 + Penalty 1768.785756 = -24752.284306 nChanged 3 SP:Iteration 8Q (2317.010000 sec): 3 clusters Score: Raw -26555.601163 + Penalty 1768.785756 = -24786.815407 nChanged 6 SP:Iteration 9Q (2317.160000 sec): 3 clusters Score: Raw -26574.301656 + Penalty 1768.785756 = -24805.515900 nChanged 1 SP:Iteration 10Q (2317.310000 sec): 3 clusters Score: Raw -26580.591343 + Penalty 1768.785756 = -24811.805587 nChanged 0 SP:Iteration 11F (2317.410000 sec): 3 clusters Score: Raw -26580.591343 + Penalty 1768.785756 = -24811.805587 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.510000 sec): 2 clusters Score: Raw -108426.083112 + Penalty 1108.960721 = -107317.122390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.650000 sec): 3 clusters Score: Raw -108161.531245 + Penalty 2217.921443 = -105943.609802 nChanged 260 SP:Iteration 1F (2317.800000 sec): 3 clusters Score: Raw -108494.043681 + Penalty 2217.921443 = -106276.122239 nChanged 84 SP:Iteration 2F (2317.950000 sec): 3 clusters Score: Raw -108669.159367 + Penalty 2217.921443 = -106451.237925 nChanged 62 SP:Iteration 3F (2318.100000 sec): 3 clusters Score: Raw -108777.500140 + Penalty 2217.921443 = -106559.578698 nChanged 37 SP:Iteration 4Q (2318.260000 sec): 3 clusters Score: Raw -108842.034538 + Penalty 2217.921443 = -106624.113095 nChanged 29 SP:Iteration 5Q (2318.410000 sec): 3 clusters Score: Raw -108876.373663 + Penalty 2217.921443 = -106658.452220 nChanged 18 SP:Iteration 6Q (2318.630000 sec): 3 clusters Score: Raw -108895.976039 + Penalty 2217.921443 = -106678.054597 nChanged 12 SP:Iteration 7Q (2318.820000 sec): 3 clusters Score: Raw -108911.446806 + Penalty 2217.921443 = -106693.525364 nChanged 17 SP:Iteration 8Q (2319.010000 sec): 3 clusters Score: Raw -108934.760624 + Penalty 2217.921443 = -106716.839182 nChanged 15 SP:Iteration 9Q (2319.190000 sec): 3 clusters Score: Raw -108957.048550 + Penalty 2217.921443 = -106739.127107 nChanged 11 SP:Iteration 10Q (2319.410000 sec): 3 clusters Score: Raw -108982.303320 + Penalty 2217.921443 = -106764.381878 nChanged 7 SP:Iteration 11Q (2319.590000 sec): 3 clusters Score: Raw -109009.426630 + Penalty 2217.921443 = -106791.505187 nChanged 12 SP:Iteration 12Q (2319.740000 sec): 3 clusters Score: Raw -109023.641712 + Penalty 2217.921443 = -106805.720269 nChanged 6 SP:Iteration 13Q (2319.930000 sec): 3 clusters Score: Raw -109028.880038 + Penalty 2217.921443 = -106810.958596 nChanged 5 SP:Iteration 14Q (2320.170000 sec): 3 clusters Score: Raw -109035.511454 + Penalty 2217.921443 = -106817.590012 nChanged 3 SP:Iteration 15Q (2320.300000 sec): 3 clusters Score: Raw -109039.789633 + Penalty 2217.921443 = -106821.868190 nChanged 3 SP:Iteration 16Q (2320.490000 sec): 3 clusters Score: Raw -109043.469711 + Penalty 2217.921443 = -106825.548268 nChanged 4 SP:Iteration 17Q (2320.680000 sec): 3 clusters Score: Raw -109050.673838 + Penalty 2217.921443 = -106832.752395 nChanged 2 SP:Iteration 18Q (2320.820000 sec): 3 clusters Score: Raw -109052.057755 + Penalty 2217.921443 = -106834.136312 nChanged 2 SP:Iteration 19Q (2320.970000 sec): 3 clusters Score: Raw -109053.755595 + Penalty 2217.921443 = -106835.834152 nChanged 0 SP:Iteration 20F (2321.170000 sec): 3 clusters Score: Raw -109053.755595 + Penalty 2217.921443 = -106835.834152 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.220000 sec): 2 clusters Score: Raw -41776.302852 + Penalty 951.914138 = -40824.388715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.450000 sec): 3 clusters Score: Raw -41799.291804 + Penalty 1903.828275 = -39895.463529 nChanged 57 SP:Iteration 1F (2321.640000 sec): 3 clusters Score: Raw -41894.135509 + Penalty 1903.828275 = -39990.307234 nChanged 6 SP:Iteration 2Q (2321.800000 sec): 3 clusters Score: Raw -41904.373590 + Penalty 1903.828275 = -40000.545315 nChanged 0 SP:Iteration 3F (2322.020000 sec): 3 clusters Score: Raw -41904.373590 + Penalty 1903.828275 = -40000.545315 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2322.120000 sec): 2 clusters Score: Raw -250914.131715 + Penalty 1239.159199 = -249674.972516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2322.270000 sec): 3 clusters Score: Raw -250034.098078 + Penalty 2478.318398 = -247555.779679 nChanged 715 SP:Iteration 1F (2322.420000 sec): 3 clusters Score: Raw -250488.045227 + Penalty 2478.318398 = -248009.726829 nChanged 172 SP:Iteration 2F (2322.640000 sec): 3 clusters Score: Raw -250603.211098 + Penalty 2478.318398 = -248124.892699 nChanged 95 SP:Iteration 3Q (2322.820000 sec): 3 clusters Score: Raw -250661.565122 + Penalty 2478.318398 = -248183.246724 nChanged 70 SP:Iteration 4Q (2323.000000 sec): 3 clusters Score: Raw -250703.186033 + Penalty 2478.318398 = -248224.867634 nChanged 39 SP:Iteration 5Q (2323.160000 sec): 3 clusters Score: Raw -250724.624747 + Penalty 2478.318398 = -248246.306349 nChanged 34 SP:Iteration 6Q (2323.330000 sec): 3 clusters Score: Raw -250741.557537 + Penalty 2478.318398 = -248263.239138 nChanged 19 SP:Iteration 7Q (2323.460000 sec): 3 clusters Score: Raw -250751.246949 + Penalty 2478.318398 = -248272.928551 nChanged 15 SP:Iteration 8Q (2323.650000 sec): 3 clusters Score: Raw -250757.712309 + Penalty 2478.318398 = -248279.393911 nChanged 9 SP:Iteration 9Q (2323.840000 sec): 3 clusters Score: Raw -250760.199585 + Penalty 2478.318398 = -248281.881187 nChanged 11 SP:Iteration 10Q (2324.020000 sec): 3 clusters Score: Raw -250765.146671 + Penalty 2478.318398 = -248286.828273 nChanged 10 SP:Iteration 11Q (2324.200000 sec): 3 clusters Score: Raw -250770.637829 + Penalty 2478.318398 = -248292.319431 nChanged 12 SP:Iteration 12Q (2324.400000 sec): 3 clusters Score: Raw -250776.189828 + Penalty 2478.318398 = -248297.871429 nChanged 9 SP:Iteration 13Q (2324.580000 sec): 3 clusters Score: Raw -250780.443496 + Penalty 2478.318398 = -248302.125098 nChanged 3 SP:Iteration 14Q (2324.760000 sec): 3 clusters Score: Raw -250781.309571 + Penalty 2478.318398 = -248302.991173 nChanged 1 SP:Iteration 15Q (2324.960000 sec): 3 clusters Score: Raw -250781.731719 + Penalty 2478.318398 = -248303.413320 nChanged 0 SP:Iteration 16F (2325.160000 sec): 3 clusters Score: Raw -250781.731719 + Penalty 2478.318398 = -248303.413320 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2325.230000 sec): 2 clusters Score: Raw -63047.423701 + Penalty 1017.802218 = -62029.621484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2325.440000 sec): 3 clusters Score: Raw -62965.345674 + Penalty 2035.604435 = -60929.741239 nChanged 117 SP:Iteration 1F (2325.580000 sec): 3 clusters Score: Raw -63122.477897 + Penalty 2035.604435 = -61086.873462 nChanged 29 SP:Iteration 2F (2325.760000 sec): 3 clusters Score: Raw -63175.912984 + Penalty 2035.604435 = -61140.308549 nChanged 20 SP:Iteration 3Q (2325.940000 sec): 3 clusters Score: Raw -63203.248224 + Penalty 2035.604435 = -61167.643788 nChanged 4 SP:Iteration 4Q (2326.120000 sec): 3 clusters Score: Raw -63213.088823 + Penalty 2035.604435 = -61177.484388 nChanged 2 SP:Iteration 5Q (2326.340000 sec): 3 clusters Score: Raw -63214.560399 + Penalty 2035.604435 = -61178.955964 nChanged 0 SP:Iteration 6F (2326.520000 sec): 3 clusters Score: Raw -63214.560399 + Penalty 2035.604435 = -61178.955964 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2326.620000 sec): 2 clusters Score: Raw -1352641.944324 + Penalty 1503.537331 = -1351138.406993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.910000 sec): 3 clusters Score: Raw -1346762.325905 + Penalty 3007.074662 = -1343755.251243 nChanged 4365 SP:Iteration 1F (2327.140000 sec): 3 clusters Score: Raw -1349144.795430 + Penalty 3007.074662 = -1346137.720769 nChanged 584 SP:Iteration 2F (2327.360000 sec): 3 clusters Score: Raw -1349374.102791 + Penalty 3007.074662 = -1346367.028129 nChanged 463 SP:Iteration 3Q (2327.550000 sec): 3 clusters Score: Raw -1349545.336695 + Penalty 3007.074662 = -1346538.262033 nChanged 388 SP:Iteration 4Q (2327.840000 sec): 3 clusters Score: Raw -1349705.139630 + Penalty 3007.074662 = -1346698.064968 nChanged 394 SP:Iteration 5Q (2328.020000 sec): 3 clusters Score: Raw -1349882.470148 + Penalty 3007.074662 = -1346875.395486 nChanged 434 SP:Iteration 6Q (2328.200000 sec): 3 clusters Score: Raw -1350102.999062 + Penalty 3007.074662 = -1347095.924400 nChanged 457 SP:Iteration 7Q (2328.420000 sec): 3 clusters Score: Raw -1350369.443603 + Penalty 3007.074662 = -1347362.368941 nChanged 492 SP:Iteration 8Q (2328.640000 sec): 3 clusters Score: Raw -1350715.819175 + Penalty 3007.074662 = -1347708.744513 nChanged 571 SP:Iteration 9F (2328.890000 sec): 3 clusters Score: Raw -1351192.256557 + Penalty 3007.074662 = -1348185.181896 nChanged 588 SP:Iteration 10F (2329.080000 sec): 3 clusters Score: Raw -1351766.599527 + Penalty 3007.074662 = -1348759.524865 nChanged 539 SP:Iteration 11F (2329.300000 sec): 3 clusters Score: Raw -1352355.332648 + Penalty 3007.074662 = -1349348.257986 nChanged 393 SP:Iteration 12Q (2329.490000 sec): 3 clusters Score: Raw -1352825.441882 + Penalty 3007.074662 = -1349818.367221 nChanged 285 SP:Iteration 13Q (2329.730000 sec): 3 clusters Score: Raw -1353199.491493 + Penalty 3007.074662 = -1350192.416831 nChanged 177 SP:Iteration 14Q (2330.020000 sec): 3 clusters Score: Raw -1353448.794843 + Penalty 3007.074662 = -1350441.720181 nChanged 103 SP:Iteration 15Q (2330.240000 sec): 3 clusters Score: Raw -1353607.857641 + Penalty 3007.074662 = -1350600.782979 nChanged 81 SP:Iteration 16Q (2330.430000 sec): 3 clusters Score: Raw -1353736.838558 + Penalty 3007.074662 = -1350729.763896 nChanged 50 SP:Iteration 17Q (2330.600000 sec): 3 clusters Score: Raw -1353829.046435 + Penalty 3007.074662 = -1350821.971773 nChanged 26 SP:Iteration 18Q (2330.840000 sec): 3 clusters Score: Raw -1353878.754673 + Penalty 3007.074662 = -1350871.680011 nChanged 22 SP:Iteration 19Q (2331.050000 sec): 3 clusters Score: Raw -1353915.666937 + Penalty 3007.074662 = -1350908.592275 nChanged 10 SP:Iteration 20F (2331.250000 sec): 3 clusters Score: Raw -1353929.549760 + Penalty 3007.074662 = -1350922.475098 nChanged 8 SP:Iteration 21Q (2331.430000 sec): 3 clusters Score: Raw -1353942.116848 + Penalty 3007.074662 = -1350935.042187 nChanged 3 SP:Iteration 22Q (2331.620000 sec): 3 clusters Score: Raw -1353946.910847 + Penalty 3007.074662 = -1350939.836185 nChanged 2 SP:Iteration 23Q (2331.870000 sec): 3 clusters Score: Raw -1353950.785144 + Penalty 3007.074662 = -1350943.710483 nChanged 4 SP:Iteration 24Q (2332.050000 sec): 3 clusters Score: Raw -1353956.477737 + Penalty 3007.074662 = -1350949.403075 nChanged 4 SP:Iteration 25Q (2332.220000 sec): 3 clusters Score: Raw -1353966.579353 + Penalty 3007.074662 = -1350959.504691 nChanged 2 SP:Iteration 26Q (2332.440000 sec): 3 clusters Score: Raw -1353970.652722 + Penalty 3007.074662 = -1350963.578061 nChanged 2 SP:Iteration 27Q (2332.650000 sec): 3 clusters Score: Raw -1353973.587980 + Penalty 3007.074662 = -1350966.513318 nChanged 2 SP:Iteration 28Q (2332.830000 sec): 3 clusters Score: Raw -1353976.234319 + Penalty 3007.074662 = -1350969.159658 nChanged 1 SP:Iteration 29Q (2333.040000 sec): 3 clusters Score: Raw -1353977.045920 + Penalty 3007.074662 = -1350969.971258 nChanged 1 SP:Iteration 30Q (2333.300000 sec): 3 clusters Score: Raw -1353977.859751 + Penalty 3007.074662 = -1350970.785090 nChanged 0 SP:Iteration 31F (2333.550000 sec): 3 clusters Score: Raw -1353977.859751 + Penalty 3007.074662 = -1350970.785090 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2333.640000 sec): 2 clusters Score: Raw -26626.783573 + Penalty 899.816818 = -25726.966754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.840000 sec): 3 clusters Score: Raw -26801.451603 + Penalty 1799.633637 = -25001.817966 nChanged 53 SP:Iteration 1F (2333.990000 sec): 3 clusters Score: Raw -27009.610548 + Penalty 1799.633637 = -25209.976911 nChanged 21 SP:Iteration 2F (2334.150000 sec): 3 clusters Score: Raw -27148.162447 + Penalty 1799.633637 = -25348.528810 nChanged 9 SP:Iteration 3Q (2334.310000 sec): 3 clusters Score: Raw -27217.396661 + Penalty 1799.633637 = -25417.763024 nChanged 6 SP:Iteration 4Q (2334.520000 sec): 3 clusters Score: Raw -27250.711407 + Penalty 1799.633637 = -25451.077770 nChanged 5 SP:Iteration 5Q (2334.690000 sec): 3 clusters Score: Raw -27285.530871 + Penalty 1799.633637 = -25485.897234 nChanged 3 SP:Iteration 6Q (2334.850000 sec): 3 clusters Score: Raw -27301.063020 + Penalty 1799.633637 = -25501.429383 nChanged 5 SP:Iteration 7Q (2335.040000 sec): 3 clusters Score: Raw -27308.222099 + Penalty 1799.633637 = -25508.588463 nChanged 1 SP:Iteration 8Q (2335.230000 sec): 3 clusters Score: Raw -27314.005478 + Penalty 1799.633637 = -25514.371841 nChanged 1 SP:Iteration 9Q (2335.370000 sec): 3 clusters Score: Raw -27319.024088 + Penalty 1799.633637 = -25519.390451 nChanged 0 SP:Iteration 10F (2335.530000 sec): 3 clusters Score: Raw -27319.024088 + Penalty 1799.633637 = -25519.390451 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (8640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2335.650000 sec): 2 clusters Score: Raw -1042293.198422 + Penalty 1472.925653 = -1040820.272770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2335.930000 sec): 3 clusters Score: Raw -1037453.058718 + Penalty 2945.851305 = -1034507.207413 nChanged 3673 SP:Iteration 1F (2336.160000 sec): 3 clusters Score: Raw -1039428.767959 + Penalty 2945.851305 = -1036482.916654 nChanged 508 SP:Iteration 2F (2336.320000 sec): 3 clusters Score: Raw -1039657.254693 + Penalty 2945.851305 = -1036711.403388 nChanged 416 SP:Iteration 3Q (2336.570000 sec): 3 clusters Score: Raw -1039853.605364 + Penalty 2945.851305 = -1036907.754059 nChanged 380 SP:Iteration 4Q (2336.800000 sec): 3 clusters Score: Raw -1040044.560455 + Penalty 2945.851305 = -1037098.709150 nChanged 358 SP:Iteration 5Q (2337.000000 sec): 3 clusters Score: Raw -1040219.549726 + Penalty 2945.851305 = -1037273.698421 nChanged 318 SP:Iteration 6Q (2337.260000 sec): 3 clusters Score: Raw -1040380.724807 + Penalty 2945.851305 = -1037434.873502 nChanged 324 SP:Iteration 7Q (2337.450000 sec): 3 clusters Score: Raw -1040573.961892 + Penalty 2945.851305 = -1037628.110587 nChanged 352 SP:Iteration 8Q (2337.680000 sec): 3 clusters Score: Raw -1040785.230036 + Penalty 2945.851305 = -1037839.378731 nChanged 364 SP:Iteration 9Q (2337.900000 sec): 3 clusters Score: Raw -1041039.536355 + Penalty 2945.851305 = -1038093.685050 nChanged 351 SP:Iteration 10Q (2338.100000 sec): 3 clusters Score: Raw -1041279.396699 + Penalty 2945.851305 = -1038333.545394 nChanged 351 SP:Iteration 11Q (2338.300000 sec): 3 clusters Score: Raw -1041508.883461 + Penalty 2945.851305 = -1038563.032155 nChanged 309 SP:Iteration 12Q (2338.520000 sec): 3 clusters Score: Raw -1041724.927046 + Penalty 2945.851305 = -1038779.075741 nChanged 262 SP:Iteration 13Q (2338.740000 sec): 3 clusters Score: Raw -1041911.206025 + Penalty 2945.851305 = -1038965.354720 nChanged 203 SP:Iteration 14Q (2338.920000 sec): 3 clusters Score: Raw -1042066.156349 + Penalty 2945.851305 = -1039120.305044 nChanged 149 SP:Iteration 15Q (2339.150000 sec): 3 clusters Score: Raw -1042175.011482 + Penalty 2945.851305 = -1039229.160177 nChanged 123 SP:Iteration 16Q (2339.390000 sec): 3 clusters Score: Raw -1042260.896898 + Penalty 2945.851305 = -1039315.045593 nChanged 82 SP:Iteration 17Q (2339.600000 sec): 3 clusters Score: Raw -1042325.772827 + Penalty 2945.851305 = -1039379.921522 nChanged 56 SP:Iteration 18Q (2339.790000 sec): 3 clusters Score: Raw -1042361.198558 + Penalty 2945.851305 = -1039415.347253 nChanged 45 SP:Iteration 19Q (2340.030000 sec): 3 clusters Score: Raw -1042391.696012 + Penalty 2945.851305 = -1039445.844707 nChanged 31 SP:Iteration 20F (2340.240000 sec): 3 clusters Score: Raw -1042416.299010 + Penalty 2945.851305 = -1039470.447705 nChanged 23 SP:Iteration 21Q (2340.450000 sec): 3 clusters Score: Raw -1042433.646923 + Penalty 2945.851305 = -1039487.795618 nChanged 21 SP:Iteration 22Q (2340.640000 sec): 3 clusters Score: Raw -1042451.344481 + Penalty 2945.851305 = -1039505.493176 nChanged 14 SP:Iteration 23Q (2340.850000 sec): 3 clusters Score: Raw -1042463.739462 + Penalty 2945.851305 = -1039517.888157 nChanged 12 SP:Iteration 24Q (2341.090000 sec): 3 clusters Score: Raw -1042472.761129 + Penalty 2945.851305 = -1039526.909824 nChanged 9 SP:Iteration 25Q (2341.320000 sec): 3 clusters Score: Raw -1042479.050740 + Penalty 2945.851305 = -1039533.199435 nChanged 4 SP:Iteration 26Q (2341.570000 sec): 3 clusters Score: Raw -1042480.706629 + Penalty 2945.851305 = -1039534.855324 nChanged 2 SP:Iteration 27Q (2341.810000 sec): 3 clusters Score: Raw -1042481.393945 + Penalty 2945.851305 = -1039535.542640 nChanged 2 SP:Iteration 28Q (2342.030000 sec): 3 clusters Score: Raw -1042483.951441 + Penalty 2945.851305 = -1039538.100136 nChanged 6 SP:Iteration 29Q (2342.270000 sec): 3 clusters Score: Raw -1042492.300116 + Penalty 2945.851305 = -1039546.448811 nChanged 3 SP:Iteration 30Q (2342.490000 sec): 3 clusters Score: Raw -1042495.813452 + Penalty 2945.851305 = -1039549.962147 nChanged 4 SP:Iteration 31Q (2342.670000 sec): 3 clusters Score: Raw -1042498.148884 + Penalty 2945.851305 = -1039552.297579 nChanged 1 SP:Iteration 32Q (2342.810000 sec): 3 clusters Score: Raw -1042500.382473 + Penalty 2945.851305 = -1039554.531168 nChanged 0 SP:Iteration 33F (2343.000000 sec): 3 clusters Score: Raw -1042500.382473 + Penalty 2945.851305 = -1039554.531168 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (12208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2343.110000 sec): 2 clusters Score: Raw -1468193.531732 + Penalty 1529.100097 = -1466664.431635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2343.370000 sec): 3 clusters Score: Raw -1461188.301752 + Penalty 3058.200195 = -1458130.101557 nChanged 5365 SP:Iteration 1F (2343.610000 sec): 3 clusters Score: Raw -1464360.944551 + Penalty 3058.200195 = -1461302.744356 nChanged 909 SP:Iteration 2F (2343.890000 sec): 3 clusters Score: Raw -1464980.865804 + Penalty 3058.200195 = -1461922.665609 nChanged 926 SP:Iteration 3F (2344.110000 sec): 3 clusters Score: Raw -1465684.290393 + Penalty 3058.200195 = -1462626.090198 nChanged 954 SP:Iteration 4F (2344.270000 sec): 3 clusters Score: Raw -1466459.517493 + Penalty 3058.200195 = -1463401.317299 nChanged 880 SP:Iteration 5F (2344.530000 sec): 3 clusters Score: Raw -1467115.039115 + Penalty 3058.200195 = -1464056.838920 nChanged 691 SP:Iteration 6F (2344.750000 sec): 3 clusters Score: Raw -1467570.802468 + Penalty 3058.200195 = -1464512.602273 nChanged 511 SP:Iteration 7Q (2345.020000 sec): 3 clusters Score: Raw -1467894.217058 + Penalty 3058.200195 = -1464836.016863 nChanged 362 SP:Iteration 8Q (2345.270000 sec): 3 clusters Score: Raw -1468124.570846 + Penalty 3058.200195 = -1465066.370651 nChanged 250 SP:Iteration 9Q (2345.500000 sec): 3 clusters Score: Raw -1468294.620235 + Penalty 3058.200195 = -1465236.420040 nChanged 155 SP:Iteration 10Q (2345.750000 sec): 3 clusters Score: Raw -1468472.490680 + Penalty 3058.200195 = -1465414.290485 nChanged 130 SP:Iteration 11Q (2346.040000 sec): 3 clusters Score: Raw -1468593.988410 + Penalty 3058.200195 = -1465535.788215 nChanged 102 SP:Iteration 12Q (2346.270000 sec): 3 clusters Score: Raw -1468629.749524 + Penalty 3058.200195 = -1465571.549330 nChanged 66 SP:Iteration 13Q (2346.450000 sec): 3 clusters Score: Raw -1468647.038834 + Penalty 3058.200195 = -1465588.838639 nChanged 55 SP:Iteration 14Q (2346.660000 sec): 3 clusters Score: Raw -1468658.974803 + Penalty 3058.200195 = -1465600.774608 nChanged 44 SP:Iteration 15Q (2346.840000 sec): 3 clusters Score: Raw -1468669.678315 + Penalty 3058.200195 = -1465611.478120 nChanged 37 SP:Iteration 16Q (2347.090000 sec): 3 clusters Score: Raw -1468677.356240 + Penalty 3058.200195 = -1465619.156046 nChanged 30 SP:Iteration 17Q (2347.300000 sec): 3 clusters Score: Raw -1468683.306698 + Penalty 3058.200195 = -1465625.106503 nChanged 27 SP:Iteration 18Q (2347.530000 sec): 3 clusters Score: Raw -1468690.032716 + Penalty 3058.200195 = -1465631.832521 nChanged 29 SP:Iteration 19Q (2347.770000 sec): 3 clusters Score: Raw -1468697.681365 + Penalty 3058.200195 = -1465639.481170 nChanged 27 SP:Iteration 20F (2347.950000 sec): 3 clusters Score: Raw -1468702.856277 + Penalty 3058.200195 = -1465644.656082 nChanged 26 SP:Iteration 21Q (2348.210000 sec): 3 clusters Score: Raw -1468707.608617 + Penalty 3058.200195 = -1465649.408422 nChanged 21 SP:Iteration 22Q (2348.430000 sec): 3 clusters Score: Raw -1468711.942356 + Penalty 3058.200195 = -1465653.742161 nChanged 17 SP:Iteration 23Q (2348.630000 sec): 3 clusters Score: Raw -1468715.215338 + Penalty 3058.200195 = -1465657.015143 nChanged 14 SP:Iteration 24Q (2348.860000 sec): 3 clusters Score: Raw -1468717.971946 + Penalty 3058.200195 = -1465659.771751 nChanged 14 SP:Iteration 25Q (2349.030000 sec): 3 clusters Score: Raw -1468720.975838 + Penalty 3058.200195 = -1465662.775643 nChanged 17 SP:Iteration 26Q (2349.290000 sec): 3 clusters Score: Raw -1468724.956294 + Penalty 3058.200195 = -1465666.756099 nChanged 17 SP:Iteration 27Q (2349.480000 sec): 3 clusters Score: Raw -1468729.649964 + Penalty 3058.200195 = -1465671.449769 nChanged 29 SP:Iteration 28Q (2349.710000 sec): 3 clusters Score: Raw -1468739.017643 + Penalty 3058.200195 = -1465680.817448 nChanged 34 SP:Iteration 29Q (2349.970000 sec): 3 clusters Score: Raw -1468749.076442 + Penalty 3058.200195 = -1465690.876247 nChanged 38 SP:Iteration 30Q (2350.200000 sec): 3 clusters Score: Raw -1468759.504347 + Penalty 3058.200195 = -1465701.304152 nChanged 36 SP:Iteration 31Q (2350.390000 sec): 3 clusters Score: Raw -1468770.030460 + Penalty 3058.200195 = -1465711.830265 nChanged 41 SP:Iteration 32Q (2350.650000 sec): 3 clusters Score: Raw -1468780.957364 + Penalty 3058.200195 = -1465722.757169 nChanged 30 SP:Iteration 33Q (2350.830000 sec): 3 clusters Score: Raw -1468788.202115 + Penalty 3058.200195 = -1465730.001920 nChanged 22 SP:Iteration 34Q (2350.990000 sec): 3 clusters Score: Raw -1468792.332337 + Penalty 3058.200195 = -1465734.132143 nChanged 14 SP:Iteration 35Q (2351.190000 sec): 3 clusters Score: Raw -1468795.468999 + Penalty 3058.200195 = -1465737.268804 nChanged 15 SP:Iteration 36Q (2351.450000 sec): 3 clusters Score: Raw -1468799.081445 + Penalty 3058.200195 = -1465740.881250 nChanged 18 SP:Iteration 37Q (2351.710000 sec): 3 clusters Score: Raw -1468804.007120 + Penalty 3058.200195 = -1465745.806925 nChanged 19 SP:Iteration 38Q (2351.900000 sec): 3 clusters Score: Raw -1468809.205483 + Penalty 3058.200195 = -1465751.005288 nChanged 17 SP:Iteration 39Q (2352.120000 sec): 3 clusters Score: Raw -1468812.208233 + Penalty 3058.200195 = -1465754.008038 nChanged 11 SP:Iteration 40F (2352.350000 sec): 3 clusters Score: Raw -1468815.037042 + Penalty 3058.200195 = -1465756.836847 nChanged 16 SP:Iteration 41Q (2352.570000 sec): 3 clusters Score: Raw -1468819.982419 + Penalty 3058.200195 = -1465761.782225 nChanged 24 SP:Iteration 42Q (2352.760000 sec): 3 clusters Score: Raw -1468826.245271 + Penalty 3058.200195 = -1465768.045076 nChanged 25 SP:Iteration 43Q (2352.940000 sec): 3 clusters Score: Raw -1468832.584092 + Penalty 3058.200195 = -1465774.383897 nChanged 20 SP:Iteration 44Q (2353.150000 sec): 3 clusters Score: Raw -1468837.593590 + Penalty 3058.200195 = -1465779.393395 nChanged 18 SP:Iteration 45Q (2353.370000 sec): 3 clusters Score: Raw -1468841.433735 + Penalty 3058.200195 = -1465783.233540 nChanged 19 SP:Iteration 46Q (2353.580000 sec): 3 clusters Score: Raw -1468845.987020 + Penalty 3058.200195 = -1465787.786825 nChanged 23 SP:Iteration 47Q (2353.790000 sec): 3 clusters Score: Raw -1468850.429644 + Penalty 3058.200195 = -1465792.229449 nChanged 19 SP:Iteration 48Q (2354.000000 sec): 3 clusters Score: Raw -1468853.064552 + Penalty 3058.200195 = -1465794.864357 nChanged 13 SP:Iteration 49Q (2354.250000 sec): 3 clusters Score: Raw -1468855.699820 + Penalty 3058.200195 = -1465797.499625 nChanged 10 SP:Iteration 50Q (2354.480000 sec): 3 clusters Score: Raw -1468858.223472 + Penalty 3058.200195 = -1465800.023278 nChanged 11 SP:Iteration 51Q (2354.680000 sec): 3 clusters Score: Raw -1468859.873116 + Penalty 3058.200195 = -1465801.672921 nChanged 6 SP:Iteration 52Q (2354.920000 sec): 3 clusters Score: Raw -1468860.813168 + Penalty 3058.200195 = -1465802.612973 nChanged 7 SP:Iteration 53Q (2355.130000 sec): 3 clusters Score: Raw -1468862.180780 + Penalty 3058.200195 = -1465803.980585 nChanged 7 SP:Iteration 54Q (2355.330000 sec): 3 clusters Score: Raw -1468863.416819 + Penalty 3058.200195 = -1465805.216624 nChanged 8 SP:Iteration 55Q (2355.510000 sec): 3 clusters Score: Raw -1468864.626297 + Penalty 3058.200195 = -1465806.426102 nChanged 3 SP:Iteration 56Q (2355.710000 sec): 3 clusters Score: Raw -1468865.024195 + Penalty 3058.200195 = -1465806.824000 nChanged 1 SP:Iteration 57Q (2355.890000 sec): 3 clusters Score: Raw -1468865.143222 + Penalty 3058.200195 = -1465806.943027 nChanged 1 SP:Iteration 58Q (2356.150000 sec): 3 clusters Score: Raw -1468865.225507 + Penalty 3058.200195 = -1465807.025312 nChanged 2 SP:Iteration 59Q (2356.360000 sec): 3 clusters Score: Raw -1468865.837997 + Penalty 3058.200195 = -1465807.637802 nChanged 4 SP:Iteration 60F (2356.530000 sec): 3 clusters Score: Raw -1468866.671715 + Penalty 3058.200195 = -1465808.471520 nChanged 3 SP:Iteration 61Q (2356.750000 sec): 3 clusters Score: Raw -1468866.890989 + Penalty 3058.200195 = -1465808.690794 nChanged 3 SP:Iteration 62Q (2356.990000 sec): 3 clusters Score: Raw -1468867.281265 + Penalty 3058.200195 = -1465809.081070 nChanged 5 SP:Iteration 63Q (2357.200000 sec): 3 clusters Score: Raw -1468867.995150 + Penalty 3058.200195 = -1465809.794955 nChanged 4 SP:Iteration 64Q (2357.360000 sec): 3 clusters Score: Raw -1468868.457713 + Penalty 3058.200195 = -1465810.257518 nChanged 1 SP:Iteration 65Q (2357.590000 sec): 3 clusters Score: Raw -1468868.518058 + Penalty 3058.200195 = -1465810.317863 nChanged 0 SP:Iteration 66F (2357.810000 sec): 3 clusters Score: Raw -1468868.518058 + Penalty 3058.200195 = -1465810.317863 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (213654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2358.740000 sec): 2 clusters Score: Raw -26135868.685908 + Penalty 1994.218389 = -26133874.467519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2359.840000 sec): 3 clusters Score: Raw -25993648.259658 + Penalty 3988.436778 = -25989659.822880 nChanged 103736 SP:Iteration 1F (2360.890000 sec): 3 clusters Score: Raw -26055743.637697 + Penalty 3988.436778 = -26051755.200919 nChanged 5325 SP:Iteration 2Q (2361.990000 sec): 3 clusters Score: Raw -26056777.193000 + Penalty 3988.436778 = -26052788.756222 nChanged 5755 SP:Iteration 3Q (2363.030000 sec): 3 clusters Score: Raw -26058017.929327 + Penalty 3988.436778 = -26054029.492549 nChanged 6339 SP:Iteration 4Q (2364.160000 sec): 3 clusters Score: Raw -26059653.601458 + Penalty 3988.436778 = -26055665.164680 nChanged 7317 SP:Iteration 5Q (2365.300000 sec): 3 clusters Score: Raw -26061929.154993 + Penalty 3988.436778 = -26057940.718215 nChanged 8418 SP:Iteration 6Q (2366.470000 sec): 3 clusters Score: Raw -26065216.298660 + Penalty 3988.436778 = -26061227.861882 nChanged 9947 SP:Iteration 7Q (2367.650000 sec): 3 clusters Score: Raw -26070361.758567 + Penalty 3988.436778 = -26066373.321789 nChanged 12096 SP:Iteration 8F (2368.720000 sec): 3 clusters Score: Raw -26078473.820405 + Penalty 3988.436778 = -26074485.383627 nChanged 13638 SP:Iteration 9F (2369.780000 sec): 3 clusters Score: Raw -26088273.273662 + Penalty 3988.436778 = -26084284.836884 nChanged 12613 SP:Iteration 10F (2370.770000 sec): 3 clusters Score: Raw -26095239.679862 + Penalty 3988.436778 = -26091251.243084 nChanged 8661 SP:Iteration 11Q (2371.980000 sec): 3 clusters Score: Raw -26097944.744046 + Penalty 3988.436778 = -26093956.307268 nChanged 4889 SP:Iteration 12Q (2373.170000 sec): 3 clusters Score: Raw -26098878.898721 + Penalty 3988.436778 = -26094890.461943 nChanged 3065 SP:Iteration 13Q (2374.310000 sec): 3 clusters Score: Raw -26099411.002604 + Penalty 3988.436778 = -26095422.565826 nChanged 2579 SP:Iteration 14Q (2375.450000 sec): 3 clusters Score: Raw -26099889.074168 + Penalty 3988.436778 = -26095900.637390 nChanged 2717 SP:Iteration 15Q (2376.540000 sec): 3 clusters Score: Raw -26100440.470655 + Penalty 3988.436778 = -26096452.033877 nChanged 2978 SP:Iteration 16Q (2377.670000 sec): 3 clusters Score: Raw -26101089.709050 + Penalty 3988.436778 = -26097101.272272 nChanged 3235 SP:Iteration 17Q (2378.800000 sec): 3 clusters Score: Raw -26101863.623553 + Penalty 3988.436778 = -26097875.186775 nChanged 3472 SP:Iteration 18Q (2379.910000 sec): 3 clusters Score: Raw -26102765.328268 + Penalty 3988.436778 = -26098776.891490 nChanged 3759 SP:Iteration 19Q (2380.940000 sec): 3 clusters Score: Raw -26103836.878045 + Penalty 3988.436778 = -26099848.441267 nChanged 4022 SP:Iteration 20F (2382.030000 sec): 3 clusters Score: Raw -26105094.377533 + Penalty 3988.436778 = -26101105.940755 nChanged 4262 SP:Iteration 21Q (2383.180000 sec): 3 clusters Score: Raw -26106551.231995 + Penalty 3988.436778 = -26102562.795217 nChanged 4508 SP:Iteration 22Q (2384.330000 sec): 3 clusters Score: Raw -26108258.008072 + Penalty 3988.436778 = -26104269.571294 nChanged 4753 SP:Iteration 23Q (2385.440000 sec): 3 clusters Score: Raw -26110181.200431 + Penalty 3988.436778 = -26106192.763653 nChanged 4776 SP:Iteration 24Q (2386.520000 sec): 3 clusters Score: Raw -26112258.771159 + Penalty 3988.436778 = -26108270.334381 nChanged 4789 SP:Iteration 25Q (2387.550000 sec): 3 clusters Score: Raw -26114531.152507 + Penalty 3988.436778 = -26110542.715729 nChanged 4751 SP:Iteration 26Q (2388.650000 sec): 3 clusters Score: Raw -26116926.356123 + Penalty 3988.436778 = -26112937.919345 nChanged 4658 SP:Iteration 27Q (2389.750000 sec): 3 clusters Score: Raw -26119467.056872 + Penalty 3988.436778 = -26115478.620094 nChanged 4422 SP:Iteration 28Q (2390.840000 sec): 3 clusters Score: Raw -26122060.048479 + Penalty 3988.436778 = -26118071.611701 nChanged 4140 SP:Iteration 29Q (2391.880000 sec): 3 clusters Score: Raw -26124628.723898 + Penalty 3988.436778 = -26120640.287120 nChanged 3573 SP:Iteration 30Q (2392.870000 sec): 3 clusters Score: Raw -26126976.123131 + Penalty 3988.436778 = -26122987.686353 nChanged 3034 SP:Iteration 31Q (2393.920000 sec): 3 clusters Score: Raw -26129064.599857 + Penalty 3988.436778 = -26125076.163079 nChanged 2439 SP:Iteration 32Q (2395.010000 sec): 3 clusters Score: Raw -26130824.157446 + Penalty 3988.436778 = -26126835.720668 nChanged 1942 SP:Iteration 33Q (2396.030000 sec): 3 clusters Score: Raw -26132223.507818 + Penalty 3988.436778 = -26128235.071040 nChanged 1465 SP:Iteration 34Q (2397.060000 sec): 3 clusters Score: Raw -26133264.027605 + Penalty 3988.436778 = -26129275.590827 nChanged 1071 SP:Iteration 35Q (2398.210000 sec): 3 clusters Score: Raw -26133970.473325 + Penalty 3988.436778 = -26129982.036547 nChanged 809 SP:Iteration 36Q (2399.230000 sec): 3 clusters Score: Raw -26134473.088461 + Penalty 3988.436778 = -26130484.651683 nChanged 635 SP:Iteration 37Q (2400.260000 sec): 3 clusters Score: Raw -26134835.706221 + Penalty 3988.436778 = -26130847.269443 nChanged 493 SP:Iteration 38Q (2401.230000 sec): 3 clusters Score: Raw -26135095.523456 + Penalty 3988.436778 = -26131107.086678 nChanged 408 SP:Iteration 39Q (2402.260000 sec): 3 clusters Score: Raw -26135291.342982 + Penalty 3988.436778 = -26131302.906204 nChanged 346 SP:Iteration 40F (2403.410000 sec): 3 clusters Score: Raw -26135458.687374 + Penalty 3988.436778 = -26131470.250596 nChanged 289 SP:Iteration 41Q (2404.390000 sec): 3 clusters Score: Raw -26135594.899127 + Penalty 3988.436778 = -26131606.462349 nChanged 232 SP:Iteration 42Q (2405.360000 sec): 3 clusters Score: Raw -26135694.449702 + Penalty 3988.436778 = -26131706.012924 nChanged 192 SP:Iteration 43Q (2406.290000 sec): 3 clusters Score: Raw -26135768.358707 + Penalty 3988.436778 = -26131779.921929 nChanged 142 SP:Iteration 44Q (2407.280000 sec): 3 clusters Score: Raw -26135818.264791 + Penalty 3988.436778 = -26131829.828013 nChanged 106 SP:Iteration 45Q (2408.250000 sec): 3 clusters Score: Raw -26135852.413380 + Penalty 3988.436778 = -26131863.976602 nChanged 89 SP:Iteration 46Q (2409.260000 sec): 3 clusters Score: Raw -26135879.851805 + Penalty 3988.436778 = -26131891.415027 nChanged 72 SP:Iteration 47Q (2410.250000 sec): 3 clusters Score: Raw -26135897.398806 + Penalty 3988.436778 = -26131908.962028 nChanged 64 SP:Iteration 48Q (2411.250000 sec): 3 clusters Score: Raw -26135914.334462 + Penalty 3988.436778 = -26131925.897684 nChanged 58 SP:Iteration 49Q (2412.220000 sec): 3 clusters Score: Raw -26135931.552595 + Penalty 3988.436778 = -26131943.115817 nChanged 57 SP:Iteration 50Q (2413.220000 sec): 3 clusters Score: Raw -26135948.555378 + Penalty 3988.436778 = -26131960.118600 nChanged 54 SP:Iteration 51Q (2414.210000 sec): 3 clusters Score: Raw -26135965.323486 + Penalty 3988.436778 = -26131976.886708 nChanged 52 SP:Iteration 52Q (2415.080000 sec): 3 clusters Score: Raw -26135981.102123 + Penalty 3988.436778 = -26131992.665345 nChanged 55 SP:Iteration 53Q (2416.020000 sec): 3 clusters Score: Raw -26135995.652960 + Penalty 3988.436778 = -26132007.216182 nChanged 41 SP:Iteration 54Q (2417.030000 sec): 3 clusters Score: Raw -26136007.885093 + Penalty 3988.436778 = -26132019.448315 nChanged 44 SP:Iteration 55Q (2417.890000 sec): 3 clusters Score: Raw -26136021.836943 + Penalty 3988.436778 = -26132033.400165 nChanged 37 SP:Iteration 56Q (2418.800000 sec): 3 clusters Score: Raw -26136032.793999 + Penalty 3988.436778 = -26132044.357221 nChanged 29 SP:Iteration 57Q (2419.760000 sec): 3 clusters Score: Raw -26136043.404849 + Penalty 3988.436778 = -26132054.968071 nChanged 29 SP:Iteration 58Q (2420.610000 sec): 3 clusters Score: Raw -26136051.977383 + Penalty 3988.436778 = -26132063.540605 nChanged 28 SP:Iteration 59Q (2421.500000 sec): 3 clusters Score: Raw -26136060.775668 + Penalty 3988.436778 = -26132072.338890 nChanged 32 SP:Iteration 60F (2422.670000 sec): 3 clusters Score: Raw -26136071.166429 + Penalty 3988.436778 = -26132082.729651 nChanged 32 SP:Iteration 61Q (2423.830000 sec): 3 clusters Score: Raw -26136079.898950 + Penalty 3988.436778 = -26132091.462172 nChanged 24 SP:Iteration 62Q (2424.990000 sec): 3 clusters Score: Raw -26136086.348985 + Penalty 3988.436778 = -26132097.912207 nChanged 23 SP:Iteration 63Q (2426.170000 sec): 3 clusters Score: Raw -26136094.459074 + Penalty 3988.436778 = -26132106.022296 nChanged 22 SP:Iteration 64Q (2427.280000 sec): 3 clusters Score: Raw -26136103.592760 + Penalty 3988.436778 = -26132115.155982 nChanged 28 SP:Iteration 65Q (2428.250000 sec): 3 clusters Score: Raw -26136112.070484 + Penalty 3988.436778 = -26132123.633706 nChanged 19 SP:Iteration 66Q (2429.260000 sec): 3 clusters Score: Raw -26136119.254463 + Penalty 3988.436778 = -26132130.817685 nChanged 18 SP:Iteration 67Q (2430.340000 sec): 3 clusters Score: Raw -26136124.576851 + Penalty 3988.436778 = -26132136.140073 nChanged 16 SP:Iteration 68Q (2431.450000 sec): 3 clusters Score: Raw -26136128.790722 + Penalty 3988.436778 = -26132140.353944 nChanged 7 SP:Iteration 69Q (2432.670000 sec): 3 clusters Score: Raw -26136130.404755 + Penalty 3988.436778 = -26132141.967977 nChanged 7 SP:Iteration 70Q (2433.750000 sec): 3 clusters Score: Raw -26136131.921460 + Penalty 3988.436778 = -26132143.484682 nChanged 4 SP:Iteration 71Q (2434.890000 sec): 3 clusters Score: Raw -26136132.998716 + Penalty 3988.436778 = -26132144.561938 nChanged 2 SP:Iteration 72Q (2436.010000 sec): 3 clusters Score: Raw -26136133.580801 + Penalty 3988.436778 = -26132145.144023 nChanged 4 SP:Iteration 73Q (2437.140000 sec): 3 clusters Score: Raw -26136134.721198 + Penalty 3988.436778 = -26132146.284420 nChanged 6 SP:Iteration 74Q (2438.350000 sec): 3 clusters Score: Raw -26136136.629836 + Penalty 3988.436778 = -26132148.193058 nChanged 6 SP:Iteration 75Q (2439.460000 sec): 3 clusters Score: Raw -26136138.195795 + Penalty 3988.436778 = -26132149.759017 nChanged 6 SP:Iteration 76Q (2440.630000 sec): 3 clusters Score: Raw -26136139.540934 + Penalty 3988.436778 = -26132151.104156 nChanged 4 SP:Iteration 77Q (2441.660000 sec): 3 clusters Score: Raw -26136140.414580 + Penalty 3988.436778 = -26132151.977802 nChanged 4 SP:Iteration 78Q (2442.740000 sec): 3 clusters Score: Raw -26136141.338943 + Penalty 3988.436778 = -26132152.902165 nChanged 4 SP:Iteration 79Q (2443.760000 sec): 3 clusters Score: Raw -26136141.898929 + Penalty 3988.436778 = -26132153.462151 nChanged 2 SP:Iteration 80F (2444.930000 sec): 3 clusters Score: Raw -26136142.177729 + Penalty 3988.436778 = -26132153.740951 nChanged 2 SP:Iteration 81Q (2445.890000 sec): 3 clusters Score: Raw -26136142.408067 + Penalty 3988.436778 = -26132153.971289 nChanged 0 SP:Iteration 82F (2447.080000 sec): 3 clusters Score: Raw -26136142.408067 + Penalty 3988.436778 = -26132153.971289 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2447.270000 sec): 2 clusters Score: Raw -89549.078282 + Penalty 1069.353860 = -88479.724423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2447.490000 sec): 3 clusters Score: Raw -89344.290036 + Penalty 2138.707720 = -87205.582316 nChanged 199 SP:Iteration 1F (2447.620000 sec): 3 clusters Score: Raw -89554.736638 + Penalty 2138.707720 = -87416.028919 nChanged 41 SP:Iteration 2F (2447.810000 sec): 3 clusters Score: Raw -89600.075280 + Penalty 2138.707720 = -87461.367560 nChanged 16 SP:Iteration 3Q (2448.020000 sec): 3 clusters Score: Raw -89627.554792 + Penalty 2138.707720 = -87488.847072 nChanged 13 SP:Iteration 4Q (2448.160000 sec): 3 clusters Score: Raw -89641.471888 + Penalty 2138.707720 = -87502.764168 nChanged 5 SP:Iteration 5Q (2448.320000 sec): 3 clusters Score: Raw -89645.295295 + Penalty 2138.707720 = -87506.587575 nChanged 3 SP:Iteration 6Q (2448.460000 sec): 3 clusters Score: Raw -89648.028950 + Penalty 2138.707720 = -87509.321231 nChanged 1 SP:Iteration 7Q (2448.650000 sec): 3 clusters Score: Raw -89649.322960 + Penalty 2138.707720 = -87510.615240 nChanged 1 SP:Iteration 8Q (2448.860000 sec): 3 clusters Score: Raw -89650.092307 + Penalty 2138.707720 = -87511.384587 nChanged 0 SP:Iteration 9F (2449.010000 sec): 3 clusters Score: Raw -89650.092307 + Penalty 2138.707720 = -87511.384587 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 22 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2449.090000 sec): 2 clusters Score: Raw -18863.068265 + Penalty 853.494432 = -18009.573833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2449.220000 sec): 3 clusters Score: Raw -19075.137070 + Penalty 1706.988864 = -17368.148206 nChanged 41 SP:Iteration 1F (2449.380000 sec): 3 clusters Score: Raw -19278.144104 + Penalty 1706.988864 = -17571.155240 nChanged 15 SP:Iteration 2F (2449.550000 sec): 3 clusters Score: Raw -19345.797676 + Penalty 1706.988864 = -17638.808812 nChanged 10 SP:Iteration 3F (2449.730000 sec): 3 clusters Score: Raw -19404.439990 + Penalty 1706.988864 = -17697.451126 nChanged 1 SP:Iteration 4Q (2449.900000 sec): 3 clusters Score: Raw -19406.232333 + Penalty 1706.988864 = -17699.243469 nChanged 0 SP:Iteration 5F (2450.090000 sec): 3 clusters Score: Raw -19406.232333 + Penalty 1706.988864 = -17699.243469 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2450.190000 sec): 2 clusters Score: Raw -37880.941194 + Penalty 935.308110 = -36945.633085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2450.400000 sec): 3 clusters Score: Raw -37886.601770 + Penalty 1870.616219 = -36015.985551 nChanged 50 SP:Iteration 1F (2450.590000 sec): 3 clusters Score: Raw -37988.650989 + Penalty 1870.616219 = -36118.034770 nChanged 9 SP:Iteration 2Q (2450.830000 sec): 3 clusters Score: Raw -38007.387997 + Penalty 1870.616219 = -36136.771778 nChanged 7 SP:Iteration 3Q (2450.960000 sec): 3 clusters Score: Raw -38026.208863 + Penalty 1870.616219 = -36155.592644 nChanged 5 SP:Iteration 4Q (2451.160000 sec): 3 clusters Score: Raw -38038.234628 + Penalty 1870.616219 = -36167.618408 nChanged 2 SP:Iteration 5Q (2451.280000 sec): 3 clusters Score: Raw -38041.051422 + Penalty 1870.616219 = -36170.435203 nChanged 2 SP:Iteration 6Q (2451.430000 sec): 3 clusters Score: Raw -38047.276884 + Penalty 1870.616219 = -36176.660665 nChanged 1 SP:Iteration 7Q (2451.600000 sec): 3 clusters Score: Raw -38048.368561 + Penalty 1870.616219 = -36177.752342 nChanged 0 SP:Iteration 8F (2451.750000 sec): 3 clusters Score: Raw -38048.368561 + Penalty 1870.616219 = -36177.752342 nChanged 0 Iteration 219Q (2461.900000 sec): 23 clusters Score: Raw -31089420.963125 + Penalty 44517.195038 = -31044903.768087 nChanged 3 Iteration 220F (2474.380000 sec): 23 clusters Score: Raw -31089421.062000 + Penalty 44517.195038 = -31044903.866962 nChanged 3 Iteration 221Q (2484.130000 sec): 23 clusters Score: Raw -31089421.129627 + Penalty 44517.195038 = -31044903.934590 nChanged 2 Iteration 222Q (2496.020000 sec): 23 clusters Score: Raw -31089421.273081 + Penalty 44517.195038 = -31044904.078043 nChanged 6 Iteration 223Q (2504.090000 sec): 23 clusters Score: Raw -31089421.566813 + Penalty 44517.195038 = -31044904.371776 nChanged 8 Iteration 224Q (2512.790000 sec): 23 clusters Score: Raw -31089422.014981 + Penalty 44517.195038 = -31044904.819943 nChanged 10 Iteration 225Q (2521.050000 sec): 23 clusters Score: Raw -31089422.491550 + Penalty 44517.195038 = -31044905.296512 nChanged 7 Iteration 226Q (2529.170000 sec): 23 clusters Score: Raw -31089423.005645 + Penalty 44517.195038 = -31044905.810608 nChanged 12 Iteration 227Q (2537.580000 sec): 23 clusters Score: Raw -31089423.901835 + Penalty 44517.195038 = -31044906.706798 nChanged 19 Iteration 228Q (2547.730000 sec): 23 clusters Score: Raw -31089424.862128 + Penalty 44517.195038 = -31044907.667090 nChanged 17 Iteration 229Q (2556.780000 sec): 23 clusters Score: Raw -31089425.937982 + Penalty 44517.195038 = -31044908.742944 nChanged 12 Iteration 230Q (2566.660000 sec): 23 clusters Score: Raw -31089426.472564 + Penalty 44517.195038 = -31044909.277527 nChanged 12 Iteration 231Q (2574.480000 sec): 23 clusters Score: Raw -31089426.916761 + Penalty 44517.195038 = -31044909.721723 nChanged 8 Iteration 232Q (2581.790000 sec): 23 clusters Score: Raw -31089427.493810 + Penalty 44517.195038 = -31044910.298773 nChanged 9 Iteration 233Q (2588.820000 sec): 23 clusters Score: Raw -31089428.269577 + Penalty 44517.195038 = -31044911.074540 nChanged 14 Iteration 234Q (2596.630000 sec): 23 clusters Score: Raw -31089428.943662 + Penalty 44517.195038 = -31044911.748625 nChanged 11 Iteration 235Q (2604.060000 sec): 23 clusters Score: Raw -31089429.534161 + Penalty 44517.195038 = -31044912.339124 nChanged 17 Iteration 236Q (2611.620000 sec): 23 clusters Score: Raw -31089430.406656 + Penalty 44517.195038 = -31044913.211618 nChanged 20 Iteration 237Q (2618.320000 sec): 23 clusters Score: Raw -31089431.548559 + Penalty 44517.195038 = -31044914.353521 nChanged 26 Iteration 238Q (2625.390000 sec): 23 clusters Score: Raw -31089432.805626 + Penalty 44517.195038 = -31044915.610589 nChanged 21 Iteration 239Q (2632.290000 sec): 23 clusters Score: Raw -31089433.904257 + Penalty 44517.195038 = -31044916.709219 nChanged 16 Iteration 240F (2645.570000 sec): 23 clusters Score: Raw -31089434.522355 + Penalty 44517.195038 = -31044917.327317 nChanged 17 Iteration 241Q (2652.950000 sec): 23 clusters Score: Raw -31089435.025881 + Penalty 44517.195038 = -31044917.830843 nChanged 8 Iteration 242Q (2660.580000 sec): 23 clusters Score: Raw -31089435.354029 + Penalty 44517.195038 = -31044918.158991 nChanged 4 Iteration 243Q (2667.970000 sec): 23 clusters Score: Raw -31089435.611691 + Penalty 44517.195038 = -31044918.416654 nChanged 7 Iteration 244Q (2675.460000 sec): 23 clusters Score: Raw -31089435.862777 + Penalty 44517.195038 = -31044918.667739 nChanged 9 Iteration 245Q (2683.800000 sec): 23 clusters Score: Raw -31089436.160559 + Penalty 44517.195038 = -31044918.965522 nChanged 8 Iteration 246Q (2693.910000 sec): 23 clusters Score: Raw -31089436.477980 + Penalty 44517.195038 = -31044919.282943 nChanged 14 Iteration 247Q (2702.070000 sec): 23 clusters Score: Raw -31089436.899369 + Penalty 44517.195038 = -31044919.704331 nChanged 8 Iteration 248Q (2709.960000 sec): 23 clusters Score: Raw -31089437.182203 + Penalty 44517.195038 = -31044919.987165 nChanged 9 Iteration 249Q (2718.010000 sec): 23 clusters Score: Raw -31089437.770133 + Penalty 44517.195038 = -31044920.575096 nChanged 11 Iteration 250Q (2726.090000 sec): 23 clusters Score: Raw -31089438.305350 + Penalty 44517.195038 = -31044921.110312 nChanged 5 Iteration 251Q (2734.860000 sec): 23 clusters Score: Raw -31089438.484360 + Penalty 44517.195038 = -31044921.289323 nChanged 6 Iteration 252Q (2745.390000 sec): 23 clusters Score: Raw -31089438.989731 + Penalty 44517.195038 = -31044921.794694 nChanged 5 Iteration 253Q (2754.800000 sec): 23 clusters Score: Raw -31089439.355303 + Penalty 44517.195038 = -31044922.160266 nChanged 8 Iteration 254Q (2764.000000 sec): 23 clusters Score: Raw -31089439.764789 + Penalty 44517.195038 = -31044922.569751 nChanged 5 Iteration 255Q (2772.970000 sec): 23 clusters Score: Raw -31089440.020609 + Penalty 44517.195038 = -31044922.825572 nChanged 3 Iteration 256Q (2782.510000 sec): 23 clusters Score: Raw -31089440.155998 + Penalty 44517.195038 = -31044922.960961 nChanged 5 Iteration 257Q (2792.090000 sec): 23 clusters Score: Raw -31089440.400144 + Penalty 44517.195038 = -31044923.205106 nChanged 3 Iteration 258Q (2803.160000 sec): 23 clusters Score: Raw -31089440.605374 + Penalty 44517.195038 = -31044923.410336 nChanged 7 Writing temp clu file Because OldScore, -31044923.205106, is greater than current (better) Score,-31044923.410336 Compute initial score before splitting: Score: Raw -31089440.605374 + Penalty 44517.195038 = -31044923.410336 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.310000 sec): 2 clusters Score: Raw -64531.958394 + Penalty 1023.877692 = -63508.080702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.450000 sec): 3 clusters Score: Raw -64445.054611 + Penalty 2047.755383 = -62397.299227 nChanged 129 SP:Iteration 1F (2803.620000 sec): 3 clusters Score: Raw -64612.705492 + Penalty 2047.755383 = -62564.950109 nChanged 25 SP:Iteration 2Q (2803.800000 sec): 3 clusters Score: Raw -64650.511067 + Penalty 2047.755383 = -62602.755684 nChanged 11 SP:Iteration 3Q (2803.940000 sec): 3 clusters Score: Raw -64671.136146 + Penalty 2047.755383 = -62623.380763 nChanged 5 SP:Iteration 4Q (2804.110000 sec): 3 clusters Score: Raw -64680.773833 + Penalty 2047.755383 = -62633.018450 nChanged 3 SP:Iteration 5Q (2804.270000 sec): 3 clusters Score: Raw -64682.924321 + Penalty 2047.755383 = -62635.168937 nChanged 1 SP:Iteration 6Q (2804.450000 sec): 3 clusters Score: Raw -64683.981461 + Penalty 2047.755383 = -62636.226078 nChanged 1 SP:Iteration 7Q (2804.570000 sec): 3 clusters Score: Raw -64685.590622 + Penalty 2047.755383 = -62637.835239 nChanged 0 SP:Iteration 8F (2804.750000 sec): 3 clusters Score: Raw -64685.590622 + Penalty 2047.755383 = -62637.835239 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.850000 sec): 2 clusters Score: Raw -64087.390560 + Penalty 1014.361281 = -63073.029280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.000000 sec): 3 clusters Score: Raw -64005.883226 + Penalty 2028.722561 = -61977.160664 nChanged 123 SP:Iteration 1F (2805.170000 sec): 3 clusters Score: Raw -64169.545947 + Penalty 2028.722561 = -62140.823385 nChanged 24 SP:Iteration 2Q (2805.360000 sec): 3 clusters Score: Raw -64204.340490 + Penalty 2028.722561 = -62175.617929 nChanged 13 SP:Iteration 3Q (2805.550000 sec): 3 clusters Score: Raw -64220.818608 + Penalty 2028.722561 = -62192.096046 nChanged 5 SP:Iteration 4Q (2805.790000 sec): 3 clusters Score: Raw -64229.133622 + Penalty 2028.722561 = -62200.411061 nChanged 2 SP:Iteration 5Q (2805.950000 sec): 3 clusters Score: Raw -64230.217812 + Penalty 2028.722561 = -62201.495251 nChanged 0 SP:Iteration 6F (2806.100000 sec): 3 clusters Score: Raw -64230.217812 + Penalty 2028.722561 = -62201.495251 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.190000 sec): 2 clusters Score: Raw -46323.043340 + Penalty 969.498845 = -45353.544495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.370000 sec): 3 clusters Score: Raw -46308.886014 + Penalty 1938.997690 = -44369.888324 nChanged 75 SP:Iteration 1F (2806.540000 sec): 3 clusters Score: Raw -46444.060337 + Penalty 1938.997690 = -44505.062647 nChanged 16 SP:Iteration 2Q (2806.750000 sec): 3 clusters Score: Raw -46473.584592 + Penalty 1938.997690 = -44534.586902 nChanged 8 SP:Iteration 3Q (2806.900000 sec): 3 clusters Score: Raw -46490.990135 + Penalty 1938.997690 = -44551.992445 nChanged 6 SP:Iteration 4Q (2807.120000 sec): 3 clusters Score: Raw -46508.750670 + Penalty 1938.997690 = -44569.752980 nChanged 5 SP:Iteration 5Q (2807.300000 sec): 3 clusters Score: Raw -46517.775847 + Penalty 1938.997690 = -44578.778156 nChanged 5 SP:Iteration 6Q (2807.410000 sec): 3 clusters Score: Raw -46536.450698 + Penalty 1938.997690 = -44597.453007 nChanged 9 SP:Iteration 7Q (2807.610000 sec): 3 clusters Score: Raw -46562.245483 + Penalty 1938.997690 = -44623.247793 nChanged 5 SP:Iteration 8Q (2807.750000 sec): 3 clusters Score: Raw -46572.329839 + Penalty 1938.997690 = -44633.332148 nChanged 3 SP:Iteration 9Q (2807.920000 sec): 3 clusters Score: Raw -46581.542286 + Penalty 1938.997690 = -44642.544596 nChanged 2 SP:Iteration 10Q (2808.090000 sec): 3 clusters Score: Raw -46584.031337 + Penalty 1938.997690 = -44645.033646 nChanged 0 SP:Iteration 11F (2808.240000 sec): 3 clusters Score: Raw -46584.031337 + Penalty 1938.997690 = -44645.033646 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2808.350000 sec): 2 clusters Score: Raw -55823.288609 + Penalty 1002.561744 = -54820.726865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2808.470000 sec): 3 clusters Score: Raw -55761.935386 + Penalty 2005.123488 = -53756.811898 nChanged 97 SP:Iteration 1F (2808.650000 sec): 3 clusters Score: Raw -55909.073342 + Penalty 2005.123488 = -53903.949854 nChanged 25 SP:Iteration 2F (2808.850000 sec): 3 clusters Score: Raw -55944.208625 + Penalty 2005.123488 = -53939.085137 nChanged 9 SP:Iteration 3Q (2809.010000 sec): 3 clusters Score: Raw -55957.836871 + Penalty 2005.123488 = -53952.713383 nChanged 3 SP:Iteration 4Q (2809.130000 sec): 3 clusters Score: Raw -55965.823914 + Penalty 2005.123488 = -53960.700426 nChanged 4 SP:Iteration 5Q (2809.290000 sec): 3 clusters Score: Raw -55973.813130 + Penalty 2005.123488 = -53968.689641 nChanged 4 SP:Iteration 6Q (2809.460000 sec): 3 clusters Score: Raw -55980.353001 + Penalty 2005.123488 = -53975.229513 nChanged 4 SP:Iteration 7Q (2809.620000 sec): 3 clusters Score: Raw -55989.085064 + Penalty 2005.123488 = -53983.961576 nChanged 4 SP:Iteration 8Q (2809.780000 sec): 3 clusters Score: Raw -56000.558712 + Penalty 2005.123488 = -53995.435224 nChanged 6 SP:Iteration 9Q (2809.930000 sec): 3 clusters Score: Raw -56006.641767 + Penalty 2005.123488 = -54001.518279 nChanged 1 SP:Iteration 10Q (2810.130000 sec): 3 clusters Score: Raw -56009.963435 + Penalty 2005.123488 = -54004.839947 nChanged 2 SP:Iteration 11Q (2810.300000 sec): 3 clusters Score: Raw -56013.520050 + Penalty 2005.123488 = -54008.396562 nChanged 3 SP:Iteration 12Q (2810.490000 sec): 3 clusters Score: Raw -56016.849211 + Penalty 2005.123488 = -54011.725723 nChanged 3 SP:Iteration 13Q (2810.650000 sec): 3 clusters Score: Raw -56023.473828 + Penalty 2005.123488 = -54018.350340 nChanged 0 SP:Iteration 14F (2810.810000 sec): 3 clusters Score: Raw -56023.473828 + Penalty 2005.123488 = -54018.350340 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.860000 sec): 2 clusters Score: Raw -78471.817633 + Penalty 1054.495801 = -77417.321832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2811.030000 sec): 3 clusters Score: Raw -78339.908706 + Penalty 2108.991603 = -76230.917104 nChanged 156 SP:Iteration 1F (2811.160000 sec): 3 clusters Score: Raw -78518.686214 + Penalty 2108.991603 = -76409.694611 nChanged 30 SP:Iteration 2Q (2811.370000 sec): 3 clusters Score: Raw -78548.232271 + Penalty 2108.991603 = -76439.240668 nChanged 13 SP:Iteration 3Q (2811.530000 sec): 3 clusters Score: Raw -78560.986137 + Penalty 2108.991603 = -76451.994534 nChanged 6 SP:Iteration 4Q (2811.690000 sec): 3 clusters Score: Raw -78567.764054 + Penalty 2108.991603 = -76458.772451 nChanged 7 SP:Iteration 5Q (2811.870000 sec): 3 clusters Score: Raw -78574.491953 + Penalty 2108.991603 = -76465.500350 nChanged 4 SP:Iteration 6Q (2811.990000 sec): 3 clusters Score: Raw -78592.248340 + Penalty 2108.991603 = -76483.256737 nChanged 10 SP:Iteration 7Q (2812.190000 sec): 3 clusters Score: Raw -78610.399373 + Penalty 2108.991603 = -76501.407770 nChanged 12 SP:Iteration 8Q (2812.400000 sec): 3 clusters Score: Raw -78624.497784 + Penalty 2108.991603 = -76515.506181 nChanged 2 SP:Iteration 9Q (2812.530000 sec): 3 clusters Score: Raw -78627.021881 + Penalty 2108.991603 = -76518.030279 nChanged 4 SP:Iteration 10Q (2812.690000 sec): 3 clusters Score: Raw -78632.364524 + Penalty 2108.991603 = -76523.372922 nChanged 1 SP:Iteration 11Q (2812.840000 sec): 3 clusters Score: Raw -78632.821323 + Penalty 2108.991603 = -76523.829720 nChanged 0 SP:Iteration 12F (2813.030000 sec): 3 clusters Score: Raw -78632.821323 + Penalty 2108.991603 = -76523.829720 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.080000 sec): 2 clusters Score: Raw -31893.063794 + Penalty 910.344308 = -30982.719486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.220000 sec): 3 clusters Score: Raw -31952.723672 + Penalty 1820.688617 = -30132.035055 nChanged 43 SP:Iteration 1F (2813.390000 sec): 3 clusters Score: Raw -32068.726958 + Penalty 1820.688617 = -30248.038341 nChanged 7 SP:Iteration 2Q (2813.550000 sec): 3 clusters Score: Raw -32079.469682 + Penalty 1820.688617 = -30258.781065 nChanged 4 SP:Iteration 3Q (2813.680000 sec): 3 clusters Score: Raw -32092.756184 + Penalty 1820.688617 = -30272.067567 nChanged 3 SP:Iteration 4Q (2813.810000 sec): 3 clusters Score: Raw -32098.936326 + Penalty 1820.688617 = -30278.247709 nChanged 3 SP:Iteration 5Q (2813.950000 sec): 3 clusters Score: Raw -32108.887906 + Penalty 1820.688617 = -30288.199289 nChanged 4 SP:Iteration 6Q (2814.100000 sec): 3 clusters Score: Raw -32119.073133 + Penalty 1820.688617 = -30298.384516 nChanged 1 SP:Iteration 7Q (2814.170000 sec): 3 clusters Score: Raw -32120.811642 + Penalty 1820.688617 = -30300.123025 nChanged 0 SP:Iteration 8F (2814.320000 sec): 3 clusters Score: Raw -32120.811642 + Penalty 1820.688617 = -30300.123025 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2814.340000 sec): 2 clusters Score: Raw -20238.187066 + Penalty 843.855488 = -19394.331578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2814.510000 sec): 3 clusters Score: Raw -20359.692399 + Penalty 1687.710977 = -18671.981422 nChanged 21 SP:Iteration 1F (2814.600000 sec): 3 clusters Score: Raw -20462.237893 + Penalty 1687.710977 = -18774.526916 nChanged 6 SP:Iteration 2Q (2814.740000 sec): 3 clusters Score: Raw -20491.255163 + Penalty 1687.710977 = -18803.544186 nChanged 2 SP:Iteration 3Q (2814.890000 sec): 3 clusters Score: Raw -20495.532394 + Penalty 1687.710977 = -18807.821417 nChanged 1 SP:Iteration 4Q (2814.980000 sec): 3 clusters Score: Raw -20504.434837 + Penalty 1687.710977 = -18816.723861 nChanged 1 SP:Iteration 5Q (2815.080000 sec): 3 clusters Score: Raw -20508.466688 + Penalty 1687.710977 = -18820.755712 nChanged 1 SP:Iteration 6Q (2815.230000 sec): 3 clusters Score: Raw -20510.839286 + Penalty 1687.710977 = -18823.128310 nChanged 0 SP:Iteration 7F (2815.390000 sec): 3 clusters Score: Raw -20510.839286 + Penalty 1687.710977 = -18823.128310 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.480000 sec): 2 clusters Score: Raw -159675.133737 + Penalty 1176.022092 = -158499.111645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.640000 sec): 3 clusters Score: Raw -159208.312839 + Penalty 2352.044183 = -156856.268655 nChanged 477 SP:Iteration 1F (2815.820000 sec): 3 clusters Score: Raw -159666.780376 + Penalty 2352.044183 = -157314.736193 nChanged 129 SP:Iteration 2F (2815.920000 sec): 3 clusters Score: Raw -159837.692998 + Penalty 2352.044183 = -157485.648814 nChanged 94 SP:Iteration 3F (2816.060000 sec): 3 clusters Score: Raw -159979.258123 + Penalty 2352.044183 = -157627.213940 nChanged 73 SP:Iteration 4F (2816.250000 sec): 3 clusters Score: Raw -160093.673980 + Penalty 2352.044183 = -157741.629796 nChanged 70 SP:Iteration 5F (2816.440000 sec): 3 clusters Score: Raw -160183.822880 + Penalty 2352.044183 = -157831.778696 nChanged 57 SP:Iteration 6Q (2816.580000 sec): 3 clusters Score: Raw -160248.572457 + Penalty 2352.044183 = -157896.528273 nChanged 54 SP:Iteration 7Q (2816.800000 sec): 3 clusters Score: Raw -160315.700850 + Penalty 2352.044183 = -157963.656666 nChanged 37 SP:Iteration 8Q (2816.960000 sec): 3 clusters Score: Raw -160355.652897 + Penalty 2352.044183 = -158003.608714 nChanged 22 SP:Iteration 9Q (2817.110000 sec): 3 clusters Score: Raw -160378.754771 + Penalty 2352.044183 = -158026.710588 nChanged 20 SP:Iteration 10Q (2817.270000 sec): 3 clusters Score: Raw -160406.119396 + Penalty 2352.044183 = -158054.075212 nChanged 17 SP:Iteration 11Q (2817.470000 sec): 3 clusters Score: Raw -160438.165724 + Penalty 2352.044183 = -158086.121541 nChanged 22 SP:Iteration 12Q (2817.680000 sec): 3 clusters Score: Raw -160470.524486 + Penalty 2352.044183 = -158118.480303 nChanged 23 SP:Iteration 13Q (2817.830000 sec): 3 clusters Score: Raw -160502.802941 + Penalty 2352.044183 = -158150.758758 nChanged 11 SP:Iteration 14Q (2818.020000 sec): 3 clusters Score: Raw -160519.873041 + Penalty 2352.044183 = -158167.828858 nChanged 7 SP:Iteration 15Q (2818.220000 sec): 3 clusters Score: Raw -160529.779841 + Penalty 2352.044183 = -158177.735657 nChanged 6 SP:Iteration 16Q (2818.380000 sec): 3 clusters Score: Raw -160537.531563 + Penalty 2352.044183 = -158185.487380 nChanged 10 SP:Iteration 17Q (2818.540000 sec): 3 clusters Score: Raw -160552.704726 + Penalty 2352.044183 = -158200.660542 nChanged 7 SP:Iteration 18Q (2818.770000 sec): 3 clusters Score: Raw -160562.751697 + Penalty 2352.044183 = -158210.707513 nChanged 3 SP:Iteration 19Q (2818.940000 sec): 3 clusters Score: Raw -160566.732969 + Penalty 2352.044183 = -158214.688786 nChanged 3 SP:Iteration 20F (2819.050000 sec): 3 clusters Score: Raw -160569.676930 + Penalty 2352.044183 = -158217.632746 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2819.180000 sec): 2 clusters Score: Raw -106939.613146 + Penalty 1107.719581 = -105831.893565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2819.290000 sec): 3 clusters Score: Raw -106672.958801 + Penalty 2215.439161 = -104457.519640 nChanged 254 SP:Iteration 1F (2819.510000 sec): 3 clusters Score: Raw -106909.324175 + Penalty 2215.439161 = -104693.885014 nChanged 52 SP:Iteration 2F (2819.730000 sec): 3 clusters Score: Raw -106965.230825 + Penalty 2215.439161 = -104749.791664 nChanged 31 SP:Iteration 3Q (2819.920000 sec): 3 clusters Score: Raw -106998.626120 + Penalty 2215.439161 = -104783.186959 nChanged 17 SP:Iteration 4Q (2820.090000 sec): 3 clusters Score: Raw -107016.847852 + Penalty 2215.439161 = -104801.408691 nChanged 12 SP:Iteration 5Q (2820.270000 sec): 3 clusters Score: Raw -107027.722159 + Penalty 2215.439161 = -104812.282997 nChanged 9 SP:Iteration 6Q (2820.480000 sec): 3 clusters Score: Raw -107035.560369 + Penalty 2215.439161 = -104820.121207 nChanged 4 SP:Iteration 7Q (2820.680000 sec): 3 clusters Score: Raw -107041.757283 + Penalty 2215.439161 = -104826.318122 nChanged 8 SP:Iteration 8Q (2820.880000 sec): 3 clusters Score: Raw -107047.937409 + Penalty 2215.439161 = -104832.498248 nChanged 6 SP:Iteration 9Q (2821.100000 sec): 3 clusters Score: Raw -107052.002281 + Penalty 2215.439161 = -104836.563120 nChanged 5 SP:Iteration 10Q (2821.240000 sec): 3 clusters Score: Raw -107055.351400 + Penalty 2215.439161 = -104839.912239 nChanged 3 SP:Iteration 11Q (2821.420000 sec): 3 clusters Score: Raw -107057.914448 + Penalty 2215.439161 = -104842.475287 nChanged 1 SP:Iteration 12Q (2821.600000 sec): 3 clusters Score: Raw -107059.873042 + Penalty 2215.439161 = -104844.433881 nChanged 0 SP:Iteration 13F (2821.800000 sec): 3 clusters Score: Raw -107059.873042 + Penalty 2215.439161 = -104844.433881 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2821.880000 sec): 2 clusters Score: Raw -26170.102660 + Penalty 884.392878 = -25285.709782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.070000 sec): 3 clusters Score: Raw -26258.534698 + Penalty 1768.785756 = -24489.748942 nChanged 35 SP:Iteration 1F (2822.280000 sec): 3 clusters Score: Raw -26372.544468 + Penalty 1768.785756 = -24603.758712 nChanged 10 SP:Iteration 2Q (2822.460000 sec): 3 clusters Score: Raw -26407.897774 + Penalty 1768.785756 = -24639.112018 nChanged 2 SP:Iteration 3Q (2822.600000 sec): 3 clusters Score: Raw -26411.527896 + Penalty 1768.785756 = -24642.742140 nChanged 2 SP:Iteration 4Q (2822.780000 sec): 3 clusters Score: Raw -26416.595928 + Penalty 1768.785756 = -24647.810173 nChanged 1 SP:Iteration 5Q (2822.890000 sec): 3 clusters Score: Raw -26421.267081 + Penalty 1768.785756 = -24652.481325 nChanged 0 SP:Iteration 6F (2823.070000 sec): 3 clusters Score: Raw -26421.267081 + Penalty 1768.785756 = -24652.481325 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2823.150000 sec): 2 clusters Score: Raw -108426.083112 + Penalty 1108.960721 = -107317.122390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2823.300000 sec): 3 clusters Score: Raw -108152.853271 + Penalty 2217.921443 = -105934.931828 nChanged 265 SP:Iteration 1F (2823.540000 sec): 3 clusters Score: Raw -108407.376366 + Penalty 2217.921443 = -106189.454923 nChanged 67 SP:Iteration 2F (2823.730000 sec): 3 clusters Score: Raw -108468.813673 + Penalty 2217.921443 = -106250.892230 nChanged 33 SP:Iteration 3Q (2823.890000 sec): 3 clusters Score: Raw -108512.297026 + Penalty 2217.921443 = -106294.375583 nChanged 31 SP:Iteration 4Q (2824.060000 sec): 3 clusters Score: Raw -108598.414710 + Penalty 2217.921443 = -106380.493267 nChanged 40 SP:Iteration 5Q (2824.250000 sec): 3 clusters Score: Raw -108688.928437 + Penalty 2217.921443 = -106471.006994 nChanged 34 SP:Iteration 6Q (2824.440000 sec): 3 clusters Score: Raw -108763.778455 + Penalty 2217.921443 = -106545.857012 nChanged 35 SP:Iteration 7Q (2824.630000 sec): 3 clusters Score: Raw -108818.184064 + Penalty 2217.921443 = -106600.262621 nChanged 30 SP:Iteration 8Q (2824.840000 sec): 3 clusters Score: Raw -108882.195682 + Penalty 2217.921443 = -106664.274239 nChanged 32 SP:Iteration 9Q (2825.000000 sec): 3 clusters Score: Raw -108931.504289 + Penalty 2217.921443 = -106713.582846 nChanged 21 SP:Iteration 10Q (2825.180000 sec): 3 clusters Score: Raw -108984.363478 + Penalty 2217.921443 = -106766.442036 nChanged 30 SP:Iteration 11Q (2825.290000 sec): 3 clusters Score: Raw -109071.349655 + Penalty 2217.921443 = -106853.428212 nChanged 21 SP:Iteration 12Q (2825.420000 sec): 3 clusters Score: Raw -109132.500402 + Penalty 2217.921443 = -106914.578960 nChanged 27 SP:Iteration 13Q (2825.550000 sec): 3 clusters Score: Raw -109215.945946 + Penalty 2217.921443 = -106998.024503 nChanged 28 SP:Iteration 14Q (2825.770000 sec): 3 clusters Score: Raw -109313.219590 + Penalty 2217.921443 = -107095.298147 nChanged 24 SP:Iteration 15Q (2826.000000 sec): 3 clusters Score: Raw -109384.650408 + Penalty 2217.921443 = -107166.728965 nChanged 14 SP:Iteration 16Q (2826.190000 sec): 3 clusters Score: Raw -109411.963023 + Penalty 2217.921443 = -107194.041580 nChanged 13 SP:Iteration 17Q (2826.430000 sec): 3 clusters Score: Raw -109426.941168 + Penalty 2217.921443 = -107209.019725 nChanged 4 SP:Iteration 18Q (2826.640000 sec): 3 clusters Score: Raw -109430.181654 + Penalty 2217.921443 = -107212.260211 nChanged 6 SP:Iteration 19Q (2826.730000 sec): 3 clusters Score: Raw -109440.646068 + Penalty 2217.921443 = -107222.724625 nChanged 7 SP:Iteration 20F (2826.890000 sec): 3 clusters Score: Raw -109456.446831 + Penalty 2217.921443 = -107238.525388 nChanged 7 SP:Iteration 21Q (2827.100000 sec): 3 clusters Score: Raw -109465.162456 + Penalty 2217.921443 = -107247.241013 nChanged 4 SP:Iteration 22Q (2827.240000 sec): 3 clusters Score: Raw -109468.725116 + Penalty 2217.921443 = -107250.803673 nChanged 2 SP:Iteration 23Q (2827.410000 sec): 3 clusters Score: Raw -109470.333152 + Penalty 2217.921443 = -107252.411709 nChanged 3 SP:Iteration 24Q (2827.530000 sec): 3 clusters Score: Raw -109472.618716 + Penalty 2217.921443 = -107254.697274 nChanged 1 SP:Iteration 25Q (2827.700000 sec): 3 clusters Score: Raw -109473.159616 + Penalty 2217.921443 = -107255.238173 nChanged 0 SP:Iteration 26F (2827.880000 sec): 3 clusters Score: Raw -109473.159616 + Penalty 2217.921443 = -107255.238173 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.960000 sec): 2 clusters Score: Raw -41776.302852 + Penalty 951.914138 = -40824.388715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2828.140000 sec): 3 clusters Score: Raw -41778.638874 + Penalty 1903.828275 = -39874.810599 nChanged 62 SP:Iteration 1F (2828.260000 sec): 3 clusters Score: Raw -41892.075356 + Penalty 1903.828275 = -39988.247081 nChanged 15 SP:Iteration 2Q (2828.460000 sec): 3 clusters Score: Raw -41929.424969 + Penalty 1903.828275 = -40025.596693 nChanged 6 SP:Iteration 3Q (2828.660000 sec): 3 clusters Score: Raw -41940.325192 + Penalty 1903.828275 = -40036.496917 nChanged 1 SP:Iteration 4Q (2828.840000 sec): 3 clusters Score: Raw -41941.840216 + Penalty 1903.828275 = -40038.011941 nChanged 0 SP:Iteration 5F (2828.990000 sec): 3 clusters Score: Raw -41941.840216 + Penalty 1903.828275 = -40038.011941 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2829.080000 sec): 2 clusters Score: Raw -249561.320016 + Penalty 1238.284900 = -248323.035116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2829.250000 sec): 3 clusters Score: Raw -248680.469391 + Penalty 2476.569800 = -246203.899591 nChanged 728 SP:Iteration 1F (2829.410000 sec): 3 clusters Score: Raw -249150.353423 + Penalty 2476.569800 = -246673.783623 nChanged 149 SP:Iteration 2F (2829.580000 sec): 3 clusters Score: Raw -249273.663396 + Penalty 2476.569800 = -246797.093596 nChanged 109 SP:Iteration 3F (2829.780000 sec): 3 clusters Score: Raw -249346.206112 + Penalty 2476.569800 = -246869.636312 nChanged 62 SP:Iteration 4Q (2829.910000 sec): 3 clusters Score: Raw -249386.817581 + Penalty 2476.569800 = -246910.247781 nChanged 53 SP:Iteration 5Q (2830.090000 sec): 3 clusters Score: Raw -249417.635842 + Penalty 2476.569800 = -246941.066042 nChanged 40 SP:Iteration 6Q (2830.300000 sec): 3 clusters Score: Raw -249438.428580 + Penalty 2476.569800 = -246961.858779 nChanged 37 SP:Iteration 7Q (2830.470000 sec): 3 clusters Score: Raw -249455.914734 + Penalty 2476.569800 = -246979.344934 nChanged 28 SP:Iteration 8Q (2830.640000 sec): 3 clusters Score: Raw -249469.993461 + Penalty 2476.569800 = -246993.423661 nChanged 24 SP:Iteration 9Q (2830.830000 sec): 3 clusters Score: Raw -249479.188421 + Penalty 2476.569800 = -247002.618621 nChanged 20 SP:Iteration 10Q (2831.060000 sec): 3 clusters Score: Raw -249491.660424 + Penalty 2476.569800 = -247015.090623 nChanged 20 SP:Iteration 11Q (2831.280000 sec): 3 clusters Score: Raw -249505.044948 + Penalty 2476.569800 = -247028.475148 nChanged 21 SP:Iteration 12Q (2831.470000 sec): 3 clusters Score: Raw -249515.326926 + Penalty 2476.569800 = -247038.757125 nChanged 11 SP:Iteration 13Q (2831.690000 sec): 3 clusters Score: Raw -249523.594240 + Penalty 2476.569800 = -247047.024439 nChanged 8 SP:Iteration 14Q (2831.870000 sec): 3 clusters Score: Raw -249527.688364 + Penalty 2476.569800 = -247051.118563 nChanged 7 SP:Iteration 15Q (2832.010000 sec): 3 clusters Score: Raw -249531.182586 + Penalty 2476.569800 = -247054.612785 nChanged 5 SP:Iteration 16Q (2832.220000 sec): 3 clusters Score: Raw -249533.607111 + Penalty 2476.569800 = -247057.037311 nChanged 4 SP:Iteration 17Q (2832.350000 sec): 3 clusters Score: Raw -249535.786693 + Penalty 2476.569800 = -247059.216893 nChanged 5 SP:Iteration 18Q (2832.550000 sec): 3 clusters Score: Raw -249536.782514 + Penalty 2476.569800 = -247060.212713 nChanged 3 SP:Iteration 19Q (2832.730000 sec): 3 clusters Score: Raw -249537.803268 + Penalty 2476.569800 = -247061.233468 nChanged 1 SP:Iteration 20F (2832.920000 sec): 3 clusters Score: Raw -249537.954727 + Penalty 2476.569800 = -247061.384927 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2832.970000 sec): 2 clusters Score: Raw -63047.423701 + Penalty 1017.802218 = -62029.621484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2833.120000 sec): 3 clusters Score: Raw -62971.691625 + Penalty 2035.604435 = -60936.087189 nChanged 115 SP:Iteration 1F (2833.330000 sec): 3 clusters Score: Raw -63115.424486 + Penalty 2035.604435 = -61079.820051 nChanged 28 SP:Iteration 2F (2833.530000 sec): 3 clusters Score: Raw -63159.371766 + Penalty 2035.604435 = -61123.767331 nChanged 12 SP:Iteration 3Q (2833.650000 sec): 3 clusters Score: Raw -63179.647135 + Penalty 2035.604435 = -61144.042700 nChanged 8 SP:Iteration 4Q (2833.830000 sec): 3 clusters Score: Raw -63191.582775 + Penalty 2035.604435 = -61155.978340 nChanged 9 SP:Iteration 5Q (2834.000000 sec): 3 clusters Score: Raw -63203.128385 + Penalty 2035.604435 = -61167.523950 nChanged 4 SP:Iteration 6Q (2834.160000 sec): 3 clusters Score: Raw -63210.160328 + Penalty 2035.604435 = -61174.555893 nChanged 4 SP:Iteration 7Q (2834.320000 sec): 3 clusters Score: Raw -63216.297835 + Penalty 2035.604435 = -61180.693400 nChanged 1 SP:Iteration 8Q (2834.500000 sec): 3 clusters Score: Raw -63217.262275 + Penalty 2035.604435 = -61181.657840 nChanged 1 SP:Iteration 9Q (2834.690000 sec): 3 clusters Score: Raw -63220.493174 + Penalty 2035.604435 = -61184.888739 nChanged 2 SP:Iteration 10Q (2834.950000 sec): 3 clusters Score: Raw -63222.037319 + Penalty 2035.604435 = -61186.432883 nChanged 1 SP:Iteration 11Q (2835.140000 sec): 3 clusters Score: Raw -63222.811280 + Penalty 2035.604435 = -61187.206844 nChanged 2 SP:Iteration 12Q (2835.290000 sec): 3 clusters Score: Raw -63233.647123 + Penalty 2035.604435 = -61198.042688 nChanged 3 SP:Iteration 13Q (2835.450000 sec): 3 clusters Score: Raw -63235.898395 + Penalty 2035.604435 = -61200.293960 nChanged 1 SP:Iteration 14Q (2835.620000 sec): 3 clusters Score: Raw -63237.430740 + Penalty 2035.604435 = -61201.826305 nChanged 0 SP:Iteration 15F (2835.800000 sec): 3 clusters Score: Raw -63237.430740 + Penalty 2035.604435 = -61201.826305 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2835.960000 sec): 2 clusters Score: Raw -1352765.895260 + Penalty 1503.552909 = -1351262.342351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2836.170000 sec): 3 clusters Score: Raw -1346794.010853 + Penalty 3007.105817 = -1343786.905036 nChanged 4503 SP:Iteration 1F (2836.440000 sec): 3 clusters Score: Raw -1349143.591921 + Penalty 3007.105817 = -1346136.486104 nChanged 585 SP:Iteration 2F (2836.630000 sec): 3 clusters Score: Raw -1349362.536709 + Penalty 3007.105817 = -1346355.430892 nChanged 482 SP:Iteration 3Q (2836.910000 sec): 3 clusters Score: Raw -1349547.038315 + Penalty 3007.105817 = -1346539.932498 nChanged 427 SP:Iteration 4Q (2837.150000 sec): 3 clusters Score: Raw -1349684.009814 + Penalty 3007.105817 = -1346676.903997 nChanged 318 SP:Iteration 5Q (2837.360000 sec): 3 clusters Score: Raw -1349780.675324 + Penalty 3007.105817 = -1346773.569507 nChanged 290 SP:Iteration 6Q (2837.620000 sec): 3 clusters Score: Raw -1349861.891196 + Penalty 3007.105817 = -1346854.785379 nChanged 265 SP:Iteration 7Q (2837.890000 sec): 3 clusters Score: Raw -1349934.900551 + Penalty 3007.105817 = -1346927.794733 nChanged 240 SP:Iteration 8Q (2838.180000 sec): 3 clusters Score: Raw -1350005.919007 + Penalty 3007.105817 = -1346998.813190 nChanged 216 SP:Iteration 9Q (2838.450000 sec): 3 clusters Score: Raw -1350074.299982 + Penalty 3007.105817 = -1347067.194164 nChanged 227 SP:Iteration 10Q (2838.670000 sec): 3 clusters Score: Raw -1350149.579908 + Penalty 3007.105817 = -1347142.474090 nChanged 265 SP:Iteration 11Q (2838.890000 sec): 3 clusters Score: Raw -1350246.517431 + Penalty 3007.105817 = -1347239.411613 nChanged 277 SP:Iteration 12Q (2839.120000 sec): 3 clusters Score: Raw -1350357.413580 + Penalty 3007.105817 = -1347350.307762 nChanged 319 SP:Iteration 13Q (2839.370000 sec): 3 clusters Score: Raw -1350493.754738 + Penalty 3007.105817 = -1347486.648921 nChanged 371 SP:Iteration 14Q (2839.600000 sec): 3 clusters Score: Raw -1350685.407936 + Penalty 3007.105817 = -1347678.302119 nChanged 406 SP:Iteration 15Q (2839.790000 sec): 3 clusters Score: Raw -1350925.244403 + Penalty 3007.105817 = -1347918.138585 nChanged 454 SP:Iteration 16Q (2840.040000 sec): 3 clusters Score: Raw -1351214.825402 + Penalty 3007.105817 = -1348207.719584 nChanged 439 SP:Iteration 17Q (2840.330000 sec): 3 clusters Score: Raw -1351525.643155 + Penalty 3007.105817 = -1348518.537337 nChanged 451 SP:Iteration 18Q (2840.520000 sec): 3 clusters Score: Raw -1351868.872987 + Penalty 3007.105817 = -1348861.767169 nChanged 429 SP:Iteration 19Q (2840.740000 sec): 3 clusters Score: Raw -1352247.338830 + Penalty 3007.105817 = -1349240.233013 nChanged 374 SP:Iteration 20F (2840.950000 sec): 3 clusters Score: Raw -1352617.545972 + Penalty 3007.105817 = -1349610.440155 nChanged 277 SP:Iteration 21Q (2841.150000 sec): 3 clusters Score: Raw -1352955.787766 + Penalty 3007.105817 = -1349948.681949 nChanged 184 SP:Iteration 22Q (2841.390000 sec): 3 clusters Score: Raw -1353196.862931 + Penalty 3007.105817 = -1350189.757114 nChanged 137 SP:Iteration 23Q (2841.610000 sec): 3 clusters Score: Raw -1353402.399978 + Penalty 3007.105817 = -1350395.294160 nChanged 101 SP:Iteration 24Q (2841.830000 sec): 3 clusters Score: Raw -1353576.132704 + Penalty 3007.105817 = -1350569.026887 nChanged 89 SP:Iteration 25Q (2842.090000 sec): 3 clusters Score: Raw -1353753.448498 + Penalty 3007.105817 = -1350746.342680 nChanged 62 SP:Iteration 26Q (2842.310000 sec): 3 clusters Score: Raw -1353884.483093 + Penalty 3007.105817 = -1350877.377275 nChanged 40 SP:Iteration 27Q (2842.480000 sec): 3 clusters Score: Raw -1353974.600201 + Penalty 3007.105817 = -1350967.494384 nChanged 27 SP:Iteration 28Q (2842.700000 sec): 3 clusters Score: Raw -1354029.885942 + Penalty 3007.105817 = -1351022.780125 nChanged 15 SP:Iteration 29Q (2842.960000 sec): 3 clusters Score: Raw -1354057.445566 + Penalty 3007.105817 = -1351050.339748 nChanged 8 SP:Iteration 30Q (2843.240000 sec): 3 clusters Score: Raw -1354069.258736 + Penalty 3007.105817 = -1351062.152918 nChanged 5 SP:Iteration 31Q (2843.440000 sec): 3 clusters Score: Raw -1354076.971920 + Penalty 3007.105817 = -1351069.866103 nChanged 3 SP:Iteration 32Q (2843.670000 sec): 3 clusters Score: Raw -1354081.399042 + Penalty 3007.105817 = -1351074.293224 nChanged 2 SP:Iteration 33Q (2843.850000 sec): 3 clusters Score: Raw -1354083.337814 + Penalty 3007.105817 = -1351076.231997 nChanged 0 SP:Iteration 34F (2844.110000 sec): 3 clusters Score: Raw -1354084.138013 + Penalty 3007.105817 = -1351077.032196 nChanged 1 SP:Iteration 35Q (2844.320000 sec): 3 clusters Score: Raw -1354085.725988 + Penalty 3007.105817 = -1351078.620170 nChanged 2 SP:Iteration 36Q (2844.560000 sec): 3 clusters Score: Raw -1354087.683737 + Penalty 3007.105817 = -1351080.577920 nChanged 0 SP:Iteration 37F (2844.750000 sec): 3 clusters Score: Raw -1354087.683737 + Penalty 3007.105817 = -1351080.577920 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.860000 sec): 2 clusters Score: Raw -26626.783573 + Penalty 899.816818 = -25726.966754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2845.000000 sec): 3 clusters Score: Raw -26734.118358 + Penalty 1799.633637 = -24934.484721 nChanged 54 SP:Iteration 1F (2845.140000 sec): 3 clusters Score: Raw -26873.502812 + Penalty 1799.633637 = -25073.869176 nChanged 17 SP:Iteration 2F (2845.290000 sec): 3 clusters Score: Raw -26982.625237 + Penalty 1799.633637 = -25182.991600 nChanged 15 SP:Iteration 3F (2845.460000 sec): 3 clusters Score: Raw -27047.976855 + Penalty 1799.633637 = -25248.343219 nChanged 8 SP:Iteration 4Q (2845.590000 sec): 3 clusters Score: Raw -27064.501307 + Penalty 1799.633637 = -25264.867670 nChanged 3 SP:Iteration 5Q (2845.750000 sec): 3 clusters Score: Raw -27069.766676 + Penalty 1799.633637 = -25270.133039 nChanged 3 SP:Iteration 6Q (2845.890000 sec): 3 clusters Score: Raw -27080.297488 + Penalty 1799.633637 = -25280.663851 nChanged 1 SP:Iteration 7Q (2846.040000 sec): 3 clusters Score: Raw -27082.672382 + Penalty 1799.633637 = -25283.038745 nChanged 1 SP:Iteration 8Q (2846.190000 sec): 3 clusters Score: Raw -27084.750193 + Penalty 1799.633637 = -25285.116556 nChanged 2 SP:Iteration 9Q (2846.340000 sec): 3 clusters Score: Raw -27094.381597 + Penalty 1799.633637 = -25294.747961 nChanged 1 SP:Iteration 10Q (2846.460000 sec): 3 clusters Score: Raw -27096.539368 + Penalty 1799.633637 = -25296.905731 nChanged 0 SP:Iteration 11F (2846.560000 sec): 3 clusters Score: Raw -27096.539368 + Penalty 1799.633637 = -25296.905731 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (8422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2846.700000 sec): 2 clusters Score: Raw -1016329.479205 + Penalty 1468.772924 = -1014860.706282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.940000 sec): 3 clusters Score: Raw -1011712.863705 + Penalty 2937.545848 = -1008775.317857 nChanged 3498 SP:Iteration 1F (2847.150000 sec): 3 clusters Score: Raw -1013514.596445 + Penalty 2937.545848 = -1010577.050598 nChanged 450 SP:Iteration 2F (2847.340000 sec): 3 clusters Score: Raw -1013679.074000 + Penalty 2937.545848 = -1010741.528153 nChanged 359 SP:Iteration 3Q (2847.520000 sec): 3 clusters Score: Raw -1013804.713760 + Penalty 2937.545848 = -1010867.167912 nChanged 304 SP:Iteration 4Q (2847.690000 sec): 3 clusters Score: Raw -1013909.500885 + Penalty 2937.545848 = -1010971.955037 nChanged 272 SP:Iteration 5Q (2847.940000 sec): 3 clusters Score: Raw -1014013.993361 + Penalty 2937.545848 = -1011076.447513 nChanged 258 SP:Iteration 6Q (2848.100000 sec): 3 clusters Score: Raw -1014117.551822 + Penalty 2937.545848 = -1011180.005974 nChanged 254 SP:Iteration 7Q (2848.340000 sec): 3 clusters Score: Raw -1014222.735877 + Penalty 2937.545848 = -1011285.190029 nChanged 285 SP:Iteration 8Q (2848.490000 sec): 3 clusters Score: Raw -1014340.105469 + Penalty 2937.545848 = -1011402.559621 nChanged 291 SP:Iteration 9Q (2848.650000 sec): 3 clusters Score: Raw -1014461.519648 + Penalty 2937.545848 = -1011523.973800 nChanged 292 SP:Iteration 10Q (2848.860000 sec): 3 clusters Score: Raw -1014600.987040 + Penalty 2937.545848 = -1011663.441192 nChanged 320 SP:Iteration 11Q (2849.090000 sec): 3 clusters Score: Raw -1014760.224594 + Penalty 2937.545848 = -1011822.678747 nChanged 336 SP:Iteration 12Q (2849.260000 sec): 3 clusters Score: Raw -1014931.383317 + Penalty 2937.545848 = -1011993.837469 nChanged 322 SP:Iteration 13Q (2849.450000 sec): 3 clusters Score: Raw -1015117.818715 + Penalty 2937.545848 = -1012180.272868 nChanged 330 SP:Iteration 14Q (2849.650000 sec): 3 clusters Score: Raw -1015332.040927 + Penalty 2937.545848 = -1012394.495080 nChanged 299 SP:Iteration 15Q (2849.850000 sec): 3 clusters Score: Raw -1015528.882215 + Penalty 2937.545848 = -1012591.336368 nChanged 246 SP:Iteration 16Q (2849.990000 sec): 3 clusters Score: Raw -1015677.878360 + Penalty 2937.545848 = -1012740.332512 nChanged 215 SP:Iteration 17Q (2850.210000 sec): 3 clusters Score: Raw -1015793.548902 + Penalty 2937.545848 = -1012856.003054 nChanged 177 SP:Iteration 18Q (2850.370000 sec): 3 clusters Score: Raw -1015886.593735 + Penalty 2937.545848 = -1012949.047888 nChanged 137 SP:Iteration 19Q (2850.590000 sec): 3 clusters Score: Raw -1015952.146465 + Penalty 2937.545848 = -1013014.600618 nChanged 115 SP:Iteration 20F (2850.750000 sec): 3 clusters Score: Raw -1016013.921330 + Penalty 2937.545848 = -1013076.375482 nChanged 101 SP:Iteration 21Q (2850.910000 sec): 3 clusters Score: Raw -1016066.502007 + Penalty 2937.545848 = -1013128.956159 nChanged 96 SP:Iteration 22Q (2851.150000 sec): 3 clusters Score: Raw -1016119.377090 + Penalty 2937.545848 = -1013181.831242 nChanged 85 SP:Iteration 23Q (2851.420000 sec): 3 clusters Score: Raw -1016161.355761 + Penalty 2937.545848 = -1013223.809914 nChanged 69 SP:Iteration 24Q (2851.570000 sec): 3 clusters Score: Raw -1016204.731583 + Penalty 2937.545848 = -1013267.185735 nChanged 76 SP:Iteration 25Q (2851.820000 sec): 3 clusters Score: Raw -1016251.925172 + Penalty 2937.545848 = -1013314.379324 nChanged 60 SP:Iteration 26Q (2852.000000 sec): 3 clusters Score: Raw -1016289.570498 + Penalty 2937.545848 = -1013352.024650 nChanged 62 SP:Iteration 27Q (2852.230000 sec): 3 clusters Score: Raw -1016341.413049 + Penalty 2937.545848 = -1013403.867201 nChanged 54 SP:Iteration 28Q (2852.510000 sec): 3 clusters Score: Raw -1016386.502281 + Penalty 2937.545848 = -1013448.956433 nChanged 42 SP:Iteration 29Q (2852.700000 sec): 3 clusters Score: Raw -1016431.152707 + Penalty 2937.545848 = -1013493.606859 nChanged 40 SP:Iteration 30Q (2852.910000 sec): 3 clusters Score: Raw -1016496.949405 + Penalty 2937.545848 = -1013559.403557 nChanged 42 SP:Iteration 31Q (2853.160000 sec): 3 clusters Score: Raw -1016572.993712 + Penalty 2937.545848 = -1013635.447865 nChanged 34 SP:Iteration 32Q (2853.380000 sec): 3 clusters Score: Raw -1016624.288847 + Penalty 2937.545848 = -1013686.742999 nChanged 26 SP:Iteration 33Q (2853.560000 sec): 3 clusters Score: Raw -1016643.942458 + Penalty 2937.545848 = -1013706.396610 nChanged 19 SP:Iteration 34Q (2853.770000 sec): 3 clusters Score: Raw -1016655.007903 + Penalty 2937.545848 = -1013717.462055 nChanged 15 SP:Iteration 35Q (2853.960000 sec): 3 clusters Score: Raw -1016662.821972 + Penalty 2937.545848 = -1013725.276124 nChanged 8 SP:Iteration 36Q (2854.180000 sec): 3 clusters Score: Raw -1016667.942874 + Penalty 2937.545848 = -1013730.397026 nChanged 6 SP:Iteration 37Q (2854.450000 sec): 3 clusters Score: Raw -1016673.860692 + Penalty 2937.545848 = -1013736.314844 nChanged 6 SP:Iteration 38Q (2854.680000 sec): 3 clusters Score: Raw -1016677.708773 + Penalty 2937.545848 = -1013740.162926 nChanged 5 SP:Iteration 39Q (2854.860000 sec): 3 clusters Score: Raw -1016681.265668 + Penalty 2937.545848 = -1013743.719820 nChanged 6 SP:Iteration 40F (2855.070000 sec): 3 clusters Score: Raw -1016684.898205 + Penalty 2937.545848 = -1013747.352357 nChanged 4 SP:Iteration 41Q (2855.330000 sec): 3 clusters Score: Raw -1016686.370128 + Penalty 2937.545848 = -1013748.824280 nChanged 2 SP:Iteration 42Q (2855.530000 sec): 3 clusters Score: Raw -1016687.235969 + Penalty 2937.545848 = -1013749.690121 nChanged 1 SP:Iteration 43Q (2855.760000 sec): 3 clusters Score: Raw -1016687.309651 + Penalty 2937.545848 = -1013749.763803 nChanged 0 SP:Iteration 44F (2855.930000 sec): 3 clusters Score: Raw -1016687.309651 + Penalty 2937.545848 = -1013749.763803 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (12468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2856.120000 sec): 2 clusters Score: Raw -1499185.507033 + Penalty 1532.524604 = -1497652.982429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2856.340000 sec): 3 clusters Score: Raw -1491907.531607 + Penalty 3065.049208 = -1488842.482398 nChanged 5465 SP:Iteration 1F (2856.690000 sec): 3 clusters Score: Raw -1494901.604576 + Penalty 3065.049208 = -1491836.555368 nChanged 698 SP:Iteration 2F (2856.920000 sec): 3 clusters Score: Raw -1495224.348999 + Penalty 3065.049208 = -1492159.299791 nChanged 684 SP:Iteration 3F (2857.150000 sec): 3 clusters Score: Raw -1495585.196392 + Penalty 3065.049208 = -1492520.147184 nChanged 727 SP:Iteration 4F (2857.330000 sec): 3 clusters Score: Raw -1496074.999594 + Penalty 3065.049208 = -1493009.950386 nChanged 863 SP:Iteration 5F (2857.570000 sec): 3 clusters Score: Raw -1496712.602630 + Penalty 3065.049208 = -1493647.553422 nChanged 881 SP:Iteration 6F (2857.770000 sec): 3 clusters Score: Raw -1497470.461631 + Penalty 3065.049208 = -1494405.412423 nChanged 863 SP:Iteration 7F (2858.070000 sec): 3 clusters Score: Raw -1498237.232124 + Penalty 3065.049208 = -1495172.182916 nChanged 651 SP:Iteration 8F (2858.290000 sec): 3 clusters Score: Raw -1498827.766429 + Penalty 3065.049208 = -1495762.717221 nChanged 465 SP:Iteration 9Q (2858.540000 sec): 3 clusters Score: Raw -1499304.899971 + Penalty 3065.049208 = -1496239.850763 nChanged 270 SP:Iteration 10Q (2858.710000 sec): 3 clusters Score: Raw -1499569.501756 + Penalty 3065.049208 = -1496504.452547 nChanged 171 SP:Iteration 11Q (2858.930000 sec): 3 clusters Score: Raw -1499708.665675 + Penalty 3065.049208 = -1496643.616467 nChanged 131 SP:Iteration 12Q (2859.170000 sec): 3 clusters Score: Raw -1499794.760726 + Penalty 3065.049208 = -1496729.711517 nChanged 83 SP:Iteration 13Q (2859.420000 sec): 3 clusters Score: Raw -1499831.488860 + Penalty 3065.049208 = -1496766.439652 nChanged 54 SP:Iteration 14Q (2859.650000 sec): 3 clusters Score: Raw -1499847.316689 + Penalty 3065.049208 = -1496782.267481 nChanged 35 SP:Iteration 15Q (2859.910000 sec): 3 clusters Score: Raw -1499855.756242 + Penalty 3065.049208 = -1496790.707033 nChanged 23 SP:Iteration 16Q (2860.190000 sec): 3 clusters Score: Raw -1499862.118812 + Penalty 3065.049208 = -1496797.069604 nChanged 20 SP:Iteration 17Q (2860.380000 sec): 3 clusters Score: Raw -1499867.118579 + Penalty 3065.049208 = -1496802.069371 nChanged 16 SP:Iteration 18Q (2860.620000 sec): 3 clusters Score: Raw -1499870.531468 + Penalty 3065.049208 = -1496805.482259 nChanged 8 SP:Iteration 19Q (2860.850000 sec): 3 clusters Score: Raw -1499871.828226 + Penalty 3065.049208 = -1496806.779017 nChanged 3 SP:Iteration 20F (2861.090000 sec): 3 clusters Score: Raw -1499872.333446 + Penalty 3065.049208 = -1496807.284237 nChanged 4 SP:Iteration 21Q (2861.370000 sec): 3 clusters Score: Raw -1499873.107267 + Penalty 3065.049208 = -1496808.058059 nChanged 4 SP:Iteration 22Q (2861.590000 sec): 3 clusters Score: Raw -1499873.505564 + Penalty 3065.049208 = -1496808.456356 nChanged 1 SP:Iteration 23Q (2861.860000 sec): 3 clusters Score: Raw -1499873.601354 + Penalty 3065.049208 = -1496808.552146 nChanged 0 SP:Iteration 24F (2862.080000 sec): 3 clusters Score: Raw -1499873.601354 + Penalty 3065.049208 = -1496808.552146 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (213630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2862.990000 sec): 2 clusters Score: Raw -26132987.921169 + Penalty 1994.200134 = -26130993.721035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2864.270000 sec): 3 clusters Score: Raw -25991704.046594 + Penalty 3988.400268 = -25987715.646325 nChanged 103318 SP:Iteration 1F (2865.520000 sec): 3 clusters Score: Raw -26052936.330594 + Penalty 3988.400268 = -26048947.930325 nChanged 5301 SP:Iteration 2Q (2866.540000 sec): 3 clusters Score: Raw -26054022.024623 + Penalty 3988.400268 = -26050033.624354 nChanged 5863 SP:Iteration 3Q (2867.750000 sec): 3 clusters Score: Raw -26055526.964160 + Penalty 3988.400268 = -26051538.563891 nChanged 6743 SP:Iteration 4Q (2868.920000 sec): 3 clusters Score: Raw -26057860.509400 + Penalty 3988.400268 = -26053872.109131 nChanged 8407 SP:Iteration 5Q (2870.190000 sec): 3 clusters Score: Raw -26061669.070940 + Penalty 3988.400268 = -26057680.670672 nChanged 10782 SP:Iteration 6F (2871.310000 sec): 3 clusters Score: Raw -26068015.717191 + Penalty 3988.400268 = -26064027.316923 nChanged 13637 SP:Iteration 7F (2872.550000 sec): 3 clusters Score: Raw -26077688.363049 + Penalty 3988.400268 = -26073699.962781 nChanged 16275 SP:Iteration 8F (2873.680000 sec): 3 clusters Score: Raw -26091035.088706 + Penalty 3988.400268 = -26087046.688437 nChanged 16579 SP:Iteration 9F (2874.810000 sec): 3 clusters Score: Raw -26105757.786510 + Penalty 3988.400268 = -26101769.386242 nChanged 13826 SP:Iteration 10F (2876.030000 sec): 3 clusters Score: Raw -26118327.090366 + Penalty 3988.400268 = -26114338.690097 nChanged 9048 SP:Iteration 11Q (2877.320000 sec): 3 clusters Score: Raw -26126457.478834 + Penalty 3988.400268 = -26122469.078566 nChanged 4734 SP:Iteration 12Q (2878.570000 sec): 3 clusters Score: Raw -26130554.215910 + Penalty 3988.400268 = -26126565.815641 nChanged 1949 SP:Iteration 13Q (2879.730000 sec): 3 clusters Score: Raw -26132164.716928 + Penalty 3988.400268 = -26128176.316660 nChanged 718 SP:Iteration 14Q (2881.040000 sec): 3 clusters Score: Raw -26132761.987204 + Penalty 3988.400268 = -26128773.586936 nChanged 244 SP:Iteration 15Q (2882.350000 sec): 3 clusters Score: Raw -26132996.187757 + Penalty 3988.400268 = -26129007.787488 nChanged 119 SP:Iteration 16Q (2883.670000 sec): 3 clusters Score: Raw -26133106.341460 + Penalty 3988.400268 = -26129117.941192 nChanged 58 SP:Iteration 17Q (2884.710000 sec): 3 clusters Score: Raw -26133159.505751 + Penalty 3988.400268 = -26129171.105483 nChanged 29 SP:Iteration 18Q (2885.820000 sec): 3 clusters Score: Raw -26133185.985426 + Penalty 3988.400268 = -26129197.585157 nChanged 18 SP:Iteration 19Q (2886.880000 sec): 3 clusters Score: Raw -26133204.100102 + Penalty 3988.400268 = -26129215.699834 nChanged 13 SP:Iteration 20F (2888.060000 sec): 3 clusters Score: Raw -26133214.822477 + Penalty 3988.400268 = -26129226.422208 nChanged 12 SP:Iteration 21Q (2889.150000 sec): 3 clusters Score: Raw -26133227.264278 + Penalty 3988.400268 = -26129238.864010 nChanged 7 SP:Iteration 22Q (2890.150000 sec): 3 clusters Score: Raw -26133236.546909 + Penalty 3988.400268 = -26129248.146641 nChanged 6 SP:Iteration 23Q (2891.230000 sec): 3 clusters Score: Raw -26133241.157737 + Penalty 3988.400268 = -26129252.757469 nChanged 3 SP:Iteration 24Q (2892.270000 sec): 3 clusters Score: Raw -26133242.739229 + Penalty 3988.400268 = -26129254.338961 nChanged 2 SP:Iteration 25Q (2893.460000 sec): 3 clusters Score: Raw -26133244.622528 + Penalty 3988.400268 = -26129256.222260 nChanged 1 SP:Iteration 26Q (2894.480000 sec): 3 clusters Score: Raw -26133245.726232 + Penalty 3988.400268 = -26129257.325963 nChanged 1 SP:Iteration 27Q (2895.500000 sec): 3 clusters Score: Raw -26133246.273719 + Penalty 3988.400268 = -26129257.873450 nChanged 0 SP:Iteration 28F (2896.550000 sec): 3 clusters Score: Raw -26133246.273719 + Penalty 3988.400268 = -26129257.873450 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2896.720000 sec): 2 clusters Score: Raw -89549.078282 + Penalty 1069.353860 = -88479.724423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2896.910000 sec): 3 clusters Score: Raw -89373.895426 + Penalty 2138.707720 = -87235.187706 nChanged 189 SP:Iteration 1F (2897.060000 sec): 3 clusters Score: Raw -89560.651991 + Penalty 2138.707720 = -87421.944271 nChanged 41 SP:Iteration 2F (2897.240000 sec): 3 clusters Score: Raw -89613.321788 + Penalty 2138.707720 = -87474.614068 nChanged 23 SP:Iteration 3Q (2897.410000 sec): 3 clusters Score: Raw -89645.394247 + Penalty 2138.707720 = -87506.686528 nChanged 14 SP:Iteration 4Q (2897.600000 sec): 3 clusters Score: Raw -89665.836264 + Penalty 2138.707720 = -87527.128545 nChanged 11 SP:Iteration 5Q (2897.810000 sec): 3 clusters Score: Raw -89687.532509 + Penalty 2138.707720 = -87548.824789 nChanged 14 SP:Iteration 6Q (2898.000000 sec): 3 clusters Score: Raw -89720.364170 + Penalty 2138.707720 = -87581.656451 nChanged 15 SP:Iteration 7Q (2898.210000 sec): 3 clusters Score: Raw -89743.074386 + Penalty 2138.707720 = -87604.366666 nChanged 9 SP:Iteration 8Q (2898.410000 sec): 3 clusters Score: Raw -89755.381348 + Penalty 2138.707720 = -87616.673629 nChanged 8 SP:Iteration 9Q (2898.600000 sec): 3 clusters Score: Raw -89766.974196 + Penalty 2138.707720 = -87628.266477 nChanged 8 SP:Iteration 10Q (2898.780000 sec): 3 clusters Score: Raw -89781.682591 + Penalty 2138.707720 = -87642.974872 nChanged 8 SP:Iteration 11Q (2899.000000 sec): 3 clusters Score: Raw -89792.567717 + Penalty 2138.707720 = -87653.859998 nChanged 5 SP:Iteration 12Q (2899.230000 sec): 3 clusters Score: Raw -89797.161507 + Penalty 2138.707720 = -87658.453787 nChanged 4 SP:Iteration 13Q (2899.390000 sec): 3 clusters Score: Raw -89804.694755 + Penalty 2138.707720 = -87665.987036 nChanged 3 SP:Iteration 14Q (2899.560000 sec): 3 clusters Score: Raw -89809.097807 + Penalty 2138.707720 = -87670.390088 nChanged 3 SP:Iteration 15Q (2899.800000 sec): 3 clusters Score: Raw -89812.103380 + Penalty 2138.707720 = -87673.395660 nChanged 2 SP:Iteration 16Q (2900.060000 sec): 3 clusters Score: Raw -89814.087802 + Penalty 2138.707720 = -87675.380082 nChanged 2 SP:Iteration 17Q (2900.240000 sec): 3 clusters Score: Raw -89815.402101 + Penalty 2138.707720 = -87676.694382 nChanged 0 SP:Iteration 18F (2900.460000 sec): 3 clusters Score: Raw -89815.402101 + Penalty 2138.707720 = -87676.694382 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 22 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2900.550000 sec): 2 clusters Score: Raw -18863.068265 + Penalty 853.494432 = -18009.573833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2900.750000 sec): 3 clusters Score: Raw -19125.616540 + Penalty 1706.988864 = -17418.627676 nChanged 48 SP:Iteration 1F (2900.960000 sec): 3 clusters Score: Raw -19337.426939 + Penalty 1706.988864 = -17630.438075 nChanged 16 SP:Iteration 2F (2901.160000 sec): 3 clusters Score: Raw -19433.451006 + Penalty 1706.988864 = -17726.462142 nChanged 8 SP:Iteration 3Q (2901.300000 sec): 3 clusters Score: Raw -19538.618271 + Penalty 1706.988864 = -17831.629407 nChanged 3 SP:Iteration 4Q (2901.450000 sec): 3 clusters Score: Raw -19675.364124 + Penalty 1706.988864 = -17968.375259 nChanged 6 SP:Iteration 5Q (2901.720000 sec): 3 clusters Score: Raw -19710.718087 + Penalty 1706.988864 = -18003.729222 nChanged 5 SP:Iteration 6Q (2901.950000 sec): 3 clusters Score: Raw -19752.376524 + Penalty 1706.988864 = -18045.387660 nChanged 6 SP:Iteration 7Q (2902.110000 sec): 3 clusters Score: Raw -19769.074702 + Penalty 1706.988864 = -18062.085838 nChanged 1 SP:Iteration 8Q (2902.290000 sec): 3 clusters Score: Raw -19771.226977 + Penalty 1706.988864 = -18064.238113 nChanged 0 SP:Iteration 9F (2902.550000 sec): 3 clusters Score: Raw -19771.226977 + Penalty 1706.988864 = -18064.238113 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2902.640000 sec): 2 clusters Score: Raw -37880.941194 + Penalty 935.308110 = -36945.633085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2902.830000 sec): 3 clusters Score: Raw -37904.293637 + Penalty 1870.616219 = -36033.677418 nChanged 52 SP:Iteration 1F (2903.010000 sec): 3 clusters Score: Raw -37998.882503 + Penalty 1870.616219 = -36128.266284 nChanged 7 SP:Iteration 2Q (2903.190000 sec): 3 clusters Score: Raw -38014.261668 + Penalty 1870.616219 = -36143.645449 nChanged 5 SP:Iteration 3Q (2903.380000 sec): 3 clusters Score: Raw -38026.708249 + Penalty 1870.616219 = -36156.092029 nChanged 4 SP:Iteration 4Q (2903.530000 sec): 3 clusters Score: Raw -38037.768586 + Penalty 1870.616219 = -36167.152367 nChanged 2 SP:Iteration 5Q (2903.660000 sec): 3 clusters Score: Raw -38041.489404 + Penalty 1870.616219 = -36170.873185 nChanged 1 SP:Iteration 6Q (2903.790000 sec): 3 clusters Score: Raw -38042.993822 + Penalty 1870.616219 = -36172.377602 nChanged 1 SP:Iteration 7Q (2903.970000 sec): 3 clusters Score: Raw -38043.651054 + Penalty 1870.616219 = -36173.034834 nChanged 0 SP:Iteration 8F (2904.130000 sec): 3 clusters Score: Raw -38043.651054 + Penalty 1870.616219 = -36173.034834 nChanged 0 Iteration 259Q (2915.570000 sec): 24 clusters Score: Raw -31090386.158385 + Penalty 46540.703903 = -31043845.454482 nChanged 22 Iteration 260F (2932.240000 sec): 24 clusters Score: Raw -31090429.104797 + Penalty 46540.703903 = -31043888.400894 nChanged 19 Iteration 261Q (2941.860000 sec): 24 clusters Score: Raw -31090463.472755 + Penalty 46540.703903 = -31043922.768852 nChanged 19 Iteration 262Q (2950.130000 sec): 24 clusters Score: Raw -31090477.802027 + Penalty 46540.703903 = -31043937.098124 nChanged 8 Iteration 263Q (2958.710000 sec): 24 clusters Score: Raw -31090478.100250 + Penalty 46540.703903 = -31043937.396347 nChanged 4 Iteration 264Q (2967.970000 sec): 24 clusters Score: Raw -31090478.213042 + Penalty 46540.703903 = -31043937.509139 nChanged 4 Iteration 265Q (2978.060000 sec): 24 clusters Score: Raw -31090478.333582 + Penalty 46540.703903 = -31043937.629679 nChanged 4 Iteration 266Q (2986.410000 sec): 24 clusters Score: Raw -31090478.424052 + Penalty 46540.703903 = -31043937.720149 nChanged 2 Iteration 267Q (2994.430000 sec): 24 clusters Score: Raw -31090478.486146 + Penalty 46540.703903 = -31043937.782243 nChanged 1 Iteration 268Q (3003.070000 sec): 24 clusters Score: Raw -31090478.525513 + Penalty 46540.703903 = -31043937.821610 nChanged 2 Iteration 269Q (3011.300000 sec): 24 clusters Score: Raw -31090478.566380 + Penalty 46540.703903 = -31043937.862477 nChanged 2 Iteration 270Q (3019.810000 sec): 24 clusters Score: Raw -31090478.611963 + Penalty 46540.703903 = -31043937.908060 nChanged 0 Iteration 271F (3035.880000 sec): 24 clusters Score: Raw -31090478.611963 + Penalty 46540.703903 = -31043937.908060 nChanged 0 Compute initial score before splitting: Score: Raw -31090478.611963 + Penalty 46540.703903 = -31043937.908060 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 1 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3035.960000 sec): 2 clusters Score: Raw -64531.958394 + Penalty 1023.877692 = -63508.080702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3036.140000 sec): 3 clusters Score: Raw -64384.612135 + Penalty 2047.755383 = -62336.856752 nChanged 133 SP:Iteration 1F (3036.360000 sec): 3 clusters Score: Raw -64563.017981 + Penalty 2047.755383 = -62515.262597 nChanged 39 SP:Iteration 2F (3036.560000 sec): 3 clusters Score: Raw -64639.532309 + Penalty 2047.755383 = -62591.776926 nChanged 29 SP:Iteration 3F (3036.770000 sec): 3 clusters Score: Raw -64689.434252 + Penalty 2047.755383 = -62641.678868 nChanged 15 SP:Iteration 4Q (3036.920000 sec): 3 clusters Score: Raw -64723.900017 + Penalty 2047.755383 = -62676.144634 nChanged 11 SP:Iteration 5Q (3037.010000 sec): 3 clusters Score: Raw -64741.200177 + Penalty 2047.755383 = -62693.444794 nChanged 3 SP:Iteration 6Q (3037.170000 sec): 3 clusters Score: Raw -64744.998242 + Penalty 2047.755383 = -62697.242859 nChanged 0 SP:Iteration 7F (3037.310000 sec): 3 clusters Score: Raw -64744.998242 + Penalty 2047.755383 = -62697.242859 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 2 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.380000 sec): 2 clusters Score: Raw -64087.390560 + Penalty 1014.361281 = -63073.029280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.540000 sec): 3 clusters Score: Raw -64003.857539 + Penalty 2028.722561 = -61975.134978 nChanged 113 SP:Iteration 1F (3037.720000 sec): 3 clusters Score: Raw -64158.542891 + Penalty 2028.722561 = -62129.820330 nChanged 25 SP:Iteration 2Q (3037.860000 sec): 3 clusters Score: Raw -64192.820672 + Penalty 2028.722561 = -62164.098111 nChanged 9 SP:Iteration 3Q (3038.020000 sec): 3 clusters Score: Raw -64202.847514 + Penalty 2028.722561 = -62174.124952 nChanged 3 SP:Iteration 4Q (3038.250000 sec): 3 clusters Score: Raw -64207.364528 + Penalty 2028.722561 = -62178.641967 nChanged 1 SP:Iteration 5Q (3038.390000 sec): 3 clusters Score: Raw -64208.929032 + Penalty 2028.722561 = -62180.206471 nChanged 0 SP:Iteration 6F (3038.580000 sec): 3 clusters Score: Raw -64208.929032 + Penalty 2028.722561 = -62180.206471 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 3 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.720000 sec): 2 clusters Score: Raw -46323.043340 + Penalty 969.498845 = -45353.544495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.910000 sec): 3 clusters Score: Raw -46293.595847 + Penalty 1938.997690 = -44354.598157 nChanged 87 SP:Iteration 1F (3039.000000 sec): 3 clusters Score: Raw -46459.259265 + Penalty 1938.997690 = -44520.261575 nChanged 14 SP:Iteration 2Q (3039.210000 sec): 3 clusters Score: Raw -46482.686745 + Penalty 1938.997690 = -44543.689055 nChanged 7 SP:Iteration 3Q (3039.390000 sec): 3 clusters Score: Raw -46493.492863 + Penalty 1938.997690 = -44554.495173 nChanged 1 SP:Iteration 4Q (3039.560000 sec): 3 clusters Score: Raw -46494.671614 + Penalty 1938.997690 = -44555.673924 nChanged 1 SP:Iteration 5Q (3039.740000 sec): 3 clusters Score: Raw -46499.788307 + Penalty 1938.997690 = -44560.790617 nChanged 1 SP:Iteration 6Q (3039.960000 sec): 3 clusters Score: Raw -46502.244793 + Penalty 1938.997690 = -44563.247102 nChanged 0 SP:Iteration 7F (3040.100000 sec): 3 clusters Score: Raw -46502.244793 + Penalty 1938.997690 = -44563.247102 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 4 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3040.190000 sec): 2 clusters Score: Raw -55823.288609 + Penalty 1002.561744 = -54820.726865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3040.320000 sec): 3 clusters Score: Raw -55758.203872 + Penalty 2005.123488 = -53753.080384 nChanged 102 SP:Iteration 1F (3040.520000 sec): 3 clusters Score: Raw -55919.926211 + Penalty 2005.123488 = -53914.802723 nChanged 25 SP:Iteration 2F (3040.680000 sec): 3 clusters Score: Raw -55970.871627 + Penalty 2005.123488 = -53965.748139 nChanged 9 SP:Iteration 3Q (3040.870000 sec): 3 clusters Score: Raw -55990.700599 + Penalty 2005.123488 = -53985.577111 nChanged 6 SP:Iteration 4Q (3041.100000 sec): 3 clusters Score: Raw -56003.105293 + Penalty 2005.123488 = -53997.981805 nChanged 7 SP:Iteration 5Q (3041.260000 sec): 3 clusters Score: Raw -56018.749357 + Penalty 2005.123488 = -54013.625869 nChanged 2 SP:Iteration 6Q (3041.480000 sec): 3 clusters Score: Raw -56024.509336 + Penalty 2005.123488 = -54019.385848 nChanged 5 SP:Iteration 7Q (3041.670000 sec): 3 clusters Score: Raw -56032.600295 + Penalty 2005.123488 = -54027.476807 nChanged 0 SP:Iteration 8F (3041.810000 sec): 3 clusters Score: Raw -56032.600295 + Penalty 2005.123488 = -54027.476807 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 5 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3041.910000 sec): 2 clusters Score: Raw -78471.817633 + Penalty 1054.495801 = -77417.321832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3042.090000 sec): 3 clusters Score: Raw -78311.802213 + Penalty 2108.991603 = -76202.810610 nChanged 171 SP:Iteration 1F (3042.280000 sec): 3 clusters Score: Raw -78520.520348 + Penalty 2108.991603 = -76411.528746 nChanged 43 SP:Iteration 2F (3042.460000 sec): 3 clusters Score: Raw -78601.894729 + Penalty 2108.991603 = -76492.903126 nChanged 37 SP:Iteration 3F (3042.660000 sec): 3 clusters Score: Raw -78727.083102 + Penalty 2108.991603 = -76618.091499 nChanged 34 SP:Iteration 4F (3042.820000 sec): 3 clusters Score: Raw -78881.746673 + Penalty 2108.991603 = -76772.755070 nChanged 29 SP:Iteration 5Q (3043.020000 sec): 3 clusters Score: Raw -78953.194051 + Penalty 2108.991603 = -76844.202448 nChanged 28 SP:Iteration 6Q (3043.220000 sec): 3 clusters Score: Raw -79045.453853 + Penalty 2108.991603 = -76936.462250 nChanged 23 SP:Iteration 7Q (3043.420000 sec): 3 clusters Score: Raw -79135.407900 + Penalty 2108.991603 = -77026.416298 nChanged 26 SP:Iteration 8Q (3043.600000 sec): 3 clusters Score: Raw -79200.836195 + Penalty 2108.991603 = -77091.844592 nChanged 15 SP:Iteration 9Q (3043.800000 sec): 3 clusters Score: Raw -79239.710189 + Penalty 2108.991603 = -77130.718587 nChanged 12 SP:Iteration 10Q (3043.930000 sec): 3 clusters Score: Raw -79274.711601 + Penalty 2108.991603 = -77165.719998 nChanged 6 SP:Iteration 11Q (3044.120000 sec): 3 clusters Score: Raw -79290.196735 + Penalty 2108.991603 = -77181.205132 nChanged 3 SP:Iteration 12Q (3044.310000 sec): 3 clusters Score: Raw -79298.505378 + Penalty 2108.991603 = -77189.513775 nChanged 1 SP:Iteration 13Q (3044.470000 sec): 3 clusters Score: Raw -79301.722414 + Penalty 2108.991603 = -77192.730811 nChanged 1 SP:Iteration 14Q (3044.650000 sec): 3 clusters Score: Raw -79304.462931 + Penalty 2108.991603 = -77195.471328 nChanged 1 SP:Iteration 15Q (3044.880000 sec): 3 clusters Score: Raw -79305.911373 + Penalty 2108.991603 = -77196.919770 nChanged 0 SP:Iteration 16F (3045.120000 sec): 3 clusters Score: Raw -79305.911373 + Penalty 2108.991603 = -77196.919770 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 6 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.170000 sec): 2 clusters Score: Raw -31893.063794 + Penalty 910.344308 = -30982.719486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.380000 sec): 3 clusters Score: Raw -31945.255908 + Penalty 1820.688617 = -30124.567291 nChanged 34 SP:Iteration 1F (3045.550000 sec): 3 clusters Score: Raw -32016.934606 + Penalty 1820.688617 = -30196.245989 nChanged 14 SP:Iteration 2F (3045.720000 sec): 3 clusters Score: Raw -32061.798724 + Penalty 1820.688617 = -30241.110107 nChanged 8 SP:Iteration 3Q (3045.930000 sec): 3 clusters Score: Raw -32089.021612 + Penalty 1820.688617 = -30268.332995 nChanged 2 SP:Iteration 4Q (3046.130000 sec): 3 clusters Score: Raw -32092.216767 + Penalty 1820.688617 = -30271.528151 nChanged 0 SP:Iteration 5F (3046.250000 sec): 3 clusters Score: Raw -32092.216767 + Penalty 1820.688617 = -30271.528151 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 7 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3046.360000 sec): 2 clusters Score: Raw -8524.966585 + Penalty 720.007730 = -7804.958855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3046.540000 sec): 3 clusters Score: Raw -8811.870298 + Penalty 1440.015460 = -7371.854838 nChanged 5 SP:Iteration 1F (3046.750000 sec): 3 clusters Score: Raw -8839.899183 + Penalty 1440.015460 = -7399.883724 nChanged 1 SP:Iteration 2Q (3046.930000 sec): 3 clusters Score: Raw -8844.192486 + Penalty 1440.015460 = -7404.177027 nChanged 0 SP:Iteration 3F (3047.130000 sec): 3 clusters Score: Raw -8844.192486 + Penalty 1440.015460 = -7404.177027 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 8 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3047.210000 sec): 2 clusters Score: Raw -20238.187066 + Penalty 843.855488 = -19394.331578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3047.410000 sec): 3 clusters Score: Raw -20322.435519 + Penalty 1687.710977 = -18634.724543 nChanged 16 SP:Iteration 1F (3047.610000 sec): 3 clusters Score: Raw -20392.011620 + Penalty 1687.710977 = -18704.300643 nChanged 8 SP:Iteration 2Q (3047.750000 sec): 3 clusters Score: Raw -20420.210421 + Penalty 1687.710977 = -18732.499445 nChanged 5 SP:Iteration 3Q (3047.950000 sec): 3 clusters Score: Raw -20438.798682 + Penalty 1687.710977 = -18751.087705 nChanged 5 SP:Iteration 4Q (3048.150000 sec): 3 clusters Score: Raw -20455.705823 + Penalty 1687.710977 = -18767.994846 nChanged 3 SP:Iteration 5Q (3048.310000 sec): 3 clusters Score: Raw -20465.827236 + Penalty 1687.710977 = -18778.116260 nChanged 0 SP:Iteration 6F (3048.490000 sec): 3 clusters Score: Raw -20465.827236 + Penalty 1687.710977 = -18778.116260 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 9 (1390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.580000 sec): 2 clusters Score: Raw -159675.133737 + Penalty 1176.022092 = -158499.111645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.740000 sec): 3 clusters Score: Raw -159226.042303 + Penalty 2352.044183 = -156873.998119 nChanged 446 SP:Iteration 1F (3048.930000 sec): 3 clusters Score: Raw -159671.804980 + Penalty 2352.044183 = -157319.760797 nChanged 133 SP:Iteration 2F (3049.160000 sec): 3 clusters Score: Raw -159860.555305 + Penalty 2352.044183 = -157508.511121 nChanged 86 SP:Iteration 3F (3049.290000 sec): 3 clusters Score: Raw -160014.111974 + Penalty 2352.044183 = -157662.067791 nChanged 76 SP:Iteration 4F (3049.470000 sec): 3 clusters Score: Raw -160182.603155 + Penalty 2352.044183 = -157830.558971 nChanged 80 SP:Iteration 5F (3049.640000 sec): 3 clusters Score: Raw -160340.561359 + Penalty 2352.044183 = -157988.517176 nChanged 57 SP:Iteration 6Q (3049.810000 sec): 3 clusters Score: Raw -160440.485353 + Penalty 2352.044183 = -158088.441170 nChanged 50 SP:Iteration 7Q (3050.000000 sec): 3 clusters Score: Raw -160509.880356 + Penalty 2352.044183 = -158157.836172 nChanged 33 SP:Iteration 8Q (3050.180000 sec): 3 clusters Score: Raw -160554.769849 + Penalty 2352.044183 = -158202.725665 nChanged 24 SP:Iteration 9Q (3050.380000 sec): 3 clusters Score: Raw -160580.783287 + Penalty 2352.044183 = -158228.739103 nChanged 14 SP:Iteration 10Q (3050.540000 sec): 3 clusters Score: Raw -160603.234057 + Penalty 2352.044183 = -158251.189874 nChanged 18 SP:Iteration 11Q (3050.750000 sec): 3 clusters Score: Raw -160622.508118 + Penalty 2352.044183 = -158270.463934 nChanged 11 SP:Iteration 12Q (3050.920000 sec): 3 clusters Score: Raw -160636.501414 + Penalty 2352.044183 = -158284.457231 nChanged 7 SP:Iteration 13Q (3051.090000 sec): 3 clusters Score: Raw -160643.436074 + Penalty 2352.044183 = -158291.391890 nChanged 5 SP:Iteration 14Q (3051.250000 sec): 3 clusters Score: Raw -160648.157132 + Penalty 2352.044183 = -158296.112949 nChanged 1 SP:Iteration 15Q (3051.460000 sec): 3 clusters Score: Raw -160648.724798 + Penalty 2352.044183 = -158296.680614 nChanged 0 SP:Iteration 16F (3051.650000 sec): 3 clusters Score: Raw -160648.724798 + Penalty 2352.044183 = -158296.680614 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 10 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3051.750000 sec): 2 clusters Score: Raw -106939.613146 + Penalty 1107.719581 = -105831.893565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.940000 sec): 3 clusters Score: Raw -106673.849587 + Penalty 2215.439161 = -104458.410426 nChanged 260 SP:Iteration 1F (3052.110000 sec): 3 clusters Score: Raw -106958.573611 + Penalty 2215.439161 = -104743.134450 nChanged 82 SP:Iteration 2F (3052.310000 sec): 3 clusters Score: Raw -107058.171460 + Penalty 2215.439161 = -104842.732299 nChanged 34 SP:Iteration 3Q (3052.490000 sec): 3 clusters Score: Raw -107096.756974 + Penalty 2215.439161 = -104881.317813 nChanged 23 SP:Iteration 4Q (3052.690000 sec): 3 clusters Score: Raw -107123.329837 + Penalty 2215.439161 = -104907.890676 nChanged 15 SP:Iteration 5Q (3052.940000 sec): 3 clusters Score: Raw -107141.119435 + Penalty 2215.439161 = -104925.680274 nChanged 13 SP:Iteration 6Q (3053.150000 sec): 3 clusters Score: Raw -107155.681376 + Penalty 2215.439161 = -104940.242215 nChanged 9 SP:Iteration 7Q (3053.350000 sec): 3 clusters Score: Raw -107169.622406 + Penalty 2215.439161 = -104954.183245 nChanged 12 SP:Iteration 8Q (3053.600000 sec): 3 clusters Score: Raw -107182.022749 + Penalty 2215.439161 = -104966.583587 nChanged 7 SP:Iteration 9Q (3053.750000 sec): 3 clusters Score: Raw -107187.168553 + Penalty 2215.439161 = -104971.729392 nChanged 3 SP:Iteration 10Q (3053.980000 sec): 3 clusters Score: Raw -107190.244949 + Penalty 2215.439161 = -104974.805787 nChanged 10 SP:Iteration 11Q (3054.180000 sec): 3 clusters Score: Raw -107195.052744 + Penalty 2215.439161 = -104979.613583 nChanged 4 SP:Iteration 12Q (3054.360000 sec): 3 clusters Score: Raw -107199.773861 + Penalty 2215.439161 = -104984.334700 nChanged 4 SP:Iteration 13Q (3054.550000 sec): 3 clusters Score: Raw -107204.111390 + Penalty 2215.439161 = -104988.672229 nChanged 3 SP:Iteration 14Q (3054.730000 sec): 3 clusters Score: Raw -107205.821466 + Penalty 2215.439161 = -104990.382305 nChanged 2 SP:Iteration 15Q (3054.880000 sec): 3 clusters Score: Raw -107207.971080 + Penalty 2215.439161 = -104992.531919 nChanged 1 SP:Iteration 16Q (3055.100000 sec): 3 clusters Score: Raw -107208.523854 + Penalty 2215.439161 = -104993.084693 nChanged 0 SP:Iteration 17F (3055.300000 sec): 3 clusters Score: Raw -107208.523854 + Penalty 2215.439161 = -104993.084693 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 11 (230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.360000 sec): 2 clusters Score: Raw -26107.187332 + Penalty 883.687888 = -25223.499444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.570000 sec): 3 clusters Score: Raw -26234.195865 + Penalty 1767.375775 = -24466.820089 nChanged 32 SP:Iteration 1F (3055.740000 sec): 3 clusters Score: Raw -26324.902781 + Penalty 1767.375775 = -24557.527005 nChanged 5 SP:Iteration 2Q (3055.870000 sec): 3 clusters Score: Raw -26336.427764 + Penalty 1767.375775 = -24569.051988 nChanged 5 SP:Iteration 3Q (3056.100000 sec): 3 clusters Score: Raw -26354.655775 + Penalty 1767.375775 = -24587.280000 nChanged 1 SP:Iteration 4Q (3056.290000 sec): 3 clusters Score: Raw -26358.304296 + Penalty 1767.375775 = -24590.928521 nChanged 1 SP:Iteration 5Q (3056.470000 sec): 3 clusters Score: Raw -26375.467894 + Penalty 1767.375775 = -24608.092119 nChanged 2 SP:Iteration 6Q (3056.660000 sec): 3 clusters Score: Raw -26379.516095 + Penalty 1767.375775 = -24612.140320 nChanged 2 SP:Iteration 7Q (3056.820000 sec): 3 clusters Score: Raw -26388.571757 + Penalty 1767.375775 = -24621.195981 nChanged 1 SP:Iteration 8Q (3056.950000 sec): 3 clusters Score: Raw -26390.854176 + Penalty 1767.375775 = -24623.478401 nChanged 1 SP:Iteration 9Q (3057.170000 sec): 3 clusters Score: Raw -26392.806735 + Penalty 1767.375775 = -24625.430959 nChanged 0 SP:Iteration 10F (3057.300000 sec): 3 clusters Score: Raw -26392.806735 + Penalty 1767.375775 = -24625.430959 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 12 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3057.410000 sec): 2 clusters Score: Raw -108426.083112 + Penalty 1108.960721 = -107317.122390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3057.620000 sec): 3 clusters Score: Raw -108165.053326 + Penalty 2217.921443 = -105947.131883 nChanged 261 SP:Iteration 1F (3057.800000 sec): 3 clusters Score: Raw -108453.327732 + Penalty 2217.921443 = -106235.406289 nChanged 77 SP:Iteration 2F (3057.950000 sec): 3 clusters Score: Raw -108617.363839 + Penalty 2217.921443 = -106399.442396 nChanged 58 SP:Iteration 3F (3058.160000 sec): 3 clusters Score: Raw -108762.770455 + Penalty 2217.921443 = -106544.849012 nChanged 50 SP:Iteration 4F (3058.370000 sec): 3 clusters Score: Raw -108896.264172 + Penalty 2217.921443 = -106678.342729 nChanged 41 SP:Iteration 5Q (3058.570000 sec): 3 clusters Score: Raw -109047.634743 + Penalty 2217.921443 = -106829.713300 nChanged 45 SP:Iteration 6Q (3058.670000 sec): 3 clusters Score: Raw -109195.574699 + Penalty 2217.921443 = -106977.653256 nChanged 43 SP:Iteration 7Q (3058.890000 sec): 3 clusters Score: Raw -109296.362557 + Penalty 2217.921443 = -107078.441114 nChanged 34 SP:Iteration 8Q (3059.060000 sec): 3 clusters Score: Raw -109372.408357 + Penalty 2217.921443 = -107154.486915 nChanged 21 SP:Iteration 9Q (3059.240000 sec): 3 clusters Score: Raw -109429.773530 + Penalty 2217.921443 = -107211.852087 nChanged 16 SP:Iteration 10Q (3059.510000 sec): 3 clusters Score: Raw -109471.905342 + Penalty 2217.921443 = -107253.983899 nChanged 15 SP:Iteration 11Q (3059.640000 sec): 3 clusters Score: Raw -109503.627809 + Penalty 2217.921443 = -107285.706366 nChanged 9 SP:Iteration 12Q (3059.840000 sec): 3 clusters Score: Raw -109518.490089 + Penalty 2217.921443 = -107300.568647 nChanged 5 SP:Iteration 13Q (3060.040000 sec): 3 clusters Score: Raw -109526.419606 + Penalty 2217.921443 = -107308.498164 nChanged 3 SP:Iteration 14Q (3060.200000 sec): 3 clusters Score: Raw -109529.917238 + Penalty 2217.921443 = -107311.995795 nChanged 1 SP:Iteration 15Q (3060.370000 sec): 3 clusters Score: Raw -109530.347638 + Penalty 2217.921443 = -107312.426195 nChanged 0 SP:Iteration 16F (3060.530000 sec): 3 clusters Score: Raw -109530.347638 + Penalty 2217.921443 = -107312.426195 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 13 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3060.580000 sec): 2 clusters Score: Raw -41776.302852 + Penalty 951.914138 = -40824.388715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3060.740000 sec): 3 clusters Score: Raw -41767.138352 + Penalty 1903.828275 = -39863.310076 nChanged 56 SP:Iteration 1F (3060.900000 sec): 3 clusters Score: Raw -41874.131675 + Penalty 1903.828275 = -39970.303400 nChanged 15 SP:Iteration 2Q (3061.090000 sec): 3 clusters Score: Raw -41926.595645 + Penalty 1903.828275 = -40022.767370 nChanged 11 SP:Iteration 3Q (3061.300000 sec): 3 clusters Score: Raw -41964.416520 + Penalty 1903.828275 = -40060.588245 nChanged 5 SP:Iteration 4Q (3061.460000 sec): 3 clusters Score: Raw -41975.869888 + Penalty 1903.828275 = -40072.041613 nChanged 3 SP:Iteration 5Q (3061.630000 sec): 3 clusters Score: Raw -41983.429613 + Penalty 1903.828275 = -40079.601338 nChanged 1 SP:Iteration 6Q (3061.830000 sec): 3 clusters Score: Raw -41985.580672 + Penalty 1903.828275 = -40081.752396 nChanged 2 SP:Iteration 7Q (3062.030000 sec): 3 clusters Score: Raw -41989.621446 + Penalty 1903.828275 = -40085.793171 nChanged 2 SP:Iteration 8Q (3062.180000 sec): 3 clusters Score: Raw -41993.060399 + Penalty 1903.828275 = -40089.232124 nChanged 2 SP:Iteration 9Q (3062.340000 sec): 3 clusters Score: Raw -41995.383130 + Penalty 1903.828275 = -40091.554855 nChanged 0 SP:Iteration 10F (3062.530000 sec): 3 clusters Score: Raw -41995.383130 + Penalty 1903.828275 = -40091.554855 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 14 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.630000 sec): 2 clusters Score: Raw -248356.626676 + Penalty 1237.485980 = -247119.140696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.780000 sec): 3 clusters Score: Raw -247450.940460 + Penalty 2474.971960 = -244975.968500 nChanged 716 SP:Iteration 1F (3062.950000 sec): 3 clusters Score: Raw -247894.294858 + Penalty 2474.971960 = -245419.322898 nChanged 162 SP:Iteration 2F (3063.130000 sec): 3 clusters Score: Raw -248017.456197 + Penalty 2474.971960 = -245542.484237 nChanged 98 SP:Iteration 3Q (3063.230000 sec): 3 clusters Score: Raw -248080.280100 + Penalty 2474.971960 = -245605.308140 nChanged 70 SP:Iteration 4Q (3063.370000 sec): 3 clusters Score: Raw -248115.751902 + Penalty 2474.971960 = -245640.779942 nChanged 34 SP:Iteration 5Q (3063.540000 sec): 3 clusters Score: Raw -248132.499162 + Penalty 2474.971960 = -245657.527202 nChanged 26 SP:Iteration 6Q (3063.640000 sec): 3 clusters Score: Raw -248151.084959 + Penalty 2474.971960 = -245676.112998 nChanged 34 SP:Iteration 7Q (3063.780000 sec): 3 clusters Score: Raw -248172.296609 + Penalty 2474.971960 = -245697.324649 nChanged 34 SP:Iteration 8Q (3063.930000 sec): 3 clusters Score: Raw -248194.253237 + Penalty 2474.971960 = -245719.281277 nChanged 30 SP:Iteration 9Q (3064.070000 sec): 3 clusters Score: Raw -248214.515812 + Penalty 2474.971960 = -245739.543851 nChanged 25 SP:Iteration 10Q (3064.230000 sec): 3 clusters Score: Raw -248224.903508 + Penalty 2474.971960 = -245749.931547 nChanged 13 SP:Iteration 11Q (3064.400000 sec): 3 clusters Score: Raw -248232.029008 + Penalty 2474.971960 = -245757.057047 nChanged 15 SP:Iteration 12Q (3064.590000 sec): 3 clusters Score: Raw -248238.576890 + Penalty 2474.971960 = -245763.604930 nChanged 12 SP:Iteration 13Q (3064.790000 sec): 3 clusters Score: Raw -248244.012792 + Penalty 2474.971960 = -245769.040832 nChanged 12 SP:Iteration 14Q (3064.960000 sec): 3 clusters Score: Raw -248249.143522 + Penalty 2474.971960 = -245774.171561 nChanged 9 SP:Iteration 15Q (3065.130000 sec): 3 clusters Score: Raw -248253.236618 + Penalty 2474.971960 = -245778.264657 nChanged 5 SP:Iteration 16Q (3065.290000 sec): 3 clusters Score: Raw -248256.826721 + Penalty 2474.971960 = -245781.854761 nChanged 8 SP:Iteration 17Q (3065.460000 sec): 3 clusters Score: Raw -248262.044755 + Penalty 2474.971960 = -245787.072794 nChanged 11 SP:Iteration 18Q (3065.640000 sec): 3 clusters Score: Raw -248266.330281 + Penalty 2474.971960 = -245791.358321 nChanged 4 SP:Iteration 19Q (3065.850000 sec): 3 clusters Score: Raw -248270.128040 + Penalty 2474.971960 = -245795.156080 nChanged 11 SP:Iteration 20F (3065.970000 sec): 3 clusters Score: Raw -248276.589709 + Penalty 2474.971960 = -245801.617749 nChanged 11 SP:Iteration 21Q (3066.210000 sec): 3 clusters Score: Raw -248281.952913 + Penalty 2474.971960 = -245806.980952 nChanged 10 SP:Iteration 22Q (3066.400000 sec): 3 clusters Score: Raw -248286.420780 + Penalty 2474.971960 = -245811.448820 nChanged 7 SP:Iteration 23Q (3066.590000 sec): 3 clusters Score: Raw -248289.323400 + Penalty 2474.971960 = -245814.351439 nChanged 3 SP:Iteration 24Q (3066.770000 sec): 3 clusters Score: Raw -248290.184956 + Penalty 2474.971960 = -245815.212995 nChanged 2 SP:Iteration 25Q (3066.930000 sec): 3 clusters Score: Raw -248290.656051 + Penalty 2474.971960 = -245815.684090 nChanged 2 SP:Iteration 26Q (3067.140000 sec): 3 clusters Score: Raw -248291.892412 + Penalty 2474.971960 = -245816.920451 nChanged 1 SP:Iteration 27Q (3067.270000 sec): 3 clusters Score: Raw -248292.531941 + Penalty 2474.971960 = -245817.559980 nChanged 3 SP:Iteration 28Q (3067.420000 sec): 3 clusters Score: Raw -248294.054008 + Penalty 2474.971960 = -245819.082047 nChanged 0 SP:Iteration 29F (3067.620000 sec): 3 clusters Score: Raw -248294.054008 + Penalty 2474.971960 = -245819.082047 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 15 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.710000 sec): 2 clusters Score: Raw -63047.423701 + Penalty 1017.802218 = -62029.621484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3067.890000 sec): 3 clusters Score: Raw -62951.559500 + Penalty 2035.604435 = -60915.955064 nChanged 128 SP:Iteration 1F (3068.090000 sec): 3 clusters Score: Raw -63094.642209 + Penalty 2035.604435 = -61059.037774 nChanged 33 SP:Iteration 2F (3068.270000 sec): 3 clusters Score: Raw -63136.733796 + Penalty 2035.604435 = -61101.129361 nChanged 18 SP:Iteration 3Q (3068.500000 sec): 3 clusters Score: Raw -63166.585146 + Penalty 2035.604435 = -61130.980711 nChanged 6 SP:Iteration 4Q (3068.680000 sec): 3 clusters Score: Raw -63176.054325 + Penalty 2035.604435 = -61140.449890 nChanged 5 SP:Iteration 5Q (3068.850000 sec): 3 clusters Score: Raw -63184.007140 + Penalty 2035.604435 = -61148.402705 nChanged 5 SP:Iteration 6Q (3069.010000 sec): 3 clusters Score: Raw -63191.176886 + Penalty 2035.604435 = -61155.572451 nChanged 5 SP:Iteration 7Q (3069.200000 sec): 3 clusters Score: Raw -63199.069007 + Penalty 2035.604435 = -61163.464572 nChanged 1 SP:Iteration 8Q (3069.420000 sec): 3 clusters Score: Raw -63199.395513 + Penalty 2035.604435 = -61163.791077 nChanged 0 SP:Iteration 9F (3069.570000 sec): 3 clusters Score: Raw -63199.395513 + Penalty 2035.604435 = -61163.791077 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 16 (10446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.710000 sec): 2 clusters Score: Raw -1354545.958440 + Penalty 1503.770841 = -1353042.187598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.830000 sec): 3 clusters Score: Raw -1348559.861851 + Penalty 3007.541683 = -1345552.320168 nChanged 4522 SP:Iteration 1F (3070.050000 sec): 3 clusters Score: Raw -1351000.039294 + Penalty 3007.541683 = -1347992.497611 nChanged 557 SP:Iteration 2F (3070.310000 sec): 3 clusters Score: Raw -1351210.995122 + Penalty 3007.541683 = -1348203.453439 nChanged 422 SP:Iteration 3Q (3070.480000 sec): 3 clusters Score: Raw -1351370.133984 + Penalty 3007.541683 = -1348362.592301 nChanged 403 SP:Iteration 4Q (3070.690000 sec): 3 clusters Score: Raw -1351534.156463 + Penalty 3007.541683 = -1348526.614780 nChanged 401 SP:Iteration 5Q (3070.900000 sec): 3 clusters Score: Raw -1351711.111607 + Penalty 3007.541683 = -1348703.569924 nChanged 413 SP:Iteration 6Q (3071.080000 sec): 3 clusters Score: Raw -1351914.588189 + Penalty 3007.541683 = -1348907.046506 nChanged 446 SP:Iteration 7Q (3071.270000 sec): 3 clusters Score: Raw -1352175.971366 + Penalty 3007.541683 = -1349168.429683 nChanged 469 SP:Iteration 8Q (3071.470000 sec): 3 clusters Score: Raw -1352486.736949 + Penalty 3007.541683 = -1349479.195266 nChanged 528 SP:Iteration 9F (3071.650000 sec): 3 clusters Score: Raw -1352903.023234 + Penalty 3007.541683 = -1349895.481551 nChanged 586 SP:Iteration 10F (3071.870000 sec): 3 clusters Score: Raw -1353402.311505 + Penalty 3007.541683 = -1350394.769822 nChanged 546 SP:Iteration 11F (3072.080000 sec): 3 clusters Score: Raw -1353894.603438 + Penalty 3007.541683 = -1350887.061755 nChanged 452 SP:Iteration 12Q (3072.340000 sec): 3 clusters Score: Raw -1354312.859489 + Penalty 3007.541683 = -1351305.317806 nChanged 381 SP:Iteration 13Q (3072.500000 sec): 3 clusters Score: Raw -1354693.723774 + Penalty 3007.541683 = -1351686.182091 nChanged 271 SP:Iteration 14Q (3072.680000 sec): 3 clusters Score: Raw -1355010.353196 + Penalty 3007.541683 = -1352002.811513 nChanged 192 SP:Iteration 15Q (3072.890000 sec): 3 clusters Score: Raw -1355252.252024 + Penalty 3007.541683 = -1352244.710341 nChanged 133 SP:Iteration 16Q (3073.080000 sec): 3 clusters Score: Raw -1355464.876154 + Penalty 3007.541683 = -1352457.334471 nChanged 93 SP:Iteration 17Q (3073.240000 sec): 3 clusters Score: Raw -1355626.658606 + Penalty 3007.541683 = -1352619.116923 nChanged 50 SP:Iteration 18Q (3073.430000 sec): 3 clusters Score: Raw -1355709.821395 + Penalty 3007.541683 = -1352702.279712 nChanged 34 SP:Iteration 19Q (3073.650000 sec): 3 clusters Score: Raw -1355771.242360 + Penalty 3007.541683 = -1352763.700677 nChanged 19 SP:Iteration 20F (3073.860000 sec): 3 clusters Score: Raw -1355810.798517 + Penalty 3007.541683 = -1352803.256835 nChanged 17 SP:Iteration 21Q (3074.030000 sec): 3 clusters Score: Raw -1355846.409226 + Penalty 3007.541683 = -1352838.867543 nChanged 15 SP:Iteration 22Q (3074.180000 sec): 3 clusters Score: Raw -1355865.070316 + Penalty 3007.541683 = -1352857.528633 nChanged 5 SP:Iteration 23Q (3074.410000 sec): 3 clusters Score: Raw -1355871.837209 + Penalty 3007.541683 = -1352864.295526 nChanged 2 SP:Iteration 24Q (3074.610000 sec): 3 clusters Score: Raw -1355876.084803 + Penalty 3007.541683 = -1352868.543120 nChanged 2 SP:Iteration 25Q (3074.780000 sec): 3 clusters Score: Raw -1355878.461236 + Penalty 3007.541683 = -1352870.919554 nChanged 3 SP:Iteration 26Q (3074.970000 sec): 3 clusters Score: Raw -1355882.899225 + Penalty 3007.541683 = -1352875.357542 nChanged 0 SP:Iteration 27F (3075.150000 sec): 3 clusters Score: Raw -1355882.899225 + Penalty 3007.541683 = -1352875.357542 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 17 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3075.240000 sec): 2 clusters Score: Raw -26727.000880 + Penalty 900.455326 = -25826.545554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3075.390000 sec): 3 clusters Score: Raw -26922.567651 + Penalty 1800.910652 = -25121.656999 nChanged 58 SP:Iteration 1F (3075.510000 sec): 3 clusters Score: Raw -27119.908276 + Penalty 1800.910652 = -25318.997624 nChanged 13 SP:Iteration 2F (3075.620000 sec): 3 clusters Score: Raw -27168.342542 + Penalty 1800.910652 = -25367.431890 nChanged 6 SP:Iteration 3Q (3075.810000 sec): 3 clusters Score: Raw -27191.984633 + Penalty 1800.910652 = -25391.073981 nChanged 5 SP:Iteration 4Q (3076.000000 sec): 3 clusters Score: Raw -27205.040907 + Penalty 1800.910652 = -25404.130255 nChanged 3 SP:Iteration 5Q (3076.180000 sec): 3 clusters Score: Raw -27213.638066 + Penalty 1800.910652 = -25412.727414 nChanged 3 SP:Iteration 6Q (3076.380000 sec): 3 clusters Score: Raw -27235.790712 + Penalty 1800.910652 = -25434.880060 nChanged 6 SP:Iteration 7Q (3076.560000 sec): 3 clusters Score: Raw -27253.415076 + Penalty 1800.910652 = -25452.504424 nChanged 3 SP:Iteration 8Q (3076.780000 sec): 3 clusters Score: Raw -27257.845949 + Penalty 1800.910652 = -25456.935297 nChanged 1 SP:Iteration 9Q (3076.920000 sec): 3 clusters Score: Raw -27258.702402 + Penalty 1800.910652 = -25457.791750 nChanged 0 SP:Iteration 10F (3077.100000 sec): 3 clusters Score: Raw -27258.702402 + Penalty 1800.910652 = -25457.791750 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 18 (8401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3077.230000 sec): 2 clusters Score: Raw -1013807.785668 + Penalty 1468.367229 = -1012339.418439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3077.460000 sec): 3 clusters Score: Raw -1009120.122950 + Penalty 2936.734458 = -1006183.388492 nChanged 3573 SP:Iteration 1F (3077.680000 sec): 3 clusters Score: Raw -1011115.145213 + Penalty 2936.734458 = -1008178.410755 nChanged 564 SP:Iteration 2F (3077.900000 sec): 3 clusters Score: Raw -1011407.984967 + Penalty 2936.734458 = -1008471.250509 nChanged 478 SP:Iteration 3F (3078.100000 sec): 3 clusters Score: Raw -1011656.830895 + Penalty 2936.734458 = -1008720.096437 nChanged 420 SP:Iteration 4Q (3078.320000 sec): 3 clusters Score: Raw -1011862.310173 + Penalty 2936.734458 = -1008925.575715 nChanged 355 SP:Iteration 5Q (3078.570000 sec): 3 clusters Score: Raw -1012039.047689 + Penalty 2936.734458 = -1009102.313230 nChanged 333 SP:Iteration 6Q (3078.840000 sec): 3 clusters Score: Raw -1012222.164216 + Penalty 2936.734458 = -1009285.429758 nChanged 335 SP:Iteration 7Q (3079.060000 sec): 3 clusters Score: Raw -1012417.930346 + Penalty 2936.734458 = -1009481.195888 nChanged 339 SP:Iteration 8Q (3079.260000 sec): 3 clusters Score: Raw -1012616.793077 + Penalty 2936.734458 = -1009680.058619 nChanged 334 SP:Iteration 9Q (3079.480000 sec): 3 clusters Score: Raw -1012795.756245 + Penalty 2936.734458 = -1009859.021787 nChanged 282 SP:Iteration 10Q (3079.730000 sec): 3 clusters Score: Raw -1012962.653585 + Penalty 2936.734458 = -1010025.919126 nChanged 238 SP:Iteration 11Q (3079.940000 sec): 3 clusters Score: Raw -1013088.618026 + Penalty 2936.734458 = -1010151.883568 nChanged 219 SP:Iteration 12Q (3080.170000 sec): 3 clusters Score: Raw -1013195.173547 + Penalty 2936.734458 = -1010258.439089 nChanged 205 SP:Iteration 13Q (3080.360000 sec): 3 clusters Score: Raw -1013294.952068 + Penalty 2936.734458 = -1010358.217610 nChanged 179 SP:Iteration 14Q (3080.620000 sec): 3 clusters Score: Raw -1013387.352111 + Penalty 2936.734458 = -1010450.617653 nChanged 153 SP:Iteration 15Q (3080.880000 sec): 3 clusters Score: Raw -1013467.055091 + Penalty 2936.734458 = -1010530.320633 nChanged 151 SP:Iteration 16Q (3081.080000 sec): 3 clusters Score: Raw -1013537.586078 + Penalty 2936.734458 = -1010600.851619 nChanged 130 SP:Iteration 17Q (3081.300000 sec): 3 clusters Score: Raw -1013597.433943 + Penalty 2936.734458 = -1010660.699485 nChanged 111 SP:Iteration 18Q (3081.500000 sec): 3 clusters Score: Raw -1013647.590723 + Penalty 2936.734458 = -1010710.856264 nChanged 114 SP:Iteration 19Q (3081.700000 sec): 3 clusters Score: Raw -1013689.574010 + Penalty 2936.734458 = -1010752.839552 nChanged 79 SP:Iteration 20F (3081.920000 sec): 3 clusters Score: Raw -1013717.677514 + Penalty 2936.734458 = -1010780.943056 nChanged 81 SP:Iteration 21Q (3082.200000 sec): 3 clusters Score: Raw -1013746.419898 + Penalty 2936.734458 = -1010809.685440 nChanged 74 SP:Iteration 22Q (3082.420000 sec): 3 clusters Score: Raw -1013770.563500 + Penalty 2936.734458 = -1010833.829041 nChanged 67 SP:Iteration 23Q (3082.620000 sec): 3 clusters Score: Raw -1013790.804516 + Penalty 2936.734458 = -1010854.070057 nChanged 54 SP:Iteration 24Q (3082.850000 sec): 3 clusters Score: Raw -1013808.169519 + Penalty 2936.734458 = -1010871.435061 nChanged 54 SP:Iteration 25Q (3083.060000 sec): 3 clusters Score: Raw -1013829.110465 + Penalty 2936.734458 = -1010892.376007 nChanged 61 SP:Iteration 26Q (3083.330000 sec): 3 clusters Score: Raw -1013852.692252 + Penalty 2936.734458 = -1010915.957794 nChanged 54 SP:Iteration 27Q (3083.530000 sec): 3 clusters Score: Raw -1013875.065959 + Penalty 2936.734458 = -1010938.331501 nChanged 51 SP:Iteration 28Q (3083.740000 sec): 3 clusters Score: Raw -1013892.575552 + Penalty 2936.734458 = -1010955.841094 nChanged 45 SP:Iteration 29Q (3083.960000 sec): 3 clusters Score: Raw -1013905.924359 + Penalty 2936.734458 = -1010969.189901 nChanged 38 SP:Iteration 30Q (3084.130000 sec): 3 clusters Score: Raw -1013920.551464 + Penalty 2936.734458 = -1010983.817005 nChanged 41 SP:Iteration 31Q (3084.310000 sec): 3 clusters Score: Raw -1013936.485009 + Penalty 2936.734458 = -1010999.750551 nChanged 33 SP:Iteration 32Q (3084.520000 sec): 3 clusters Score: Raw -1013951.560823 + Penalty 2936.734458 = -1011014.826364 nChanged 42 SP:Iteration 33Q (3084.730000 sec): 3 clusters Score: Raw -1013967.171394 + Penalty 2936.734458 = -1011030.436936 nChanged 39 SP:Iteration 34Q (3084.960000 sec): 3 clusters Score: Raw -1013977.950636 + Penalty 2936.734458 = -1011041.216178 nChanged 30 SP:Iteration 35Q (3085.130000 sec): 3 clusters Score: Raw -1013988.235460 + Penalty 2936.734458 = -1011051.501002 nChanged 32 SP:Iteration 36Q (3085.330000 sec): 3 clusters Score: Raw -1013998.254701 + Penalty 2936.734458 = -1011061.520243 nChanged 27 SP:Iteration 37Q (3085.570000 sec): 3 clusters Score: Raw -1014007.843588 + Penalty 2936.734458 = -1011071.109130 nChanged 22 SP:Iteration 38Q (3085.760000 sec): 3 clusters Score: Raw -1014015.028058 + Penalty 2936.734458 = -1011078.293600 nChanged 19 SP:Iteration 39Q (3085.910000 sec): 3 clusters Score: Raw -1014020.585375 + Penalty 2936.734458 = -1011083.850917 nChanged 17 SP:Iteration 40F (3086.100000 sec): 3 clusters Score: Raw -1014025.666945 + Penalty 2936.734458 = -1011088.932487 nChanged 16 SP:Iteration 41Q (3086.300000 sec): 3 clusters Score: Raw -1014029.964792 + Penalty 2936.734458 = -1011093.230333 nChanged 16 SP:Iteration 42Q (3086.500000 sec): 3 clusters Score: Raw -1014033.330402 + Penalty 2936.734458 = -1011096.595943 nChanged 11 SP:Iteration 43Q (3086.660000 sec): 3 clusters Score: Raw -1014036.549571 + Penalty 2936.734458 = -1011099.815113 nChanged 6 SP:Iteration 44Q (3086.840000 sec): 3 clusters Score: Raw -1014038.536249 + Penalty 2936.734458 = -1011101.801790 nChanged 10 SP:Iteration 45Q (3087.020000 sec): 3 clusters Score: Raw -1014042.217649 + Penalty 2936.734458 = -1011105.483191 nChanged 7 SP:Iteration 46Q (3087.190000 sec): 3 clusters Score: Raw -1014044.635284 + Penalty 2936.734458 = -1011107.900826 nChanged 12 SP:Iteration 47Q (3087.420000 sec): 3 clusters Score: Raw -1014048.846187 + Penalty 2936.734458 = -1011112.111729 nChanged 11 SP:Iteration 48Q (3087.630000 sec): 3 clusters Score: Raw -1014052.398661 + Penalty 2936.734458 = -1011115.664203 nChanged 18 SP:Iteration 49Q (3087.830000 sec): 3 clusters Score: Raw -1014056.618057 + Penalty 2936.734458 = -1011119.883599 nChanged 11 SP:Iteration 50Q (3088.060000 sec): 3 clusters Score: Raw -1014059.317393 + Penalty 2936.734458 = -1011122.582934 nChanged 8 SP:Iteration 51Q (3088.260000 sec): 3 clusters Score: Raw -1014061.642756 + Penalty 2936.734458 = -1011124.908298 nChanged 6 SP:Iteration 52Q (3088.440000 sec): 3 clusters Score: Raw -1014063.673454 + Penalty 2936.734458 = -1011126.938996 nChanged 7 SP:Iteration 53Q (3088.600000 sec): 3 clusters Score: Raw -1014066.068217 + Penalty 2936.734458 = -1011129.333759 nChanged 2 SP:Iteration 54Q (3088.830000 sec): 3 clusters Score: Raw -1014066.468044 + Penalty 2936.734458 = -1011129.733586 nChanged 0 SP:Iteration 55F (3089.050000 sec): 3 clusters Score: Raw -1014066.468044 + Penalty 2936.734458 = -1011129.733586 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 19 (12471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3089.160000 sec): 2 clusters Score: Raw -1499536.057030 + Penalty 1532.563700 = -1498003.493330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3089.430000 sec): 3 clusters Score: Raw -1492285.819391 + Penalty 3065.127399 = -1489220.691992 nChanged 5464 SP:Iteration 1F (3089.630000 sec): 3 clusters Score: Raw -1495199.665367 + Penalty 3065.127399 = -1492134.537968 nChanged 688 SP:Iteration 2F (3089.920000 sec): 3 clusters Score: Raw -1495471.111545 + Penalty 3065.127399 = -1492405.984146 nChanged 577 SP:Iteration 3Q (3090.160000 sec): 3 clusters Score: Raw -1495707.556796 + Penalty 3065.127399 = -1492642.429397 nChanged 543 SP:Iteration 4Q (3090.390000 sec): 3 clusters Score: Raw -1495969.766309 + Penalty 3065.127399 = -1492904.638910 nChanged 552 SP:Iteration 5Q (3090.640000 sec): 3 clusters Score: Raw -1496328.292201 + Penalty 3065.127399 = -1493263.164802 nChanged 678 SP:Iteration 6F (3090.870000 sec): 3 clusters Score: Raw -1496787.350298 + Penalty 3065.127399 = -1493722.222899 nChanged 763 SP:Iteration 7F (3091.080000 sec): 3 clusters Score: Raw -1497317.805969 + Penalty 3065.127399 = -1494252.678570 nChanged 809 SP:Iteration 8F (3091.290000 sec): 3 clusters Score: Raw -1497852.763374 + Penalty 3065.127399 = -1494787.635975 nChanged 740 SP:Iteration 9F (3091.520000 sec): 3 clusters Score: Raw -1498344.816912 + Penalty 3065.127399 = -1495279.689513 nChanged 686 SP:Iteration 10F (3091.760000 sec): 3 clusters Score: Raw -1498802.353999 + Penalty 3065.127399 = -1495737.226600 nChanged 537 SP:Iteration 11Q (3092.030000 sec): 3 clusters Score: Raw -1499113.824778 + Penalty 3065.127399 = -1496048.697379 nChanged 348 SP:Iteration 12Q (3092.240000 sec): 3 clusters Score: Raw -1499294.029911 + Penalty 3065.127399 = -1496228.902512 nChanged 291 SP:Iteration 13Q (3092.530000 sec): 3 clusters Score: Raw -1499439.935343 + Penalty 3065.127399 = -1496374.807944 nChanged 202 SP:Iteration 14Q (3092.750000 sec): 3 clusters Score: Raw -1499551.421284 + Penalty 3065.127399 = -1496486.293885 nChanged 148 SP:Iteration 15Q (3092.990000 sec): 3 clusters Score: Raw -1499667.823037 + Penalty 3065.127399 = -1496602.695638 nChanged 137 SP:Iteration 16Q (3093.260000 sec): 3 clusters Score: Raw -1499783.776559 + Penalty 3065.127399 = -1496718.649160 nChanged 117 SP:Iteration 17Q (3093.480000 sec): 3 clusters Score: Raw -1499852.330275 + Penalty 3065.127399 = -1496787.202876 nChanged 102 SP:Iteration 18Q (3093.680000 sec): 3 clusters Score: Raw -1499884.925709 + Penalty 3065.127399 = -1496819.798310 nChanged 90 SP:Iteration 19Q (3093.950000 sec): 3 clusters Score: Raw -1499909.491805 + Penalty 3065.127399 = -1496844.364405 nChanged 82 SP:Iteration 20F (3094.230000 sec): 3 clusters Score: Raw -1499928.454726 + Penalty 3065.127399 = -1496863.327327 nChanged 75 SP:Iteration 21Q (3094.430000 sec): 3 clusters Score: Raw -1499944.878191 + Penalty 3065.127399 = -1496879.750792 nChanged 57 SP:Iteration 22Q (3094.650000 sec): 3 clusters Score: Raw -1499956.279708 + Penalty 3065.127399 = -1496891.152309 nChanged 44 SP:Iteration 23Q (3094.890000 sec): 3 clusters Score: Raw -1499966.712631 + Penalty 3065.127399 = -1496901.585232 nChanged 44 SP:Iteration 24Q (3095.150000 sec): 3 clusters Score: Raw -1499975.543066 + Penalty 3065.127399 = -1496910.415667 nChanged 33 SP:Iteration 25Q (3095.410000 sec): 3 clusters Score: Raw -1499980.539066 + Penalty 3065.127399 = -1496915.411666 nChanged 22 SP:Iteration 26Q (3095.690000 sec): 3 clusters Score: Raw -1499983.690145 + Penalty 3065.127399 = -1496918.562746 nChanged 16 SP:Iteration 27Q (3095.880000 sec): 3 clusters Score: Raw -1499986.930229 + Penalty 3065.127399 = -1496921.802830 nChanged 26 SP:Iteration 28Q (3096.110000 sec): 3 clusters Score: Raw -1499990.740059 + Penalty 3065.127399 = -1496925.612660 nChanged 23 SP:Iteration 29Q (3096.390000 sec): 3 clusters Score: Raw -1499994.341745 + Penalty 3065.127399 = -1496929.214346 nChanged 26 SP:Iteration 30Q (3096.610000 sec): 3 clusters Score: Raw -1499998.379423 + Penalty 3065.127399 = -1496933.252024 nChanged 13 SP:Iteration 31Q (3096.880000 sec): 3 clusters Score: Raw -1499999.984005 + Penalty 3065.127399 = -1496934.856606 nChanged 14 SP:Iteration 32Q (3097.150000 sec): 3 clusters Score: Raw -1500001.775277 + Penalty 3065.127399 = -1496936.647878 nChanged 8 SP:Iteration 33Q (3097.390000 sec): 3 clusters Score: Raw -1500002.783920 + Penalty 3065.127399 = -1496937.656521 nChanged 8 SP:Iteration 34Q (3097.610000 sec): 3 clusters Score: Raw -1500003.693294 + Penalty 3065.127399 = -1496938.565895 nChanged 9 SP:Iteration 35Q (3097.830000 sec): 3 clusters Score: Raw -1500004.619301 + Penalty 3065.127399 = -1496939.491902 nChanged 10 SP:Iteration 36Q (3098.070000 sec): 3 clusters Score: Raw -1500005.610614 + Penalty 3065.127399 = -1496940.483215 nChanged 12 SP:Iteration 37Q (3098.340000 sec): 3 clusters Score: Raw -1500006.882502 + Penalty 3065.127399 = -1496941.755103 nChanged 9 SP:Iteration 38Q (3098.560000 sec): 3 clusters Score: Raw -1500007.968951 + Penalty 3065.127399 = -1496942.841552 nChanged 12 SP:Iteration 39Q (3098.750000 sec): 3 clusters Score: Raw -1500009.293447 + Penalty 3065.127399 = -1496944.166048 nChanged 10 SP:Iteration 40F (3099.040000 sec): 3 clusters Score: Raw -1500010.476597 + Penalty 3065.127399 = -1496945.349198 nChanged 9 SP:Iteration 41Q (3099.230000 sec): 3 clusters Score: Raw -1500011.483173 + Penalty 3065.127399 = -1496946.355773 nChanged 6 SP:Iteration 42Q (3099.480000 sec): 3 clusters Score: Raw -1500012.083821 + Penalty 3065.127399 = -1496946.956422 nChanged 8 SP:Iteration 43Q (3099.710000 sec): 3 clusters Score: Raw -1500013.262228 + Penalty 3065.127399 = -1496948.134829 nChanged 11 SP:Iteration 44Q (3099.950000 sec): 3 clusters Score: Raw -1500014.740993 + Penalty 3065.127399 = -1496949.613593 nChanged 11 SP:Iteration 45Q (3100.240000 sec): 3 clusters Score: Raw -1500016.729457 + Penalty 3065.127399 = -1496951.602058 nChanged 13 SP:Iteration 46Q (3100.480000 sec): 3 clusters Score: Raw -1500019.564821 + Penalty 3065.127399 = -1496954.437422 nChanged 12 SP:Iteration 47Q (3100.730000 sec): 3 clusters Score: Raw -1500021.788698 + Penalty 3065.127399 = -1496956.661299 nChanged 19 SP:Iteration 48Q (3100.970000 sec): 3 clusters Score: Raw -1500025.837129 + Penalty 3065.127399 = -1496960.709730 nChanged 21 SP:Iteration 49Q (3101.210000 sec): 3 clusters Score: Raw -1500029.723636 + Penalty 3065.127399 = -1496964.596237 nChanged 16 SP:Iteration 50Q (3101.440000 sec): 3 clusters Score: Raw -1500033.039890 + Penalty 3065.127399 = -1496967.912491 nChanged 17 SP:Iteration 51Q (3101.650000 sec): 3 clusters Score: Raw -1500035.592113 + Penalty 3065.127399 = -1496970.464714 nChanged 12 SP:Iteration 52Q (3101.900000 sec): 3 clusters Score: Raw -1500037.138123 + Penalty 3065.127399 = -1496972.010724 nChanged 7 SP:Iteration 53Q (3102.160000 sec): 3 clusters Score: Raw -1500038.806059 + Penalty 3065.127399 = -1496973.678660 nChanged 13 SP:Iteration 54Q (3102.350000 sec): 3 clusters Score: Raw -1500041.158300 + Penalty 3065.127399 = -1496976.030900 nChanged 13 SP:Iteration 55Q (3102.580000 sec): 3 clusters Score: Raw -1500043.370136 + Penalty 3065.127399 = -1496978.242737 nChanged 20 SP:Iteration 56Q (3102.820000 sec): 3 clusters Score: Raw -1500046.758385 + Penalty 3065.127399 = -1496981.630986 nChanged 18 SP:Iteration 57Q (3103.050000 sec): 3 clusters Score: Raw -1500050.064384 + Penalty 3065.127399 = -1496984.936985 nChanged 14 SP:Iteration 58Q (3103.330000 sec): 3 clusters Score: Raw -1500053.029426 + Penalty 3065.127399 = -1496987.902027 nChanged 15 SP:Iteration 59Q (3103.560000 sec): 3 clusters Score: Raw -1500057.175708 + Penalty 3065.127399 = -1496992.048309 nChanged 25 SP:Iteration 60F (3103.840000 sec): 3 clusters Score: Raw -1500064.254280 + Penalty 3065.127399 = -1496999.126881 nChanged 24 SP:Iteration 61Q (3104.070000 sec): 3 clusters Score: Raw -1500069.124721 + Penalty 3065.127399 = -1497003.997322 nChanged 24 SP:Iteration 62Q (3104.310000 sec): 3 clusters Score: Raw -1500073.493796 + Penalty 3065.127399 = -1497008.366397 nChanged 19 SP:Iteration 63Q (3104.560000 sec): 3 clusters Score: Raw -1500077.838688 + Penalty 3065.127399 = -1497012.711288 nChanged 17 SP:Iteration 64Q (3104.790000 sec): 3 clusters Score: Raw -1500080.615401 + Penalty 3065.127399 = -1497015.488002 nChanged 20 SP:Iteration 65Q (3105.050000 sec): 3 clusters Score: Raw -1500083.994395 + Penalty 3065.127399 = -1497018.866996 nChanged 21 SP:Iteration 66Q (3105.330000 sec): 3 clusters Score: Raw -1500090.247681 + Penalty 3065.127399 = -1497025.120282 nChanged 26 SP:Iteration 67Q (3105.530000 sec): 3 clusters Score: Raw -1500096.494408 + Penalty 3065.127399 = -1497031.367009 nChanged 25 SP:Iteration 68Q (3105.770000 sec): 3 clusters Score: Raw -1500103.672876 + Penalty 3065.127399 = -1497038.545477 nChanged 35 SP:Iteration 69Q (3106.010000 sec): 3 clusters Score: Raw -1500115.196635 + Penalty 3065.127399 = -1497050.069236 nChanged 28 SP:Iteration 70Q (3106.240000 sec): 3 clusters Score: Raw -1500124.723967 + Penalty 3065.127399 = -1497059.596568 nChanged 32 SP:Iteration 71Q (3106.460000 sec): 3 clusters Score: Raw -1500135.965730 + Penalty 3065.127399 = -1497070.838331 nChanged 36 SP:Iteration 72Q (3106.720000 sec): 3 clusters Score: Raw -1500144.618716 + Penalty 3065.127399 = -1497079.491317 nChanged 22 SP:Iteration 73Q (3106.920000 sec): 3 clusters Score: Raw -1500149.675408 + Penalty 3065.127399 = -1497084.548008 nChanged 22 SP:Iteration 74Q (3107.190000 sec): 3 clusters Score: Raw -1500154.391817 + Penalty 3065.127399 = -1497089.264418 nChanged 22 SP:Iteration 75Q (3107.410000 sec): 3 clusters Score: Raw -1500158.866513 + Penalty 3065.127399 = -1497093.739114 nChanged 15 SP:Iteration 76Q (3107.720000 sec): 3 clusters Score: Raw -1500162.338881 + Penalty 3065.127399 = -1497097.211482 nChanged 18 SP:Iteration 77Q (3107.890000 sec): 3 clusters Score: Raw -1500166.918710 + Penalty 3065.127399 = -1497101.791311 nChanged 18 SP:Iteration 78Q (3108.120000 sec): 3 clusters Score: Raw -1500172.679242 + Penalty 3065.127399 = -1497107.551843 nChanged 22 SP:Iteration 79Q (3108.340000 sec): 3 clusters Score: Raw -1500178.539564 + Penalty 3065.127399 = -1497113.412165 nChanged 19 SP:Iteration 80F (3108.520000 sec): 3 clusters Score: Raw -1500184.349273 + Penalty 3065.127399 = -1497119.221874 nChanged 22 SP:Iteration 81Q (3108.730000 sec): 3 clusters Score: Raw -1500190.365619 + Penalty 3065.127399 = -1497125.238220 nChanged 20 SP:Iteration 82Q (3108.890000 sec): 3 clusters Score: Raw -1500195.119933 + Penalty 3065.127399 = -1497129.992533 nChanged 22 SP:Iteration 83Q (3109.140000 sec): 3 clusters Score: Raw -1500199.551108 + Penalty 3065.127399 = -1497134.423709 nChanged 14 SP:Iteration 84Q (3109.360000 sec): 3 clusters Score: Raw -1500202.198505 + Penalty 3065.127399 = -1497137.071106 nChanged 18 SP:Iteration 85Q (3109.590000 sec): 3 clusters Score: Raw -1500206.118881 + Penalty 3065.127399 = -1497140.991482 nChanged 18 SP:Iteration 86Q (3109.800000 sec): 3 clusters Score: Raw -1500210.094747 + Penalty 3065.127399 = -1497144.967348 nChanged 8 SP:Iteration 87Q (3110.020000 sec): 3 clusters Score: Raw -1500211.111101 + Penalty 3065.127399 = -1497145.983702 nChanged 9 SP:Iteration 88Q (3110.260000 sec): 3 clusters Score: Raw -1500212.536831 + Penalty 3065.127399 = -1497147.409432 nChanged 9 SP:Iteration 89Q (3110.480000 sec): 3 clusters Score: Raw -1500214.374670 + Penalty 3065.127399 = -1497149.247271 nChanged 7 SP:Iteration 90Q (3110.650000 sec): 3 clusters Score: Raw -1500215.151110 + Penalty 3065.127399 = -1497150.023711 nChanged 5 SP:Iteration 91Q (3110.870000 sec): 3 clusters Score: Raw -1500215.979143 + Penalty 3065.127399 = -1497150.851744 nChanged 4 SP:Iteration 92Q (3111.060000 sec): 3 clusters Score: Raw -1500216.541386 + Penalty 3065.127399 = -1497151.413987 nChanged 2 SP:Iteration 93Q (3111.290000 sec): 3 clusters Score: Raw -1500216.687843 + Penalty 3065.127399 = -1497151.560444 nChanged 2 SP:Iteration 94Q (3111.500000 sec): 3 clusters Score: Raw -1500216.866391 + Penalty 3065.127399 = -1497151.738992 nChanged 0 SP:Iteration 95F (3111.690000 sec): 3 clusters Score: Raw -1500216.866391 + Penalty 3065.127399 = -1497151.738992 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 20 (213625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3112.720000 sec): 2 clusters Score: Raw -26132570.161238 + Penalty 1994.196331 = -26130575.964907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3113.930000 sec): 3 clusters Score: Raw -25990757.807469 + Penalty 3988.392662 = -25986769.414807 nChanged 103550 SP:Iteration 1F (3114.990000 sec): 3 clusters Score: Raw -26052774.919605 + Penalty 3988.392662 = -26048786.526943 nChanged 6051 SP:Iteration 2Q (3116.150000 sec): 3 clusters Score: Raw -26054315.923480 + Penalty 3988.392662 = -26050327.530818 nChanged 7234 SP:Iteration 3Q (3117.320000 sec): 3 clusters Score: Raw -26056821.558988 + Penalty 3988.392662 = -26052833.166327 nChanged 9360 SP:Iteration 4Q (3118.570000 sec): 3 clusters Score: Raw -26061323.832243 + Penalty 3988.392662 = -26057335.439582 nChanged 12639 SP:Iteration 5F (3119.700000 sec): 3 clusters Score: Raw -26069391.259088 + Penalty 3988.392662 = -26065402.866427 nChanged 15930 SP:Iteration 6F (3120.880000 sec): 3 clusters Score: Raw -26082050.349592 + Penalty 3988.392662 = -26078061.956930 nChanged 17584 SP:Iteration 7F (3122.000000 sec): 3 clusters Score: Raw -26097961.878983 + Penalty 3988.392662 = -26093973.486321 nChanged 15449 SP:Iteration 8F (3123.170000 sec): 3 clusters Score: Raw -26112403.800814 + Penalty 3988.392662 = -26108415.408153 nChanged 10846 SP:Iteration 9F (3124.380000 sec): 3 clusters Score: Raw -26122440.872823 + Penalty 3988.392662 = -26118452.480162 nChanged 6370 SP:Iteration 10Q (3125.530000 sec): 3 clusters Score: Raw -26128124.791064 + Penalty 3988.392662 = -26124136.398402 nChanged 3208 SP:Iteration 11Q (3126.690000 sec): 3 clusters Score: Raw -26130842.343314 + Penalty 3988.392662 = -26126853.950652 nChanged 1390 SP:Iteration 12Q (3127.790000 sec): 3 clusters Score: Raw -26131981.978648 + Penalty 3988.392662 = -26127993.585986 nChanged 541 SP:Iteration 13Q (3128.770000 sec): 3 clusters Score: Raw -26132445.883631 + Penalty 3988.392662 = -26128457.490969 nChanged 207 SP:Iteration 14Q (3129.770000 sec): 3 clusters Score: Raw -26132616.774228 + Penalty 3988.392662 = -26128628.381566 nChanged 98 SP:Iteration 15Q (3130.750000 sec): 3 clusters Score: Raw -26132715.020133 + Penalty 3988.392662 = -26128726.627471 nChanged 63 SP:Iteration 16Q (3131.780000 sec): 3 clusters Score: Raw -26132763.928190 + Penalty 3988.392662 = -26128775.535529 nChanged 27 SP:Iteration 17Q (3132.880000 sec): 3 clusters Score: Raw -26132787.170357 + Penalty 3988.392662 = -26128798.777696 nChanged 13 SP:Iteration 18Q (3133.980000 sec): 3 clusters Score: Raw -26132800.023071 + Penalty 3988.392662 = -26128811.630409 nChanged 12 SP:Iteration 19Q (3135.120000 sec): 3 clusters Score: Raw -26132811.175194 + Penalty 3988.392662 = -26128822.782532 nChanged 14 SP:Iteration 20F (3136.240000 sec): 3 clusters Score: Raw -26132824.279348 + Penalty 3988.392662 = -26128835.886686 nChanged 7 SP:Iteration 21Q (3137.430000 sec): 3 clusters Score: Raw -26132832.328175 + Penalty 3988.392662 = -26128843.935513 nChanged 9 SP:Iteration 22Q (3138.490000 sec): 3 clusters Score: Raw -26132844.969151 + Penalty 3988.392662 = -26128856.576489 nChanged 4 SP:Iteration 23Q (3139.590000 sec): 3 clusters Score: Raw -26132850.698886 + Penalty 3988.392662 = -26128862.306224 nChanged 6 SP:Iteration 24Q (3140.720000 sec): 3 clusters Score: Raw -26132858.594478 + Penalty 3988.392662 = -26128870.201816 nChanged 10 SP:Iteration 25Q (3141.950000 sec): 3 clusters Score: Raw -26132872.339340 + Penalty 3988.392662 = -26128883.946678 nChanged 11 SP:Iteration 26Q (3143.150000 sec): 3 clusters Score: Raw -26132889.180043 + Penalty 3988.392662 = -26128900.787381 nChanged 16 SP:Iteration 27Q (3144.390000 sec): 3 clusters Score: Raw -26132905.197574 + Penalty 3988.392662 = -26128916.804912 nChanged 11 SP:Iteration 28Q (3145.520000 sec): 3 clusters Score: Raw -26132925.927025 + Penalty 3988.392662 = -26128937.534363 nChanged 9 SP:Iteration 29Q (3146.650000 sec): 3 clusters Score: Raw -26132933.939486 + Penalty 3988.392662 = -26128945.546824 nChanged 7 SP:Iteration 30Q (3147.700000 sec): 3 clusters Score: Raw -26132943.940144 + Penalty 3988.392662 = -26128955.547482 nChanged 6 SP:Iteration 31Q (3148.730000 sec): 3 clusters Score: Raw -26132949.578843 + Penalty 3988.392662 = -26128961.186181 nChanged 9 SP:Iteration 32Q (3149.870000 sec): 3 clusters Score: Raw -26132962.228431 + Penalty 3988.392662 = -26128973.835770 nChanged 10 SP:Iteration 33Q (3150.980000 sec): 3 clusters Score: Raw -26132971.782877 + Penalty 3988.392662 = -26128983.390216 nChanged 4 SP:Iteration 34Q (3151.940000 sec): 3 clusters Score: Raw -26132975.935023 + Penalty 3988.392662 = -26128987.542362 nChanged 2 SP:Iteration 35Q (3153.000000 sec): 3 clusters Score: Raw -26132978.028641 + Penalty 3988.392662 = -26128989.635980 nChanged 3 SP:Iteration 36Q (3154.110000 sec): 3 clusters Score: Raw -26132980.498711 + Penalty 3988.392662 = -26128992.106050 nChanged 1 SP:Iteration 37Q (3155.160000 sec): 3 clusters Score: Raw -26132981.575031 + Penalty 3988.392662 = -26128993.182370 nChanged 3 SP:Iteration 38Q (3156.250000 sec): 3 clusters Score: Raw -26132985.166026 + Penalty 3988.392662 = -26128996.773364 nChanged 4 SP:Iteration 39Q (3157.270000 sec): 3 clusters Score: Raw -26132988.812921 + Penalty 3988.392662 = -26129000.420260 nChanged 5 SP:Iteration 40F (3158.380000 sec): 3 clusters Score: Raw -26133011.252134 + Penalty 3988.392662 = -26129022.859472 nChanged 13 SP:Iteration 41Q (3159.480000 sec): 3 clusters Score: Raw -26133041.348082 + Penalty 3988.392662 = -26129052.955420 nChanged 19 SP:Iteration 42Q (3160.520000 sec): 3 clusters Score: Raw -26133064.644595 + Penalty 3988.392662 = -26129076.251933 nChanged 24 SP:Iteration 43Q (3161.690000 sec): 3 clusters Score: Raw -26133097.399249 + Penalty 3988.392662 = -26129109.006587 nChanged 21 SP:Iteration 44Q (3162.740000 sec): 3 clusters Score: Raw -26133125.091058 + Penalty 3988.392662 = -26129136.698396 nChanged 19 SP:Iteration 45Q (3163.900000 sec): 3 clusters Score: Raw -26133151.018268 + Penalty 3988.392662 = -26129162.625606 nChanged 16 SP:Iteration 46Q (3165.000000 sec): 3 clusters Score: Raw -26133170.704305 + Penalty 3988.392662 = -26129182.311644 nChanged 12 SP:Iteration 47Q (3166.110000 sec): 3 clusters Score: Raw -26133186.543118 + Penalty 3988.392662 = -26129198.150457 nChanged 9 SP:Iteration 48Q (3167.090000 sec): 3 clusters Score: Raw -26133204.232508 + Penalty 3988.392662 = -26129215.839846 nChanged 7 SP:Iteration 49Q (3168.070000 sec): 3 clusters Score: Raw -26133213.160579 + Penalty 3988.392662 = -26129224.767917 nChanged 7 SP:Iteration 50Q (3169.030000 sec): 3 clusters Score: Raw -26133225.894178 + Penalty 3988.392662 = -26129237.501517 nChanged 6 SP:Iteration 51Q (3170.080000 sec): 3 clusters Score: Raw -26133236.800222 + Penalty 3988.392662 = -26129248.407560 nChanged 6 SP:Iteration 52Q (3171.190000 sec): 3 clusters Score: Raw -26133246.779201 + Penalty 3988.392662 = -26129258.386539 nChanged 8 SP:Iteration 53Q (3172.400000 sec): 3 clusters Score: Raw -26133257.460722 + Penalty 3988.392662 = -26129269.068061 nChanged 8 SP:Iteration 54Q (3173.660000 sec): 3 clusters Score: Raw -26133269.463598 + Penalty 3988.392662 = -26129281.070936 nChanged 4 SP:Iteration 55Q (3174.760000 sec): 3 clusters Score: Raw -26133273.598269 + Penalty 3988.392662 = -26129285.205608 nChanged 2 SP:Iteration 56Q (3175.910000 sec): 3 clusters Score: Raw -26133276.613743 + Penalty 3988.392662 = -26129288.221082 nChanged 3 SP:Iteration 57Q (3176.920000 sec): 3 clusters Score: Raw -26133287.023598 + Penalty 3988.392662 = -26129298.630937 nChanged 6 SP:Iteration 58Q (3177.980000 sec): 3 clusters Score: Raw -26133298.247135 + Penalty 3988.392662 = -26129309.854473 nChanged 6 SP:Iteration 59Q (3178.980000 sec): 3 clusters Score: Raw -26133308.193721 + Penalty 3988.392662 = -26129319.801060 nChanged 2 SP:Iteration 60F (3180.240000 sec): 3 clusters Score: Raw -26133322.011234 + Penalty 3988.392662 = -26129333.618573 nChanged 5 SP:Iteration 61Q (3181.300000 sec): 3 clusters Score: Raw -26133329.633153 + Penalty 3988.392662 = -26129341.240492 nChanged 3 SP:Iteration 62Q (3182.430000 sec): 3 clusters Score: Raw -26133333.822286 + Penalty 3988.392662 = -26129345.429624 nChanged 4 SP:Iteration 63Q (3183.550000 sec): 3 clusters Score: Raw -26133339.511088 + Penalty 3988.392662 = -26129351.118426 nChanged 7 SP:Iteration 64Q (3184.570000 sec): 3 clusters Score: Raw -26133349.826441 + Penalty 3988.392662 = -26129361.433779 nChanged 3 SP:Iteration 65Q (3185.600000 sec): 3 clusters Score: Raw -26133354.385796 + Penalty 3988.392662 = -26129365.993135 nChanged 2 SP:Iteration 66Q (3186.700000 sec): 3 clusters Score: Raw -26133355.894424 + Penalty 3988.392662 = -26129367.501762 nChanged 0 SP:Iteration 67F (3187.830000 sec): 3 clusters Score: Raw -26133355.894424 + Penalty 3988.392662 = -26129367.501762 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 21 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3188.000000 sec): 2 clusters Score: Raw -89549.078282 + Penalty 1069.353860 = -88479.724423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3188.220000 sec): 3 clusters Score: Raw -89374.820507 + Penalty 2138.707720 = -87236.112788 nChanged 185 SP:Iteration 1F (3188.420000 sec): 3 clusters Score: Raw -89551.775427 + Penalty 2138.707720 = -87413.067708 nChanged 44 SP:Iteration 2F (3188.580000 sec): 3 clusters Score: Raw -89603.706058 + Penalty 2138.707720 = -87464.998338 nChanged 17 SP:Iteration 3Q (3188.770000 sec): 3 clusters Score: Raw -89623.346619 + Penalty 2138.707720 = -87484.638899 nChanged 7 SP:Iteration 4Q (3188.880000 sec): 3 clusters Score: Raw -89630.811985 + Penalty 2138.707720 = -87492.104265 nChanged 4 SP:Iteration 5Q (3189.080000 sec): 3 clusters Score: Raw -89636.362020 + Penalty 2138.707720 = -87497.654300 nChanged 3 SP:Iteration 6Q (3189.290000 sec): 3 clusters Score: Raw -89640.679564 + Penalty 2138.707720 = -87501.971845 nChanged 4 SP:Iteration 7Q (3189.470000 sec): 3 clusters Score: Raw -89647.353415 + Penalty 2138.707720 = -87508.645695 nChanged 7 SP:Iteration 8Q (3189.670000 sec): 3 clusters Score: Raw -89659.808284 + Penalty 2138.707720 = -87521.100565 nChanged 5 SP:Iteration 9Q (3189.920000 sec): 3 clusters Score: Raw -89666.027659 + Penalty 2138.707720 = -87527.319939 nChanged 2 SP:Iteration 10Q (3190.060000 sec): 3 clusters Score: Raw -89668.870587 + Penalty 2138.707720 = -87530.162867 nChanged 1 SP:Iteration 11Q (3190.290000 sec): 3 clusters Score: Raw -89670.849509 + Penalty 2138.707720 = -87532.141789 nChanged 1 SP:Iteration 12Q (3190.490000 sec): 3 clusters Score: Raw -89671.675905 + Penalty 2138.707720 = -87532.968185 nChanged 0 SP:Iteration 13F (3190.670000 sec): 3 clusters Score: Raw -89671.675905 + Penalty 2138.707720 = -87532.968185 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 22 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3190.770000 sec): 2 clusters Score: Raw -13560.882403 + Penalty 785.895810 = -12774.986593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3190.990000 sec): 3 clusters Score: Raw -13792.363089 + Penalty 1571.791620 = -12220.571469 nChanged 24 SP:Iteration 1F (3191.150000 sec): 3 clusters Score: Raw -13935.723508 + Penalty 1571.791620 = -12363.931888 nChanged 7 SP:Iteration 2F (3191.330000 sec): 3 clusters Score: Raw -13963.037709 + Penalty 1571.791620 = -12391.246090 nChanged 5 SP:Iteration 3Q (3191.530000 sec): 3 clusters Score: Raw -13994.048420 + Penalty 1571.791620 = -12422.256800 nChanged 0 SP:Iteration 4F (3191.720000 sec): 3 clusters Score: Raw -13994.048420 + Penalty 1571.791620 = -12422.256800 nChanged 0 Memory request: 0.00 GB would take us to total of 1.84 GB. Trying to split cluster 23 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3191.830000 sec): 2 clusters Score: Raw -37880.941194 + Penalty 935.308110 = -36945.633085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3192.010000 sec): 3 clusters Score: Raw -37917.217557 + Penalty 1870.616219 = -36046.601338 nChanged 44 SP:Iteration 1F (3192.200000 sec): 3 clusters Score: Raw -38002.111737 + Penalty 1870.616219 = -36131.495518 nChanged 10 SP:Iteration 2Q (3192.410000 sec): 3 clusters Score: Raw -38040.692603 + Penalty 1870.616219 = -36170.076383 nChanged 9 SP:Iteration 3Q (3192.590000 sec): 3 clusters Score: Raw -38060.274856 + Penalty 1870.616219 = -36189.658637 nChanged 7 SP:Iteration 4Q (3192.790000 sec): 3 clusters Score: Raw -38080.574885 + Penalty 1870.616219 = -36209.958666 nChanged 2 SP:Iteration 5Q (3193.020000 sec): 3 clusters Score: Raw -38081.904622 + Penalty 1870.616219 = -36211.288403 nChanged 0 SP:Iteration 6F (3193.200000 sec): 3 clusters Score: Raw -38081.904622 + Penalty 1870.616219 = -36211.288403 nChanged 0 ------ Evaluating fit on full set of 767562 points ------ Score: Raw -93246698.315562 + Penalty 50646.767332 = -93196051.548230 Time taken for this iteration:3211.570000 seconds. 20->24 Clusters: Score -93196051.548230, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.46 GB would take us to total of 1.84 GB. ------ Running on subset of 255854 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 19 (12063 points): Lose 1008.110871 but Gain 2023.508865 Iteration 0F (3238.160000 sec): 20 clusters Score: Raw -29518849.659503 + Penalty 38446.668442 = -29480402.991062 nChanged 241723 Iteration 1F (3249.220000 sec): 20 clusters Score: Raw -30576734.871504 + Penalty 38446.668442 = -30538288.203063 nChanged 119851 Deleting Class 16 (1085 points): Lose 1159.048666 but Gain 2023.508865 Iteration 2F (3260.470000 sec): 19 clusters Score: Raw -30840232.455696 + Penalty 36423.159576 = -30803809.296120 nChanged 61954 Deleting Class 15 (920 points): Lose 828.656409 but Gain 2023.508865 Iteration 3F (3270.940000 sec): 18 clusters Score: Raw -30939982.114455 + Penalty 34399.650711 = -30905582.463744 nChanged 45786 Deleting Class 12 (1760 points): Lose 1957.731094 but Gain 2023.508865 Iteration 4F (3279.940000 sec): 17 clusters Score: Raw -30997915.232075 + Penalty 32376.141846 = -30965539.090230 nChanged 32346 Deleting Class 8 (960 points): Lose 1040.302646 but Gain 2023.508865 Iteration 5F (3289.960000 sec): 16 clusters Score: Raw -31036523.813065 + Penalty 30352.632980 = -31006171.180085 nChanged 15623 Deleting Class 11 (420 points): Lose 497.400694 but Gain 2023.508865 Iteration 6F (3302.160000 sec): 15 clusters Score: Raw -31052684.077788 + Penalty 28329.124115 = -31024354.953674 nChanged 5689 Deleting Class 13 (503 points): Lose 951.176143 but Gain 2023.508865 Iteration 7Q (3308.860000 sec): 14 clusters Score: Raw -31057738.362662 + Penalty 26305.615249 = -31031432.747413 nChanged 2600 Deleting Class 9 (589 points): Lose 1219.302048 but Gain 2023.508865 Iteration 8Q (3314.200000 sec): 13 clusters Score: Raw -31059719.786782 + Penalty 24282.106384 = -31035437.680398 nChanged 1636 Iteration 9Q (3319.140000 sec): 13 clusters Score: Raw -31061912.083771 + Penalty 24282.106384 = -31037629.977387 nChanged 714 Iteration 10Q (3324.690000 sec): 13 clusters Score: Raw -31063324.439492 + Penalty 24282.106384 = -31039042.333108 nChanged 464 Iteration 11Q (3330.420000 sec): 13 clusters Score: Raw -31063992.363355 + Penalty 24282.106384 = -31039710.256970 nChanged 308 Iteration 12Q (3336.400000 sec): 13 clusters Score: Raw -31064323.563245 + Penalty 24282.106384 = -31040041.456861 nChanged 190 Iteration 13Q (3341.970000 sec): 13 clusters Score: Raw -31064454.616097 + Penalty 24282.106384 = -31040172.509713 nChanged 138 Iteration 14Q (3348.490000 sec): 13 clusters Score: Raw -31064515.417130 + Penalty 24282.106384 = -31040233.310746 nChanged 103 Iteration 15Q (3354.550000 sec): 13 clusters Score: Raw -31064566.801922 + Penalty 24282.106384 = -31040284.695538 nChanged 54 Iteration 16Q (3359.950000 sec): 13 clusters Score: Raw -31064587.701323 + Penalty 24282.106384 = -31040305.594939 nChanged 33 Iteration 17Q (3365.330000 sec): 13 clusters Score: Raw -31064597.947294 + Penalty 24282.106384 = -31040315.840910 nChanged 27 Iteration 18Q (3370.720000 sec): 13 clusters Score: Raw -31064605.029189 + Penalty 24282.106384 = -31040322.922805 nChanged 23 Iteration 19Q (3375.360000 sec): 13 clusters Score: Raw -31064611.383531 + Penalty 24282.106384 = -31040329.277147 nChanged 19 Writing temp clu file Because OldScore, -31040322.922805, is greater than current (better) Score,-31040329.277147 Compute initial score before splitting: Score: Raw -31064611.383531 + Penalty 24282.106384 = -31040329.277147 Memory request: 0.40 GB would take us to total of 2.24 GB. Trying to split cluster 1 (222774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3376.560000 sec): 2 clusters Score: Raw -27285750.646402 + Penalty 2001.010876 = -27283749.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3377.770000 sec): 3 clusters Score: Raw -27137735.011870 + Penalty 4002.021752 = -27133732.990117 nChanged 108147 SP:Iteration 1F (3378.960000 sec): 3 clusters Score: Raw -27201857.458765 + Penalty 4002.021752 = -27197855.437013 nChanged 6064 SP:Iteration 2Q (3380.330000 sec): 3 clusters Score: Raw -27203369.658833 + Penalty 4002.021752 = -27199367.637081 nChanged 7109 SP:Iteration 3Q (3381.640000 sec): 3 clusters Score: Raw -27205706.924310 + Penalty 4002.021752 = -27201704.902557 nChanged 9003 SP:Iteration 4Q (3382.890000 sec): 3 clusters Score: Raw -27209728.961887 + Penalty 4002.021752 = -27205726.940134 nChanged 11854 SP:Iteration 5F (3384.130000 sec): 3 clusters Score: Raw -27216828.192249 + Penalty 4002.021752 = -27212826.170497 nChanged 15231 SP:Iteration 6F (3385.540000 sec): 3 clusters Score: Raw -27228579.008716 + Penalty 4002.021752 = -27224576.986963 nChanged 17471 SP:Iteration 7F (3386.880000 sec): 3 clusters Score: Raw -27244910.856469 + Penalty 4002.021752 = -27240908.834716 nChanged 16342 SP:Iteration 8F (3388.160000 sec): 3 clusters Score: Raw -27261717.639932 + Penalty 4002.021752 = -27257715.618180 nChanged 12018 SP:Iteration 9F (3389.380000 sec): 3 clusters Score: Raw -27274536.157115 + Penalty 4002.021752 = -27270534.135363 nChanged 7323 SP:Iteration 10Q (3390.590000 sec): 3 clusters Score: Raw -27282689.693519 + Penalty 4002.021752 = -27278687.671767 nChanged 4414 SP:Iteration 11Q (3391.650000 sec): 3 clusters Score: Raw -27287543.172801 + Penalty 4002.021752 = -27283541.151048 nChanged 2761 SP:Iteration 12Q (3392.740000 sec): 3 clusters Score: Raw -27289795.182341 + Penalty 4002.021752 = -27285793.160588 nChanged 1869 SP:Iteration 13Q (3393.740000 sec): 3 clusters Score: Raw -27290827.404084 + Penalty 4002.021752 = -27286825.382332 nChanged 1256 SP:Iteration 14Q (3394.760000 sec): 3 clusters Score: Raw -27291349.180024 + Penalty 4002.021752 = -27287347.158272 nChanged 925 SP:Iteration 15Q (3395.730000 sec): 3 clusters Score: Raw -27291681.544581 + Penalty 4002.021752 = -27287679.522829 nChanged 741 SP:Iteration 16Q (3396.720000 sec): 3 clusters Score: Raw -27291887.560858 + Penalty 4002.021752 = -27287885.539106 nChanged 507 SP:Iteration 17Q (3397.890000 sec): 3 clusters Score: Raw -27291987.081714 + Penalty 4002.021752 = -27287985.059962 nChanged 346 SP:Iteration 18Q (3399.110000 sec): 3 clusters Score: Raw -27292036.926514 + Penalty 4002.021752 = -27288034.904762 nChanged 251 SP:Iteration 19Q (3400.130000 sec): 3 clusters Score: Raw -27292060.458656 + Penalty 4002.021752 = -27288058.436904 nChanged 143 SP:Iteration 20F (3401.260000 sec): 3 clusters Score: Raw -27292112.594313 + Penalty 4002.021752 = -27288110.572561 nChanged 149 SP:Iteration 21Q (3402.420000 sec): 3 clusters Score: Raw -27292130.985004 + Penalty 4002.021752 = -27288128.963251 nChanged 123 SP:Iteration 22Q (3403.390000 sec): 3 clusters Score: Raw -27292139.703326 + Penalty 4002.021752 = -27288137.681574 nChanged 97 SP:Iteration 23Q (3404.440000 sec): 3 clusters Score: Raw -27292145.169283 + Penalty 4002.021752 = -27288143.147531 nChanged 67 SP:Iteration 24Q (3405.530000 sec): 3 clusters Score: Raw -27292148.916793 + Penalty 4002.021752 = -27288146.895041 nChanged 41 SP:Iteration 25Q (3406.660000 sec): 3 clusters Score: Raw -27292150.392664 + Penalty 4002.021752 = -27288148.370912 nChanged 30 SP:Iteration 26Q (3407.920000 sec): 3 clusters Score: Raw -27292151.537268 + Penalty 4002.021752 = -27288149.515516 nChanged 25 SP:Iteration 27Q (3408.970000 sec): 3 clusters Score: Raw -27292152.434658 + Penalty 4002.021752 = -27288150.412906 nChanged 27 SP:Iteration 28Q (3410.090000 sec): 3 clusters Score: Raw -27292153.733636 + Penalty 4002.021752 = -27288151.711884 nChanged 35 SP:Iteration 29Q (3411.190000 sec): 3 clusters Score: Raw -27292155.274448 + Penalty 4002.021752 = -27288153.252695 nChanged 26 SP:Iteration 30Q (3412.280000 sec): 3 clusters Score: Raw -27292156.266148 + Penalty 4002.021752 = -27288154.244396 nChanged 24 SP:Iteration 31Q (3413.370000 sec): 3 clusters Score: Raw -27292157.264318 + Penalty 4002.021752 = -27288155.242566 nChanged 25 SP:Iteration 32Q (3414.440000 sec): 3 clusters Score: Raw -27292158.018898 + Penalty 4002.021752 = -27288155.997146 nChanged 12 SP:Iteration 33Q (3415.740000 sec): 3 clusters Score: Raw -27292158.328106 + Penalty 4002.021752 = -27288156.306354 nChanged 10 SP:Iteration 34Q (3417.010000 sec): 3 clusters Score: Raw -27292158.642371 + Penalty 4002.021752 = -27288156.620619 nChanged 16 SP:Iteration 35Q (3418.320000 sec): 3 clusters Score: Raw -27292159.049944 + Penalty 4002.021752 = -27288157.028192 nChanged 6 SP:Iteration 36Q (3419.670000 sec): 3 clusters Score: Raw -27292159.196779 + Penalty 4002.021752 = -27288157.175027 nChanged 7 SP:Iteration 37Q (3420.790000 sec): 3 clusters Score: Raw -27292159.402730 + Penalty 4002.021752 = -27288157.380977 nChanged 10 SP:Iteration 38Q (3421.930000 sec): 3 clusters Score: Raw -27292159.643311 + Penalty 4002.021752 = -27288157.621559 nChanged 7 SP:Iteration 39Q (3423.240000 sec): 3 clusters Score: Raw -27292159.804495 + Penalty 4002.021752 = -27288157.782743 nChanged 5 SP:Iteration 40F (3424.550000 sec): 3 clusters Score: Raw -27292159.943901 + Penalty 4002.021752 = -27288157.922149 nChanged 5 SP:Iteration 41Q (3425.740000 sec): 3 clusters Score: Raw -27292160.070179 + Penalty 4002.021752 = -27288158.048427 nChanged 5 SP:Iteration 42Q (3426.870000 sec): 3 clusters Score: Raw -27292160.209324 + Penalty 4002.021752 = -27288158.187571 nChanged 7 SP:Iteration 43Q (3427.970000 sec): 3 clusters Score: Raw -27292160.525636 + Penalty 4002.021752 = -27288158.503884 nChanged 8 SP:Iteration 44Q (3429.090000 sec): 3 clusters Score: Raw -27292160.880174 + Penalty 4002.021752 = -27288158.858422 nChanged 11 SP:Iteration 45Q (3430.260000 sec): 3 clusters Score: Raw -27292161.346231 + Penalty 4002.021752 = -27288159.324479 nChanged 13 SP:Iteration 46Q (3431.400000 sec): 3 clusters Score: Raw -27292161.700577 + Penalty 4002.021752 = -27288159.678825 nChanged 12 SP:Iteration 47Q (3432.460000 sec): 3 clusters Score: Raw -27292162.092788 + Penalty 4002.021752 = -27288160.071036 nChanged 11 SP:Iteration 48Q (3433.600000 sec): 3 clusters Score: Raw -27292162.424856 + Penalty 4002.021752 = -27288160.403104 nChanged 9 SP:Iteration 49Q (3434.870000 sec): 3 clusters Score: Raw -27292162.738782 + Penalty 4002.021752 = -27288160.717030 nChanged 14 SP:Iteration 50Q (3436.020000 sec): 3 clusters Score: Raw -27292163.122289 + Penalty 4002.021752 = -27288161.100537 nChanged 15 SP:Iteration 51Q (3437.140000 sec): 3 clusters Score: Raw -27292163.489101 + Penalty 4002.021752 = -27288161.467349 nChanged 7 SP:Iteration 52Q (3438.290000 sec): 3 clusters Score: Raw -27292163.601402 + Penalty 4002.021752 = -27288161.579650 nChanged 2 SP:Iteration 53Q (3439.570000 sec): 3 clusters Score: Raw -27292163.656359 + Penalty 4002.021752 = -27288161.634607 nChanged 3 SP:Iteration 54Q (3440.660000 sec): 3 clusters Score: Raw -27292163.766226 + Penalty 4002.021752 = -27288161.744474 nChanged 0 SP:Iteration 55F (3441.890000 sec): 3 clusters Score: Raw -27292163.766226 + Penalty 4002.021752 = -27288161.744474 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 2.24 GB. Trying to split cluster 2 (915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3442.130000 sec): 2 clusters Score: Raw -104546.408022 + Penalty 1108.075161 = -103438.332862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3442.290000 sec): 3 clusters Score: Raw -104326.485288 + Penalty 2216.150321 = -102110.334967 nChanged 313 SP:Iteration 1F (3442.470000 sec): 3 clusters Score: Raw -105046.209367 + Penalty 2216.150321 = -102830.059046 nChanged 149 SP:Iteration 2F (3442.700000 sec): 3 clusters Score: Raw -105903.143739 + Penalty 2216.150321 = -103686.993418 nChanged 117 SP:Iteration 3F (3442.870000 sec): 3 clusters Score: Raw -106461.714783 + Penalty 2216.150321 = -104245.564462 nChanged 40 SP:Iteration 4Q (3443.070000 sec): 3 clusters Score: Raw -106625.936820 + Penalty 2216.150321 = -104409.786499 nChanged 21 SP:Iteration 5Q (3443.200000 sec): 3 clusters Score: Raw -106712.661052 + Penalty 2216.150321 = -104496.510731 nChanged 22 SP:Iteration 6Q (3443.420000 sec): 3 clusters Score: Raw -106784.832827 + Penalty 2216.150321 = -104568.682505 nChanged 19 SP:Iteration 7Q (3443.620000 sec): 3 clusters Score: Raw -106851.823641 + Penalty 2216.150321 = -104635.673320 nChanged 12 SP:Iteration 8Q (3443.810000 sec): 3 clusters Score: Raw -106898.884163 + Penalty 2216.150321 = -104682.733841 nChanged 12 SP:Iteration 9Q (3443.990000 sec): 3 clusters Score: Raw -106945.239569 + Penalty 2216.150321 = -104729.089248 nChanged 15 SP:Iteration 10Q (3444.130000 sec): 3 clusters Score: Raw -107058.893079 + Penalty 2216.150321 = -104842.742757 nChanged 15 SP:Iteration 11Q (3444.350000 sec): 3 clusters Score: Raw -107389.248063 + Penalty 2216.150321 = -105173.097741 nChanged 4 SP:Iteration 12Q (3444.540000 sec): 3 clusters Score: Raw -107658.593019 + Penalty 2216.150321 = -105442.442697 nChanged 4 SP:Iteration 13Q (3444.740000 sec): 3 clusters Score: Raw -107683.734804 + Penalty 2216.150321 = -105467.584483 nChanged 3 SP:Iteration 14Q (3444.940000 sec): 3 clusters Score: Raw -107695.094811 + Penalty 2216.150321 = -105478.944490 nChanged 4 SP:Iteration 15Q (3445.130000 sec): 3 clusters Score: Raw -107726.973955 + Penalty 2216.150321 = -105510.823634 nChanged 7 SP:Iteration 16Q (3445.320000 sec): 3 clusters Score: Raw -107783.907943 + Penalty 2216.150321 = -105567.757622 nChanged 4 SP:Iteration 17Q (3445.520000 sec): 3 clusters Score: Raw -107799.888291 + Penalty 2216.150321 = -105583.737970 nChanged 1 SP:Iteration 18Q (3445.700000 sec): 3 clusters Score: Raw -107803.314914 + Penalty 2216.150321 = -105587.164593 nChanged 0 SP:Iteration 19F (3445.890000 sec): 3 clusters Score: Raw -107803.314914 + Penalty 2216.150321 = -105587.164593 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 3 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3446.040000 sec): 2 clusters Score: Raw -88422.120194 + Penalty 1077.056724 = -87345.063471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3446.170000 sec): 3 clusters Score: Raw -88224.719148 + Penalty 2154.113447 = -86070.605700 nChanged 200 SP:Iteration 1F (3446.360000 sec): 3 clusters Score: Raw -88460.239916 + Penalty 2154.113447 = -86306.126468 nChanged 64 SP:Iteration 2F (3446.530000 sec): 3 clusters Score: Raw -88561.007855 + Penalty 2154.113447 = -86406.894408 nChanged 38 SP:Iteration 3F (3446.690000 sec): 3 clusters Score: Raw -88622.174578 + Penalty 2154.113447 = -86468.061131 nChanged 28 SP:Iteration 4Q (3446.850000 sec): 3 clusters Score: Raw -88669.571706 + Penalty 2154.113447 = -86515.458259 nChanged 15 SP:Iteration 5Q (3447.020000 sec): 3 clusters Score: Raw -88693.409254 + Penalty 2154.113447 = -86539.295807 nChanged 17 SP:Iteration 6Q (3447.200000 sec): 3 clusters Score: Raw -88718.753121 + Penalty 2154.113447 = -86564.639674 nChanged 15 SP:Iteration 7Q (3447.420000 sec): 3 clusters Score: Raw -88741.607483 + Penalty 2154.113447 = -86587.494036 nChanged 11 SP:Iteration 8Q (3447.550000 sec): 3 clusters Score: Raw -88753.054320 + Penalty 2154.113447 = -86598.940873 nChanged 7 SP:Iteration 9Q (3447.760000 sec): 3 clusters Score: Raw -88759.973016 + Penalty 2154.113447 = -86605.859569 nChanged 4 SP:Iteration 10Q (3447.990000 sec): 3 clusters Score: Raw -88765.697596 + Penalty 2154.113447 = -86611.584148 nChanged 3 SP:Iteration 11Q (3448.180000 sec): 3 clusters Score: Raw -88769.959050 + Penalty 2154.113447 = -86615.845602 nChanged 0 SP:Iteration 12F (3448.320000 sec): 3 clusters Score: Raw -88769.959050 + Penalty 2154.113447 = -86615.845602 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 4 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3448.410000 sec): 2 clusters Score: Raw -35991.599917 + Penalty 962.256493 = -35029.343424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3448.680000 sec): 3 clusters Score: Raw -36179.596720 + Penalty 1924.512986 = -34255.083733 nChanged 122 SP:Iteration 1F (3448.870000 sec): 3 clusters Score: Raw -36808.651179 + Penalty 1924.512986 = -34884.138193 nChanged 43 SP:Iteration 2F (3449.040000 sec): 3 clusters Score: Raw -37039.190110 + Penalty 1924.512986 = -35114.677124 nChanged 13 SP:Iteration 3Q (3449.250000 sec): 3 clusters Score: Raw -37104.370507 + Penalty 1924.512986 = -35179.857521 nChanged 5 SP:Iteration 4Q (3449.470000 sec): 3 clusters Score: Raw -37136.085688 + Penalty 1924.512986 = -35211.572702 nChanged 11 SP:Iteration 5Q (3449.650000 sec): 3 clusters Score: Raw -37161.157799 + Penalty 1924.512986 = -35236.644812 nChanged 13 SP:Iteration 6Q (3449.870000 sec): 3 clusters Score: Raw -37243.963641 + Penalty 1924.512986 = -35319.450655 nChanged 20 SP:Iteration 7F (3450.020000 sec): 3 clusters Score: Raw -37342.944964 + Penalty 1924.512986 = -35418.431978 nChanged 19 SP:Iteration 8F (3450.180000 sec): 3 clusters Score: Raw -37436.338225 + Penalty 1924.512986 = -35511.825238 nChanged 9 SP:Iteration 9Q (3450.300000 sec): 3 clusters Score: Raw -37465.112497 + Penalty 1924.512986 = -35540.599511 nChanged 5 SP:Iteration 10Q (3450.450000 sec): 3 clusters Score: Raw -37502.676519 + Penalty 1924.512986 = -35578.163532 nChanged 1 SP:Iteration 11Q (3450.610000 sec): 3 clusters Score: Raw -37508.038490 + Penalty 1924.512986 = -35583.525504 nChanged 1 SP:Iteration 12Q (3450.790000 sec): 3 clusters Score: Raw -37543.023676 + Penalty 1924.512986 = -35618.510690 nChanged 0 SP:Iteration 13F (3450.930000 sec): 3 clusters Score: Raw -37543.023676 + Penalty 1924.512986 = -35618.510690 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 2.24 GB. Trying to split cluster 5 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3451.000000 sec): 2 clusters Score: Raw -37474.184740 + Penalty 936.333350 = -36537.851390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3451.160000 sec): 3 clusters Score: Raw -37492.421851 + Penalty 1872.666699 = -35619.755151 nChanged 38 SP:Iteration 1F (3451.370000 sec): 3 clusters Score: Raw -37588.700452 + Penalty 1872.666699 = -35716.033753 nChanged 11 SP:Iteration 2Q (3451.530000 sec): 3 clusters Score: Raw -37616.790240 + Penalty 1872.666699 = -35744.123541 nChanged 8 SP:Iteration 3Q (3451.690000 sec): 3 clusters Score: Raw -37641.566920 + Penalty 1872.666699 = -35768.900220 nChanged 9 SP:Iteration 4Q (3451.820000 sec): 3 clusters Score: Raw -37659.937409 + Penalty 1872.666699 = -35787.270709 nChanged 3 SP:Iteration 5Q (3451.960000 sec): 3 clusters Score: Raw -37665.680673 + Penalty 1872.666699 = -35793.013974 nChanged 0 SP:Iteration 6F (3452.100000 sec): 3 clusters Score: Raw -37665.680673 + Penalty 1872.666699 = -35793.013974 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 6 (1825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.180000 sec): 2 clusters Score: Raw -211409.790327 + Penalty 1220.266981 = -210189.523346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3452.340000 sec): 3 clusters Score: Raw -210641.409044 + Penalty 2440.533961 = -208200.875083 nChanged 652 SP:Iteration 1F (3452.520000 sec): 3 clusters Score: Raw -211141.734428 + Penalty 2440.533961 = -208701.200467 nChanged 178 SP:Iteration 2F (3452.660000 sec): 3 clusters Score: Raw -211360.122010 + Penalty 2440.533961 = -208919.588048 nChanged 132 SP:Iteration 3F (3452.820000 sec): 3 clusters Score: Raw -211526.492114 + Penalty 2440.533961 = -209085.958152 nChanged 100 SP:Iteration 4F (3452.980000 sec): 3 clusters Score: Raw -211655.239065 + Penalty 2440.533961 = -209214.705103 nChanged 90 SP:Iteration 5Q (3453.150000 sec): 3 clusters Score: Raw -211778.359144 + Penalty 2440.533961 = -209337.825182 nChanged 82 SP:Iteration 6Q (3453.310000 sec): 3 clusters Score: Raw -211879.766020 + Penalty 2440.533961 = -209439.232059 nChanged 58 SP:Iteration 7Q (3453.480000 sec): 3 clusters Score: Raw -211954.193302 + Penalty 2440.533961 = -209513.659340 nChanged 53 SP:Iteration 8Q (3453.620000 sec): 3 clusters Score: Raw -212015.410311 + Penalty 2440.533961 = -209574.876350 nChanged 42 SP:Iteration 9Q (3453.780000 sec): 3 clusters Score: Raw -212053.286172 + Penalty 2440.533961 = -209612.752210 nChanged 22 SP:Iteration 10Q (3453.940000 sec): 3 clusters Score: Raw -212076.404761 + Penalty 2440.533961 = -209635.870800 nChanged 18 SP:Iteration 11Q (3454.110000 sec): 3 clusters Score: Raw -212096.076347 + Penalty 2440.533961 = -209655.542386 nChanged 13 SP:Iteration 12Q (3454.250000 sec): 3 clusters Score: Raw -212112.136929 + Penalty 2440.533961 = -209671.602968 nChanged 21 SP:Iteration 13Q (3454.410000 sec): 3 clusters Score: Raw -212133.634733 + Penalty 2440.533961 = -209693.100772 nChanged 17 SP:Iteration 14Q (3454.570000 sec): 3 clusters Score: Raw -212160.878128 + Penalty 2440.533961 = -209720.344167 nChanged 21 SP:Iteration 15Q (3454.740000 sec): 3 clusters Score: Raw -212184.519898 + Penalty 2440.533961 = -209743.985937 nChanged 23 SP:Iteration 16Q (3454.910000 sec): 3 clusters Score: Raw -212213.089069 + Penalty 2440.533961 = -209772.555107 nChanged 15 SP:Iteration 17Q (3455.050000 sec): 3 clusters Score: Raw -212239.514503 + Penalty 2440.533961 = -209798.980542 nChanged 18 SP:Iteration 18Q (3455.210000 sec): 3 clusters Score: Raw -212265.818933 + Penalty 2440.533961 = -209825.284971 nChanged 14 SP:Iteration 19Q (3455.370000 sec): 3 clusters Score: Raw -212289.859227 + Penalty 2440.533961 = -209849.325266 nChanged 21 SP:Iteration 20F (3455.540000 sec): 3 clusters Score: Raw -212336.314446 + Penalty 2440.533961 = -209895.780484 nChanged 17 SP:Iteration 21Q (3455.690000 sec): 3 clusters Score: Raw -212370.395560 + Penalty 2440.533961 = -209929.861598 nChanged 12 SP:Iteration 22Q (3455.830000 sec): 3 clusters Score: Raw -212390.112496 + Penalty 2440.533961 = -209949.578534 nChanged 7 SP:Iteration 23Q (3456.040000 sec): 3 clusters Score: Raw -212396.778000 + Penalty 2440.533961 = -209956.244039 nChanged 2 SP:Iteration 24Q (3456.190000 sec): 3 clusters Score: Raw -212399.341111 + Penalty 2440.533961 = -209958.807149 nChanged 1 SP:Iteration 25Q (3456.330000 sec): 3 clusters Score: Raw -212399.699192 + Penalty 2440.533961 = -209959.165230 nChanged 0 SP:Iteration 26F (3456.460000 sec): 3 clusters Score: Raw -212399.699192 + Penalty 2440.533961 = -209959.165230 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 7 (24044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.630000 sec): 2 clusters Score: Raw -2879346.965147 + Penalty 1639.241624 = -2877707.723523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.940000 sec): 3 clusters Score: Raw -2864621.129504 + Penalty 3278.483248 = -2861342.646255 nChanged 10903 SP:Iteration 1F (3457.220000 sec): 3 clusters Score: Raw -2870638.347797 + Penalty 3278.483248 = -2867359.864548 nChanged 1067 SP:Iteration 2Q (3457.550000 sec): 3 clusters Score: Raw -2870940.218929 + Penalty 3278.483248 = -2867661.735681 nChanged 951 SP:Iteration 3Q (3457.870000 sec): 3 clusters Score: Raw -2871217.523753 + Penalty 3278.483248 = -2867939.040505 nChanged 877 SP:Iteration 4Q (3458.180000 sec): 3 clusters Score: Raw -2871507.780666 + Penalty 3278.483248 = -2868229.297418 nChanged 885 SP:Iteration 5Q (3458.450000 sec): 3 clusters Score: Raw -2871835.962993 + Penalty 3278.483248 = -2868557.479745 nChanged 898 SP:Iteration 6Q (3458.780000 sec): 3 clusters Score: Raw -2872242.945203 + Penalty 3278.483248 = -2868964.461955 nChanged 1032 SP:Iteration 7Q (3459.030000 sec): 3 clusters Score: Raw -2872737.186680 + Penalty 3278.483248 = -2869458.703431 nChanged 1051 SP:Iteration 8Q (3459.330000 sec): 3 clusters Score: Raw -2873379.043295 + Penalty 3278.483248 = -2870100.560047 nChanged 1267 SP:Iteration 9F (3459.580000 sec): 3 clusters Score: Raw -2874252.966696 + Penalty 3278.483248 = -2870974.483447 nChanged 1378 SP:Iteration 10F (3459.980000 sec): 3 clusters Score: Raw -2875286.754943 + Penalty 3278.483248 = -2872008.271695 nChanged 1398 SP:Iteration 11F (3460.260000 sec): 3 clusters Score: Raw -2876432.257527 + Penalty 3278.483248 = -2873153.774279 nChanged 1233 SP:Iteration 12F (3460.580000 sec): 3 clusters Score: Raw -2877444.767716 + Penalty 3278.483248 = -2874166.284468 nChanged 1053 SP:Iteration 13Q (3460.880000 sec): 3 clusters Score: Raw -2878312.563297 + Penalty 3278.483248 = -2875034.080048 nChanged 779 SP:Iteration 14Q (3461.180000 sec): 3 clusters Score: Raw -2878910.558488 + Penalty 3278.483248 = -2875632.075240 nChanged 515 SP:Iteration 15Q (3461.490000 sec): 3 clusters Score: Raw -2879240.081153 + Penalty 3278.483248 = -2875961.597905 nChanged 347 SP:Iteration 16Q (3461.740000 sec): 3 clusters Score: Raw -2879451.350564 + Penalty 3278.483248 = -2876172.867316 nChanged 292 SP:Iteration 17Q (3462.040000 sec): 3 clusters Score: Raw -2879628.157827 + Penalty 3278.483248 = -2876349.674579 nChanged 250 SP:Iteration 18Q (3462.330000 sec): 3 clusters Score: Raw -2879769.397166 + Penalty 3278.483248 = -2876490.913918 nChanged 218 SP:Iteration 19Q (3462.650000 sec): 3 clusters Score: Raw -2879885.092703 + Penalty 3278.483248 = -2876606.609454 nChanged 190 SP:Iteration 20F (3462.950000 sec): 3 clusters Score: Raw -2879980.930958 + Penalty 3278.483248 = -2876702.447710 nChanged 143 SP:Iteration 21Q (3463.220000 sec): 3 clusters Score: Raw -2880046.576767 + Penalty 3278.483248 = -2876768.093519 nChanged 113 SP:Iteration 22Q (3463.520000 sec): 3 clusters Score: Raw -2880089.684434 + Penalty 3278.483248 = -2876811.201186 nChanged 82 SP:Iteration 23Q (3463.750000 sec): 3 clusters Score: Raw -2880117.553377 + Penalty 3278.483248 = -2876839.070128 nChanged 70 SP:Iteration 24Q (3464.110000 sec): 3 clusters Score: Raw -2880141.257296 + Penalty 3278.483248 = -2876862.774047 nChanged 60 SP:Iteration 25Q (3464.400000 sec): 3 clusters Score: Raw -2880160.335201 + Penalty 3278.483248 = -2876881.851953 nChanged 51 SP:Iteration 26Q (3464.680000 sec): 3 clusters Score: Raw -2880173.948177 + Penalty 3278.483248 = -2876895.464928 nChanged 31 SP:Iteration 27Q (3465.000000 sec): 3 clusters Score: Raw -2880180.500170 + Penalty 3278.483248 = -2876902.016922 nChanged 22 SP:Iteration 28Q (3465.280000 sec): 3 clusters Score: Raw -2880184.854443 + Penalty 3278.483248 = -2876906.371195 nChanged 14 SP:Iteration 29Q (3465.560000 sec): 3 clusters Score: Raw -2880187.375220 + Penalty 3278.483248 = -2876908.891971 nChanged 7 SP:Iteration 30Q (3465.840000 sec): 3 clusters Score: Raw -2880188.167395 + Penalty 3278.483248 = -2876909.684146 nChanged 4 SP:Iteration 31Q (3466.090000 sec): 3 clusters Score: Raw -2880188.598199 + Penalty 3278.483248 = -2876910.114951 nChanged 2 SP:Iteration 32Q (3466.380000 sec): 3 clusters Score: Raw -2880188.756718 + Penalty 3278.483248 = -2876910.273470 nChanged 0 SP:Iteration 33F (3466.660000 sec): 3 clusters Score: Raw -2880188.756718 + Penalty 3278.483248 = -2876910.273470 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 10 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3466.760000 sec): 2 clusters Score: Raw -103314.825437 + Penalty 1099.693258 = -102215.132179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3466.960000 sec): 3 clusters Score: Raw -103129.465834 + Penalty 2199.386516 = -100930.079318 nChanged 264 SP:Iteration 1F (3467.120000 sec): 3 clusters Score: Raw -103637.765180 + Penalty 2199.386516 = -101438.378664 nChanged 118 SP:Iteration 2F (3467.340000 sec): 3 clusters Score: Raw -104176.779154 + Penalty 2199.386516 = -101977.392638 nChanged 114 SP:Iteration 3F (3467.580000 sec): 3 clusters Score: Raw -104575.805228 + Penalty 2199.386516 = -102376.418712 nChanged 69 SP:Iteration 4F (3467.770000 sec): 3 clusters Score: Raw -104846.058295 + Penalty 2199.386516 = -102646.671780 nChanged 34 SP:Iteration 5Q (3467.900000 sec): 3 clusters Score: Raw -105055.898223 + Penalty 2199.386516 = -102856.511707 nChanged 14 SP:Iteration 6Q (3468.110000 sec): 3 clusters Score: Raw -105160.761451 + Penalty 2199.386516 = -102961.374935 nChanged 11 SP:Iteration 7Q (3468.340000 sec): 3 clusters Score: Raw -105218.453694 + Penalty 2199.386516 = -103019.067179 nChanged 3 SP:Iteration 8Q (3468.500000 sec): 3 clusters Score: Raw -105225.720096 + Penalty 2199.386516 = -103026.333580 nChanged 0 SP:Iteration 9F (3468.660000 sec): 3 clusters Score: Raw -105225.720096 + Penalty 2199.386516 = -103026.333580 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 2.24 GB. Trying to split cluster 14 (662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3468.780000 sec): 2 clusters Score: Raw -77615.468348 + Penalty 1055.480653 = -76559.987695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3468.990000 sec): 3 clusters Score: Raw -77468.181334 + Penalty 2110.961306 = -75357.220028 nChanged 153 SP:Iteration 1F (3469.200000 sec): 3 clusters Score: Raw -77667.856830 + Penalty 2110.961306 = -75556.895525 nChanged 59 SP:Iteration 2F (3469.340000 sec): 3 clusters Score: Raw -77762.417521 + Penalty 2110.961306 = -75651.456215 nChanged 33 SP:Iteration 3Q (3469.540000 sec): 3 clusters Score: Raw -77862.812910 + Penalty 2110.961306 = -75751.851605 nChanged 26 SP:Iteration 4Q (3469.710000 sec): 3 clusters Score: Raw -77999.365748 + Penalty 2110.961306 = -75888.404443 nChanged 30 SP:Iteration 5Q (3469.900000 sec): 3 clusters Score: Raw -78162.966911 + Penalty 2110.961306 = -76052.005605 nChanged 19 SP:Iteration 6Q (3470.090000 sec): 3 clusters Score: Raw -78190.416872 + Penalty 2110.961306 = -76079.455567 nChanged 10 SP:Iteration 7Q (3470.280000 sec): 3 clusters Score: Raw -78207.926893 + Penalty 2110.961306 = -76096.965588 nChanged 8 SP:Iteration 8Q (3470.470000 sec): 3 clusters Score: Raw -78218.704635 + Penalty 2110.961306 = -76107.743329 nChanged 5 SP:Iteration 9Q (3470.650000 sec): 3 clusters Score: Raw -78229.705688 + Penalty 2110.961306 = -76118.744382 nChanged 8 SP:Iteration 10Q (3470.860000 sec): 3 clusters Score: Raw -78237.876382 + Penalty 2110.961306 = -76126.915077 nChanged 3 SP:Iteration 11Q (3471.050000 sec): 3 clusters Score: Raw -78241.866457 + Penalty 2110.961306 = -76130.905151 nChanged 2 SP:Iteration 12Q (3471.240000 sec): 3 clusters Score: Raw -78244.634074 + Penalty 2110.961306 = -76133.672768 nChanged 1 SP:Iteration 13Q (3471.410000 sec): 3 clusters Score: Raw -78246.288350 + Penalty 2110.961306 = -76135.327044 nChanged 1 SP:Iteration 14Q (3471.580000 sec): 3 clusters Score: Raw -78247.718043 + Penalty 2110.961306 = -76136.756737 nChanged 1 SP:Iteration 15Q (3471.780000 sec): 3 clusters Score: Raw -78250.128566 + Penalty 2110.961306 = -76139.167260 nChanged 2 SP:Iteration 16Q (3471.960000 sec): 3 clusters Score: Raw -78252.070850 + Penalty 2110.961306 = -76141.109545 nChanged 1 SP:Iteration 17Q (3472.130000 sec): 3 clusters Score: Raw -78253.002914 + Penalty 2110.961306 = -76142.041608 nChanged 1 SP:Iteration 18Q (3472.310000 sec): 3 clusters Score: Raw -78253.799203 + Penalty 2110.961306 = -76142.837897 nChanged 1 SP:Iteration 19Q (3472.530000 sec): 3 clusters Score: Raw -78256.584317 + Penalty 2110.961306 = -76145.623012 nChanged 2 SP:Iteration 20F (3472.700000 sec): 3 clusters Score: Raw -78258.925744 + Penalty 2110.961306 = -76147.964438 nChanged 1 SP:Iteration 21Q (3472.900000 sec): 3 clusters Score: Raw -78259.401630 + Penalty 2110.961306 = -76148.440324 nChanged 0 SP:Iteration 22F (3473.090000 sec): 3 clusters Score: Raw -78259.401630 + Penalty 2110.961306 = -76148.440324 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 17 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3473.210000 sec): 2 clusters Score: Raw -70959.491196 + Penalty 1040.580807 = -69918.910389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3473.380000 sec): 3 clusters Score: Raw -70824.358510 + Penalty 2081.161614 = -68743.196896 nChanged 156 SP:Iteration 1F (3473.570000 sec): 3 clusters Score: Raw -71019.285393 + Penalty 2081.161614 = -68938.123779 nChanged 40 SP:Iteration 2F (3473.750000 sec): 3 clusters Score: Raw -71083.007086 + Penalty 2081.161614 = -69001.845472 nChanged 23 SP:Iteration 3Q (3473.930000 sec): 3 clusters Score: Raw -71130.741062 + Penalty 2081.161614 = -69049.579448 nChanged 25 SP:Iteration 4Q (3474.080000 sec): 3 clusters Score: Raw -71183.542196 + Penalty 2081.161614 = -69102.380582 nChanged 26 SP:Iteration 5Q (3474.230000 sec): 3 clusters Score: Raw -71233.636220 + Penalty 2081.161614 = -69152.474606 nChanged 18 SP:Iteration 6Q (3474.420000 sec): 3 clusters Score: Raw -71261.454694 + Penalty 2081.161614 = -69180.293080 nChanged 20 SP:Iteration 7Q (3474.610000 sec): 3 clusters Score: Raw -71311.049465 + Penalty 2081.161614 = -69229.887851 nChanged 21 SP:Iteration 8Q (3474.710000 sec): 3 clusters Score: Raw -71355.819877 + Penalty 2081.161614 = -69274.658263 nChanged 15 SP:Iteration 9Q (3474.860000 sec): 3 clusters Score: Raw -71373.136290 + Penalty 2081.161614 = -69291.974676 nChanged 9 SP:Iteration 10Q (3475.040000 sec): 3 clusters Score: Raw -71390.264542 + Penalty 2081.161614 = -69309.102927 nChanged 10 SP:Iteration 11Q (3475.140000 sec): 3 clusters Score: Raw -71411.497058 + Penalty 2081.161614 = -69330.335444 nChanged 16 SP:Iteration 12Q (3475.320000 sec): 3 clusters Score: Raw -71440.644108 + Penalty 2081.161614 = -69359.482493 nChanged 13 SP:Iteration 13Q (3475.450000 sec): 3 clusters Score: Raw -71467.580356 + Penalty 2081.161614 = -69386.418741 nChanged 10 SP:Iteration 14Q (3475.630000 sec): 3 clusters Score: Raw -71492.745405 + Penalty 2081.161614 = -69411.583791 nChanged 9 SP:Iteration 15Q (3475.830000 sec): 3 clusters Score: Raw -71520.898393 + Penalty 2081.161614 = -69439.736778 nChanged 11 SP:Iteration 16Q (3476.020000 sec): 3 clusters Score: Raw -71543.142516 + Penalty 2081.161614 = -69461.980902 nChanged 5 SP:Iteration 17Q (3476.210000 sec): 3 clusters Score: Raw -71559.835076 + Penalty 2081.161614 = -69478.673462 nChanged 7 SP:Iteration 18Q (3476.450000 sec): 3 clusters Score: Raw -71585.804036 + Penalty 2081.161614 = -69504.642421 nChanged 7 SP:Iteration 19Q (3476.600000 sec): 3 clusters Score: Raw -71613.593633 + Penalty 2081.161614 = -69532.432019 nChanged 13 SP:Iteration 20F (3476.810000 sec): 3 clusters Score: Raw -71738.159017 + Penalty 2081.161614 = -69656.997403 nChanged 14 SP:Iteration 21Q (3476.970000 sec): 3 clusters Score: Raw -72086.610899 + Penalty 2081.161614 = -70005.449285 nChanged 14 SP:Iteration 22Q (3477.120000 sec): 3 clusters Score: Raw -72125.760354 + Penalty 2081.161614 = -70044.598740 nChanged 7 SP:Iteration 23Q (3477.290000 sec): 3 clusters Score: Raw -72142.988602 + Penalty 2081.161614 = -70061.826988 nChanged 4 SP:Iteration 24Q (3477.440000 sec): 3 clusters Score: Raw -72152.900967 + Penalty 2081.161614 = -70071.739353 nChanged 4 SP:Iteration 25Q (3477.650000 sec): 3 clusters Score: Raw -72160.809767 + Penalty 2081.161614 = -70079.648152 nChanged 2 SP:Iteration 26Q (3477.870000 sec): 3 clusters Score: Raw -72171.470168 + Penalty 2081.161614 = -70090.308554 nChanged 0 SP:Iteration 27F (3478.060000 sec): 3 clusters Score: Raw -72171.470168 + Penalty 2081.161614 = -70090.308554 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 18 (1347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3478.180000 sec): 2 clusters Score: Raw -155747.644324 + Penalty 1170.915716 = -154576.728608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3478.360000 sec): 3 clusters Score: Raw -155317.502874 + Penalty 2341.831432 = -152975.671441 nChanged 476 SP:Iteration 1F (3478.560000 sec): 3 clusters Score: Raw -155843.614858 + Penalty 2341.831432 = -153501.783425 nChanged 143 SP:Iteration 2F (3478.730000 sec): 3 clusters Score: Raw -156117.927363 + Penalty 2341.831432 = -153776.095931 nChanged 107 SP:Iteration 3F (3478.940000 sec): 3 clusters Score: Raw -156342.605628 + Penalty 2341.831432 = -154000.774196 nChanged 65 SP:Iteration 4Q (3479.100000 sec): 3 clusters Score: Raw -156505.579924 + Penalty 2341.831432 = -154163.748492 nChanged 66 SP:Iteration 5Q (3479.280000 sec): 3 clusters Score: Raw -156687.316108 + Penalty 2341.831432 = -154345.484675 nChanged 71 SP:Iteration 6F (3479.510000 sec): 3 clusters Score: Raw -156848.610601 + Penalty 2341.831432 = -154506.779169 nChanged 60 SP:Iteration 7Q (3479.670000 sec): 3 clusters Score: Raw -157037.582504 + Penalty 2341.831432 = -154695.751072 nChanged 57 SP:Iteration 8Q (3479.860000 sec): 3 clusters Score: Raw -157286.339379 + Penalty 2341.831432 = -154944.507946 nChanged 39 SP:Iteration 9Q (3480.040000 sec): 3 clusters Score: Raw -157362.011696 + Penalty 2341.831432 = -155020.180264 nChanged 16 SP:Iteration 10Q (3480.240000 sec): 3 clusters Score: Raw -157384.843341 + Penalty 2341.831432 = -155043.011909 nChanged 12 SP:Iteration 11Q (3480.450000 sec): 3 clusters Score: Raw -157398.451623 + Penalty 2341.831432 = -155056.620191 nChanged 7 SP:Iteration 12Q (3480.640000 sec): 3 clusters Score: Raw -157406.005044 + Penalty 2341.831432 = -155064.173612 nChanged 4 SP:Iteration 13Q (3480.800000 sec): 3 clusters Score: Raw -157409.892444 + Penalty 2341.831432 = -155068.061011 nChanged 3 SP:Iteration 14Q (3481.030000 sec): 3 clusters Score: Raw -157412.257001 + Penalty 2341.831432 = -155070.425569 nChanged 2 SP:Iteration 15Q (3481.220000 sec): 3 clusters Score: Raw -157413.463457 + Penalty 2341.831432 = -155071.632024 nChanged 2 SP:Iteration 16Q (3481.350000 sec): 3 clusters Score: Raw -157414.559789 + Penalty 2341.831432 = -155072.728357 nChanged 2 SP:Iteration 17Q (3481.490000 sec): 3 clusters Score: Raw -157415.588523 + Penalty 2341.831432 = -155073.757090 nChanged 1 SP:Iteration 18Q (3481.630000 sec): 3 clusters Score: Raw -157415.813466 + Penalty 2341.831432 = -155073.982034 nChanged 1 SP:Iteration 19Q (3481.780000 sec): 3 clusters Score: Raw -157416.415533 + Penalty 2341.831432 = -155074.584101 nChanged 1 SP:Iteration 20F (3481.920000 sec): 3 clusters Score: Raw -157417.835715 + Penalty 2341.831432 = -155076.004283 nChanged 2 SP:Iteration 21Q (3482.100000 sec): 3 clusters Score: Raw -157418.780233 + Penalty 2341.831432 = -155076.948801 nChanged 1 SP:Iteration 22Q (3482.240000 sec): 3 clusters Score: Raw -157419.333335 + Penalty 2341.831432 = -155077.501902 nChanged 0 SP:Iteration 23F (3482.420000 sec): 3 clusters Score: Raw -157419.333335 + Penalty 2341.831432 = -155077.501902 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 2.24 GB. Trying to split cluster 20 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3482.520000 sec): 2 clusters Score: Raw -151763.856906 + Penalty 1169.826327 = -150594.030579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3482.710000 sec): 3 clusters Score: Raw -151456.538184 + Penalty 2339.652653 = -149116.885531 nChanged 450 SP:Iteration 1F (3482.850000 sec): 3 clusters Score: Raw -152415.207132 + Penalty 2339.652653 = -150075.554479 nChanged 175 SP:Iteration 2F (3483.050000 sec): 3 clusters Score: Raw -152855.110220 + Penalty 2339.652653 = -150515.457567 nChanged 114 SP:Iteration 3F (3483.220000 sec): 3 clusters Score: Raw -153130.374354 + Penalty 2339.652653 = -150790.721700 nChanged 63 SP:Iteration 4Q (3483.400000 sec): 3 clusters Score: Raw -153288.768053 + Penalty 2339.652653 = -150949.115400 nChanged 49 SP:Iteration 5Q (3483.600000 sec): 3 clusters Score: Raw -153446.917856 + Penalty 2339.652653 = -151107.265203 nChanged 37 SP:Iteration 6Q (3483.740000 sec): 3 clusters Score: Raw -153593.266559 + Penalty 2339.652653 = -151253.613906 nChanged 35 SP:Iteration 7Q (3483.910000 sec): 3 clusters Score: Raw -153702.576577 + Penalty 2339.652653 = -151362.923923 nChanged 39 SP:Iteration 8Q (3484.080000 sec): 3 clusters Score: Raw -153989.607063 + Penalty 2339.652653 = -151649.954410 nChanged 32 SP:Iteration 9Q (3484.300000 sec): 3 clusters Score: Raw -154315.353156 + Penalty 2339.652653 = -151975.700503 nChanged 24 SP:Iteration 10Q (3484.480000 sec): 3 clusters Score: Raw -154504.286190 + Penalty 2339.652653 = -152164.633537 nChanged 14 SP:Iteration 11Q (3484.580000 sec): 3 clusters Score: Raw -154658.314963 + Penalty 2339.652653 = -152318.662310 nChanged 8 SP:Iteration 12Q (3484.700000 sec): 3 clusters Score: Raw -154845.891546 + Penalty 2339.652653 = -152506.238893 nChanged 2 SP:Iteration 13Q (3484.840000 sec): 3 clusters Score: Raw -154849.006006 + Penalty 2339.652653 = -152509.353353 nChanged 2 SP:Iteration 14Q (3485.050000 sec): 3 clusters Score: Raw -154852.471450 + Penalty 2339.652653 = -152512.818797 nChanged 1 SP:Iteration 15Q (3485.240000 sec): 3 clusters Score: Raw -154853.447808 + Penalty 2339.652653 = -152513.795154 nChanged 2 SP:Iteration 16Q (3485.460000 sec): 3 clusters Score: Raw -154857.373871 + Penalty 2339.652653 = -152517.721218 nChanged 1 SP:Iteration 17Q (3485.600000 sec): 3 clusters Score: Raw -154859.737432 + Penalty 2339.652653 = -152520.084778 nChanged 2 SP:Iteration 18Q (3485.780000 sec): 3 clusters Score: Raw -154863.970357 + Penalty 2339.652653 = -152524.317704 nChanged 2 SP:Iteration 19Q (3485.920000 sec): 3 clusters Score: Raw -154865.774640 + Penalty 2339.652653 = -152526.121986 nChanged 1 SP:Iteration 20F (3486.060000 sec): 3 clusters Score: Raw -154866.612811 + Penalty 2339.652653 = -152526.960157 nChanged 2 SP:Iteration 21Q (3486.200000 sec): 3 clusters Score: Raw -154869.022186 + Penalty 2339.652653 = -152529.369532 nChanged 2 SP:Iteration 22Q (3486.320000 sec): 3 clusters Score: Raw -154871.196202 + Penalty 2339.652653 = -152531.543548 nChanged 1 SP:Iteration 23Q (3486.450000 sec): 3 clusters Score: Raw -154871.842318 + Penalty 2339.652653 = -152532.189665 nChanged 1 SP:Iteration 24Q (3486.590000 sec): 3 clusters Score: Raw -154872.893381 + Penalty 2339.652653 = -152533.240728 nChanged 2 SP:Iteration 25Q (3486.740000 sec): 3 clusters Score: Raw -154876.077235 + Penalty 2339.652653 = -152536.424582 nChanged 2 SP:Iteration 26Q (3486.830000 sec): 3 clusters Score: Raw -154879.882735 + Penalty 2339.652653 = -152540.230082 nChanged 6 SP:Iteration 27Q (3486.980000 sec): 3 clusters Score: Raw -154892.355252 + Penalty 2339.652653 = -152552.702599 nChanged 5 SP:Iteration 28Q (3487.120000 sec): 3 clusters Score: Raw -154901.641283 + Penalty 2339.652653 = -152561.988630 nChanged 3 SP:Iteration 29Q (3487.220000 sec): 3 clusters Score: Raw -154905.795757 + Penalty 2339.652653 = -152566.143104 nChanged 2 SP:Iteration 30Q (3487.360000 sec): 3 clusters Score: Raw -154908.140194 + Penalty 2339.652653 = -152568.487541 nChanged 1 SP:Iteration 31Q (3487.500000 sec): 3 clusters Score: Raw -154909.697052 + Penalty 2339.652653 = -152570.044398 nChanged 2 SP:Iteration 32Q (3487.600000 sec): 3 clusters Score: Raw -154911.554588 + Penalty 2339.652653 = -152571.901935 nChanged 1 SP:Iteration 33Q (3487.740000 sec): 3 clusters Score: Raw -154912.508088 + Penalty 2339.652653 = -152572.855435 nChanged 1 SP:Iteration 34Q (3487.890000 sec): 3 clusters Score: Raw -154913.193534 + Penalty 2339.652653 = -152573.540880 nChanged 0 SP:Iteration 35F (3488.030000 sec): 3 clusters Score: Raw -154913.236614 + Penalty 2339.652653 = -152573.583961 nChanged 1 SP:Iteration 36Q (3488.180000 sec): 3 clusters Score: Raw -154913.853307 + Penalty 2339.652653 = -152574.200654 nChanged 0 SP:Iteration 37F (3488.270000 sec): 3 clusters Score: Raw -154913.853307 + Penalty 2339.652653 = -152574.200654 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Iteration 20F (3500.120000 sec): 20 clusters Score: Raw -31084392.951266 + Penalty 38446.668442 = -31045946.282824 nChanged 939 Iteration 21Q (3507.680000 sec): 20 clusters Score: Raw -31084990.008532 + Penalty 38446.668442 = -31046543.340091 nChanged 382 Iteration 22Q (3514.950000 sec): 20 clusters Score: Raw -31085268.552464 + Penalty 38446.668442 = -31046821.884022 nChanged 218 Iteration 23Q (3523.700000 sec): 20 clusters Score: Raw -31085500.032809 + Penalty 38446.668442 = -31047053.364367 nChanged 149 Iteration 24Q (3530.210000 sec): 20 clusters Score: Raw -31085571.010784 + Penalty 38446.668442 = -31047124.342342 nChanged 104 Iteration 25Q (3536.700000 sec): 20 clusters Score: Raw -31085649.884817 + Penalty 38446.668442 = -31047203.216376 nChanged 78 Iteration 26Q (3543.360000 sec): 20 clusters Score: Raw -31085744.817738 + Penalty 38446.668442 = -31047298.149296 nChanged 56 Iteration 27Q (3550.830000 sec): 20 clusters Score: Raw -31085877.776040 + Penalty 38446.668442 = -31047431.107598 nChanged 49 Iteration 28Q (3556.880000 sec): 20 clusters Score: Raw -31086104.279097 + Penalty 38446.668442 = -31047657.610655 nChanged 36 Iteration 29Q (3563.010000 sec): 20 clusters Score: Raw -31086216.136451 + Penalty 38446.668442 = -31047769.468009 nChanged 27 Iteration 30Q (3569.370000 sec): 20 clusters Score: Raw -31086238.731735 + Penalty 38446.668442 = -31047792.063293 nChanged 32 Iteration 31Q (3576.140000 sec): 20 clusters Score: Raw -31086263.331752 + Penalty 38446.668442 = -31047816.663311 nChanged 27 Iteration 32Q (3582.600000 sec): 20 clusters Score: Raw -31086282.377559 + Penalty 38446.668442 = -31047835.709117 nChanged 22 Iteration 33Q (3589.300000 sec): 20 clusters Score: Raw -31086292.961081 + Penalty 38446.668442 = -31047846.292639 nChanged 25 Iteration 34Q (3596.500000 sec): 20 clusters Score: Raw -31086316.525571 + Penalty 38446.668442 = -31047869.857130 nChanged 31 Iteration 35Q (3603.370000 sec): 20 clusters Score: Raw -31086378.668066 + Penalty 38446.668442 = -31047931.999625 nChanged 43 Iteration 36Q (3609.910000 sec): 20 clusters Score: Raw -31086514.350683 + Penalty 38446.668442 = -31048067.682241 nChanged 31 Iteration 37Q (3616.610000 sec): 20 clusters Score: Raw -31086572.586428 + Penalty 38446.668442 = -31048125.917987 nChanged 18 Iteration 38Q (3623.410000 sec): 20 clusters Score: Raw -31086582.411682 + Penalty 38446.668442 = -31048135.743241 nChanged 15 Iteration 39Q (3630.470000 sec): 20 clusters Score: Raw -31086586.640779 + Penalty 38446.668442 = -31048139.972338 nChanged 13 Iteration 40F (3644.980000 sec): 20 clusters Score: Raw -31086608.561205 + Penalty 38446.668442 = -31048161.892763 nChanged 21 Iteration 41Q (3651.220000 sec): 20 clusters Score: Raw -31086666.279316 + Penalty 38446.668442 = -31048219.610874 nChanged 15 Iteration 42Q (3657.760000 sec): 20 clusters Score: Raw -31086670.116084 + Penalty 38446.668442 = -31048223.447642 nChanged 12 Iteration 43Q (3664.220000 sec): 20 clusters Score: Raw -31086677.146028 + Penalty 38446.668442 = -31048230.477586 nChanged 13 Iteration 44Q (3670.500000 sec): 20 clusters Score: Raw -31086694.351317 + Penalty 38446.668442 = -31048247.682875 nChanged 17 Iteration 45Q (3677.140000 sec): 20 clusters Score: Raw -31086710.299040 + Penalty 38446.668442 = -31048263.630598 nChanged 26 Iteration 46Q (3683.800000 sec): 20 clusters Score: Raw -31086730.250716 + Penalty 38446.668442 = -31048283.582274 nChanged 18 Iteration 47Q (3691.330000 sec): 20 clusters Score: Raw -31086735.595554 + Penalty 38446.668442 = -31048288.927112 nChanged 14 Iteration 48Q (3697.760000 sec): 20 clusters Score: Raw -31086740.140584 + Penalty 38446.668442 = -31048293.472143 nChanged 17 Iteration 49Q (3704.510000 sec): 20 clusters Score: Raw -31086745.508405 + Penalty 38446.668442 = -31048298.839963 nChanged 18 Iteration 50Q (3710.900000 sec): 20 clusters Score: Raw -31086751.286796 + Penalty 38446.668442 = -31048304.618354 nChanged 11 Iteration 51Q (3717.580000 sec): 20 clusters Score: Raw -31086755.925473 + Penalty 38446.668442 = -31048309.257032 nChanged 15 Iteration 52Q (3724.400000 sec): 20 clusters Score: Raw -31086764.020196 + Penalty 38446.668442 = -31048317.351755 nChanged 9 Iteration 53Q (3731.100000 sec): 20 clusters Score: Raw -31086770.909393 + Penalty 38446.668442 = -31048324.240952 nChanged 11 Iteration 54Q (3737.690000 sec): 20 clusters Score: Raw -31086778.971641 + Penalty 38446.668442 = -31048332.303200 nChanged 7 Iteration 55Q (3744.340000 sec): 20 clusters Score: Raw -31086786.128572 + Penalty 38446.668442 = -31048339.460131 nChanged 5 Iteration 56Q (3750.930000 sec): 20 clusters Score: Raw -31086789.989384 + Penalty 38446.668442 = -31048343.320943 nChanged 4 Iteration 57Q (3758.970000 sec): 20 clusters Score: Raw -31086791.085391 + Penalty 38446.668442 = -31048344.416950 nChanged 2 Iteration 58Q (3766.200000 sec): 20 clusters Score: Raw -31086791.159668 + Penalty 38446.668442 = -31048344.491226 nChanged 5 Writing temp clu file Because OldScore, -31048344.416950, is greater than current (better) Score,-31048344.491226 Compute initial score before splitting: Score: Raw -31086791.159668 + Penalty 38446.668442 = -31048344.491226 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 1 (211257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.240000 sec): 2 clusters Score: Raw -25844430.945405 + Penalty 1992.384986 = -25842438.560419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.440000 sec): 3 clusters Score: Raw -25704291.873467 + Penalty 3984.769971 = -25700307.103495 nChanged 102423 SP:Iteration 1F (3769.570000 sec): 3 clusters Score: Raw -25765644.433220 + Penalty 3984.769971 = -25761659.663249 nChanged 5885 SP:Iteration 2Q (3770.780000 sec): 3 clusters Score: Raw -25767226.651295 + Penalty 3984.769971 = -25763241.881324 nChanged 7166 SP:Iteration 3Q (3772.080000 sec): 3 clusters Score: Raw -25769798.095223 + Penalty 3984.769971 = -25765813.325252 nChanged 9313 SP:Iteration 4Q (3773.300000 sec): 3 clusters Score: Raw -25774300.788377 + Penalty 3984.769971 = -25770316.018406 nChanged 12573 SP:Iteration 5F (3774.520000 sec): 3 clusters Score: Raw -25782322.334149 + Penalty 3984.769971 = -25778337.564178 nChanged 16365 SP:Iteration 6F (3775.620000 sec): 3 clusters Score: Raw -25795272.680718 + Penalty 3984.769971 = -25791287.910747 nChanged 18505 SP:Iteration 7F (3776.800000 sec): 3 clusters Score: Raw -25812089.704740 + Penalty 3984.769971 = -25808104.934769 nChanged 16427 SP:Iteration 8F (3778.100000 sec): 3 clusters Score: Raw -25827852.393610 + Penalty 3984.769971 = -25823867.623639 nChanged 10520 SP:Iteration 9Q (3779.460000 sec): 3 clusters Score: Raw -25837764.207730 + Penalty 3984.769971 = -25833779.437759 nChanged 4972 SP:Iteration 10Q (3780.700000 sec): 3 clusters Score: Raw -25842236.293089 + Penalty 3984.769971 = -25838251.523118 nChanged 1915 SP:Iteration 11Q (3781.700000 sec): 3 clusters Score: Raw -25843935.137410 + Penalty 3984.769971 = -25839950.367439 nChanged 604 SP:Iteration 12Q (3782.710000 sec): 3 clusters Score: Raw -25844454.158804 + Penalty 3984.769971 = -25840469.388833 nChanged 225 SP:Iteration 13Q (3783.700000 sec): 3 clusters Score: Raw -25844647.163741 + Penalty 3984.769971 = -25840662.393769 nChanged 109 SP:Iteration 14Q (3784.720000 sec): 3 clusters Score: Raw -25844739.619977 + Penalty 3984.769971 = -25840754.850006 nChanged 65 SP:Iteration 15Q (3785.830000 sec): 3 clusters Score: Raw -25844806.782723 + Penalty 3984.769971 = -25840822.012752 nChanged 43 SP:Iteration 16Q (3786.910000 sec): 3 clusters Score: Raw -25844846.103351 + Penalty 3984.769971 = -25840861.333380 nChanged 21 SP:Iteration 17Q (3787.830000 sec): 3 clusters Score: Raw -25844859.657006 + Penalty 3984.769971 = -25840874.887035 nChanged 17 SP:Iteration 18Q (3788.780000 sec): 3 clusters Score: Raw -25844873.193210 + Penalty 3984.769971 = -25840888.423238 nChanged 13 SP:Iteration 19Q (3789.810000 sec): 3 clusters Score: Raw -25844884.697420 + Penalty 3984.769971 = -25840899.927449 nChanged 11 SP:Iteration 20F (3790.940000 sec): 3 clusters Score: Raw -25844893.932308 + Penalty 3984.769971 = -25840909.162336 nChanged 13 SP:Iteration 21Q (3791.970000 sec): 3 clusters Score: Raw -25844905.156989 + Penalty 3984.769971 = -25840920.387018 nChanged 10 SP:Iteration 22Q (3793.100000 sec): 3 clusters Score: Raw -25844913.402419 + Penalty 3984.769971 = -25840928.632448 nChanged 11 SP:Iteration 23Q (3794.180000 sec): 3 clusters Score: Raw -25844920.261138 + Penalty 3984.769971 = -25840935.491167 nChanged 4 SP:Iteration 24Q (3795.150000 sec): 3 clusters Score: Raw -25844923.290071 + Penalty 3984.769971 = -25840938.520100 nChanged 8 SP:Iteration 25Q (3796.140000 sec): 3 clusters Score: Raw -25844928.316036 + Penalty 3984.769971 = -25840943.546065 nChanged 10 SP:Iteration 26Q (3797.200000 sec): 3 clusters Score: Raw -25844936.338101 + Penalty 3984.769971 = -25840951.568130 nChanged 13 SP:Iteration 27Q (3798.140000 sec): 3 clusters Score: Raw -25844946.097987 + Penalty 3984.769971 = -25840961.328015 nChanged 12 SP:Iteration 28Q (3799.170000 sec): 3 clusters Score: Raw -25844955.954144 + Penalty 3984.769971 = -25840971.184173 nChanged 8 SP:Iteration 29Q (3800.200000 sec): 3 clusters Score: Raw -25844963.162794 + Penalty 3984.769971 = -25840978.392823 nChanged 4 SP:Iteration 30Q (3801.150000 sec): 3 clusters Score: Raw -25844965.355800 + Penalty 3984.769971 = -25840980.585829 nChanged 2 SP:Iteration 31Q (3802.100000 sec): 3 clusters Score: Raw -25844967.447095 + Penalty 3984.769971 = -25840982.677124 nChanged 3 SP:Iteration 32Q (3803.080000 sec): 3 clusters Score: Raw -25844969.307588 + Penalty 3984.769971 = -25840984.537617 nChanged 1 SP:Iteration 33Q (3804.120000 sec): 3 clusters Score: Raw -25844969.540786 + Penalty 3984.769971 = -25840984.770815 nChanged 0 SP:Iteration 34F (3805.280000 sec): 3 clusters Score: Raw -25844969.540786 + Penalty 3984.769971 = -25840984.770815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 2 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3805.530000 sec): 2 clusters Score: Raw -32348.772017 + Penalty 920.794337 = -31427.977680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3805.710000 sec): 3 clusters Score: Raw -32389.538198 + Penalty 1841.588674 = -30547.949525 nChanged 59 SP:Iteration 1F (3805.850000 sec): 3 clusters Score: Raw -32547.632237 + Penalty 1841.588674 = -30706.043564 nChanged 19 SP:Iteration 2F (3806.050000 sec): 3 clusters Score: Raw -32637.117691 + Penalty 1841.588674 = -30795.529017 nChanged 14 SP:Iteration 3Q (3806.240000 sec): 3 clusters Score: Raw -32676.323130 + Penalty 1841.588674 = -30834.734457 nChanged 6 SP:Iteration 4Q (3806.410000 sec): 3 clusters Score: Raw -32693.302270 + Penalty 1841.588674 = -30851.713597 nChanged 5 SP:Iteration 5Q (3806.600000 sec): 3 clusters Score: Raw -32710.263302 + Penalty 1841.588674 = -30868.674629 nChanged 1 SP:Iteration 6Q (3806.800000 sec): 3 clusters Score: Raw -32711.412311 + Penalty 1841.588674 = -30869.823637 nChanged 2 SP:Iteration 7Q (3806.990000 sec): 3 clusters Score: Raw -32715.833515 + Penalty 1841.588674 = -30874.244841 nChanged 0 SP:Iteration 8F (3807.120000 sec): 3 clusters Score: Raw -32715.833515 + Penalty 1841.588674 = -30874.244841 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 3 (814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3807.210000 sec): 2 clusters Score: Raw -95257.314802 + Penalty 1089.068559 = -94168.246242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3807.370000 sec): 3 clusters Score: Raw -95039.812047 + Penalty 2178.137119 = -92861.674928 nChanged 210 SP:Iteration 1F (3807.540000 sec): 3 clusters Score: Raw -95316.863488 + Penalty 2178.137119 = -93138.726369 nChanged 72 SP:Iteration 2F (3807.670000 sec): 3 clusters Score: Raw -95408.218251 + Penalty 2178.137119 = -93230.081132 nChanged 34 SP:Iteration 3Q (3807.790000 sec): 3 clusters Score: Raw -95455.511636 + Penalty 2178.137119 = -93277.374517 nChanged 19 SP:Iteration 4Q (3807.990000 sec): 3 clusters Score: Raw -95479.242461 + Penalty 2178.137119 = -93301.105342 nChanged 18 SP:Iteration 5Q (3808.160000 sec): 3 clusters Score: Raw -95503.625090 + Penalty 2178.137119 = -93325.487971 nChanged 16 SP:Iteration 6Q (3808.330000 sec): 3 clusters Score: Raw -95540.629840 + Penalty 2178.137119 = -93362.492721 nChanged 13 SP:Iteration 7Q (3808.530000 sec): 3 clusters Score: Raw -95555.272569 + Penalty 2178.137119 = -93377.135450 nChanged 6 SP:Iteration 8Q (3808.660000 sec): 3 clusters Score: Raw -95561.810164 + Penalty 2178.137119 = -93383.673046 nChanged 4 SP:Iteration 9Q (3808.800000 sec): 3 clusters Score: Raw -95565.330594 + Penalty 2178.137119 = -93387.193476 nChanged 3 SP:Iteration 10Q (3808.930000 sec): 3 clusters Score: Raw -95567.817899 + Penalty 2178.137119 = -93389.680780 nChanged 4 SP:Iteration 11Q (3809.060000 sec): 3 clusters Score: Raw -95573.133391 + Penalty 2178.137119 = -93394.996272 nChanged 5 SP:Iteration 12Q (3809.210000 sec): 3 clusters Score: Raw -95580.099355 + Penalty 2178.137119 = -93401.962236 nChanged 5 SP:Iteration 13Q (3809.410000 sec): 3 clusters Score: Raw -95586.462985 + Penalty 2178.137119 = -93408.325866 nChanged 7 SP:Iteration 14Q (3809.580000 sec): 3 clusters Score: Raw -95593.852650 + Penalty 2178.137119 = -93415.715531 nChanged 6 SP:Iteration 15Q (3809.760000 sec): 3 clusters Score: Raw -95598.331635 + Penalty 2178.137119 = -93420.194516 nChanged 4 SP:Iteration 16Q (3809.890000 sec): 3 clusters Score: Raw -95602.478466 + Penalty 2178.137119 = -93424.341347 nChanged 3 SP:Iteration 17Q (3810.070000 sec): 3 clusters Score: Raw -95604.794050 + Penalty 2178.137119 = -93426.656931 nChanged 2 SP:Iteration 18Q (3810.210000 sec): 3 clusters Score: Raw -95606.145695 + Penalty 2178.137119 = -93428.008576 nChanged 2 SP:Iteration 19Q (3810.330000 sec): 3 clusters Score: Raw -95608.079050 + Penalty 2178.137119 = -93429.941931 nChanged 0 SP:Iteration 20F (3810.460000 sec): 3 clusters Score: Raw -95608.079050 + Penalty 2178.137119 = -93429.941931 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 4 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3810.550000 sec): 2 clusters Score: Raw -18821.549785 + Penalty 850.055150 = -17971.494635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3810.730000 sec): 3 clusters Score: Raw -19028.160168 + Penalty 1700.110300 = -17328.049867 nChanged 30 SP:Iteration 1F (3810.870000 sec): 3 clusters Score: Raw -19219.051529 + Penalty 1700.110300 = -17518.941229 nChanged 5 SP:Iteration 2Q (3811.110000 sec): 3 clusters Score: Raw -19247.647030 + Penalty 1700.110300 = -17547.536730 nChanged 4 SP:Iteration 3Q (3811.230000 sec): 3 clusters Score: Raw -19260.461578 + Penalty 1700.110300 = -17560.351278 nChanged 2 SP:Iteration 4Q (3811.390000 sec): 3 clusters Score: Raw -19267.449057 + Penalty 1700.110300 = -17567.338757 nChanged 0 SP:Iteration 5F (3811.560000 sec): 3 clusters Score: Raw -19267.449057 + Penalty 1700.110300 = -17567.338757 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 5 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3811.670000 sec): 2 clusters Score: Raw -36540.868537 + Penalty 932.192998 = -35608.675539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3811.850000 sec): 3 clusters Score: Raw -36577.172147 + Penalty 1864.385997 = -34712.786150 nChanged 46 SP:Iteration 1F (3812.070000 sec): 3 clusters Score: Raw -36671.499129 + Penalty 1864.385997 = -34807.113132 nChanged 9 SP:Iteration 2Q (3812.230000 sec): 3 clusters Score: Raw -36695.332495 + Penalty 1864.385997 = -34830.946499 nChanged 2 SP:Iteration 3Q (3812.380000 sec): 3 clusters Score: Raw -36702.768532 + Penalty 1864.385997 = -34838.382536 nChanged 3 SP:Iteration 4Q (3812.510000 sec): 3 clusters Score: Raw -36711.875640 + Penalty 1864.385997 = -34847.489643 nChanged 3 SP:Iteration 5Q (3812.690000 sec): 3 clusters Score: Raw -36720.241861 + Penalty 1864.385997 = -34855.855864 nChanged 0 SP:Iteration 6F (3812.840000 sec): 3 clusters Score: Raw -36720.241861 + Penalty 1864.385997 = -34855.855864 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 6 (1866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3812.920000 sec): 2 clusters Score: Raw -216194.131973 + Penalty 1223.877262 = -214970.254711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3813.050000 sec): 3 clusters Score: Raw -215417.397763 + Penalty 2447.754524 = -212969.643239 nChanged 638 SP:Iteration 1F (3813.190000 sec): 3 clusters Score: Raw -215898.721617 + Penalty 2447.754524 = -213450.967093 nChanged 187 SP:Iteration 2F (3813.320000 sec): 3 clusters Score: Raw -216083.531160 + Penalty 2447.754524 = -213635.776636 nChanged 125 SP:Iteration 3F (3813.520000 sec): 3 clusters Score: Raw -216237.262436 + Penalty 2447.754524 = -213789.507912 nChanged 102 SP:Iteration 4F (3813.720000 sec): 3 clusters Score: Raw -216403.910785 + Penalty 2447.754524 = -213956.156261 nChanged 104 SP:Iteration 5F (3813.900000 sec): 3 clusters Score: Raw -216545.982020 + Penalty 2447.754524 = -214098.227496 nChanged 102 SP:Iteration 6F (3814.040000 sec): 3 clusters Score: Raw -216689.180766 + Penalty 2447.754524 = -214241.426242 nChanged 90 SP:Iteration 7Q (3814.250000 sec): 3 clusters Score: Raw -216812.169163 + Penalty 2447.754524 = -214364.414639 nChanged 72 SP:Iteration 8Q (3814.460000 sec): 3 clusters Score: Raw -216908.866266 + Penalty 2447.754524 = -214461.111742 nChanged 56 SP:Iteration 9Q (3814.680000 sec): 3 clusters Score: Raw -216989.731560 + Penalty 2447.754524 = -214541.977036 nChanged 45 SP:Iteration 10Q (3814.870000 sec): 3 clusters Score: Raw -217044.694118 + Penalty 2447.754524 = -214596.939594 nChanged 37 SP:Iteration 11Q (3815.060000 sec): 3 clusters Score: Raw -217098.337288 + Penalty 2447.754524 = -214650.582764 nChanged 38 SP:Iteration 12Q (3815.250000 sec): 3 clusters Score: Raw -217143.709149 + Penalty 2447.754524 = -214695.954625 nChanged 31 SP:Iteration 13Q (3815.370000 sec): 3 clusters Score: Raw -217210.555895 + Penalty 2447.754524 = -214762.801371 nChanged 25 SP:Iteration 14Q (3815.550000 sec): 3 clusters Score: Raw -217266.600476 + Penalty 2447.754524 = -214818.845952 nChanged 21 SP:Iteration 15Q (3815.700000 sec): 3 clusters Score: Raw -217284.106110 + Penalty 2447.754524 = -214836.351586 nChanged 9 SP:Iteration 16Q (3815.860000 sec): 3 clusters Score: Raw -217294.103204 + Penalty 2447.754524 = -214846.348680 nChanged 9 SP:Iteration 17Q (3816.030000 sec): 3 clusters Score: Raw -217300.927160 + Penalty 2447.754524 = -214853.172636 nChanged 7 SP:Iteration 18Q (3816.190000 sec): 3 clusters Score: Raw -217304.022188 + Penalty 2447.754524 = -214856.267664 nChanged 2 SP:Iteration 19Q (3816.340000 sec): 3 clusters Score: Raw -217305.285646 + Penalty 2447.754524 = -214857.531122 nChanged 2 SP:Iteration 20F (3816.500000 sec): 3 clusters Score: Raw -217306.493883 + Penalty 2447.754524 = -214858.739359 nChanged 2 SP:Iteration 21Q (3816.650000 sec): 3 clusters Score: Raw -217306.809342 + Penalty 2447.754524 = -214859.054818 nChanged 0 SP:Iteration 22F (3816.800000 sec): 3 clusters Score: Raw -217306.809342 + Penalty 2447.754524 = -214859.054818 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 7 (23901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3817.050000 sec): 2 clusters Score: Raw -2865483.936014 + Penalty 1638.272281 = -2863845.663733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.370000 sec): 3 clusters Score: Raw -2851043.935230 + Penalty 3276.544563 = -2847767.390667 nChanged 10810 SP:Iteration 1F (3817.680000 sec): 3 clusters Score: Raw -2856845.108692 + Penalty 3276.544563 = -2853568.564129 nChanged 1141 SP:Iteration 2Q (3818.060000 sec): 3 clusters Score: Raw -2857244.410575 + Penalty 3276.544563 = -2853967.866012 nChanged 1035 SP:Iteration 3Q (3818.350000 sec): 3 clusters Score: Raw -2857662.350647 + Penalty 3276.544563 = -2854385.806084 nChanged 1074 SP:Iteration 4Q (3818.650000 sec): 3 clusters Score: Raw -2858206.149546 + Penalty 3276.544563 = -2854929.604983 nChanged 1193 SP:Iteration 5Q (3818.960000 sec): 3 clusters Score: Raw -2858867.722089 + Penalty 3276.544563 = -2855591.177526 nChanged 1352 SP:Iteration 6F (3819.280000 sec): 3 clusters Score: Raw -2859760.115740 + Penalty 3276.544563 = -2856483.571177 nChanged 1453 SP:Iteration 7F (3819.610000 sec): 3 clusters Score: Raw -2860838.061541 + Penalty 3276.544563 = -2857561.516978 nChanged 1395 SP:Iteration 8F (3819.950000 sec): 3 clusters Score: Raw -2861963.755557 + Penalty 3276.544563 = -2858687.210994 nChanged 1323 SP:Iteration 9F (3820.310000 sec): 3 clusters Score: Raw -2862896.271858 + Penalty 3276.544563 = -2859619.727295 nChanged 1104 SP:Iteration 10Q (3820.710000 sec): 3 clusters Score: Raw -2863510.583199 + Penalty 3276.544563 = -2860234.038637 nChanged 891 SP:Iteration 11Q (3821.040000 sec): 3 clusters Score: Raw -2863888.714954 + Penalty 3276.544563 = -2860612.170391 nChanged 624 SP:Iteration 12Q (3821.320000 sec): 3 clusters Score: Raw -2864118.740247 + Penalty 3276.544563 = -2860842.195685 nChanged 482 SP:Iteration 13Q (3821.670000 sec): 3 clusters Score: Raw -2864288.875520 + Penalty 3276.544563 = -2861012.330957 nChanged 437 SP:Iteration 14Q (3822.020000 sec): 3 clusters Score: Raw -2864450.826706 + Penalty 3276.544563 = -2861174.282143 nChanged 414 SP:Iteration 15Q (3822.330000 sec): 3 clusters Score: Raw -2864599.249993 + Penalty 3276.544563 = -2861322.705430 nChanged 412 SP:Iteration 16Q (3822.590000 sec): 3 clusters Score: Raw -2864754.036733 + Penalty 3276.544563 = -2861477.492170 nChanged 402 SP:Iteration 17Q (3822.870000 sec): 3 clusters Score: Raw -2864907.248960 + Penalty 3276.544563 = -2861630.704397 nChanged 384 SP:Iteration 18Q (3823.150000 sec): 3 clusters Score: Raw -2865052.367972 + Penalty 3276.544563 = -2861775.823409 nChanged 340 SP:Iteration 19Q (3823.530000 sec): 3 clusters Score: Raw -2865195.884338 + Penalty 3276.544563 = -2861919.339775 nChanged 321 SP:Iteration 20F (3823.900000 sec): 3 clusters Score: Raw -2865331.711272 + Penalty 3276.544563 = -2862055.166709 nChanged 297 SP:Iteration 21Q (3824.160000 sec): 3 clusters Score: Raw -2865461.391731 + Penalty 3276.544563 = -2862184.847169 nChanged 260 SP:Iteration 22Q (3824.510000 sec): 3 clusters Score: Raw -2865569.100972 + Penalty 3276.544563 = -2862292.556409 nChanged 236 SP:Iteration 23Q (3824.770000 sec): 3 clusters Score: Raw -2865662.190340 + Penalty 3276.544563 = -2862385.645777 nChanged 190 SP:Iteration 24Q (3825.090000 sec): 3 clusters Score: Raw -2865731.014250 + Penalty 3276.544563 = -2862454.469687 nChanged 169 SP:Iteration 25Q (3825.360000 sec): 3 clusters Score: Raw -2865794.190417 + Penalty 3276.544563 = -2862517.645854 nChanged 157 SP:Iteration 26Q (3825.660000 sec): 3 clusters Score: Raw -2865853.408978 + Penalty 3276.544563 = -2862576.864416 nChanged 130 SP:Iteration 27Q (3825.940000 sec): 3 clusters Score: Raw -2865906.623066 + Penalty 3276.544563 = -2862630.078503 nChanged 122 SP:Iteration 28Q (3826.220000 sec): 3 clusters Score: Raw -2865953.250127 + Penalty 3276.544563 = -2862676.705565 nChanged 106 SP:Iteration 29Q (3826.510000 sec): 3 clusters Score: Raw -2865994.827371 + Penalty 3276.544563 = -2862718.282808 nChanged 95 SP:Iteration 30Q (3826.820000 sec): 3 clusters Score: Raw -2866031.044908 + Penalty 3276.544563 = -2862754.500345 nChanged 79 SP:Iteration 31Q (3827.130000 sec): 3 clusters Score: Raw -2866061.423213 + Penalty 3276.544563 = -2862784.878650 nChanged 69 SP:Iteration 32Q (3827.430000 sec): 3 clusters Score: Raw -2866084.612923 + Penalty 3276.544563 = -2862808.068360 nChanged 53 SP:Iteration 33Q (3827.770000 sec): 3 clusters Score: Raw -2866100.700700 + Penalty 3276.544563 = -2862824.156137 nChanged 36 SP:Iteration 34Q (3828.060000 sec): 3 clusters Score: Raw -2866111.353121 + Penalty 3276.544563 = -2862834.808558 nChanged 44 SP:Iteration 35Q (3828.440000 sec): 3 clusters Score: Raw -2866125.231089 + Penalty 3276.544563 = -2862848.686526 nChanged 38 SP:Iteration 36Q (3828.770000 sec): 3 clusters Score: Raw -2866136.150347 + Penalty 3276.544563 = -2862859.605784 nChanged 30 SP:Iteration 37Q (3829.000000 sec): 3 clusters Score: Raw -2866146.170438 + Penalty 3276.544563 = -2862869.625875 nChanged 29 SP:Iteration 38Q (3829.310000 sec): 3 clusters Score: Raw -2866154.802098 + Penalty 3276.544563 = -2862878.257535 nChanged 21 SP:Iteration 39Q (3829.600000 sec): 3 clusters Score: Raw -2866160.679461 + Penalty 3276.544563 = -2862884.134898 nChanged 14 SP:Iteration 40F (3829.860000 sec): 3 clusters Score: Raw -2866164.229351 + Penalty 3276.544563 = -2862887.684788 nChanged 12 SP:Iteration 41Q (3830.170000 sec): 3 clusters Score: Raw -2866166.728141 + Penalty 3276.544563 = -2862890.183578 nChanged 7 SP:Iteration 42Q (3830.450000 sec): 3 clusters Score: Raw -2866168.078655 + Penalty 3276.544563 = -2862891.534092 nChanged 5 SP:Iteration 43Q (3830.700000 sec): 3 clusters Score: Raw -2866169.035752 + Penalty 3276.544563 = -2862892.491189 nChanged 6 SP:Iteration 44Q (3831.030000 sec): 3 clusters Score: Raw -2866170.667002 + Penalty 3276.544563 = -2862894.122439 nChanged 8 SP:Iteration 45Q (3831.290000 sec): 3 clusters Score: Raw -2866173.064092 + Penalty 3276.544563 = -2862896.519529 nChanged 14 SP:Iteration 46Q (3831.550000 sec): 3 clusters Score: Raw -2866176.022746 + Penalty 3276.544563 = -2862899.478184 nChanged 10 SP:Iteration 47Q (3831.860000 sec): 3 clusters Score: Raw -2866178.972187 + Penalty 3276.544563 = -2862902.427624 nChanged 8 SP:Iteration 48Q (3832.170000 sec): 3 clusters Score: Raw -2866180.541525 + Penalty 3276.544563 = -2862903.996962 nChanged 13 SP:Iteration 49Q (3832.470000 sec): 3 clusters Score: Raw -2866183.851485 + Penalty 3276.544563 = -2862907.306923 nChanged 8 SP:Iteration 50Q (3832.790000 sec): 3 clusters Score: Raw -2866186.078508 + Penalty 3276.544563 = -2862909.533945 nChanged 11 SP:Iteration 51Q (3833.080000 sec): 3 clusters Score: Raw -2866189.913083 + Penalty 3276.544563 = -2862913.368521 nChanged 14 SP:Iteration 52Q (3833.410000 sec): 3 clusters Score: Raw -2866193.808767 + Penalty 3276.544563 = -2862917.264204 nChanged 15 SP:Iteration 53Q (3833.680000 sec): 3 clusters Score: Raw -2866198.701018 + Penalty 3276.544563 = -2862922.156455 nChanged 16 SP:Iteration 54Q (3834.030000 sec): 3 clusters Score: Raw -2866201.955749 + Penalty 3276.544563 = -2862925.411186 nChanged 12 SP:Iteration 55Q (3834.300000 sec): 3 clusters Score: Raw -2866204.932306 + Penalty 3276.544563 = -2862928.387743 nChanged 11 SP:Iteration 56Q (3834.550000 sec): 3 clusters Score: Raw -2866207.405908 + Penalty 3276.544563 = -2862930.861346 nChanged 8 SP:Iteration 57Q (3834.850000 sec): 3 clusters Score: Raw -2866209.124556 + Penalty 3276.544563 = -2862932.579994 nChanged 10 SP:Iteration 58Q (3835.110000 sec): 3 clusters Score: Raw -2866211.036036 + Penalty 3276.544563 = -2862934.491473 nChanged 5 SP:Iteration 59Q (3835.460000 sec): 3 clusters Score: Raw -2866212.235056 + Penalty 3276.544563 = -2862935.690494 nChanged 5 SP:Iteration 60F (3835.760000 sec): 3 clusters Score: Raw -2866212.988389 + Penalty 3276.544563 = -2862936.443826 nChanged 2 SP:Iteration 61Q (3836.070000 sec): 3 clusters Score: Raw -2866213.474981 + Penalty 3276.544563 = -2862936.930418 nChanged 2 SP:Iteration 62Q (3836.310000 sec): 3 clusters Score: Raw -2866213.740444 + Penalty 3276.544563 = -2862937.195881 nChanged 0 SP:Iteration 63F (3836.580000 sec): 3 clusters Score: Raw -2866213.740444 + Penalty 3276.544563 = -2862937.195881 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 8 (11554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3836.730000 sec): 2 clusters Score: Raw -1494963.904916 + Penalty 1520.152884 = -1493443.752032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3836.930000 sec): 3 clusters Score: Raw -1488400.421616 + Penalty 3040.305767 = -1485360.115848 nChanged 4935 SP:Iteration 1F (3837.160000 sec): 3 clusters Score: Raw -1491142.132442 + Penalty 3040.305767 = -1488101.826674 nChanged 629 SP:Iteration 2F (3837.370000 sec): 3 clusters Score: Raw -1491414.229094 + Penalty 3040.305767 = -1488373.923327 nChanged 563 SP:Iteration 3Q (3837.590000 sec): 3 clusters Score: Raw -1491675.966330 + Penalty 3040.305767 = -1488635.660562 nChanged 542 SP:Iteration 4Q (3837.790000 sec): 3 clusters Score: Raw -1491958.342922 + Penalty 3040.305767 = -1488918.037155 nChanged 567 SP:Iteration 5Q (3838.020000 sec): 3 clusters Score: Raw -1492294.536695 + Penalty 3040.305767 = -1489254.230928 nChanged 608 SP:Iteration 6F (3838.200000 sec): 3 clusters Score: Raw -1492709.495946 + Penalty 3040.305767 = -1489669.190179 nChanged 646 SP:Iteration 7F (3838.400000 sec): 3 clusters Score: Raw -1493236.593374 + Penalty 3040.305767 = -1490196.287607 nChanged 700 SP:Iteration 8F (3838.660000 sec): 3 clusters Score: Raw -1493871.851838 + Penalty 3040.305767 = -1490831.546071 nChanged 593 SP:Iteration 9F (3838.890000 sec): 3 clusters Score: Raw -1494429.227337 + Penalty 3040.305767 = -1491388.921569 nChanged 443 SP:Iteration 10Q (3839.170000 sec): 3 clusters Score: Raw -1494895.830038 + Penalty 3040.305767 = -1491855.524271 nChanged 321 SP:Iteration 11Q (3839.390000 sec): 3 clusters Score: Raw -1495295.685060 + Penalty 3040.305767 = -1492255.379292 nChanged 222 SP:Iteration 12Q (3839.640000 sec): 3 clusters Score: Raw -1495583.159347 + Penalty 3040.305767 = -1492542.853579 nChanged 133 SP:Iteration 13Q (3839.950000 sec): 3 clusters Score: Raw -1495766.339692 + Penalty 3040.305767 = -1492726.033925 nChanged 94 SP:Iteration 14Q (3840.200000 sec): 3 clusters Score: Raw -1495916.880271 + Penalty 3040.305767 = -1492876.574504 nChanged 66 SP:Iteration 15Q (3840.450000 sec): 3 clusters Score: Raw -1496033.301906 + Penalty 3040.305767 = -1492992.996139 nChanged 50 SP:Iteration 16Q (3840.660000 sec): 3 clusters Score: Raw -1496116.164547 + Penalty 3040.305767 = -1493075.858780 nChanged 33 SP:Iteration 17Q (3840.940000 sec): 3 clusters Score: Raw -1496166.209118 + Penalty 3040.305767 = -1493125.903351 nChanged 18 SP:Iteration 18Q (3841.130000 sec): 3 clusters Score: Raw -1496194.353637 + Penalty 3040.305767 = -1493154.047870 nChanged 15 SP:Iteration 19Q (3841.390000 sec): 3 clusters Score: Raw -1496218.218317 + Penalty 3040.305767 = -1493177.912550 nChanged 12 SP:Iteration 20F (3841.690000 sec): 3 clusters Score: Raw -1496238.214615 + Penalty 3040.305767 = -1493197.908848 nChanged 8 SP:Iteration 21Q (3841.890000 sec): 3 clusters Score: Raw -1496250.923246 + Penalty 3040.305767 = -1493210.617479 nChanged 8 SP:Iteration 22Q (3842.120000 sec): 3 clusters Score: Raw -1496259.397104 + Penalty 3040.305767 = -1493219.091337 nChanged 2 SP:Iteration 23Q (3842.380000 sec): 3 clusters Score: Raw -1496262.318530 + Penalty 3040.305767 = -1493222.012763 nChanged 1 SP:Iteration 24Q (3842.640000 sec): 3 clusters Score: Raw -1496263.753641 + Penalty 3040.305767 = -1493223.447874 nChanged 1 SP:Iteration 25Q (3842.850000 sec): 3 clusters Score: Raw -1496264.533395 + Penalty 3040.305767 = -1493224.227628 nChanged 1 SP:Iteration 26Q (3843.050000 sec): 3 clusters Score: Raw -1496266.452911 + Penalty 3040.305767 = -1493226.147143 nChanged 2 SP:Iteration 27Q (3843.280000 sec): 3 clusters Score: Raw -1496268.507725 + Penalty 3040.305767 = -1493228.201958 nChanged 2 SP:Iteration 28Q (3843.490000 sec): 3 clusters Score: Raw -1496270.946920 + Penalty 3040.305767 = -1493230.641152 nChanged 2 SP:Iteration 29Q (3843.690000 sec): 3 clusters Score: Raw -1496275.815053 + Penalty 3040.305767 = -1493235.509286 nChanged 2 SP:Iteration 30Q (3843.910000 sec): 3 clusters Score: Raw -1496280.526526 + Penalty 3040.305767 = -1493240.220758 nChanged 2 SP:Iteration 31Q (3844.170000 sec): 3 clusters Score: Raw -1496282.304019 + Penalty 3040.305767 = -1493241.998252 nChanged 0 SP:Iteration 32F (3844.410000 sec): 3 clusters Score: Raw -1496282.304019 + Penalty 3040.305767 = -1493241.998252 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 9 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3844.510000 sec): 2 clusters Score: Raw -62200.489729 + Penalty 1010.198491 = -61190.291238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3844.720000 sec): 3 clusters Score: Raw -62136.658501 + Penalty 2020.396983 = -60116.261518 nChanged 105 SP:Iteration 1F (3844.950000 sec): 3 clusters Score: Raw -62289.349021 + Penalty 2020.396983 = -60268.952039 nChanged 28 SP:Iteration 2F (3845.200000 sec): 3 clusters Score: Raw -62353.043148 + Penalty 2020.396983 = -60332.646165 nChanged 17 SP:Iteration 3Q (3845.370000 sec): 3 clusters Score: Raw -62384.100479 + Penalty 2020.396983 = -60363.703496 nChanged 6 SP:Iteration 4Q (3845.520000 sec): 3 clusters Score: Raw -62398.515035 + Penalty 2020.396983 = -60378.118052 nChanged 3 SP:Iteration 5Q (3845.700000 sec): 3 clusters Score: Raw -62404.056056 + Penalty 2020.396983 = -60383.659073 nChanged 3 SP:Iteration 6Q (3845.860000 sec): 3 clusters Score: Raw -62407.308837 + Penalty 2020.396983 = -60386.911854 nChanged 1 SP:Iteration 7Q (3846.050000 sec): 3 clusters Score: Raw -62408.980519 + Penalty 2020.396983 = -60388.583536 nChanged 0 SP:Iteration 8F (3846.180000 sec): 3 clusters Score: Raw -62408.980519 + Penalty 2020.396983 = -60388.583536 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 10 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3846.230000 sec): 2 clusters Score: Raw -21646.716365 + Penalty 850.055150 = -20796.661215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3846.380000 sec): 3 clusters Score: Raw -21735.196336 + Penalty 1700.110300 = -20035.086035 nChanged 17 SP:Iteration 1F (3846.510000 sec): 3 clusters Score: Raw -21795.784189 + Penalty 1700.110300 = -20095.673888 nChanged 5 SP:Iteration 2Q (3846.600000 sec): 3 clusters Score: Raw -21832.628384 + Penalty 1700.110300 = -20132.518083 nChanged 1 SP:Iteration 3Q (3846.740000 sec): 3 clusters Score: Raw -21835.701725 + Penalty 1700.110300 = -20135.591424 nChanged 1 SP:Iteration 4Q (3846.880000 sec): 3 clusters Score: Raw -21839.851566 + Penalty 1700.110300 = -20139.741266 nChanged 0 SP:Iteration 5F (3847.020000 sec): 3 clusters Score: Raw -21839.851566 + Penalty 1700.110300 = -20139.741266 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 11 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3847.070000 sec): 2 clusters Score: Raw -21159.157405 + Penalty 867.349938 = -20291.807467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3847.260000 sec): 3 clusters Score: Raw -21546.721458 + Penalty 1734.699876 = -19812.021582 nChanged 46 SP:Iteration 1F (3847.400000 sec): 3 clusters Score: Raw -21712.576152 + Penalty 1734.699876 = -19977.876276 nChanged 11 SP:Iteration 2F (3847.540000 sec): 3 clusters Score: Raw -21815.820877 + Penalty 1734.699876 = -20081.121001 nChanged 9 SP:Iteration 3Q (3847.690000 sec): 3 clusters Score: Raw -21854.598490 + Penalty 1734.699876 = -20119.898615 nChanged 8 SP:Iteration 4Q (3847.840000 sec): 3 clusters Score: Raw -21880.527864 + Penalty 1734.699876 = -20145.827988 nChanged 4 SP:Iteration 5Q (3847.980000 sec): 3 clusters Score: Raw -21893.169217 + Penalty 1734.699876 = -20158.469341 nChanged 1 SP:Iteration 6Q (3848.080000 sec): 3 clusters Score: Raw -21897.437585 + Penalty 1734.699876 = -20162.737709 nChanged 1 SP:Iteration 7Q (3848.220000 sec): 3 clusters Score: Raw -21899.448904 + Penalty 1734.699876 = -20164.749028 nChanged 0 SP:Iteration 8F (3848.360000 sec): 3 clusters Score: Raw -21899.448904 + Penalty 1734.699876 = -20164.749028 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 12 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3848.410000 sec): 2 clusters Score: Raw -85681.489887 + Penalty 1063.385675 = -84618.104213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3848.560000 sec): 3 clusters Score: Raw -85543.073941 + Penalty 2126.771350 = -83416.302591 nChanged 180 SP:Iteration 1F (3848.700000 sec): 3 clusters Score: Raw -85763.430881 + Penalty 2126.771350 = -83636.659531 nChanged 47 SP:Iteration 2F (3848.850000 sec): 3 clusters Score: Raw -85844.143949 + Penalty 2126.771350 = -83717.372599 nChanged 35 SP:Iteration 3F (3849.030000 sec): 3 clusters Score: Raw -85904.101206 + Penalty 2126.771350 = -83777.329856 nChanged 28 SP:Iteration 4Q (3849.270000 sec): 3 clusters Score: Raw -85953.879758 + Penalty 2126.771350 = -83827.108409 nChanged 30 SP:Iteration 5Q (3849.460000 sec): 3 clusters Score: Raw -86007.522524 + Penalty 2126.771350 = -83880.751174 nChanged 26 SP:Iteration 6Q (3849.660000 sec): 3 clusters Score: Raw -86058.576089 + Penalty 2126.771350 = -83931.804739 nChanged 27 SP:Iteration 7Q (3849.890000 sec): 3 clusters Score: Raw -86118.556808 + Penalty 2126.771350 = -83991.785458 nChanged 19 SP:Iteration 8Q (3850.040000 sec): 3 clusters Score: Raw -86165.687682 + Penalty 2126.771350 = -84038.916332 nChanged 19 SP:Iteration 9Q (3850.230000 sec): 3 clusters Score: Raw -86213.059377 + Penalty 2126.771350 = -84086.288028 nChanged 17 SP:Iteration 10Q (3850.440000 sec): 3 clusters Score: Raw -86257.310295 + Penalty 2126.771350 = -84130.538945 nChanged 15 SP:Iteration 11Q (3850.650000 sec): 3 clusters Score: Raw -86312.240097 + Penalty 2126.771350 = -84185.468747 nChanged 16 SP:Iteration 12Q (3850.830000 sec): 3 clusters Score: Raw -86360.317289 + Penalty 2126.771350 = -84233.545939 nChanged 14 SP:Iteration 13Q (3851.050000 sec): 3 clusters Score: Raw -86400.378107 + Penalty 2126.771350 = -84273.606757 nChanged 13 SP:Iteration 14Q (3851.260000 sec): 3 clusters Score: Raw -86424.728676 + Penalty 2126.771350 = -84297.957326 nChanged 8 SP:Iteration 15Q (3851.430000 sec): 3 clusters Score: Raw -86440.585532 + Penalty 2126.771350 = -84313.814182 nChanged 7 SP:Iteration 16Q (3851.650000 sec): 3 clusters Score: Raw -86452.923884 + Penalty 2126.771350 = -84326.152534 nChanged 6 SP:Iteration 17Q (3851.880000 sec): 3 clusters Score: Raw -86463.692073 + Penalty 2126.771350 = -84336.920723 nChanged 1 SP:Iteration 18Q (3852.110000 sec): 3 clusters Score: Raw -86465.347985 + Penalty 2126.771350 = -84338.576635 nChanged 2 SP:Iteration 19Q (3852.330000 sec): 3 clusters Score: Raw -86467.745629 + Penalty 2126.771350 = -84340.974279 nChanged 1 SP:Iteration 20F (3852.540000 sec): 3 clusters Score: Raw -86469.717422 + Penalty 2126.771350 = -84342.946073 nChanged 1 SP:Iteration 21Q (3852.800000 sec): 3 clusters Score: Raw -86471.553220 + Penalty 2126.771350 = -84344.781870 nChanged 1 SP:Iteration 22Q (3853.040000 sec): 3 clusters Score: Raw -86474.116902 + Penalty 2126.771350 = -84347.345552 nChanged 1 SP:Iteration 23Q (3853.210000 sec): 3 clusters Score: Raw -86476.912994 + Penalty 2126.771350 = -84350.141644 nChanged 1 SP:Iteration 24Q (3853.360000 sec): 3 clusters Score: Raw -86480.004595 + Penalty 2126.771350 = -84353.233246 nChanged 2 SP:Iteration 25Q (3853.510000 sec): 3 clusters Score: Raw -86485.622062 + Penalty 2126.771350 = -84358.850712 nChanged 1 SP:Iteration 26Q (3853.670000 sec): 3 clusters Score: Raw -86487.141620 + Penalty 2126.771350 = -84360.370271 nChanged 0 SP:Iteration 27F (3853.810000 sec): 3 clusters Score: Raw -86487.141620 + Penalty 2126.771350 = -84360.370271 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 13 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3853.860000 sec): 2 clusters Score: Raw -21664.282178 + Penalty 843.855488 = -20820.426690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.000000 sec): 3 clusters Score: Raw -21722.782176 + Penalty 1687.710977 = -20035.071199 nChanged 16 SP:Iteration 1F (3854.100000 sec): 3 clusters Score: Raw -21767.240848 + Penalty 1687.710977 = -20079.529871 nChanged 3 SP:Iteration 2Q (3854.240000 sec): 3 clusters Score: Raw -21779.313797 + Penalty 1687.710977 = -20091.602821 nChanged 2 SP:Iteration 3Q (3854.390000 sec): 3 clusters Score: Raw -21787.643292 + Penalty 1687.710977 = -20099.932315 nChanged 0 SP:Iteration 4F (3854.490000 sec): 3 clusters Score: Raw -21787.643292 + Penalty 1687.710977 = -20099.932315 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 14 (641 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3854.590000 sec): 2 clusters Score: Raw -75945.365233 + Penalty 1050.242287 = -74895.122946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3854.690000 sec): 3 clusters Score: Raw -75793.271346 + Penalty 2100.484573 = -73692.786772 nChanged 145 SP:Iteration 1F (3854.840000 sec): 3 clusters Score: Raw -75956.593313 + Penalty 2100.484573 = -73856.108739 nChanged 38 SP:Iteration 2F (3854.970000 sec): 3 clusters Score: Raw -76019.444706 + Penalty 2100.484573 = -73918.960133 nChanged 26 SP:Iteration 3Q (3855.120000 sec): 3 clusters Score: Raw -76068.809920 + Penalty 2100.484573 = -73968.325346 nChanged 17 SP:Iteration 4Q (3855.210000 sec): 3 clusters Score: Raw -76099.310103 + Penalty 2100.484573 = -73998.825529 nChanged 11 SP:Iteration 5Q (3855.360000 sec): 3 clusters Score: Raw -76118.024835 + Penalty 2100.484573 = -74017.540262 nChanged 8 SP:Iteration 6Q (3855.500000 sec): 3 clusters Score: Raw -76136.712325 + Penalty 2100.484573 = -74036.227752 nChanged 7 SP:Iteration 7Q (3855.600000 sec): 3 clusters Score: Raw -76147.283327 + Penalty 2100.484573 = -74046.798753 nChanged 2 SP:Iteration 8Q (3855.760000 sec): 3 clusters Score: Raw -76150.332139 + Penalty 2100.484573 = -74049.847565 nChanged 4 SP:Iteration 9Q (3855.930000 sec): 3 clusters Score: Raw -76154.395831 + Penalty 2100.484573 = -74053.911258 nChanged 3 SP:Iteration 10Q (3856.080000 sec): 3 clusters Score: Raw -76159.763420 + Penalty 2100.484573 = -74059.278847 nChanged 3 SP:Iteration 11Q (3856.170000 sec): 3 clusters Score: Raw -76162.936743 + Penalty 2100.484573 = -74062.452169 nChanged 1 SP:Iteration 12Q (3856.320000 sec): 3 clusters Score: Raw -76164.858512 + Penalty 2100.484573 = -74064.373939 nChanged 2 SP:Iteration 13Q (3856.460000 sec): 3 clusters Score: Raw -76168.365946 + Penalty 2100.484573 = -74067.881372 nChanged 6 SP:Iteration 14Q (3856.560000 sec): 3 clusters Score: Raw -76177.272629 + Penalty 2100.484573 = -74076.788055 nChanged 3 SP:Iteration 15Q (3856.700000 sec): 3 clusters Score: Raw -76184.088141 + Penalty 2100.484573 = -74083.603567 nChanged 5 SP:Iteration 16Q (3856.800000 sec): 3 clusters Score: Raw -76205.165622 + Penalty 2100.484573 = -74104.681048 nChanged 12 SP:Iteration 17Q (3856.900000 sec): 3 clusters Score: Raw -76247.107276 + Penalty 2100.484573 = -74146.622703 nChanged 13 SP:Iteration 18Q (3857.090000 sec): 3 clusters Score: Raw -76278.904553 + Penalty 2100.484573 = -74178.419979 nChanged 9 SP:Iteration 19Q (3857.230000 sec): 3 clusters Score: Raw -76299.180310 + Penalty 2100.484573 = -74198.695737 nChanged 7 SP:Iteration 20F (3857.370000 sec): 3 clusters Score: Raw -76316.769897 + Penalty 2100.484573 = -74216.285324 nChanged 4 SP:Iteration 21Q (3857.520000 sec): 3 clusters Score: Raw -76324.397656 + Penalty 2100.484573 = -74223.913083 nChanged 3 SP:Iteration 22Q (3857.660000 sec): 3 clusters Score: Raw -76328.946467 + Penalty 2100.484573 = -74228.461893 nChanged 2 SP:Iteration 23Q (3857.820000 sec): 3 clusters Score: Raw -76330.526618 + Penalty 2100.484573 = -74230.042045 nChanged 1 SP:Iteration 24Q (3858.000000 sec): 3 clusters Score: Raw -76331.525390 + Penalty 2100.484573 = -74231.040817 nChanged 1 SP:Iteration 25Q (3858.140000 sec): 3 clusters Score: Raw -76332.081317 + Penalty 2100.484573 = -74231.596743 nChanged 1 SP:Iteration 26Q (3858.280000 sec): 3 clusters Score: Raw -76332.985686 + Penalty 2100.484573 = -74232.501112 nChanged 0 SP:Iteration 27F (3858.440000 sec): 3 clusters Score: Raw -76332.985686 + Penalty 2100.484573 = -74232.501112 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 15 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.530000 sec): 2 clusters Score: Raw -85624.874887 + Penalty 1069.803999 = -84555.070889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.700000 sec): 3 clusters Score: Raw -85435.680172 + Penalty 2139.607997 = -83296.072175 nChanged 187 SP:Iteration 1F (3858.880000 sec): 3 clusters Score: Raw -85666.815054 + Penalty 2139.607997 = -83527.207057 nChanged 59 SP:Iteration 2F (3859.040000 sec): 3 clusters Score: Raw -85816.335263 + Penalty 2139.607997 = -83676.727266 nChanged 45 SP:Iteration 3F (3859.180000 sec): 3 clusters Score: Raw -85943.489867 + Penalty 2139.607997 = -83803.881870 nChanged 35 SP:Iteration 4Q (3859.360000 sec): 3 clusters Score: Raw -86014.543174 + Penalty 2139.607997 = -83874.935177 nChanged 31 SP:Iteration 5Q (3859.510000 sec): 3 clusters Score: Raw -86072.874155 + Penalty 2139.607997 = -83933.266158 nChanged 15 SP:Iteration 6Q (3859.700000 sec): 3 clusters Score: Raw -86108.989677 + Penalty 2139.607997 = -83969.381680 nChanged 15 SP:Iteration 7Q (3859.840000 sec): 3 clusters Score: Raw -86134.613886 + Penalty 2139.607997 = -83995.005888 nChanged 11 SP:Iteration 8Q (3859.980000 sec): 3 clusters Score: Raw -86162.204849 + Penalty 2139.607997 = -84022.596852 nChanged 16 SP:Iteration 9Q (3860.180000 sec): 3 clusters Score: Raw -86192.363770 + Penalty 2139.607997 = -84052.755773 nChanged 5 SP:Iteration 10Q (3860.350000 sec): 3 clusters Score: Raw -86206.966696 + Penalty 2139.607997 = -84067.358698 nChanged 10 SP:Iteration 11Q (3860.450000 sec): 3 clusters Score: Raw -86221.212060 + Penalty 2139.607997 = -84081.604063 nChanged 9 SP:Iteration 12Q (3860.600000 sec): 3 clusters Score: Raw -86234.180766 + Penalty 2139.607997 = -84094.572769 nChanged 6 SP:Iteration 13Q (3860.790000 sec): 3 clusters Score: Raw -86251.481961 + Penalty 2139.607997 = -84111.873963 nChanged 6 SP:Iteration 14Q (3860.930000 sec): 3 clusters Score: Raw -86272.531705 + Penalty 2139.607997 = -84132.923708 nChanged 9 SP:Iteration 15Q (3861.020000 sec): 3 clusters Score: Raw -86292.576255 + Penalty 2139.607997 = -84152.968258 nChanged 5 SP:Iteration 16Q (3861.120000 sec): 3 clusters Score: Raw -86298.686253 + Penalty 2139.607997 = -84159.078256 nChanged 2 SP:Iteration 17Q (3861.280000 sec): 3 clusters Score: Raw -86301.230706 + Penalty 2139.607997 = -84161.622709 nChanged 1 SP:Iteration 18Q (3861.420000 sec): 3 clusters Score: Raw -86302.359689 + Penalty 2139.607997 = -84162.751692 nChanged 0 SP:Iteration 19F (3861.560000 sec): 3 clusters Score: Raw -86302.359689 + Penalty 2139.607997 = -84162.751692 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 16 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3861.610000 sec): 2 clusters Score: Raw -52867.920782 + Penalty 995.616242 = -51872.304539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3861.750000 sec): 3 clusters Score: Raw -52817.189456 + Penalty 1991.232485 = -50825.956971 nChanged 109 SP:Iteration 1F (3861.850000 sec): 3 clusters Score: Raw -52993.951320 + Penalty 1991.232485 = -51002.718835 nChanged 24 SP:Iteration 2F (3861.990000 sec): 3 clusters Score: Raw -53060.689595 + Penalty 1991.232485 = -51069.457110 nChanged 15 SP:Iteration 3Q (3862.150000 sec): 3 clusters Score: Raw -53113.273583 + Penalty 1991.232485 = -51122.041098 nChanged 12 SP:Iteration 4Q (3862.310000 sec): 3 clusters Score: Raw -53160.378781 + Penalty 1991.232485 = -51169.146296 nChanged 13 SP:Iteration 5Q (3862.460000 sec): 3 clusters Score: Raw -53180.395896 + Penalty 1991.232485 = -51189.163411 nChanged 6 SP:Iteration 6Q (3862.600000 sec): 3 clusters Score: Raw -53193.870894 + Penalty 1991.232485 = -51202.638409 nChanged 10 SP:Iteration 7Q (3862.780000 sec): 3 clusters Score: Raw -53212.328976 + Penalty 1991.232485 = -51221.096491 nChanged 4 SP:Iteration 8Q (3862.940000 sec): 3 clusters Score: Raw -53219.510266 + Penalty 1991.232485 = -51228.277781 nChanged 3 SP:Iteration 9Q (3863.090000 sec): 3 clusters Score: Raw -53230.252869 + Penalty 1991.232485 = -51239.020385 nChanged 3 SP:Iteration 10Q (3863.180000 sec): 3 clusters Score: Raw -53234.767674 + Penalty 1991.232485 = -51243.535189 nChanged 1 SP:Iteration 11Q (3863.330000 sec): 3 clusters Score: Raw -53236.234002 + Penalty 1991.232485 = -51245.001517 nChanged 3 SP:Iteration 12Q (3863.480000 sec): 3 clusters Score: Raw -53241.434761 + Penalty 1991.232485 = -51250.202276 nChanged 3 SP:Iteration 13Q (3863.580000 sec): 3 clusters Score: Raw -53251.262909 + Penalty 1991.232485 = -51260.030424 nChanged 4 SP:Iteration 14Q (3863.720000 sec): 3 clusters Score: Raw -53264.013122 + Penalty 1991.232485 = -51272.780637 nChanged 6 SP:Iteration 15Q (3863.840000 sec): 3 clusters Score: Raw -53290.872215 + Penalty 1991.232485 = -51299.639730 nChanged 10 SP:Iteration 16Q (3863.980000 sec): 3 clusters Score: Raw -53314.115899 + Penalty 1991.232485 = -51322.883414 nChanged 10 SP:Iteration 17Q (3864.080000 sec): 3 clusters Score: Raw -53335.933384 + Penalty 1991.232485 = -51344.700899 nChanged 8 SP:Iteration 18Q (3864.230000 sec): 3 clusters Score: Raw -53356.366556 + Penalty 1991.232485 = -51365.134071 nChanged 6 SP:Iteration 19Q (3864.370000 sec): 3 clusters Score: Raw -53370.933588 + Penalty 1991.232485 = -51379.701103 nChanged 5 SP:Iteration 20F (3864.470000 sec): 3 clusters Score: Raw -53379.230163 + Penalty 1991.232485 = -51387.997678 nChanged 6 SP:Iteration 21Q (3864.610000 sec): 3 clusters Score: Raw -53389.468223 + Penalty 1991.232485 = -51398.235739 nChanged 3 SP:Iteration 22Q (3864.760000 sec): 3 clusters Score: Raw -53394.499070 + Penalty 1991.232485 = -51403.266586 nChanged 5 SP:Iteration 23Q (3864.850000 sec): 3 clusters Score: Raw -53402.247653 + Penalty 1991.232485 = -51411.015168 nChanged 3 SP:Iteration 24Q (3865.000000 sec): 3 clusters Score: Raw -53413.529055 + Penalty 1991.232485 = -51422.296570 nChanged 5 SP:Iteration 25Q (3865.140000 sec): 3 clusters Score: Raw -53430.072977 + Penalty 1991.232485 = -51438.840492 nChanged 6 SP:Iteration 26Q (3865.260000 sec): 3 clusters Score: Raw -53440.174361 + Penalty 1991.232485 = -51448.941876 nChanged 4 SP:Iteration 27Q (3865.460000 sec): 3 clusters Score: Raw -53456.687074 + Penalty 1991.232485 = -51465.454589 nChanged 3 SP:Iteration 28Q (3865.660000 sec): 3 clusters Score: Raw -53465.866012 + Penalty 1991.232485 = -51474.633527 nChanged 3 SP:Iteration 29Q (3865.850000 sec): 3 clusters Score: Raw -53474.699074 + Penalty 1991.232485 = -51483.466589 nChanged 5 SP:Iteration 30Q (3865.960000 sec): 3 clusters Score: Raw -53486.911420 + Penalty 1991.232485 = -51495.678935 nChanged 2 SP:Iteration 31Q (3866.120000 sec): 3 clusters Score: Raw -53490.852750 + Penalty 1991.232485 = -51499.620266 nChanged 1 SP:Iteration 32Q (3866.330000 sec): 3 clusters Score: Raw -53493.945673 + Penalty 1991.232485 = -51502.713189 nChanged 1 SP:Iteration 33Q (3866.500000 sec): 3 clusters Score: Raw -53498.628824 + Penalty 1991.232485 = -51507.396339 nChanged 1 SP:Iteration 34Q (3866.660000 sec): 3 clusters Score: Raw -53500.924732 + Penalty 1991.232485 = -51509.692247 nChanged 0 SP:Iteration 35F (3866.850000 sec): 3 clusters Score: Raw -53500.924732 + Penalty 1991.232485 = -51509.692247 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 17 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.950000 sec): 2 clusters Score: Raw -62760.677310 + Penalty 1017.181988 = -61743.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3867.100000 sec): 3 clusters Score: Raw -62705.593490 + Penalty 2034.363976 = -60671.229515 nChanged 119 SP:Iteration 1F (3867.220000 sec): 3 clusters Score: Raw -62858.386015 + Penalty 2034.363976 = -60824.022039 nChanged 30 SP:Iteration 2F (3867.400000 sec): 3 clusters Score: Raw -62906.344317 + Penalty 2034.363976 = -60871.980341 nChanged 11 SP:Iteration 3Q (3867.530000 sec): 3 clusters Score: Raw -62922.724247 + Penalty 2034.363976 = -60888.360271 nChanged 8 SP:Iteration 4Q (3867.670000 sec): 3 clusters Score: Raw -62934.860651 + Penalty 2034.363976 = -60900.496676 nChanged 0 SP:Iteration 5F (3867.810000 sec): 3 clusters Score: Raw -62934.860651 + Penalty 2034.363976 = -60900.496676 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 18 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3867.900000 sec): 2 clusters Score: Raw -73065.278494 + Penalty 1046.653813 = -72018.624681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3868.040000 sec): 3 clusters Score: Raw -72971.737130 + Penalty 2093.307626 = -70878.429505 nChanged 146 SP:Iteration 1F (3868.180000 sec): 3 clusters Score: Raw -73131.182498 + Penalty 2093.307626 = -71037.874873 nChanged 27 SP:Iteration 2Q (3868.320000 sec): 3 clusters Score: Raw -73175.000052 + Penalty 2093.307626 = -71081.692426 nChanged 23 SP:Iteration 3Q (3868.420000 sec): 3 clusters Score: Raw -73212.549287 + Penalty 2093.307626 = -71119.241661 nChanged 16 SP:Iteration 4Q (3868.560000 sec): 3 clusters Score: Raw -73237.438906 + Penalty 2093.307626 = -71144.131280 nChanged 13 SP:Iteration 5Q (3868.690000 sec): 3 clusters Score: Raw -73263.790932 + Penalty 2093.307626 = -71170.483306 nChanged 10 SP:Iteration 6Q (3868.830000 sec): 3 clusters Score: Raw -73277.667378 + Penalty 2093.307626 = -71184.359753 nChanged 6 SP:Iteration 7Q (3868.960000 sec): 3 clusters Score: Raw -73285.900802 + Penalty 2093.307626 = -71192.593176 nChanged 4 SP:Iteration 8Q (3869.100000 sec): 3 clusters Score: Raw -73289.400407 + Penalty 2093.307626 = -71196.092782 nChanged 5 SP:Iteration 9Q (3869.250000 sec): 3 clusters Score: Raw -73295.968839 + Penalty 2093.307626 = -71202.661213 nChanged 2 SP:Iteration 10Q (3869.380000 sec): 3 clusters Score: Raw -73297.650113 + Penalty 2093.307626 = -71204.342487 nChanged 1 SP:Iteration 11Q (3869.520000 sec): 3 clusters Score: Raw -73299.937919 + Penalty 2093.307626 = -71206.630293 nChanged 1 SP:Iteration 12Q (3869.650000 sec): 3 clusters Score: Raw -73300.808061 + Penalty 2093.307626 = -71207.500435 nChanged 0 SP:Iteration 13F (3869.830000 sec): 3 clusters Score: Raw -73300.808061 + Penalty 2093.307626 = -71207.500435 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 20 (913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.920000 sec): 2 clusters Score: Raw -106974.024140 + Penalty 1107.719581 = -105866.304560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.090000 sec): 3 clusters Score: Raw -106733.824448 + Penalty 2215.439161 = -104518.385286 nChanged 287 SP:Iteration 1F (3870.280000 sec): 3 clusters Score: Raw -107084.756406 + Penalty 2215.439161 = -104869.317245 nChanged 74 SP:Iteration 2F (3870.450000 sec): 3 clusters Score: Raw -107199.776012 + Penalty 2215.439161 = -104984.336851 nChanged 53 SP:Iteration 3F (3870.600000 sec): 3 clusters Score: Raw -107295.525231 + Penalty 2215.439161 = -105080.086070 nChanged 39 SP:Iteration 4Q (3870.750000 sec): 3 clusters Score: Raw -107395.484198 + Penalty 2215.439161 = -105180.045037 nChanged 28 SP:Iteration 5Q (3870.900000 sec): 3 clusters Score: Raw -107480.081638 + Penalty 2215.439161 = -105264.642476 nChanged 32 SP:Iteration 6Q (3871.030000 sec): 3 clusters Score: Raw -107585.314681 + Penalty 2215.439161 = -105369.875520 nChanged 30 SP:Iteration 7Q (3871.200000 sec): 3 clusters Score: Raw -107689.621239 + Penalty 2215.439161 = -105474.182078 nChanged 30 SP:Iteration 8Q (3871.370000 sec): 3 clusters Score: Raw -107826.960072 + Penalty 2215.439161 = -105611.520911 nChanged 19 SP:Iteration 9Q (3871.550000 sec): 3 clusters Score: Raw -107914.861533 + Penalty 2215.439161 = -105699.422371 nChanged 21 SP:Iteration 10Q (3871.680000 sec): 3 clusters Score: Raw -108087.031972 + Penalty 2215.439161 = -105871.592810 nChanged 17 SP:Iteration 11Q (3871.850000 sec): 3 clusters Score: Raw -108112.607202 + Penalty 2215.439161 = -105897.168040 nChanged 6 SP:Iteration 12Q (3871.990000 sec): 3 clusters Score: Raw -108122.043045 + Penalty 2215.439161 = -105906.603884 nChanged 3 SP:Iteration 13Q (3872.130000 sec): 3 clusters Score: Raw -108124.231015 + Penalty 2215.439161 = -105908.791854 nChanged 1 SP:Iteration 14Q (3872.270000 sec): 3 clusters Score: Raw -108124.873128 + Penalty 2215.439161 = -105909.433967 nChanged 1 SP:Iteration 15Q (3872.410000 sec): 3 clusters Score: Raw -108125.531431 + Penalty 2215.439161 = -105910.092270 nChanged 1 SP:Iteration 16Q (3872.560000 sec): 3 clusters Score: Raw -108125.821367 + Penalty 2215.439161 = -105910.382206 nChanged 0 SP:Iteration 17F (3872.700000 sec): 3 clusters Score: Raw -108125.821367 + Penalty 2215.439161 = -105910.382206 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Iteration 59Q (3882.760000 sec): 21 clusters Score: Raw -31087975.560818 + Penalty 40470.177307 = -31047505.383511 nChanged 38 Iteration 60F (3894.270000 sec): 21 clusters Score: Raw -31088038.229830 + Penalty 40470.177307 = -31047568.052523 nChanged 32 Iteration 61Q (3902.160000 sec): 21 clusters Score: Raw -31088117.659194 + Penalty 40470.177307 = -31047647.481887 nChanged 34 Iteration 62Q (3909.590000 sec): 21 clusters Score: Raw -31088209.145889 + Penalty 40470.177307 = -31047738.968582 nChanged 33 Iteration 63Q (3917.510000 sec): 21 clusters Score: Raw -31088292.912927 + Penalty 40470.177307 = -31047822.735620 nChanged 23 Iteration 64Q (3926.680000 sec): 21 clusters Score: Raw -31088372.283537 + Penalty 40470.177307 = -31047902.106230 nChanged 16 Iteration 65Q (3934.990000 sec): 21 clusters Score: Raw -31088396.754973 + Penalty 40470.177307 = -31047926.577666 nChanged 15 Iteration 66Q (3942.640000 sec): 21 clusters Score: Raw -31088408.751711 + Penalty 40470.177307 = -31047938.574404 nChanged 9 Iteration 67Q (3950.250000 sec): 21 clusters Score: Raw -31088411.445420 + Penalty 40470.177307 = -31047941.268113 nChanged 6 Iteration 68Q (3959.020000 sec): 21 clusters Score: Raw -31088413.828991 + Penalty 40470.177307 = -31047943.651684 nChanged 7 Iteration 69Q (3966.100000 sec): 21 clusters Score: Raw -31088422.064990 + Penalty 40470.177307 = -31047951.887683 nChanged 4 Iteration 70Q (3972.840000 sec): 21 clusters Score: Raw -31088423.167014 + Penalty 40470.177307 = -31047952.989707 nChanged 3 Iteration 71Q (3980.050000 sec): 21 clusters Score: Raw -31088424.755880 + Penalty 40470.177307 = -31047954.578573 nChanged 1 Iteration 72Q (3986.290000 sec): 21 clusters Score: Raw -31088425.211783 + Penalty 40470.177307 = -31047955.034476 nChanged 1 Iteration 73Q (3992.860000 sec): 21 clusters Score: Raw -31088426.370770 + Penalty 40470.177307 = -31047956.193463 nChanged 2 Iteration 74Q (3999.600000 sec): 21 clusters Score: Raw -31088427.371862 + Penalty 40470.177307 = -31047957.194555 nChanged 0 Iteration 75F (4010.620000 sec): 21 clusters Score: Raw -31088427.371862 + Penalty 40470.177307 = -31047957.194555 nChanged 0 Compute initial score before splitting: Score: Raw -31088427.371862 + Penalty 40470.177307 = -31047957.194555 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 1 (211207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4011.650000 sec): 2 clusters Score: Raw -25838439.018636 + Penalty 1992.346521 = -25836446.672115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4012.850000 sec): 3 clusters Score: Raw -25698188.442044 + Penalty 3984.693042 = -25694203.749002 nChanged 102488 SP:Iteration 1F (4014.060000 sec): 3 clusters Score: Raw -25760123.626682 + Penalty 3984.693042 = -25756138.933640 nChanged 8765 SP:Iteration 2Q (4015.270000 sec): 3 clusters Score: Raw -25763370.766810 + Penalty 3984.693042 = -25759386.073768 nChanged 12624 SP:Iteration 3F (4016.530000 sec): 3 clusters Score: Raw -25770138.707483 + Penalty 3984.693042 = -25766154.014442 nChanged 17566 SP:Iteration 4F (4017.710000 sec): 3 clusters Score: Raw -25783294.729865 + Penalty 3984.693042 = -25779310.036823 nChanged 21055 SP:Iteration 5F (4018.860000 sec): 3 clusters Score: Raw -25803567.188509 + Penalty 3984.693042 = -25799582.495468 nChanged 18921 SP:Iteration 6F (4019.960000 sec): 3 clusters Score: Raw -25824046.633074 + Penalty 3984.693042 = -25820061.940032 nChanged 10281 SP:Iteration 7Q (4021.160000 sec): 3 clusters Score: Raw -25834902.736609 + Penalty 3984.693042 = -25830918.043568 nChanged 3028 SP:Iteration 8Q (4022.330000 sec): 3 clusters Score: Raw -25837845.406985 + Penalty 3984.693042 = -25833860.713943 nChanged 598 SP:Iteration 9Q (4023.340000 sec): 3 clusters Score: Raw -25838429.714763 + Penalty 3984.693042 = -25834445.021721 nChanged 105 SP:Iteration 10Q (4024.240000 sec): 3 clusters Score: Raw -25838555.861812 + Penalty 3984.693042 = -25834571.168771 nChanged 31 SP:Iteration 11Q (4025.220000 sec): 3 clusters Score: Raw -25838600.465112 + Penalty 3984.693042 = -25834615.772070 nChanged 17 SP:Iteration 12Q (4026.200000 sec): 3 clusters Score: Raw -25838629.802687 + Penalty 3984.693042 = -25834645.109645 nChanged 12 SP:Iteration 13Q (4027.200000 sec): 3 clusters Score: Raw -25838648.641719 + Penalty 3984.693042 = -25834663.948678 nChanged 8 SP:Iteration 14Q (4028.210000 sec): 3 clusters Score: Raw -25838660.750391 + Penalty 3984.693042 = -25834676.057349 nChanged 7 SP:Iteration 15Q (4029.110000 sec): 3 clusters Score: Raw -25838674.482218 + Penalty 3984.693042 = -25834689.789176 nChanged 7 SP:Iteration 16Q (4030.030000 sec): 3 clusters Score: Raw -25838683.606350 + Penalty 3984.693042 = -25834698.913308 nChanged 3 SP:Iteration 17Q (4031.040000 sec): 3 clusters Score: Raw -25838693.013914 + Penalty 3984.693042 = -25834708.320873 nChanged 2 SP:Iteration 18Q (4032.110000 sec): 3 clusters Score: Raw -25838695.699362 + Penalty 3984.693042 = -25834711.006320 nChanged 2 SP:Iteration 19Q (4033.140000 sec): 3 clusters Score: Raw -25838697.427074 + Penalty 3984.693042 = -25834712.734032 nChanged 0 SP:Iteration 20F (4034.300000 sec): 3 clusters Score: Raw -25838700.573358 + Penalty 3984.693042 = -25834715.880316 nChanged 1 SP:Iteration 21Q (4035.350000 sec): 3 clusters Score: Raw -25838702.371704 + Penalty 3984.693042 = -25834717.678663 nChanged 2 SP:Iteration 22Q (4036.350000 sec): 3 clusters Score: Raw -25838705.260650 + Penalty 3984.693042 = -25834720.567608 nChanged 2 SP:Iteration 23Q (4037.360000 sec): 3 clusters Score: Raw -25838706.958934 + Penalty 3984.693042 = -25834722.265892 nChanged 1 SP:Iteration 24Q (4038.460000 sec): 3 clusters Score: Raw -25838708.310857 + Penalty 3984.693042 = -25834723.617815 nChanged 0 SP:Iteration 25F (4039.620000 sec): 3 clusters Score: Raw -25838708.310857 + Penalty 3984.693042 = -25834723.617815 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 2 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4039.800000 sec): 2 clusters Score: Raw -27074.691284 + Penalty 889.925327 = -26184.765956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4040.030000 sec): 3 clusters Score: Raw -27173.280648 + Penalty 1779.850654 = -25393.429994 nChanged 36 SP:Iteration 1F (4040.220000 sec): 3 clusters Score: Raw -27270.994179 + Penalty 1779.850654 = -25491.143524 nChanged 12 SP:Iteration 2F (4040.380000 sec): 3 clusters Score: Raw -27345.774485 + Penalty 1779.850654 = -25565.923831 nChanged 13 SP:Iteration 3F (4040.590000 sec): 3 clusters Score: Raw -27452.813021 + Penalty 1779.850654 = -25672.962367 nChanged 8 SP:Iteration 4Q (4040.770000 sec): 3 clusters Score: Raw -27515.783459 + Penalty 1779.850654 = -25735.932805 nChanged 1 SP:Iteration 5Q (4040.930000 sec): 3 clusters Score: Raw -27517.847100 + Penalty 1779.850654 = -25737.996446 nChanged 0 SP:Iteration 6F (4041.110000 sec): 3 clusters Score: Raw -27517.847100 + Penalty 1779.850654 = -25737.996446 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 3 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4041.170000 sec): 2 clusters Score: Raw -96191.646084 + Penalty 1090.657814 = -95100.988270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4041.420000 sec): 3 clusters Score: Raw -96001.079483 + Penalty 2181.315628 = -93819.763854 nChanged 221 SP:Iteration 1F (4041.590000 sec): 3 clusters Score: Raw -96250.077673 + Penalty 2181.315628 = -94068.762045 nChanged 46 SP:Iteration 2F (4041.750000 sec): 3 clusters Score: Raw -96299.265712 + Penalty 2181.315628 = -94117.950084 nChanged 19 SP:Iteration 3Q (4041.940000 sec): 3 clusters Score: Raw -96322.736251 + Penalty 2181.315628 = -94141.420623 nChanged 10 SP:Iteration 4Q (4042.160000 sec): 3 clusters Score: Raw -96337.244758 + Penalty 2181.315628 = -94155.929129 nChanged 6 SP:Iteration 5Q (4042.350000 sec): 3 clusters Score: Raw -96344.753212 + Penalty 2181.315628 = -94163.437584 nChanged 4 SP:Iteration 6Q (4042.510000 sec): 3 clusters Score: Raw -96350.343604 + Penalty 2181.315628 = -94169.027976 nChanged 4 SP:Iteration 7Q (4042.660000 sec): 3 clusters Score: Raw -96353.673212 + Penalty 2181.315628 = -94172.357584 nChanged 3 SP:Iteration 8Q (4042.810000 sec): 3 clusters Score: Raw -96358.393254 + Penalty 2181.315628 = -94177.077626 nChanged 4 SP:Iteration 9Q (4042.960000 sec): 3 clusters Score: Raw -96364.382408 + Penalty 2181.315628 = -94183.066779 nChanged 3 SP:Iteration 10Q (4043.180000 sec): 3 clusters Score: Raw -96369.242716 + Penalty 2181.315628 = -94187.927087 nChanged 4 SP:Iteration 11Q (4043.320000 sec): 3 clusters Score: Raw -96372.650875 + Penalty 2181.315628 = -94191.335247 nChanged 5 SP:Iteration 12Q (4043.480000 sec): 3 clusters Score: Raw -96378.745501 + Penalty 2181.315628 = -94197.429872 nChanged 7 SP:Iteration 13Q (4043.660000 sec): 3 clusters Score: Raw -96389.402025 + Penalty 2181.315628 = -94208.086396 nChanged 5 SP:Iteration 14Q (4043.820000 sec): 3 clusters Score: Raw -96393.814129 + Penalty 2181.315628 = -94212.498501 nChanged 2 SP:Iteration 15Q (4043.970000 sec): 3 clusters Score: Raw -96396.384983 + Penalty 2181.315628 = -94215.069355 nChanged 6 SP:Iteration 16Q (4044.130000 sec): 3 clusters Score: Raw -96403.033501 + Penalty 2181.315628 = -94221.717873 nChanged 5 SP:Iteration 17Q (4044.330000 sec): 3 clusters Score: Raw -96406.800969 + Penalty 2181.315628 = -94225.485340 nChanged 1 SP:Iteration 18Q (4044.510000 sec): 3 clusters Score: Raw -96408.372957 + Penalty 2181.315628 = -94227.057329 nChanged 2 SP:Iteration 19Q (4044.700000 sec): 3 clusters Score: Raw -96409.930838 + Penalty 2181.315628 = -94228.615210 nChanged 1 SP:Iteration 20F (4044.890000 sec): 3 clusters Score: Raw -96411.234179 + Penalty 2181.315628 = -94229.918550 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 4 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4045.000000 sec): 2 clusters Score: Raw -18509.261926 + Penalty 847.427061 = -17661.834865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4045.170000 sec): 3 clusters Score: Raw -18712.595569 + Penalty 1694.854121 = -17017.741447 nChanged 29 SP:Iteration 1F (4045.340000 sec): 3 clusters Score: Raw -18788.033538 + Penalty 1694.854121 = -17093.179417 nChanged 7 SP:Iteration 2Q (4045.530000 sec): 3 clusters Score: Raw -18814.583280 + Penalty 1694.854121 = -17119.729159 nChanged 0 SP:Iteration 3F (4045.700000 sec): 3 clusters Score: Raw -18814.583280 + Penalty 1694.854121 = -17119.729159 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 5 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4045.780000 sec): 2 clusters Score: Raw -36540.868537 + Penalty 932.192998 = -35608.675539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4045.960000 sec): 3 clusters Score: Raw -36583.922132 + Penalty 1864.385997 = -34719.536135 nChanged 58 SP:Iteration 1F (4046.130000 sec): 3 clusters Score: Raw -36713.369918 + Penalty 1864.385997 = -34848.983921 nChanged 13 SP:Iteration 2Q (4046.310000 sec): 3 clusters Score: Raw -36739.835255 + Penalty 1864.385997 = -34875.449259 nChanged 1 SP:Iteration 3Q (4046.470000 sec): 3 clusters Score: Raw -36741.382398 + Penalty 1864.385997 = -34876.996402 nChanged 1 SP:Iteration 4Q (4046.650000 sec): 3 clusters Score: Raw -36744.823387 + Penalty 1864.385997 = -34880.437390 nChanged 2 SP:Iteration 5Q (4046.820000 sec): 3 clusters Score: Raw -36749.903951 + Penalty 1864.385997 = -34885.517954 nChanged 1 SP:Iteration 6Q (4046.980000 sec): 3 clusters Score: Raw -36751.743312 + Penalty 1864.385997 = -34887.357315 nChanged 1 SP:Iteration 7Q (4047.120000 sec): 3 clusters Score: Raw -36752.701159 + Penalty 1864.385997 = -34888.315162 nChanged 0 SP:Iteration 8F (4047.270000 sec): 3 clusters Score: Raw -36752.701159 + Penalty 1864.385997 = -34888.315162 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 6 (1875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4047.350000 sec): 2 clusters Score: Raw -217274.813024 + Penalty 1224.659140 = -216050.153884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4047.530000 sec): 3 clusters Score: Raw -216489.350976 + Penalty 2449.318280 = -214040.032696 nChanged 655 SP:Iteration 1F (4047.720000 sec): 3 clusters Score: Raw -217003.970235 + Penalty 2449.318280 = -214554.651955 nChanged 171 SP:Iteration 2F (4047.860000 sec): 3 clusters Score: Raw -217212.257726 + Penalty 2449.318280 = -214762.939446 nChanged 144 SP:Iteration 3F (4047.990000 sec): 3 clusters Score: Raw -217412.057148 + Penalty 2449.318280 = -214962.738868 nChanged 120 SP:Iteration 4F (4048.180000 sec): 3 clusters Score: Raw -217591.049021 + Penalty 2449.318280 = -215141.730741 nChanged 114 SP:Iteration 5F (4048.360000 sec): 3 clusters Score: Raw -217750.219236 + Penalty 2449.318280 = -215300.900956 nChanged 85 SP:Iteration 6Q (4048.510000 sec): 3 clusters Score: Raw -217833.248319 + Penalty 2449.318280 = -215383.930039 nChanged 56 SP:Iteration 7Q (4048.680000 sec): 3 clusters Score: Raw -217900.555409 + Penalty 2449.318280 = -215451.237129 nChanged 45 SP:Iteration 8Q (4048.840000 sec): 3 clusters Score: Raw -217941.199164 + Penalty 2449.318280 = -215491.880884 nChanged 30 SP:Iteration 9Q (4048.960000 sec): 3 clusters Score: Raw -217977.173165 + Penalty 2449.318280 = -215527.854885 nChanged 39 SP:Iteration 10Q (4049.160000 sec): 3 clusters Score: Raw -218041.212146 + Penalty 2449.318280 = -215591.893866 nChanged 38 SP:Iteration 11Q (4049.320000 sec): 3 clusters Score: Raw -218100.696882 + Penalty 2449.318280 = -215651.378602 nChanged 36 SP:Iteration 12Q (4049.500000 sec): 3 clusters Score: Raw -218149.209886 + Penalty 2449.318280 = -215699.891606 nChanged 21 SP:Iteration 13Q (4049.650000 sec): 3 clusters Score: Raw -218177.814429 + Penalty 2449.318280 = -215728.496149 nChanged 20 SP:Iteration 14Q (4049.840000 sec): 3 clusters Score: Raw -218214.164099 + Penalty 2449.318280 = -215764.845819 nChanged 15 SP:Iteration 15Q (4049.970000 sec): 3 clusters Score: Raw -218241.532588 + Penalty 2449.318280 = -215792.214308 nChanged 11 SP:Iteration 16Q (4050.130000 sec): 3 clusters Score: Raw -218251.964746 + Penalty 2449.318280 = -215802.646466 nChanged 6 SP:Iteration 17Q (4050.320000 sec): 3 clusters Score: Raw -218256.966710 + Penalty 2449.318280 = -215807.648430 nChanged 4 SP:Iteration 18Q (4050.480000 sec): 3 clusters Score: Raw -218260.143572 + Penalty 2449.318280 = -215810.825292 nChanged 3 SP:Iteration 19Q (4050.620000 sec): 3 clusters Score: Raw -218261.566801 + Penalty 2449.318280 = -215812.248521 nChanged 1 SP:Iteration 20F (4050.800000 sec): 3 clusters Score: Raw -218262.252545 + Penalty 2449.318280 = -215812.934265 nChanged 1 SP:Iteration 21Q (4050.970000 sec): 3 clusters Score: Raw -218262.425364 + Penalty 2449.318280 = -215813.107084 nChanged 0 SP:Iteration 22F (4051.110000 sec): 3 clusters Score: Raw -218262.425364 + Penalty 2449.318280 = -215813.107084 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 7 (23885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4051.290000 sec): 2 clusters Score: Raw -2863631.753500 + Penalty 1638.163463 = -2861993.590037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4051.550000 sec): 3 clusters Score: Raw -2849141.806610 + Penalty 3276.326926 = -2845865.479684 nChanged 10876 SP:Iteration 1F (4051.810000 sec): 3 clusters Score: Raw -2855010.003577 + Penalty 3276.326926 = -2851733.676651 nChanged 1098 SP:Iteration 2Q (4052.050000 sec): 3 clusters Score: Raw -2855388.326161 + Penalty 3276.326926 = -2852111.999235 nChanged 1045 SP:Iteration 3Q (4052.300000 sec): 3 clusters Score: Raw -2855765.070376 + Penalty 3276.326926 = -2852488.743451 nChanged 1049 SP:Iteration 4Q (4052.550000 sec): 3 clusters Score: Raw -2856199.173379 + Penalty 3276.326926 = -2852922.846453 nChanged 1131 SP:Iteration 5Q (4052.810000 sec): 3 clusters Score: Raw -2856775.322362 + Penalty 3276.326926 = -2853498.995436 nChanged 1391 SP:Iteration 6F (4053.130000 sec): 3 clusters Score: Raw -2857647.241065 + Penalty 3276.326926 = -2854370.914139 nChanged 1625 SP:Iteration 7F (4053.440000 sec): 3 clusters Score: Raw -2858858.474036 + Penalty 3276.326926 = -2855582.147110 nChanged 1725 SP:Iteration 8F (4053.790000 sec): 3 clusters Score: Raw -2860300.953915 + Penalty 3276.326926 = -2857024.626990 nChanged 1453 SP:Iteration 9F (4054.140000 sec): 3 clusters Score: Raw -2861512.258984 + Penalty 3276.326926 = -2858235.932058 nChanged 1050 SP:Iteration 10Q (4054.430000 sec): 3 clusters Score: Raw -2862373.588972 + Penalty 3276.326926 = -2859097.262046 nChanged 677 SP:Iteration 11Q (4054.750000 sec): 3 clusters Score: Raw -2862980.695867 + Penalty 3276.326926 = -2859704.368941 nChanged 418 SP:Iteration 12Q (4055.090000 sec): 3 clusters Score: Raw -2863435.375519 + Penalty 3276.326926 = -2860159.048593 nChanged 214 SP:Iteration 13Q (4055.410000 sec): 3 clusters Score: Raw -2863781.252888 + Penalty 3276.326926 = -2860504.925962 nChanged 156 SP:Iteration 14Q (4055.690000 sec): 3 clusters Score: Raw -2864015.391669 + Penalty 3276.326926 = -2860739.064743 nChanged 121 SP:Iteration 15Q (4055.980000 sec): 3 clusters Score: Raw -2864142.458166 + Penalty 3276.326926 = -2860866.131240 nChanged 90 SP:Iteration 16Q (4056.310000 sec): 3 clusters Score: Raw -2864200.116507 + Penalty 3276.326926 = -2860923.789581 nChanged 57 SP:Iteration 17Q (4056.590000 sec): 3 clusters Score: Raw -2864231.971159 + Penalty 3276.326926 = -2860955.644233 nChanged 46 SP:Iteration 18Q (4056.900000 sec): 3 clusters Score: Raw -2864249.564645 + Penalty 3276.326926 = -2860973.237719 nChanged 38 SP:Iteration 19Q (4057.200000 sec): 3 clusters Score: Raw -2864264.777997 + Penalty 3276.326926 = -2860988.451071 nChanged 36 SP:Iteration 20F (4057.550000 sec): 3 clusters Score: Raw -2864280.885576 + Penalty 3276.326926 = -2861004.558650 nChanged 33 SP:Iteration 21Q (4057.850000 sec): 3 clusters Score: Raw -2864292.361955 + Penalty 3276.326926 = -2861016.035029 nChanged 18 SP:Iteration 22Q (4058.130000 sec): 3 clusters Score: Raw -2864297.467740 + Penalty 3276.326926 = -2861021.140814 nChanged 10 SP:Iteration 23Q (4058.410000 sec): 3 clusters Score: Raw -2864299.763353 + Penalty 3276.326926 = -2861023.436427 nChanged 6 SP:Iteration 24Q (4058.760000 sec): 3 clusters Score: Raw -2864300.723558 + Penalty 3276.326926 = -2861024.396632 nChanged 4 SP:Iteration 25Q (4059.070000 sec): 3 clusters Score: Raw -2864301.489768 + Penalty 3276.326926 = -2861025.162842 nChanged 3 SP:Iteration 26Q (4059.300000 sec): 3 clusters Score: Raw -2864302.058343 + Penalty 3276.326926 = -2861025.731417 nChanged 1 SP:Iteration 27Q (4059.610000 sec): 3 clusters Score: Raw -2864302.262897 + Penalty 3276.326926 = -2861025.935971 nChanged 1 SP:Iteration 28Q (4059.920000 sec): 3 clusters Score: Raw -2864302.568039 + Penalty 3276.326926 = -2861026.241113 nChanged 3 SP:Iteration 29Q (4060.260000 sec): 3 clusters Score: Raw -2864303.418013 + Penalty 3276.326926 = -2861027.091088 nChanged 4 SP:Iteration 30Q (4060.500000 sec): 3 clusters Score: Raw -2864304.422901 + Penalty 3276.326926 = -2861028.095975 nChanged 4 SP:Iteration 31Q (4060.760000 sec): 3 clusters Score: Raw -2864305.220577 + Penalty 3276.326926 = -2861028.893651 nChanged 3 SP:Iteration 32Q (4061.060000 sec): 3 clusters Score: Raw -2864305.797805 + Penalty 3276.326926 = -2861029.470880 nChanged 5 SP:Iteration 33Q (4061.360000 sec): 3 clusters Score: Raw -2864306.663889 + Penalty 3276.326926 = -2861030.336963 nChanged 2 SP:Iteration 34Q (4061.620000 sec): 3 clusters Score: Raw -2864306.798668 + Penalty 3276.326926 = -2861030.471742 nChanged 1 SP:Iteration 35Q (4061.980000 sec): 3 clusters Score: Raw -2864306.858750 + Penalty 3276.326926 = -2861030.531825 nChanged 0 SP:Iteration 36F (4062.280000 sec): 3 clusters Score: Raw -2864306.858750 + Penalty 3276.326926 = -2861030.531825 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 8 (11589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4062.390000 sec): 2 clusters Score: Raw -1499354.474812 + Penalty 1520.644393 = -1497833.830419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4062.610000 sec): 3 clusters Score: Raw -1492686.897784 + Penalty 3041.288787 = -1489645.608998 nChanged 5044 SP:Iteration 1F (4062.790000 sec): 3 clusters Score: Raw -1495231.358086 + Penalty 3041.288787 = -1492190.069300 nChanged 599 SP:Iteration 2F (4063.020000 sec): 3 clusters Score: Raw -1495448.249718 + Penalty 3041.288787 = -1492406.960931 nChanged 503 SP:Iteration 3Q (4063.210000 sec): 3 clusters Score: Raw -1495637.382137 + Penalty 3041.288787 = -1492596.093351 nChanged 442 SP:Iteration 4Q (4063.460000 sec): 3 clusters Score: Raw -1495799.395722 + Penalty 3041.288787 = -1492758.106935 nChanged 410 SP:Iteration 5Q (4063.730000 sec): 3 clusters Score: Raw -1495962.725867 + Penalty 3041.288787 = -1492921.437081 nChanged 432 SP:Iteration 6Q (4063.940000 sec): 3 clusters Score: Raw -1496132.878951 + Penalty 3041.288787 = -1493091.590164 nChanged 400 SP:Iteration 7Q (4064.220000 sec): 3 clusters Score: Raw -1496297.822585 + Penalty 3041.288787 = -1493256.533799 nChanged 466 SP:Iteration 8Q (4064.480000 sec): 3 clusters Score: Raw -1496516.167698 + Penalty 3041.288787 = -1493474.878911 nChanged 524 SP:Iteration 9Q (4064.770000 sec): 3 clusters Score: Raw -1496791.512133 + Penalty 3041.288787 = -1493750.223346 nChanged 562 SP:Iteration 10Q (4065.010000 sec): 3 clusters Score: Raw -1497121.653365 + Penalty 3041.288787 = -1494080.364578 nChanged 579 SP:Iteration 11Q (4065.280000 sec): 3 clusters Score: Raw -1497511.012354 + Penalty 3041.288787 = -1494469.723567 nChanged 610 SP:Iteration 12F (4065.560000 sec): 3 clusters Score: Raw -1498000.273861 + Penalty 3041.288787 = -1494958.985074 nChanged 550 SP:Iteration 13Q (4065.760000 sec): 3 clusters Score: Raw -1498463.644004 + Penalty 3041.288787 = -1495422.355218 nChanged 431 SP:Iteration 14Q (4065.980000 sec): 3 clusters Score: Raw -1498837.579793 + Penalty 3041.288787 = -1495796.291006 nChanged 272 SP:Iteration 15Q (4066.160000 sec): 3 clusters Score: Raw -1499082.108731 + Penalty 3041.288787 = -1496040.819944 nChanged 198 SP:Iteration 16Q (4066.400000 sec): 3 clusters Score: Raw -1499270.357062 + Penalty 3041.288787 = -1496229.068276 nChanged 117 SP:Iteration 17Q (4066.630000 sec): 3 clusters Score: Raw -1499386.395440 + Penalty 3041.288787 = -1496345.106653 nChanged 64 SP:Iteration 18Q (4066.850000 sec): 3 clusters Score: Raw -1499438.193088 + Penalty 3041.288787 = -1496396.904301 nChanged 46 SP:Iteration 19Q (4067.130000 sec): 3 clusters Score: Raw -1499471.309988 + Penalty 3041.288787 = -1496430.021202 nChanged 21 SP:Iteration 20F (4067.350000 sec): 3 clusters Score: Raw -1499490.921151 + Penalty 3041.288787 = -1496449.632364 nChanged 19 SP:Iteration 21Q (4067.590000 sec): 3 clusters Score: Raw -1499507.485322 + Penalty 3041.288787 = -1496466.196535 nChanged 12 SP:Iteration 22Q (4067.850000 sec): 3 clusters Score: Raw -1499520.934251 + Penalty 3041.288787 = -1496479.645464 nChanged 10 SP:Iteration 23Q (4068.140000 sec): 3 clusters Score: Raw -1499527.888800 + Penalty 3041.288787 = -1496486.600013 nChanged 3 SP:Iteration 24Q (4068.340000 sec): 3 clusters Score: Raw -1499530.519666 + Penalty 3041.288787 = -1496489.230879 nChanged 5 SP:Iteration 25Q (4068.540000 sec): 3 clusters Score: Raw -1499534.516643 + Penalty 3041.288787 = -1496493.227856 nChanged 5 SP:Iteration 26Q (4068.750000 sec): 3 clusters Score: Raw -1499537.421125 + Penalty 3041.288787 = -1496496.132338 nChanged 3 SP:Iteration 27Q (4068.970000 sec): 3 clusters Score: Raw -1499541.311862 + Penalty 3041.288787 = -1496500.023076 nChanged 7 SP:Iteration 28Q (4069.190000 sec): 3 clusters Score: Raw -1499551.132916 + Penalty 3041.288787 = -1496509.844129 nChanged 13 SP:Iteration 29Q (4069.510000 sec): 3 clusters Score: Raw -1499564.856011 + Penalty 3041.288787 = -1496523.567225 nChanged 5 SP:Iteration 30Q (4069.710000 sec): 3 clusters Score: Raw -1499572.631478 + Penalty 3041.288787 = -1496531.342691 nChanged 7 SP:Iteration 31Q (4069.960000 sec): 3 clusters Score: Raw -1499583.005035 + Penalty 3041.288787 = -1496541.716248 nChanged 6 SP:Iteration 32Q (4070.140000 sec): 3 clusters Score: Raw -1499591.546856 + Penalty 3041.288787 = -1496550.258069 nChanged 3 SP:Iteration 33Q (4070.370000 sec): 3 clusters Score: Raw -1499596.315423 + Penalty 3041.288787 = -1496555.026637 nChanged 4 SP:Iteration 34Q (4070.580000 sec): 3 clusters Score: Raw -1499600.070093 + Penalty 3041.288787 = -1496558.781306 nChanged 0 SP:Iteration 35F (4070.800000 sec): 3 clusters Score: Raw -1499600.070093 + Penalty 3041.288787 = -1496558.781306 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 9 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4070.920000 sec): 2 clusters Score: Raw -62200.489729 + Penalty 1010.198491 = -61190.291238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4071.150000 sec): 3 clusters Score: Raw -62111.624340 + Penalty 2020.396983 = -60091.227357 nChanged 106 SP:Iteration 1F (4071.330000 sec): 3 clusters Score: Raw -62259.031130 + Penalty 2020.396983 = -60238.634147 nChanged 20 SP:Iteration 2Q (4071.560000 sec): 3 clusters Score: Raw -62305.714310 + Penalty 2020.396983 = -60285.317327 nChanged 14 SP:Iteration 3Q (4071.680000 sec): 3 clusters Score: Raw -62341.819915 + Penalty 2020.396983 = -60321.422932 nChanged 6 SP:Iteration 4Q (4071.870000 sec): 3 clusters Score: Raw -62356.081733 + Penalty 2020.396983 = -60335.684750 nChanged 4 SP:Iteration 5Q (4072.040000 sec): 3 clusters Score: Raw -62362.409668 + Penalty 2020.396983 = -60342.012685 nChanged 3 SP:Iteration 6Q (4072.220000 sec): 3 clusters Score: Raw -62367.486746 + Penalty 2020.396983 = -60347.089763 nChanged 2 SP:Iteration 7Q (4072.410000 sec): 3 clusters Score: Raw -62373.376422 + Penalty 2020.396983 = -60352.979439 nChanged 3 SP:Iteration 8Q (4072.620000 sec): 3 clusters Score: Raw -62377.064171 + Penalty 2020.396983 = -60356.667188 nChanged 2 SP:Iteration 9Q (4072.830000 sec): 3 clusters Score: Raw -62385.323268 + Penalty 2020.396983 = -60364.926285 nChanged 2 SP:Iteration 10Q (4073.010000 sec): 3 clusters Score: Raw -62387.105597 + Penalty 2020.396983 = -60366.708614 nChanged 1 SP:Iteration 11Q (4073.150000 sec): 3 clusters Score: Raw -62389.207337 + Penalty 2020.396983 = -60368.810354 nChanged 3 SP:Iteration 12Q (4073.300000 sec): 3 clusters Score: Raw -62392.071251 + Penalty 2020.396983 = -60371.674268 nChanged 0 SP:Iteration 13F (4073.470000 sec): 3 clusters Score: Raw -62392.071251 + Penalty 2020.396983 = -60371.674268 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 10 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4073.580000 sec): 2 clusters Score: Raw -20135.714151 + Penalty 838.346486 = -19297.367665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4073.790000 sec): 3 clusters Score: Raw -20245.201340 + Penalty 1676.692972 = -18568.508368 nChanged 13 SP:Iteration 1F (4073.950000 sec): 3 clusters Score: Raw -20296.761817 + Penalty 1676.692972 = -18620.068845 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 11 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4074.010000 sec): 2 clusters Score: Raw -21159.157405 + Penalty 867.349938 = -20291.807467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4074.170000 sec): 3 clusters Score: Raw -21541.023573 + Penalty 1734.699876 = -19806.323697 nChanged 58 SP:Iteration 1F (4074.320000 sec): 3 clusters Score: Raw -21794.098581 + Penalty 1734.699876 = -20059.398705 nChanged 8 SP:Iteration 2Q (4074.530000 sec): 3 clusters Score: Raw -21821.933401 + Penalty 1734.699876 = -20087.233525 nChanged 4 SP:Iteration 3Q (4074.710000 sec): 3 clusters Score: Raw -21850.400371 + Penalty 1734.699876 = -20115.700495 nChanged 4 SP:Iteration 4Q (4074.870000 sec): 3 clusters Score: Raw -21881.750105 + Penalty 1734.699876 = -20147.050229 nChanged 3 SP:Iteration 5Q (4075.130000 sec): 3 clusters Score: Raw -21897.257121 + Penalty 1734.699876 = -20162.557245 nChanged 0 SP:Iteration 6F (4075.330000 sec): 3 clusters Score: Raw -21897.257121 + Penalty 1734.699876 = -20162.557245 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 12 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4075.400000 sec): 2 clusters Score: Raw -85686.102932 + Penalty 1063.385675 = -84622.717257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4075.580000 sec): 3 clusters Score: Raw -85523.856025 + Penalty 2126.771350 = -83397.084675 nChanged 183 SP:Iteration 1F (4075.760000 sec): 3 clusters Score: Raw -85731.089667 + Penalty 2126.771350 = -83604.318317 nChanged 58 SP:Iteration 2F (4075.930000 sec): 3 clusters Score: Raw -85818.813268 + Penalty 2126.771350 = -83692.041919 nChanged 30 SP:Iteration 3Q (4076.130000 sec): 3 clusters Score: Raw -85864.560406 + Penalty 2126.771350 = -83737.789056 nChanged 18 SP:Iteration 4Q (4076.340000 sec): 3 clusters Score: Raw -85889.223382 + Penalty 2126.771350 = -83762.452032 nChanged 12 SP:Iteration 5Q (4076.560000 sec): 3 clusters Score: Raw -85900.682552 + Penalty 2126.771350 = -83773.911202 nChanged 13 SP:Iteration 6Q (4076.730000 sec): 3 clusters Score: Raw -85919.244473 + Penalty 2126.771350 = -83792.473124 nChanged 13 SP:Iteration 7Q (4076.870000 sec): 3 clusters Score: Raw -85935.493226 + Penalty 2126.771350 = -83808.721876 nChanged 4 SP:Iteration 8Q (4077.060000 sec): 3 clusters Score: Raw -85942.016792 + Penalty 2126.771350 = -83815.245442 nChanged 2 SP:Iteration 9Q (4077.230000 sec): 3 clusters Score: Raw -85945.661228 + Penalty 2126.771350 = -83818.889878 nChanged 4 SP:Iteration 10Q (4077.390000 sec): 3 clusters Score: Raw -85951.933771 + Penalty 2126.771350 = -83825.162421 nChanged 6 SP:Iteration 11Q (4077.560000 sec): 3 clusters Score: Raw -85960.219288 + Penalty 2126.771350 = -83833.447938 nChanged 2 SP:Iteration 12Q (4077.760000 sec): 3 clusters Score: Raw -85961.899941 + Penalty 2126.771350 = -83835.128591 nChanged 2 SP:Iteration 13Q (4077.960000 sec): 3 clusters Score: Raw -85963.914620 + Penalty 2126.771350 = -83837.143270 nChanged 4 SP:Iteration 14Q (4078.160000 sec): 3 clusters Score: Raw -85969.470638 + Penalty 2126.771350 = -83842.699288 nChanged 4 SP:Iteration 15Q (4078.330000 sec): 3 clusters Score: Raw -85981.167810 + Penalty 2126.771350 = -83854.396460 nChanged 8 SP:Iteration 16Q (4078.490000 sec): 3 clusters Score: Raw -86004.156379 + Penalty 2126.771350 = -83877.385029 nChanged 8 SP:Iteration 17Q (4078.670000 sec): 3 clusters Score: Raw -86020.632627 + Penalty 2126.771350 = -83893.861277 nChanged 12 SP:Iteration 18Q (4078.870000 sec): 3 clusters Score: Raw -86073.705081 + Penalty 2126.771350 = -83946.933731 nChanged 20 SP:Iteration 19Q (4079.030000 sec): 3 clusters Score: Raw -86179.274336 + Penalty 2126.771350 = -84052.502986 nChanged 20 SP:Iteration 20F (4079.220000 sec): 3 clusters Score: Raw -86271.858214 + Penalty 2126.771350 = -84145.086864 nChanged 22 SP:Iteration 21Q (4079.390000 sec): 3 clusters Score: Raw -86326.518605 + Penalty 2126.771350 = -84199.747255 nChanged 23 SP:Iteration 22Q (4079.490000 sec): 3 clusters Score: Raw -86364.404607 + Penalty 2126.771350 = -84237.633257 nChanged 15 SP:Iteration 23Q (4079.680000 sec): 3 clusters Score: Raw -86393.679743 + Penalty 2126.771350 = -84266.908394 nChanged 8 SP:Iteration 24Q (4079.870000 sec): 3 clusters Score: Raw -86406.531500 + Penalty 2126.771350 = -84279.760150 nChanged 3 SP:Iteration 25Q (4080.070000 sec): 3 clusters Score: Raw -86411.257454 + Penalty 2126.771350 = -84284.486104 nChanged 1 SP:Iteration 26Q (4080.190000 sec): 3 clusters Score: Raw -86412.587212 + Penalty 2126.771350 = -84285.815863 nChanged 0 SP:Iteration 27F (4080.360000 sec): 3 clusters Score: Raw -86412.587212 + Penalty 2126.771350 = -84285.815863 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 13 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4080.410000 sec): 2 clusters Score: Raw -21664.282178 + Penalty 843.855488 = -20820.426690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4080.550000 sec): 3 clusters Score: Raw -21738.394311 + Penalty 1687.710977 = -20050.683335 nChanged 12 SP:Iteration 1F (4080.700000 sec): 3 clusters Score: Raw -21769.031762 + Penalty 1687.710977 = -20081.320786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 14 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4080.750000 sec): 2 clusters Score: Raw -80580.477343 + Penalty 1060.555415 = -79519.921928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4080.890000 sec): 3 clusters Score: Raw -80423.265063 + Penalty 2121.110829 = -78302.154233 nChanged 173 SP:Iteration 1F (4081.030000 sec): 3 clusters Score: Raw -80606.180369 + Penalty 2121.110829 = -78485.069539 nChanged 41 SP:Iteration 2F (4081.180000 sec): 3 clusters Score: Raw -80666.648683 + Penalty 2121.110829 = -78545.537854 nChanged 23 SP:Iteration 3Q (4081.320000 sec): 3 clusters Score: Raw -80709.037800 + Penalty 2121.110829 = -78587.926971 nChanged 13 SP:Iteration 4Q (4081.550000 sec): 3 clusters Score: Raw -80730.362663 + Penalty 2121.110829 = -78609.251833 nChanged 6 SP:Iteration 5Q (4081.730000 sec): 3 clusters Score: Raw -80753.669971 + Penalty 2121.110829 = -78632.559142 nChanged 8 SP:Iteration 6Q (4081.930000 sec): 3 clusters Score: Raw -80766.149625 + Penalty 2121.110829 = -78645.038796 nChanged 7 SP:Iteration 7Q (4082.120000 sec): 3 clusters Score: Raw -80780.397350 + Penalty 2121.110829 = -78659.286521 nChanged 7 SP:Iteration 8Q (4082.320000 sec): 3 clusters Score: Raw -80788.022725 + Penalty 2121.110829 = -78666.911896 nChanged 3 SP:Iteration 9Q (4082.520000 sec): 3 clusters Score: Raw -80792.156117 + Penalty 2121.110829 = -78671.045288 nChanged 3 SP:Iteration 10Q (4082.650000 sec): 3 clusters Score: Raw -80797.405063 + Penalty 2121.110829 = -78676.294233 nChanged 3 SP:Iteration 11Q (4082.810000 sec): 3 clusters Score: Raw -80803.446359 + Penalty 2121.110829 = -78682.335530 nChanged 4 SP:Iteration 12Q (4082.990000 sec): 3 clusters Score: Raw -80811.196898 + Penalty 2121.110829 = -78690.086069 nChanged 3 SP:Iteration 13Q (4083.190000 sec): 3 clusters Score: Raw -80815.913315 + Penalty 2121.110829 = -78694.802486 nChanged 1 SP:Iteration 14Q (4083.370000 sec): 3 clusters Score: Raw -80818.466180 + Penalty 2121.110829 = -78697.355351 nChanged 1 SP:Iteration 15Q (4083.570000 sec): 3 clusters Score: Raw -80821.262992 + Penalty 2121.110829 = -78700.152163 nChanged 2 SP:Iteration 16Q (4083.780000 sec): 3 clusters Score: Raw -80827.147334 + Penalty 2121.110829 = -78706.036504 nChanged 6 SP:Iteration 17Q (4083.940000 sec): 3 clusters Score: Raw -80836.420339 + Penalty 2121.110829 = -78715.309510 nChanged 4 SP:Iteration 18Q (4084.120000 sec): 3 clusters Score: Raw -80842.790201 + Penalty 2121.110829 = -78721.679372 nChanged 6 SP:Iteration 19Q (4084.300000 sec): 3 clusters Score: Raw -80860.774639 + Penalty 2121.110829 = -78739.663810 nChanged 3 SP:Iteration 20F (4084.540000 sec): 3 clusters Score: Raw -80869.511002 + Penalty 2121.110829 = -78748.400173 nChanged 1 SP:Iteration 21Q (4084.690000 sec): 3 clusters Score: Raw -80871.651129 + Penalty 2121.110829 = -78750.540299 nChanged 2 SP:Iteration 22Q (4084.900000 sec): 3 clusters Score: Raw -80874.425239 + Penalty 2121.110829 = -78753.314410 nChanged 4 SP:Iteration 23Q (4085.100000 sec): 3 clusters Score: Raw -80876.626055 + Penalty 2121.110829 = -78755.515225 nChanged 1 SP:Iteration 24Q (4085.330000 sec): 3 clusters Score: Raw -80877.910027 + Penalty 2121.110829 = -78756.799198 nChanged 3 SP:Iteration 25Q (4085.590000 sec): 3 clusters Score: Raw -80880.488053 + Penalty 2121.110829 = -78759.377224 nChanged 3 SP:Iteration 26Q (4085.800000 sec): 3 clusters Score: Raw -80884.899756 + Penalty 2121.110829 = -78763.788927 nChanged 3 SP:Iteration 27Q (4086.010000 sec): 3 clusters Score: Raw -80889.811766 + Penalty 2121.110829 = -78768.700937 nChanged 1 SP:Iteration 28Q (4086.180000 sec): 3 clusters Score: Raw -80890.788602 + Penalty 2121.110829 = -78769.677773 nChanged 1 SP:Iteration 29Q (4086.420000 sec): 3 clusters Score: Raw -80891.518489 + Penalty 2121.110829 = -78770.407660 nChanged 0 SP:Iteration 30F (4086.590000 sec): 3 clusters Score: Raw -80891.518489 + Penalty 2121.110829 = -78770.407660 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 15 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4086.740000 sec): 2 clusters Score: Raw -85624.874887 + Penalty 1069.803999 = -84555.070889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4086.920000 sec): 3 clusters Score: Raw -85448.418114 + Penalty 2139.607997 = -83308.810117 nChanged 205 SP:Iteration 1F (4087.150000 sec): 3 clusters Score: Raw -85690.140885 + Penalty 2139.607997 = -83550.532888 nChanged 32 SP:Iteration 2Q (4087.340000 sec): 3 clusters Score: Raw -85736.442326 + Penalty 2139.607997 = -83596.834328 nChanged 18 SP:Iteration 3Q (4087.520000 sec): 3 clusters Score: Raw -85759.032063 + Penalty 2139.607997 = -83619.424066 nChanged 6 SP:Iteration 4Q (4087.730000 sec): 3 clusters Score: Raw -85764.135652 + Penalty 2139.607997 = -83624.527655 nChanged 5 SP:Iteration 5Q (4087.920000 sec): 3 clusters Score: Raw -85774.021704 + Penalty 2139.607997 = -83634.413707 nChanged 4 SP:Iteration 6Q (4088.120000 sec): 3 clusters Score: Raw -85781.510663 + Penalty 2139.607997 = -83641.902666 nChanged 5 SP:Iteration 7Q (4088.330000 sec): 3 clusters Score: Raw -85785.516681 + Penalty 2139.607997 = -83645.908684 nChanged 3 SP:Iteration 8Q (4088.480000 sec): 3 clusters Score: Raw -85788.216007 + Penalty 2139.607997 = -83648.608010 nChanged 4 SP:Iteration 9Q (4088.630000 sec): 3 clusters Score: Raw -85791.125956 + Penalty 2139.607997 = -83651.517959 nChanged 3 SP:Iteration 10Q (4088.810000 sec): 3 clusters Score: Raw -85794.381365 + Penalty 2139.607997 = -83654.773368 nChanged 1 SP:Iteration 11Q (4088.940000 sec): 3 clusters Score: Raw -85795.010752 + Penalty 2139.607997 = -83655.402755 nChanged 1 SP:Iteration 12Q (4089.090000 sec): 3 clusters Score: Raw -85795.450986 + Penalty 2139.607997 = -83655.842989 nChanged 1 SP:Iteration 13Q (4089.200000 sec): 3 clusters Score: Raw -85796.895313 + Penalty 2139.607997 = -83657.287316 nChanged 3 SP:Iteration 14Q (4089.350000 sec): 3 clusters Score: Raw -85799.312705 + Penalty 2139.607997 = -83659.704708 nChanged 4 SP:Iteration 15Q (4089.480000 sec): 3 clusters Score: Raw -85804.362247 + Penalty 2139.607997 = -83664.754250 nChanged 3 SP:Iteration 16Q (4089.640000 sec): 3 clusters Score: Raw -85809.751435 + Penalty 2139.607997 = -83670.143438 nChanged 1 SP:Iteration 17Q (4089.830000 sec): 3 clusters Score: Raw -85810.317222 + Penalty 2139.607997 = -83670.709225 nChanged 0 SP:Iteration 18F (4090.020000 sec): 3 clusters Score: Raw -85810.317222 + Penalty 2139.607997 = -83670.709225 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 16 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4090.050000 sec): 2 clusters Score: Raw -52636.674244 + Penalty 994.905082 = -51641.769162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4090.200000 sec): 3 clusters Score: Raw -52590.843093 + Penalty 1989.810163 = -50601.032930 nChanged 102 SP:Iteration 1F (4090.370000 sec): 3 clusters Score: Raw -52788.142243 + Penalty 1989.810163 = -50798.332080 nChanged 38 SP:Iteration 2F (4090.510000 sec): 3 clusters Score: Raw -52909.753584 + Penalty 1989.810163 = -50919.943421 nChanged 23 SP:Iteration 3F (4090.680000 sec): 3 clusters Score: Raw -52971.933985 + Penalty 1989.810163 = -50982.123822 nChanged 24 SP:Iteration 4F (4090.780000 sec): 3 clusters Score: Raw -53061.985509 + Penalty 1989.810163 = -51072.175346 nChanged 22 SP:Iteration 5Q (4090.920000 sec): 3 clusters Score: Raw -53185.071697 + Penalty 1989.810163 = -51195.261534 nChanged 22 SP:Iteration 6Q (4091.050000 sec): 3 clusters Score: Raw -53316.983428 + Penalty 1989.810163 = -51327.173265 nChanged 25 SP:Iteration 7F (4091.220000 sec): 3 clusters Score: Raw -53543.109908 + Penalty 1989.810163 = -51553.299745 nChanged 19 SP:Iteration 8Q (4091.330000 sec): 3 clusters Score: Raw -53829.221572 + Penalty 1989.810163 = -51839.411409 nChanged 12 SP:Iteration 9Q (4091.490000 sec): 3 clusters Score: Raw -53917.573789 + Penalty 1989.810163 = -51927.763626 nChanged 5 SP:Iteration 10Q (4091.640000 sec): 3 clusters Score: Raw -53943.801110 + Penalty 1989.810163 = -51953.990947 nChanged 1 SP:Iteration 11Q (4091.780000 sec): 3 clusters Score: Raw -53949.920012 + Penalty 1989.810163 = -51960.109849 nChanged 0 SP:Iteration 12F (4091.930000 sec): 3 clusters Score: Raw -53949.920012 + Penalty 1989.810163 = -51960.109849 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 2.24 GB. Trying to split cluster 17 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4091.990000 sec): 2 clusters Score: Raw -62760.677310 + Penalty 1017.181988 = -61743.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.160000 sec): 3 clusters Score: Raw -62685.792996 + Penalty 2034.363976 = -60651.429020 nChanged 102 SP:Iteration 1F (4092.310000 sec): 3 clusters Score: Raw -62808.818309 + Penalty 2034.363976 = -60774.454333 nChanged 20 SP:Iteration 2Q (4092.440000 sec): 3 clusters Score: Raw -62838.973756 + Penalty 2034.363976 = -60804.609781 nChanged 14 SP:Iteration 3Q (4092.580000 sec): 3 clusters Score: Raw -62855.687118 + Penalty 2034.363976 = -60821.323142 nChanged 2 SP:Iteration 4Q (4092.770000 sec): 3 clusters Score: Raw -62861.835547 + Penalty 2034.363976 = -60827.471571 nChanged 3 SP:Iteration 5Q (4092.920000 sec): 3 clusters Score: Raw -62866.332629 + Penalty 2034.363976 = -60831.968653 nChanged 1 SP:Iteration 6Q (4093.080000 sec): 3 clusters Score: Raw -62867.017439 + Penalty 2034.363976 = -60832.653463 nChanged 0 SP:Iteration 7F (4093.250000 sec): 3 clusters Score: Raw -62867.017439 + Penalty 2034.363976 = -60832.653463 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 18 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4093.330000 sec): 2 clusters Score: Raw -73065.278494 + Penalty 1046.653813 = -72018.624681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4093.510000 sec): 3 clusters Score: Raw -72917.707618 + Penalty 2093.307626 = -70824.399992 nChanged 171 SP:Iteration 1F (4093.660000 sec): 3 clusters Score: Raw -73129.268722 + Penalty 2093.307626 = -71035.961097 nChanged 44 SP:Iteration 2F (4093.830000 sec): 3 clusters Score: Raw -73191.209687 + Penalty 2093.307626 = -71097.902061 nChanged 19 SP:Iteration 3Q (4094.000000 sec): 3 clusters Score: Raw -73222.133810 + Penalty 2093.307626 = -71128.826184 nChanged 13 SP:Iteration 4Q (4094.190000 sec): 3 clusters Score: Raw -73276.951431 + Penalty 2093.307626 = -71183.643805 nChanged 15 SP:Iteration 5Q (4094.340000 sec): 3 clusters Score: Raw -73295.071420 + Penalty 2093.307626 = -71201.763794 nChanged 7 SP:Iteration 6Q (4094.470000 sec): 3 clusters Score: Raw -73302.948350 + Penalty 2093.307626 = -71209.640724 nChanged 5 SP:Iteration 7Q (4094.660000 sec): 3 clusters Score: Raw -73315.359895 + Penalty 2093.307626 = -71222.052269 nChanged 7 SP:Iteration 8Q (4094.840000 sec): 3 clusters Score: Raw -73323.833248 + Penalty 2093.307626 = -71230.525623 nChanged 1 SP:Iteration 9Q (4095.000000 sec): 3 clusters Score: Raw -73324.813926 + Penalty 2093.307626 = -71231.506301 nChanged 1 SP:Iteration 10Q (4095.130000 sec): 3 clusters Score: Raw -73328.641376 + Penalty 2093.307626 = -71235.333750 nChanged 1 SP:Iteration 11Q (4095.290000 sec): 3 clusters Score: Raw -73329.428099 + Penalty 2093.307626 = -71236.120473 nChanged 0 SP:Iteration 12F (4095.520000 sec): 3 clusters Score: Raw -73329.428099 + Penalty 2093.307626 = -71236.120473 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 19 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4095.570000 sec): 2 clusters Score: Raw -50809.542499 + Penalty 984.227402 = -49825.315097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4095.790000 sec): 3 clusters Score: Raw -50760.005663 + Penalty 1968.454804 = -48791.550859 nChanged 95 SP:Iteration 1F (4095.940000 sec): 3 clusters Score: Raw -50944.310052 + Penalty 1968.454804 = -48975.855248 nChanged 27 SP:Iteration 2F (4096.060000 sec): 3 clusters Score: Raw -51019.539753 + Penalty 1968.454804 = -49051.084948 nChanged 29 SP:Iteration 3F (4096.230000 sec): 3 clusters Score: Raw -51097.882389 + Penalty 1968.454804 = -49129.427584 nChanged 15 SP:Iteration 4Q (4096.440000 sec): 3 clusters Score: Raw -51148.306733 + Penalty 1968.454804 = -49179.851929 nChanged 9 SP:Iteration 5Q (4096.590000 sec): 3 clusters Score: Raw -51178.005853 + Penalty 1968.454804 = -49209.551048 nChanged 9 SP:Iteration 6Q (4096.770000 sec): 3 clusters Score: Raw -51197.370578 + Penalty 1968.454804 = -49228.915774 nChanged 8 SP:Iteration 7Q (4096.950000 sec): 3 clusters Score: Raw -51217.686569 + Penalty 1968.454804 = -49249.231765 nChanged 1 SP:Iteration 8Q (4097.120000 sec): 3 clusters Score: Raw -51220.349632 + Penalty 1968.454804 = -49251.894827 nChanged 0 SP:Iteration 9F (4097.330000 sec): 3 clusters Score: Raw -51220.349632 + Penalty 1968.454804 = -49251.894827 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 20 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4097.390000 sec): 2 clusters Score: Raw -62735.684389 + Penalty 1018.111447 = -61717.572942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4097.520000 sec): 3 clusters Score: Raw -62645.510933 + Penalty 2036.222894 = -60609.288039 nChanged 122 SP:Iteration 1F (4097.710000 sec): 3 clusters Score: Raw -62812.596038 + Penalty 2036.222894 = -60776.373144 nChanged 20 SP:Iteration 2Q (4097.860000 sec): 3 clusters Score: Raw -62849.653201 + Penalty 2036.222894 = -60813.430307 nChanged 10 SP:Iteration 3Q (4098.000000 sec): 3 clusters Score: Raw -62872.041608 + Penalty 2036.222894 = -60835.818714 nChanged 8 SP:Iteration 4Q (4098.160000 sec): 3 clusters Score: Raw -62890.811641 + Penalty 2036.222894 = -60854.588747 nChanged 8 SP:Iteration 5Q (4098.270000 sec): 3 clusters Score: Raw -62910.517915 + Penalty 2036.222894 = -60874.295021 nChanged 9 SP:Iteration 6Q (4098.490000 sec): 3 clusters Score: Raw -62925.175769 + Penalty 2036.222894 = -60888.952875 nChanged 4 SP:Iteration 7Q (4098.630000 sec): 3 clusters Score: Raw -62931.086651 + Penalty 2036.222894 = -60894.863757 nChanged 5 SP:Iteration 8Q (4098.810000 sec): 3 clusters Score: Raw -62943.052942 + Penalty 2036.222894 = -60906.830048 nChanged 7 SP:Iteration 9Q (4098.990000 sec): 3 clusters Score: Raw -62966.415819 + Penalty 2036.222894 = -60930.192925 nChanged 4 SP:Iteration 10Q (4099.150000 sec): 3 clusters Score: Raw -62975.739067 + Penalty 2036.222894 = -60939.516173 nChanged 6 SP:Iteration 11Q (4099.320000 sec): 3 clusters Score: Raw -62997.197997 + Penalty 2036.222894 = -60960.975103 nChanged 7 SP:Iteration 12Q (4099.530000 sec): 3 clusters Score: Raw -63012.351245 + Penalty 2036.222894 = -60976.128351 nChanged 5 SP:Iteration 13Q (4099.650000 sec): 3 clusters Score: Raw -63022.473226 + Penalty 2036.222894 = -60986.250332 nChanged 7 SP:Iteration 14Q (4099.820000 sec): 3 clusters Score: Raw -63040.566075 + Penalty 2036.222894 = -61004.343181 nChanged 7 SP:Iteration 15Q (4099.980000 sec): 3 clusters Score: Raw -63067.966862 + Penalty 2036.222894 = -61031.743968 nChanged 12 SP:Iteration 16Q (4100.140000 sec): 3 clusters Score: Raw -63174.973743 + Penalty 2036.222894 = -61138.750849 nChanged 14 SP:Iteration 17Q (4100.340000 sec): 3 clusters Score: Raw -63320.694040 + Penalty 2036.222894 = -61284.471146 nChanged 29 SP:Iteration 18F (4100.480000 sec): 3 clusters Score: Raw -63377.173048 + Penalty 2036.222894 = -61340.950154 nChanged 12 SP:Iteration 19Q (4100.630000 sec): 3 clusters Score: Raw -63401.495957 + Penalty 2036.222894 = -61365.273063 nChanged 12 SP:Iteration 20F (4100.770000 sec): 3 clusters Score: Raw -63421.451946 + Penalty 2036.222894 = -61385.229052 nChanged 6 SP:Iteration 21Q (4100.900000 sec): 3 clusters Score: Raw -63433.282349 + Penalty 2036.222894 = -61397.059454 nChanged 4 SP:Iteration 22Q (4101.050000 sec): 3 clusters Score: Raw -63438.985455 + Penalty 2036.222894 = -61402.762561 nChanged 9 SP:Iteration 23Q (4101.270000 sec): 3 clusters Score: Raw -63459.484206 + Penalty 2036.222894 = -61423.261312 nChanged 10 SP:Iteration 24Q (4101.430000 sec): 3 clusters Score: Raw -63474.746462 + Penalty 2036.222894 = -61438.523568 nChanged 3 SP:Iteration 25Q (4101.550000 sec): 3 clusters Score: Raw -63479.927624 + Penalty 2036.222894 = -61443.704730 nChanged 2 SP:Iteration 26Q (4101.740000 sec): 3 clusters Score: Raw -63484.920232 + Penalty 2036.222894 = -61448.697338 nChanged 3 SP:Iteration 27Q (4101.880000 sec): 3 clusters Score: Raw -63492.902456 + Penalty 2036.222894 = -61456.679561 nChanged 5 SP:Iteration 28Q (4102.060000 sec): 3 clusters Score: Raw -63500.615246 + Penalty 2036.222894 = -61464.392352 nChanged 4 SP:Iteration 29Q (4102.180000 sec): 3 clusters Score: Raw -63506.338738 + Penalty 2036.222894 = -61470.115844 nChanged 7 SP:Iteration 30Q (4102.370000 sec): 3 clusters Score: Raw -63518.211431 + Penalty 2036.222894 = -61481.988537 nChanged 6 SP:Iteration 31Q (4102.510000 sec): 3 clusters Score: Raw -63535.134308 + Penalty 2036.222894 = -61498.911414 nChanged 8 SP:Iteration 32Q (4102.630000 sec): 3 clusters Score: Raw -63557.332228 + Penalty 2036.222894 = -61521.109334 nChanged 6 SP:Iteration 33Q (4102.810000 sec): 3 clusters Score: Raw -63568.671517 + Penalty 2036.222894 = -61532.448623 nChanged 1 SP:Iteration 34Q (4102.950000 sec): 3 clusters Score: Raw -63570.581323 + Penalty 2036.222894 = -61534.358428 nChanged 0 SP:Iteration 35F (4103.130000 sec): 3 clusters Score: Raw -63570.581323 + Penalty 2036.222894 = -61534.358428 nChanged 0 Iteration 76F (4116.930000 sec): 22 clusters Score: Raw -31089743.095901 + Penalty 42493.686172 = -31047249.409728 nChanged 2 Iteration 77F (4131.450000 sec): 22 clusters Score: Raw -31089755.989884 + Penalty 42493.686172 = -31047262.303712 nChanged 4 Iteration 78Q (4140.550000 sec): 22 clusters Score: Raw -31089777.289926 + Penalty 42493.686172 = -31047283.603754 nChanged 5 Iteration 79Q (4149.730000 sec): 22 clusters Score: Raw -31089899.501247 + Penalty 42493.686172 = -31047405.815075 nChanged 6 Iteration 80F (4164.220000 sec): 22 clusters Score: Raw -31089989.514356 + Penalty 42493.686172 = -31047495.828184 nChanged 12 Iteration 81Q (4173.490000 sec): 22 clusters Score: Raw -31089997.139975 + Penalty 42493.686172 = -31047503.453803 nChanged 7 Iteration 82Q (4182.460000 sec): 22 clusters Score: Raw -31089999.370824 + Penalty 42493.686172 = -31047505.684652 nChanged 4 Iteration 83Q (4190.610000 sec): 22 clusters Score: Raw -31089999.395509 + Penalty 42493.686172 = -31047505.709337 nChanged 0 Iteration 84F (4204.560000 sec): 22 clusters Score: Raw -31089999.395509 + Penalty 42493.686172 = -31047505.709337 nChanged 0 Compute initial score before splitting: Score: Raw -31089999.395509 + Penalty 42493.686172 = -31047505.709337 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 1 (211215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4205.480000 sec): 2 clusters Score: Raw -25839380.487153 + Penalty 1992.352676 = -25837388.134478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4206.770000 sec): 3 clusters Score: Raw -25699203.063519 + Penalty 3984.705352 = -25695218.358167 nChanged 102514 SP:Iteration 1F (4207.900000 sec): 3 clusters Score: Raw -25758633.022911 + Penalty 3984.705352 = -25754648.317559 nChanged 5333 SP:Iteration 2Q (4209.120000 sec): 3 clusters Score: Raw -25759614.966705 + Penalty 3984.705352 = -25755630.261353 nChanged 6150 SP:Iteration 3Q (4210.400000 sec): 3 clusters Score: Raw -25761068.563159 + Penalty 3984.705352 = -25757083.857808 nChanged 7858 SP:Iteration 4Q (4211.770000 sec): 3 clusters Score: Raw -25763610.071438 + Penalty 3984.705352 = -25759625.366086 nChanged 10691 SP:Iteration 5F (4213.110000 sec): 3 clusters Score: Raw -25768462.576489 + Penalty 3984.705352 = -25764477.871138 nChanged 14537 SP:Iteration 6F (4214.390000 sec): 3 clusters Score: Raw -25777755.004617 + Penalty 3984.705352 = -25773770.299265 nChanged 18679 SP:Iteration 7F (4215.690000 sec): 3 clusters Score: Raw -25793892.981579 + Penalty 3984.705352 = -25789908.276228 nChanged 20221 SP:Iteration 8F (4217.010000 sec): 3 clusters Score: Raw -25815065.400746 + Penalty 3984.705352 = -25811080.695394 nChanged 14848 SP:Iteration 9F (4218.100000 sec): 3 clusters Score: Raw -25831124.251348 + Penalty 3984.705352 = -25827139.545996 nChanged 6427 SP:Iteration 10Q (4219.380000 sec): 3 clusters Score: Raw -25837524.899879 + Penalty 3984.705352 = -25833540.194527 nChanged 1730 SP:Iteration 11Q (4220.570000 sec): 3 clusters Score: Raw -25839083.690959 + Penalty 3984.705352 = -25835098.985608 nChanged 412 SP:Iteration 12Q (4221.850000 sec): 3 clusters Score: Raw -25839472.554136 + Penalty 3984.705352 = -25835487.848785 nChanged 116 SP:Iteration 13Q (4223.010000 sec): 3 clusters Score: Raw -25839593.526921 + Penalty 3984.705352 = -25835608.821570 nChanged 45 SP:Iteration 14Q (4224.050000 sec): 3 clusters Score: Raw -25839640.021286 + Penalty 3984.705352 = -25835655.315935 nChanged 24 SP:Iteration 15Q (4225.100000 sec): 3 clusters Score: Raw -25839671.527812 + Penalty 3984.705352 = -25835686.822460 nChanged 13 SP:Iteration 16Q (4226.260000 sec): 3 clusters Score: Raw -25839685.600644 + Penalty 3984.705352 = -25835700.895292 nChanged 6 SP:Iteration 17Q (4227.420000 sec): 3 clusters Score: Raw -25839689.446479 + Penalty 3984.705352 = -25835704.741128 nChanged 2 SP:Iteration 18Q (4228.480000 sec): 3 clusters Score: Raw -25839690.828552 + Penalty 3984.705352 = -25835706.123201 nChanged 1 SP:Iteration 19Q (4229.500000 sec): 3 clusters Score: Raw -25839691.614871 + Penalty 3984.705352 = -25835706.909520 nChanged 0 SP:Iteration 20F (4230.870000 sec): 3 clusters Score: Raw -25839694.912657 + Penalty 3984.705352 = -25835710.207306 nChanged 1 SP:Iteration 21Q (4232.100000 sec): 3 clusters Score: Raw -25839695.954246 + Penalty 3984.705352 = -25835711.248895 nChanged 2 SP:Iteration 22Q (4233.260000 sec): 3 clusters Score: Raw -25839698.300851 + Penalty 3984.705352 = -25835713.595499 nChanged 0 SP:Iteration 23F (4234.450000 sec): 3 clusters Score: Raw -25839698.300851 + Penalty 3984.705352 = -25835713.595499 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 2 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4234.530000 sec): 2 clusters Score: Raw -27074.691284 + Penalty 889.925327 = -26184.765956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4234.690000 sec): 3 clusters Score: Raw -27155.775130 + Penalty 1779.850654 = -25375.924475 nChanged 30 SP:Iteration 1F (4234.860000 sec): 3 clusters Score: Raw -27252.349999 + Penalty 1779.850654 = -25472.499344 nChanged 10 SP:Iteration 2Q (4235.040000 sec): 3 clusters Score: Raw -27290.920814 + Penalty 1779.850654 = -25511.070160 nChanged 6 SP:Iteration 3Q (4235.240000 sec): 3 clusters Score: Raw -27308.311104 + Penalty 1779.850654 = -25528.460449 nChanged 4 SP:Iteration 4Q (4235.390000 sec): 3 clusters Score: Raw -27323.604804 + Penalty 1779.850654 = -25543.754150 nChanged 3 SP:Iteration 5Q (4235.580000 sec): 3 clusters Score: Raw -27336.109971 + Penalty 1779.850654 = -25556.259317 nChanged 1 SP:Iteration 6Q (4235.780000 sec): 3 clusters Score: Raw -27339.904589 + Penalty 1779.850654 = -25560.053935 nChanged 1 SP:Iteration 7Q (4235.930000 sec): 3 clusters Score: Raw -27341.327440 + Penalty 1779.850654 = -25561.476786 nChanged 0 SP:Iteration 8F (4236.090000 sec): 3 clusters Score: Raw -27341.327440 + Penalty 1779.850654 = -25561.476786 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 3 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4236.140000 sec): 2 clusters Score: Raw -96191.646084 + Penalty 1090.657814 = -95100.988270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4236.340000 sec): 3 clusters Score: Raw -95990.338874 + Penalty 2181.315628 = -93809.023246 nChanged 240 SP:Iteration 1F (4236.500000 sec): 3 clusters Score: Raw -96221.029331 + Penalty 2181.315628 = -94039.713703 nChanged 57 SP:Iteration 2F (4236.630000 sec): 3 clusters Score: Raw -96285.713205 + Penalty 2181.315628 = -94104.397577 nChanged 24 SP:Iteration 3Q (4236.760000 sec): 3 clusters Score: Raw -96312.261660 + Penalty 2181.315628 = -94130.946032 nChanged 17 SP:Iteration 4Q (4236.950000 sec): 3 clusters Score: Raw -96332.458803 + Penalty 2181.315628 = -94151.143174 nChanged 15 SP:Iteration 5Q (4237.040000 sec): 3 clusters Score: Raw -96354.850698 + Penalty 2181.315628 = -94173.535070 nChanged 10 SP:Iteration 6Q (4237.240000 sec): 3 clusters Score: Raw -96365.575317 + Penalty 2181.315628 = -94184.259689 nChanged 5 SP:Iteration 7Q (4237.400000 sec): 3 clusters Score: Raw -96376.038026 + Penalty 2181.315628 = -94194.722398 nChanged 5 SP:Iteration 8Q (4237.550000 sec): 3 clusters Score: Raw -96382.586673 + Penalty 2181.315628 = -94201.271045 nChanged 3 SP:Iteration 9Q (4237.710000 sec): 3 clusters Score: Raw -96385.982925 + Penalty 2181.315628 = -94204.667296 nChanged 4 SP:Iteration 10Q (4237.880000 sec): 3 clusters Score: Raw -96388.818482 + Penalty 2181.315628 = -94207.502854 nChanged 4 SP:Iteration 11Q (4238.040000 sec): 3 clusters Score: Raw -96393.070318 + Penalty 2181.315628 = -94211.754690 nChanged 2 SP:Iteration 12Q (4238.260000 sec): 3 clusters Score: Raw -96393.789441 + Penalty 2181.315628 = -94212.473813 nChanged 1 SP:Iteration 13Q (4238.400000 sec): 3 clusters Score: Raw -96394.267161 + Penalty 2181.315628 = -94212.951533 nChanged 1 SP:Iteration 14Q (4238.540000 sec): 3 clusters Score: Raw -96395.038499 + Penalty 2181.315628 = -94213.722871 nChanged 1 SP:Iteration 15Q (4238.690000 sec): 3 clusters Score: Raw -96395.798706 + Penalty 2181.315628 = -94214.483078 nChanged 2 SP:Iteration 16Q (4238.810000 sec): 3 clusters Score: Raw -96397.311785 + Penalty 2181.315628 = -94215.996157 nChanged 1 SP:Iteration 17Q (4239.000000 sec): 3 clusters Score: Raw -96398.159716 + Penalty 2181.315628 = -94216.844087 nChanged 3 SP:Iteration 18Q (4239.160000 sec): 3 clusters Score: Raw -96400.569277 + Penalty 2181.315628 = -94219.253648 nChanged 0 SP:Iteration 19F (4239.380000 sec): 3 clusters Score: Raw -96400.569277 + Penalty 2181.315628 = -94219.253648 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 4 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4239.480000 sec): 2 clusters Score: Raw -19091.882771 + Penalty 850.055150 = -18241.827621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4239.640000 sec): 3 clusters Score: Raw -19322.339572 + Penalty 1700.110300 = -17622.229271 nChanged 30 SP:Iteration 1F (4239.760000 sec): 3 clusters Score: Raw -19423.447852 + Penalty 1700.110300 = -17723.337552 nChanged 5 SP:Iteration 2Q (4239.930000 sec): 3 clusters Score: Raw -19433.849295 + Penalty 1700.110300 = -17733.738994 nChanged 3 SP:Iteration 3Q (4240.110000 sec): 3 clusters Score: Raw -19443.060201 + Penalty 1700.110300 = -17742.949901 nChanged 5 SP:Iteration 4Q (4240.280000 sec): 3 clusters Score: Raw -19460.559658 + Penalty 1700.110300 = -17760.449358 nChanged 4 SP:Iteration 5Q (4240.460000 sec): 3 clusters Score: Raw -19475.878542 + Penalty 1700.110300 = -17775.768242 nChanged 3 SP:Iteration 6Q (4240.640000 sec): 3 clusters Score: Raw -19486.390748 + Penalty 1700.110300 = -17786.280448 nChanged 1 SP:Iteration 7Q (4240.830000 sec): 3 clusters Score: Raw -19493.087143 + Penalty 1700.110300 = -17792.976843 nChanged 2 SP:Iteration 8Q (4240.960000 sec): 3 clusters Score: Raw -19502.841166 + Penalty 1700.110300 = -17802.730866 nChanged 0 SP:Iteration 9F (4241.160000 sec): 3 clusters Score: Raw -19502.841166 + Penalty 1700.110300 = -17802.730866 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 5 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4241.230000 sec): 2 clusters Score: Raw -36540.868537 + Penalty 932.192998 = -35608.675539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4241.420000 sec): 3 clusters Score: Raw -36586.970704 + Penalty 1864.385997 = -34722.584707 nChanged 46 SP:Iteration 1F (4241.590000 sec): 3 clusters Score: Raw -36689.568393 + Penalty 1864.385997 = -34825.182397 nChanged 7 SP:Iteration 2Q (4241.790000 sec): 3 clusters Score: Raw -36713.372702 + Penalty 1864.385997 = -34848.986705 nChanged 2 SP:Iteration 3Q (4241.920000 sec): 3 clusters Score: Raw -36717.909766 + Penalty 1864.385997 = -34853.523769 nChanged 1 SP:Iteration 4Q (4242.020000 sec): 3 clusters Score: Raw -36721.911019 + Penalty 1864.385997 = -34857.525022 nChanged 1 SP:Iteration 5Q (4242.120000 sec): 3 clusters Score: Raw -36723.499165 + Penalty 1864.385997 = -34859.113168 nChanged 1 SP:Iteration 6Q (4242.220000 sec): 3 clusters Score: Raw -36726.769099 + Penalty 1864.385997 = -34862.383102 nChanged 2 SP:Iteration 7Q (4242.310000 sec): 3 clusters Score: Raw -36730.389890 + Penalty 1864.385997 = -34866.003893 nChanged 2 SP:Iteration 8Q (4242.410000 sec): 3 clusters Score: Raw -36736.356301 + Penalty 1864.385997 = -34871.970304 nChanged 1 SP:Iteration 9Q (4242.500000 sec): 3 clusters Score: Raw -36738.824384 + Penalty 1864.385997 = -34874.438387 nChanged 1 SP:Iteration 10Q (4242.640000 sec): 3 clusters Score: Raw -36740.279223 + Penalty 1864.385997 = -34875.893226 nChanged 1 SP:Iteration 11Q (4242.780000 sec): 3 clusters Score: Raw -36743.417616 + Penalty 1864.385997 = -34879.031619 nChanged 0 SP:Iteration 12F (4242.910000 sec): 3 clusters Score: Raw -36743.417616 + Penalty 1864.385997 = -34879.031619 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 6 (1870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4243.000000 sec): 2 clusters Score: Raw -216771.015799 + Penalty 1224.225228 = -215546.790571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4243.140000 sec): 3 clusters Score: Raw -216076.563296 + Penalty 2448.450456 = -213628.112840 nChanged 607 SP:Iteration 1F (4243.240000 sec): 3 clusters Score: Raw -216736.999041 + Penalty 2448.450456 = -214288.548586 nChanged 200 SP:Iteration 2F (4243.330000 sec): 3 clusters Score: Raw -217007.861884 + Penalty 2448.450456 = -214559.411428 nChanged 124 SP:Iteration 3F (4243.430000 sec): 3 clusters Score: Raw -217153.758125 + Penalty 2448.450456 = -214705.307670 nChanged 103 SP:Iteration 4F (4243.520000 sec): 3 clusters Score: Raw -217254.140933 + Penalty 2448.450456 = -214805.690478 nChanged 78 SP:Iteration 5Q (4243.640000 sec): 3 clusters Score: Raw -217328.012052 + Penalty 2448.450456 = -214879.561596 nChanged 70 SP:Iteration 6Q (4243.780000 sec): 3 clusters Score: Raw -217405.838846 + Penalty 2448.450456 = -214957.388391 nChanged 69 SP:Iteration 7Q (4243.870000 sec): 3 clusters Score: Raw -217484.228052 + Penalty 2448.450456 = -215035.777597 nChanged 67 SP:Iteration 8Q (4244.020000 sec): 3 clusters Score: Raw -217571.097266 + Penalty 2448.450456 = -215122.646810 nChanged 65 SP:Iteration 9Q (4244.160000 sec): 3 clusters Score: Raw -217652.258472 + Penalty 2448.450456 = -215203.808016 nChanged 52 SP:Iteration 10Q (4244.320000 sec): 3 clusters Score: Raw -217725.660218 + Penalty 2448.450456 = -215277.209762 nChanged 48 SP:Iteration 11Q (4244.460000 sec): 3 clusters Score: Raw -217782.821255 + Penalty 2448.450456 = -215334.370799 nChanged 30 SP:Iteration 12Q (4244.600000 sec): 3 clusters Score: Raw -217820.317234 + Penalty 2448.450456 = -215371.866778 nChanged 20 SP:Iteration 13Q (4244.750000 sec): 3 clusters Score: Raw -217834.569684 + Penalty 2448.450456 = -215386.119229 nChanged 9 SP:Iteration 14Q (4244.890000 sec): 3 clusters Score: Raw -217842.691211 + Penalty 2448.450456 = -215394.240756 nChanged 7 SP:Iteration 15Q (4245.040000 sec): 3 clusters Score: Raw -217847.267487 + Penalty 2448.450456 = -215398.817031 nChanged 3 SP:Iteration 16Q (4245.180000 sec): 3 clusters Score: Raw -217848.799026 + Penalty 2448.450456 = -215400.348570 nChanged 2 SP:Iteration 17Q (4245.350000 sec): 3 clusters Score: Raw -217849.492755 + Penalty 2448.450456 = -215401.042299 nChanged 0 SP:Iteration 18F (4245.510000 sec): 3 clusters Score: Raw -217849.492755 + Penalty 2448.450456 = -215401.042299 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 7 (23874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4245.710000 sec): 2 clusters Score: Raw -2862350.962206 + Penalty 1638.088608 = -2860712.873598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4246.070000 sec): 3 clusters Score: Raw -2847798.814192 + Penalty 3276.177216 = -2844522.636976 nChanged 10855 SP:Iteration 1F (4246.340000 sec): 3 clusters Score: Raw -2853826.298368 + Penalty 3276.177216 = -2850550.121152 nChanged 1102 SP:Iteration 2Q (4246.670000 sec): 3 clusters Score: Raw -2854194.408900 + Penalty 3276.177216 = -2850918.231685 nChanged 1038 SP:Iteration 3Q (4246.940000 sec): 3 clusters Score: Raw -2854613.237421 + Penalty 3276.177216 = -2851337.060205 nChanged 1081 SP:Iteration 4Q (4247.220000 sec): 3 clusters Score: Raw -2855178.745996 + Penalty 3276.177216 = -2851902.568780 nChanged 1170 SP:Iteration 5Q (4247.500000 sec): 3 clusters Score: Raw -2855917.533342 + Penalty 3276.177216 = -2852641.356126 nChanged 1324 SP:Iteration 6F (4247.830000 sec): 3 clusters Score: Raw -2856865.041022 + Penalty 3276.177216 = -2853588.863807 nChanged 1429 SP:Iteration 7F (4248.120000 sec): 3 clusters Score: Raw -2857927.738556 + Penalty 3276.177216 = -2854651.561340 nChanged 1433 SP:Iteration 8F (4248.420000 sec): 3 clusters Score: Raw -2859059.549388 + Penalty 3276.177216 = -2855783.372173 nChanged 1317 SP:Iteration 9F (4248.700000 sec): 3 clusters Score: Raw -2860157.092849 + Penalty 3276.177216 = -2856880.915633 nChanged 1073 SP:Iteration 10Q (4249.000000 sec): 3 clusters Score: Raw -2860977.415034 + Penalty 3276.177216 = -2857701.237818 nChanged 772 SP:Iteration 11Q (4249.300000 sec): 3 clusters Score: Raw -2861503.353661 + Penalty 3276.177216 = -2858227.176445 nChanged 582 SP:Iteration 12Q (4249.600000 sec): 3 clusters Score: Raw -2861868.088418 + Penalty 3276.177216 = -2858591.911202 nChanged 420 SP:Iteration 13Q (4249.870000 sec): 3 clusters Score: Raw -2862118.908876 + Penalty 3276.177216 = -2858842.731660 nChanged 370 SP:Iteration 14Q (4250.170000 sec): 3 clusters Score: Raw -2862320.208607 + Penalty 3276.177216 = -2859044.031392 nChanged 273 SP:Iteration 15Q (4250.410000 sec): 3 clusters Score: Raw -2862451.266688 + Penalty 3276.177216 = -2859175.089473 nChanged 248 SP:Iteration 16Q (4250.670000 sec): 3 clusters Score: Raw -2862565.536687 + Penalty 3276.177216 = -2859289.359471 nChanged 215 SP:Iteration 17Q (4250.910000 sec): 3 clusters Score: Raw -2862664.193181 + Penalty 3276.177216 = -2859388.015965 nChanged 182 SP:Iteration 18Q (4251.230000 sec): 3 clusters Score: Raw -2862748.612159 + Penalty 3276.177216 = -2859472.434943 nChanged 161 SP:Iteration 19Q (4251.500000 sec): 3 clusters Score: Raw -2862818.185880 + Penalty 3276.177216 = -2859542.008664 nChanged 125 SP:Iteration 20F (4251.800000 sec): 3 clusters Score: Raw -2862865.393598 + Penalty 3276.177216 = -2859589.216382 nChanged 118 SP:Iteration 21Q (4252.050000 sec): 3 clusters Score: Raw -2862912.525948 + Penalty 3276.177216 = -2859636.348732 nChanged 82 SP:Iteration 22Q (4252.360000 sec): 3 clusters Score: Raw -2862944.811787 + Penalty 3276.177216 = -2859668.634571 nChanged 68 SP:Iteration 23Q (4252.620000 sec): 3 clusters Score: Raw -2862967.319056 + Penalty 3276.177216 = -2859691.141840 nChanged 50 SP:Iteration 24Q (4252.900000 sec): 3 clusters Score: Raw -2862981.992948 + Penalty 3276.177216 = -2859705.815732 nChanged 38 SP:Iteration 25Q (4253.140000 sec): 3 clusters Score: Raw -2862991.256285 + Penalty 3276.177216 = -2859715.079069 nChanged 27 SP:Iteration 26Q (4253.440000 sec): 3 clusters Score: Raw -2862998.698636 + Penalty 3276.177216 = -2859722.521421 nChanged 23 SP:Iteration 27Q (4253.680000 sec): 3 clusters Score: Raw -2863004.881109 + Penalty 3276.177216 = -2859728.703893 nChanged 24 SP:Iteration 28Q (4253.940000 sec): 3 clusters Score: Raw -2863010.765021 + Penalty 3276.177216 = -2859734.587805 nChanged 22 SP:Iteration 29Q (4254.220000 sec): 3 clusters Score: Raw -2863016.973388 + Penalty 3276.177216 = -2859740.796172 nChanged 21 SP:Iteration 30Q (4254.490000 sec): 3 clusters Score: Raw -2863022.220713 + Penalty 3276.177216 = -2859746.043497 nChanged 20 SP:Iteration 31Q (4254.730000 sec): 3 clusters Score: Raw -2863028.338014 + Penalty 3276.177216 = -2859752.160798 nChanged 15 SP:Iteration 32Q (4255.000000 sec): 3 clusters Score: Raw -2863031.450771 + Penalty 3276.177216 = -2859755.273555 nChanged 10 SP:Iteration 33Q (4255.290000 sec): 3 clusters Score: Raw -2863033.148628 + Penalty 3276.177216 = -2859756.971412 nChanged 9 SP:Iteration 34Q (4255.590000 sec): 3 clusters Score: Raw -2863034.581909 + Penalty 3276.177216 = -2859758.404693 nChanged 6 SP:Iteration 35Q (4255.890000 sec): 3 clusters Score: Raw -2863036.199928 + Penalty 3276.177216 = -2859760.022712 nChanged 9 SP:Iteration 36Q (4256.130000 sec): 3 clusters Score: Raw -2863039.379893 + Penalty 3276.177216 = -2859763.202677 nChanged 12 SP:Iteration 37Q (4256.410000 sec): 3 clusters Score: Raw -2863042.793028 + Penalty 3276.177216 = -2859766.615812 nChanged 10 SP:Iteration 38Q (4256.650000 sec): 3 clusters Score: Raw -2863045.222744 + Penalty 3276.177216 = -2859769.045528 nChanged 4 SP:Iteration 39Q (4257.000000 sec): 3 clusters Score: Raw -2863045.703358 + Penalty 3276.177216 = -2859769.526142 nChanged 2 SP:Iteration 40F (4257.260000 sec): 3 clusters Score: Raw -2863046.254942 + Penalty 3276.177216 = -2859770.077726 nChanged 4 SP:Iteration 41Q (4257.550000 sec): 3 clusters Score: Raw -2863047.145790 + Penalty 3276.177216 = -2859770.968574 nChanged 2 SP:Iteration 42Q (4257.820000 sec): 3 clusters Score: Raw -2863047.445068 + Penalty 3276.177216 = -2859771.267852 nChanged 2 SP:Iteration 43Q (4258.080000 sec): 3 clusters Score: Raw -2863047.956691 + Penalty 3276.177216 = -2859771.779475 nChanged 3 SP:Iteration 44Q (4258.370000 sec): 3 clusters Score: Raw -2863048.841347 + Penalty 3276.177216 = -2859772.664132 nChanged 6 SP:Iteration 45Q (4258.640000 sec): 3 clusters Score: Raw -2863050.151874 + Penalty 3276.177216 = -2859773.974658 nChanged 5 SP:Iteration 46Q (4258.910000 sec): 3 clusters Score: Raw -2863051.672527 + Penalty 3276.177216 = -2859775.495311 nChanged 3 SP:Iteration 47Q (4259.190000 sec): 3 clusters Score: Raw -2863052.672279 + Penalty 3276.177216 = -2859776.495063 nChanged 3 SP:Iteration 48Q (4259.440000 sec): 3 clusters Score: Raw -2863053.760962 + Penalty 3276.177216 = -2859777.583746 nChanged 3 SP:Iteration 49Q (4259.670000 sec): 3 clusters Score: Raw -2863054.560354 + Penalty 3276.177216 = -2859778.383139 nChanged 0 SP:Iteration 50F (4259.980000 sec): 3 clusters Score: Raw -2863054.560354 + Penalty 3276.177216 = -2859778.383139 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 8 (11589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4260.060000 sec): 2 clusters Score: Raw -1499354.474812 + Penalty 1520.644393 = -1497833.830419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4260.320000 sec): 3 clusters Score: Raw -1492633.494794 + Penalty 3041.288787 = -1489592.206007 nChanged 5106 SP:Iteration 1F (4260.480000 sec): 3 clusters Score: Raw -1495395.716210 + Penalty 3041.288787 = -1492354.427423 nChanged 621 SP:Iteration 2F (4260.730000 sec): 3 clusters Score: Raw -1495668.048770 + Penalty 3041.288787 = -1492626.759983 nChanged 577 SP:Iteration 3Q (4260.930000 sec): 3 clusters Score: Raw -1495911.260703 + Penalty 3041.288787 = -1492869.971916 nChanged 498 SP:Iteration 4Q (4261.180000 sec): 3 clusters Score: Raw -1496129.467468 + Penalty 3041.288787 = -1493088.178681 nChanged 508 SP:Iteration 5Q (4261.390000 sec): 3 clusters Score: Raw -1496376.061099 + Penalty 3041.288787 = -1493334.772312 nChanged 546 SP:Iteration 6Q (4261.610000 sec): 3 clusters Score: Raw -1496684.242532 + Penalty 3041.288787 = -1493642.953745 nChanged 585 SP:Iteration 7F (4261.790000 sec): 3 clusters Score: Raw -1497047.170996 + Penalty 3041.288787 = -1494005.882209 nChanged 606 SP:Iteration 8F (4262.020000 sec): 3 clusters Score: Raw -1497443.045634 + Penalty 3041.288787 = -1494401.756847 nChanged 601 SP:Iteration 9F (4262.180000 sec): 3 clusters Score: Raw -1497898.069492 + Penalty 3041.288787 = -1494856.780706 nChanged 552 SP:Iteration 10Q (4262.400000 sec): 3 clusters Score: Raw -1498359.582053 + Penalty 3041.288787 = -1495318.293266 nChanged 492 SP:Iteration 11Q (4262.600000 sec): 3 clusters Score: Raw -1498807.446060 + Penalty 3041.288787 = -1495766.157274 nChanged 329 SP:Iteration 12Q (4262.810000 sec): 3 clusters Score: Raw -1499095.253152 + Penalty 3041.288787 = -1496053.964366 nChanged 181 SP:Iteration 13Q (4263.030000 sec): 3 clusters Score: Raw -1499258.425427 + Penalty 3041.288787 = -1496217.136640 nChanged 108 SP:Iteration 14Q (4263.250000 sec): 3 clusters Score: Raw -1499357.948731 + Penalty 3041.288787 = -1496316.659945 nChanged 62 SP:Iteration 15Q (4263.470000 sec): 3 clusters Score: Raw -1499429.035441 + Penalty 3041.288787 = -1496387.746654 nChanged 37 SP:Iteration 16Q (4263.700000 sec): 3 clusters Score: Raw -1499474.288220 + Penalty 3041.288787 = -1496432.999433 nChanged 27 SP:Iteration 17Q (4263.920000 sec): 3 clusters Score: Raw -1499502.229611 + Penalty 3041.288787 = -1496460.940824 nChanged 12 SP:Iteration 18Q (4264.090000 sec): 3 clusters Score: Raw -1499512.369502 + Penalty 3041.288787 = -1496471.080716 nChanged 6 SP:Iteration 19Q (4264.260000 sec): 3 clusters Score: Raw -1499520.366601 + Penalty 3041.288787 = -1496479.077815 nChanged 4 SP:Iteration 20F (4264.510000 sec): 3 clusters Score: Raw -1499524.734433 + Penalty 3041.288787 = -1496483.445646 nChanged 8 SP:Iteration 21Q (4264.670000 sec): 3 clusters Score: Raw -1499532.303128 + Penalty 3041.288787 = -1496491.014341 nChanged 3 SP:Iteration 22Q (4264.850000 sec): 3 clusters Score: Raw -1499535.263160 + Penalty 3041.288787 = -1496493.974373 nChanged 3 SP:Iteration 23Q (4265.090000 sec): 3 clusters Score: Raw -1499537.569010 + Penalty 3041.288787 = -1496496.280224 nChanged 1 SP:Iteration 24Q (4265.270000 sec): 3 clusters Score: Raw -1499538.459467 + Penalty 3041.288787 = -1496497.170680 nChanged 2 SP:Iteration 25Q (4265.470000 sec): 3 clusters Score: Raw -1499541.408135 + Penalty 3041.288787 = -1496500.119348 nChanged 5 SP:Iteration 26Q (4265.650000 sec): 3 clusters Score: Raw -1499548.959230 + Penalty 3041.288787 = -1496507.670443 nChanged 5 SP:Iteration 27Q (4265.860000 sec): 3 clusters Score: Raw -1499556.279701 + Penalty 3041.288787 = -1496514.990915 nChanged 3 SP:Iteration 28Q (4266.080000 sec): 3 clusters Score: Raw -1499560.581603 + Penalty 3041.288787 = -1496519.292816 nChanged 3 SP:Iteration 29Q (4266.270000 sec): 3 clusters Score: Raw -1499562.942424 + Penalty 3041.288787 = -1496521.653637 nChanged 3 SP:Iteration 30Q (4266.440000 sec): 3 clusters Score: Raw -1499565.033847 + Penalty 3041.288787 = -1496523.745061 nChanged 0 SP:Iteration 31F (4266.690000 sec): 3 clusters Score: Raw -1499565.033847 + Penalty 3041.288787 = -1496523.745061 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 9 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4266.810000 sec): 2 clusters Score: Raw -62200.489729 + Penalty 1010.198491 = -61190.291238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4266.920000 sec): 3 clusters Score: Raw -62094.195849 + Penalty 2020.396983 = -60073.798866 nChanged 126 SP:Iteration 1F (4267.110000 sec): 3 clusters Score: Raw -62278.861488 + Penalty 2020.396983 = -60258.464505 nChanged 21 SP:Iteration 2Q (4267.250000 sec): 3 clusters Score: Raw -62317.866197 + Penalty 2020.396983 = -60297.469214 nChanged 13 SP:Iteration 3Q (4267.470000 sec): 3 clusters Score: Raw -62344.112044 + Penalty 2020.396983 = -60323.715062 nChanged 7 SP:Iteration 4Q (4267.590000 sec): 3 clusters Score: Raw -62354.818045 + Penalty 2020.396983 = -60334.421063 nChanged 7 SP:Iteration 5Q (4267.750000 sec): 3 clusters Score: Raw -62366.380304 + Penalty 2020.396983 = -60345.983321 nChanged 5 SP:Iteration 6Q (4267.930000 sec): 3 clusters Score: Raw -62372.384745 + Penalty 2020.396983 = -60351.987762 nChanged 1 SP:Iteration 7Q (4268.140000 sec): 3 clusters Score: Raw -62373.752881 + Penalty 2020.396983 = -60353.355898 nChanged 2 SP:Iteration 8Q (4268.250000 sec): 3 clusters Score: Raw -62375.831606 + Penalty 2020.396983 = -60355.434623 nChanged 1 SP:Iteration 9Q (4268.390000 sec): 3 clusters Score: Raw -62377.032189 + Penalty 2020.396983 = -60356.635207 nChanged 0 SP:Iteration 10F (4268.480000 sec): 3 clusters Score: Raw -62377.032189 + Penalty 2020.396983 = -60356.635207 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 10 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4268.530000 sec): 2 clusters Score: Raw -20135.714151 + Penalty 838.346486 = -19297.367665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4268.660000 sec): 3 clusters Score: Raw -20239.311474 + Penalty 1676.692972 = -18562.618502 nChanged 18 SP:Iteration 1F (4268.820000 sec): 3 clusters Score: Raw -20328.761434 + Penalty 1676.692972 = -18652.068462 nChanged 4 SP:Iteration 2Q (4268.990000 sec): 3 clusters Score: Raw -20344.620093 + Penalty 1676.692972 = -18667.927121 nChanged 0 SP:Iteration 3F (4269.200000 sec): 3 clusters Score: Raw -20344.620093 + Penalty 1676.692972 = -18667.927121 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 11 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4269.260000 sec): 2 clusters Score: Raw -20952.345506 + Penalty 865.779877 = -20086.565629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4269.410000 sec): 3 clusters Score: Raw -21273.983830 + Penalty 1731.559755 = -19542.424075 nChanged 50 SP:Iteration 1F (4269.580000 sec): 3 clusters Score: Raw -21493.759355 + Penalty 1731.559755 = -19762.199601 nChanged 16 SP:Iteration 2F (4269.720000 sec): 3 clusters Score: Raw -21626.535558 + Penalty 1731.559755 = -19894.975803 nChanged 7 SP:Iteration 3Q (4269.880000 sec): 3 clusters Score: Raw -21651.449970 + Penalty 1731.559755 = -19919.890215 nChanged 3 SP:Iteration 4Q (4270.100000 sec): 3 clusters Score: Raw -21688.559014 + Penalty 1731.559755 = -19956.999259 nChanged 1 SP:Iteration 5Q (4270.210000 sec): 3 clusters Score: Raw -21693.705632 + Penalty 1731.559755 = -19962.145877 nChanged 0 SP:Iteration 6F (4270.390000 sec): 3 clusters Score: Raw -21693.705632 + Penalty 1731.559755 = -19962.145877 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 12 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4270.460000 sec): 2 clusters Score: Raw -85686.102932 + Penalty 1063.385675 = -84622.717257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4270.670000 sec): 3 clusters Score: Raw -85534.935764 + Penalty 2126.771350 = -83408.164415 nChanged 182 SP:Iteration 1F (4270.810000 sec): 3 clusters Score: Raw -85824.789169 + Penalty 2126.771350 = -83698.017819 nChanged 68 SP:Iteration 2F (4270.980000 sec): 3 clusters Score: Raw -86043.392372 + Penalty 2126.771350 = -83916.621023 nChanged 55 SP:Iteration 3F (4271.120000 sec): 3 clusters Score: Raw -86192.309068 + Penalty 2126.771350 = -84065.537719 nChanged 40 SP:Iteration 4F (4271.280000 sec): 3 clusters Score: Raw -86278.990415 + Penalty 2126.771350 = -84152.219065 nChanged 26 SP:Iteration 5Q (4271.460000 sec): 3 clusters Score: Raw -86327.901974 + Penalty 2126.771350 = -84201.130624 nChanged 21 SP:Iteration 6Q (4271.670000 sec): 3 clusters Score: Raw -86369.709601 + Penalty 2126.771350 = -84242.938251 nChanged 9 SP:Iteration 7Q (4271.760000 sec): 3 clusters Score: Raw -86385.490125 + Penalty 2126.771350 = -84258.718775 nChanged 9 SP:Iteration 8Q (4271.930000 sec): 3 clusters Score: Raw -86399.480190 + Penalty 2126.771350 = -84272.708840 nChanged 5 SP:Iteration 9Q (4272.130000 sec): 3 clusters Score: Raw -86407.771159 + Penalty 2126.771350 = -84280.999809 nChanged 6 SP:Iteration 10Q (4272.300000 sec): 3 clusters Score: Raw -86418.236053 + Penalty 2126.771350 = -84291.464703 nChanged 5 SP:Iteration 11Q (4272.440000 sec): 3 clusters Score: Raw -86428.687716 + Penalty 2126.771350 = -84301.916366 nChanged 8 SP:Iteration 12Q (4272.580000 sec): 3 clusters Score: Raw -86444.051490 + Penalty 2126.771350 = -84317.280140 nChanged 3 SP:Iteration 13Q (4272.720000 sec): 3 clusters Score: Raw -86451.369116 + Penalty 2126.771350 = -84324.597766 nChanged 3 SP:Iteration 14Q (4272.910000 sec): 3 clusters Score: Raw -86456.350215 + Penalty 2126.771350 = -84329.578865 nChanged 2 SP:Iteration 15Q (4273.060000 sec): 3 clusters Score: Raw -86459.470490 + Penalty 2126.771350 = -84332.699140 nChanged 5 SP:Iteration 16Q (4273.230000 sec): 3 clusters Score: Raw -86466.922962 + Penalty 2126.771350 = -84340.151612 nChanged 3 SP:Iteration 17Q (4273.370000 sec): 3 clusters Score: Raw -86474.507386 + Penalty 2126.771350 = -84347.736036 nChanged 2 SP:Iteration 18Q (4273.500000 sec): 3 clusters Score: Raw -86478.593301 + Penalty 2126.771350 = -84351.821952 nChanged 1 SP:Iteration 19Q (4273.660000 sec): 3 clusters Score: Raw -86479.719878 + Penalty 2126.771350 = -84352.948529 nChanged 0 SP:Iteration 20F (4273.820000 sec): 3 clusters Score: Raw -86479.719878 + Penalty 2126.771350 = -84352.948529 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 13 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4273.900000 sec): 2 clusters Score: Raw -21664.282178 + Penalty 843.855488 = -20820.426690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4274.040000 sec): 3 clusters Score: Raw -21749.259813 + Penalty 1687.710977 = -20061.548836 nChanged 15 SP:Iteration 1F (4274.220000 sec): 3 clusters Score: Raw -21802.879935 + Penalty 1687.710977 = -20115.168959 nChanged 3 SP:Iteration 2Q (4274.380000 sec): 3 clusters Score: Raw -21817.069372 + Penalty 1687.710977 = -20129.358396 nChanged 0 SP:Iteration 3F (4274.550000 sec): 3 clusters Score: Raw -21817.069372 + Penalty 1687.710977 = -20129.358396 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 14 (683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4274.630000 sec): 2 clusters Score: Raw -80580.477343 + Penalty 1060.555415 = -79519.921928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4274.760000 sec): 3 clusters Score: Raw -80442.058559 + Penalty 2121.110829 = -78320.947730 nChanged 172 SP:Iteration 1F (4274.900000 sec): 3 clusters Score: Raw -80683.982755 + Penalty 2121.110829 = -78562.871926 nChanged 54 SP:Iteration 2F (4275.060000 sec): 3 clusters Score: Raw -80819.057511 + Penalty 2121.110829 = -78697.946682 nChanged 33 SP:Iteration 3Q (4275.220000 sec): 3 clusters Score: Raw -80887.665827 + Penalty 2121.110829 = -78766.554997 nChanged 20 SP:Iteration 4Q (4275.400000 sec): 3 clusters Score: Raw -80947.278578 + Penalty 2121.110829 = -78826.167749 nChanged 24 SP:Iteration 5Q (4275.570000 sec): 3 clusters Score: Raw -81006.457443 + Penalty 2121.110829 = -78885.346614 nChanged 22 SP:Iteration 6Q (4275.720000 sec): 3 clusters Score: Raw -81042.208376 + Penalty 2121.110829 = -78921.097547 nChanged 16 SP:Iteration 7Q (4275.890000 sec): 3 clusters Score: Raw -81069.652393 + Penalty 2121.110829 = -78948.541564 nChanged 12 SP:Iteration 8Q (4276.000000 sec): 3 clusters Score: Raw -81088.133892 + Penalty 2121.110829 = -78967.023063 nChanged 13 SP:Iteration 9Q (4276.180000 sec): 3 clusters Score: Raw -81103.310453 + Penalty 2121.110829 = -78982.199624 nChanged 6 SP:Iteration 10Q (4276.320000 sec): 3 clusters Score: Raw -81109.810405 + Penalty 2121.110829 = -78988.699575 nChanged 5 SP:Iteration 11Q (4276.500000 sec): 3 clusters Score: Raw -81116.781195 + Penalty 2121.110829 = -78995.670366 nChanged 2 SP:Iteration 12Q (4276.650000 sec): 3 clusters Score: Raw -81118.168043 + Penalty 2121.110829 = -78997.057214 nChanged 1 SP:Iteration 13Q (4276.780000 sec): 3 clusters Score: Raw -81118.751263 + Penalty 2121.110829 = -78997.640434 nChanged 0 SP:Iteration 14F (4276.950000 sec): 3 clusters Score: Raw -81118.751263 + Penalty 2121.110829 = -78997.640434 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 15 (723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4277.040000 sec): 2 clusters Score: Raw -85624.874887 + Penalty 1069.803999 = -84555.070889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4277.200000 sec): 3 clusters Score: Raw -85429.902200 + Penalty 2139.607997 = -83290.294202 nChanged 199 SP:Iteration 1F (4277.370000 sec): 3 clusters Score: Raw -85642.678747 + Penalty 2139.607997 = -83503.070750 nChanged 54 SP:Iteration 2F (4277.510000 sec): 3 clusters Score: Raw -85709.413239 + Penalty 2139.607997 = -83569.805242 nChanged 17 SP:Iteration 3Q (4277.660000 sec): 3 clusters Score: Raw -85744.859304 + Penalty 2139.607997 = -83605.251307 nChanged 20 SP:Iteration 4Q (4277.840000 sec): 3 clusters Score: Raw -85769.527968 + Penalty 2139.607997 = -83629.919971 nChanged 13 SP:Iteration 5Q (4278.010000 sec): 3 clusters Score: Raw -85787.123403 + Penalty 2139.607997 = -83647.515406 nChanged 11 SP:Iteration 6Q (4278.160000 sec): 3 clusters Score: Raw -85807.984390 + Penalty 2139.607997 = -83668.376393 nChanged 15 SP:Iteration 7Q (4278.300000 sec): 3 clusters Score: Raw -85840.902856 + Penalty 2139.607997 = -83701.294859 nChanged 26 SP:Iteration 8Q (4278.470000 sec): 3 clusters Score: Raw -85883.888985 + Penalty 2139.607997 = -83744.280988 nChanged 29 SP:Iteration 9Q (4278.600000 sec): 3 clusters Score: Raw -85943.313671 + Penalty 2139.607997 = -83803.705674 nChanged 33 SP:Iteration 10Q (4278.780000 sec): 3 clusters Score: Raw -85986.498025 + Penalty 2139.607997 = -83846.890028 nChanged 17 SP:Iteration 11Q (4278.960000 sec): 3 clusters Score: Raw -86015.735820 + Penalty 2139.607997 = -83876.127823 nChanged 14 SP:Iteration 12Q (4279.110000 sec): 3 clusters Score: Raw -86042.634084 + Penalty 2139.607997 = -83903.026086 nChanged 10 SP:Iteration 13Q (4279.280000 sec): 3 clusters Score: Raw -86066.126191 + Penalty 2139.607997 = -83926.518194 nChanged 15 SP:Iteration 14Q (4279.450000 sec): 3 clusters Score: Raw -86102.781692 + Penalty 2139.607997 = -83963.173694 nChanged 16 SP:Iteration 15Q (4279.560000 sec): 3 clusters Score: Raw -86146.585650 + Penalty 2139.607997 = -84006.977653 nChanged 17 SP:Iteration 16Q (4279.750000 sec): 3 clusters Score: Raw -86198.945092 + Penalty 2139.607997 = -84059.337095 nChanged 15 SP:Iteration 17Q (4279.890000 sec): 3 clusters Score: Raw -86236.256007 + Penalty 2139.607997 = -84096.648009 nChanged 11 SP:Iteration 18Q (4280.110000 sec): 3 clusters Score: Raw -86260.283112 + Penalty 2139.607997 = -84120.675115 nChanged 9 SP:Iteration 19Q (4280.240000 sec): 3 clusters Score: Raw -86282.243965 + Penalty 2139.607997 = -84142.635968 nChanged 8 SP:Iteration 20F (4280.450000 sec): 3 clusters Score: Raw -86312.538585 + Penalty 2139.607997 = -84172.930588 nChanged 8 SP:Iteration 21Q (4280.590000 sec): 3 clusters Score: Raw -86325.394408 + Penalty 2139.607997 = -84185.786411 nChanged 4 SP:Iteration 22Q (4280.720000 sec): 3 clusters Score: Raw -86334.604298 + Penalty 2139.607997 = -84194.996301 nChanged 8 SP:Iteration 23Q (4280.860000 sec): 3 clusters Score: Raw -86345.017093 + Penalty 2139.607997 = -84205.409096 nChanged 3 SP:Iteration 24Q (4281.040000 sec): 3 clusters Score: Raw -86351.416300 + Penalty 2139.607997 = -84211.808303 nChanged 2 SP:Iteration 25Q (4281.210000 sec): 3 clusters Score: Raw -86357.097151 + Penalty 2139.607997 = -84217.489154 nChanged 2 SP:Iteration 26Q (4281.340000 sec): 3 clusters Score: Raw -86358.720482 + Penalty 2139.607997 = -84219.112485 nChanged 1 SP:Iteration 27Q (4281.530000 sec): 3 clusters Score: Raw -86360.138642 + Penalty 2139.607997 = -84220.530644 nChanged 0 SP:Iteration 28F (4281.690000 sec): 3 clusters Score: Raw -86360.138642 + Penalty 2139.607997 = -84220.530644 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 16 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.760000 sec): 2 clusters Score: Raw -41255.088538 + Penalty 950.046301 = -40305.042237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.910000 sec): 3 clusters Score: Raw -41256.672287 + Penalty 1900.092602 = -39356.579685 nChanged 61 SP:Iteration 1F (4282.060000 sec): 3 clusters Score: Raw -41385.598055 + Penalty 1900.092602 = -39485.505453 nChanged 13 SP:Iteration 2Q (4282.200000 sec): 3 clusters Score: Raw -41424.747151 + Penalty 1900.092602 = -39524.654549 nChanged 11 SP:Iteration 3Q (4282.350000 sec): 3 clusters Score: Raw -41455.276860 + Penalty 1900.092602 = -39555.184258 nChanged 4 SP:Iteration 4Q (4282.520000 sec): 3 clusters Score: Raw -41462.023393 + Penalty 1900.092602 = -39561.930791 nChanged 2 SP:Iteration 5Q (4282.650000 sec): 3 clusters Score: Raw -41465.904617 + Penalty 1900.092602 = -39565.812015 nChanged 1 SP:Iteration 6Q (4282.820000 sec): 3 clusters Score: Raw -41468.327641 + Penalty 1900.092602 = -39568.235040 nChanged 1 SP:Iteration 7Q (4282.970000 sec): 3 clusters Score: Raw -41474.101077 + Penalty 1900.092602 = -39574.008475 nChanged 0 SP:Iteration 8F (4283.120000 sec): 3 clusters Score: Raw -41474.101077 + Penalty 1900.092602 = -39574.008475 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 17 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4283.200000 sec): 2 clusters Score: Raw -62760.677310 + Penalty 1017.181988 = -61743.495322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4283.360000 sec): 3 clusters Score: Raw -62704.348287 + Penalty 2034.363976 = -60669.984311 nChanged 116 SP:Iteration 1F (4283.530000 sec): 3 clusters Score: Raw -62850.296212 + Penalty 2034.363976 = -60815.932236 nChanged 26 SP:Iteration 2Q (4283.700000 sec): 3 clusters Score: Raw -62894.600176 + Penalty 2034.363976 = -60860.236200 nChanged 20 SP:Iteration 3Q (4283.880000 sec): 3 clusters Score: Raw -62931.993449 + Penalty 2034.363976 = -60897.629474 nChanged 13 SP:Iteration 4Q (4284.070000 sec): 3 clusters Score: Raw -62948.017823 + Penalty 2034.363976 = -60913.653847 nChanged 13 SP:Iteration 5Q (4284.200000 sec): 3 clusters Score: Raw -62968.652424 + Penalty 2034.363976 = -60934.288448 nChanged 5 SP:Iteration 6Q (4284.380000 sec): 3 clusters Score: Raw -62972.314992 + Penalty 2034.363976 = -60937.951017 nChanged 1 SP:Iteration 7Q (4284.560000 sec): 3 clusters Score: Raw -62972.788187 + Penalty 2034.363976 = -60938.424211 nChanged 1 SP:Iteration 8Q (4284.740000 sec): 3 clusters Score: Raw -62974.992508 + Penalty 2034.363976 = -60940.628532 nChanged 0 SP:Iteration 9F (4284.920000 sec): 3 clusters Score: Raw -62974.992508 + Penalty 2034.363976 = -60940.628532 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 18 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4285.030000 sec): 2 clusters Score: Raw -73065.278494 + Penalty 1046.653813 = -72018.624681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4285.150000 sec): 3 clusters Score: Raw -72915.745591 + Penalty 2093.307626 = -70822.437965 nChanged 166 SP:Iteration 1F (4285.360000 sec): 3 clusters Score: Raw -73118.261572 + Penalty 2093.307626 = -71024.953946 nChanged 57 SP:Iteration 2F (4285.460000 sec): 3 clusters Score: Raw -73191.382158 + Penalty 2093.307626 = -71098.074533 nChanged 17 SP:Iteration 3Q (4285.620000 sec): 3 clusters Score: Raw -73213.817412 + Penalty 2093.307626 = -71120.509786 nChanged 5 SP:Iteration 4Q (4285.790000 sec): 3 clusters Score: Raw -73223.598655 + Penalty 2093.307626 = -71130.291029 nChanged 4 SP:Iteration 5Q (4285.960000 sec): 3 clusters Score: Raw -73228.688787 + Penalty 2093.307626 = -71135.381161 nChanged 6 SP:Iteration 6Q (4286.090000 sec): 3 clusters Score: Raw -73234.966715 + Penalty 2093.307626 = -71141.659089 nChanged 1 SP:Iteration 7Q (4286.280000 sec): 3 clusters Score: Raw -73235.842172 + Penalty 2093.307626 = -71142.534547 nChanged 0 SP:Iteration 8F (4286.410000 sec): 3 clusters Score: Raw -73235.842172 + Penalty 2093.307626 = -71142.534547 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 19 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.480000 sec): 2 clusters Score: Raw -49990.016484 + Penalty 981.541391 = -49008.475094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4286.680000 sec): 3 clusters Score: Raw -49983.175470 + Penalty 1963.082781 = -48020.092688 nChanged 83 SP:Iteration 1F (4286.810000 sec): 3 clusters Score: Raw -50153.374908 + Penalty 1963.082781 = -48190.292127 nChanged 23 SP:Iteration 2F (4286.990000 sec): 3 clusters Score: Raw -50222.397732 + Penalty 1963.082781 = -48259.314950 nChanged 10 SP:Iteration 3Q (4287.120000 sec): 3 clusters Score: Raw -50240.627450 + Penalty 1963.082781 = -48277.544669 nChanged 5 SP:Iteration 4Q (4287.310000 sec): 3 clusters Score: Raw -50248.962535 + Penalty 1963.082781 = -48285.879754 nChanged 2 SP:Iteration 5Q (4287.520000 sec): 3 clusters Score: Raw -50252.239863 + Penalty 1963.082781 = -48289.157082 nChanged 1 SP:Iteration 6Q (4287.680000 sec): 3 clusters Score: Raw -50254.692510 + Penalty 1963.082781 = -48291.609729 nChanged 1 SP:Iteration 7Q (4287.790000 sec): 3 clusters Score: Raw -50258.055815 + Penalty 1963.082781 = -48294.973034 nChanged 3 SP:Iteration 8Q (4287.940000 sec): 3 clusters Score: Raw -50261.719928 + Penalty 1963.082781 = -48298.637147 nChanged 0 SP:Iteration 9F (4288.080000 sec): 3 clusters Score: Raw -50261.719928 + Penalty 1963.082781 = -48298.637147 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 20 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4288.160000 sec): 2 clusters Score: Raw -63097.836137 + Penalty 1019.035620 = -62078.800516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4288.320000 sec): 3 clusters Score: Raw -63034.162942 + Penalty 2038.071240 = -60996.091701 nChanged 111 SP:Iteration 1F (4288.520000 sec): 3 clusters Score: Raw -63193.193873 + Penalty 2038.071240 = -61155.122632 nChanged 27 SP:Iteration 2F (4288.660000 sec): 3 clusters Score: Raw -63238.011440 + Penalty 2038.071240 = -61199.940200 nChanged 11 SP:Iteration 3Q (4288.860000 sec): 3 clusters Score: Raw -63257.126499 + Penalty 2038.071240 = -61219.055259 nChanged 6 SP:Iteration 4Q (4289.000000 sec): 3 clusters Score: Raw -63264.591142 + Penalty 2038.071240 = -61226.519901 nChanged 3 SP:Iteration 5Q (4289.170000 sec): 3 clusters Score: Raw -63269.184991 + Penalty 2038.071240 = -61231.113750 nChanged 4 SP:Iteration 6Q (4289.330000 sec): 3 clusters Score: Raw -63276.108970 + Penalty 2038.071240 = -61238.037730 nChanged 3 SP:Iteration 7Q (4289.510000 sec): 3 clusters Score: Raw -63283.431716 + Penalty 2038.071240 = -61245.360476 nChanged 5 SP:Iteration 8Q (4289.690000 sec): 3 clusters Score: Raw -63288.823129 + Penalty 2038.071240 = -61250.751889 nChanged 4 SP:Iteration 9Q (4289.890000 sec): 3 clusters Score: Raw -63293.351301 + Penalty 2038.071240 = -61255.280060 nChanged 0 SP:Iteration 10F (4290.020000 sec): 3 clusters Score: Raw -63293.351301 + Penalty 2038.071240 = -61255.280060 nChanged 0 Memory request: 0.00 GB would take us to total of 2.24 GB. Trying to split cluster 21 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.120000 sec): 2 clusters Score: Raw -14146.007803 + Penalty 779.315964 = -13366.691839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.260000 sec): 3 clusters Score: Raw -14270.717202 + Penalty 1558.631927 = -12712.085274 nChanged 9 SP:Iteration 1F (4290.390000 sec): 3 clusters Score: Raw -14323.114784 + Penalty 1558.631927 = -12764.482856 nChanged 3 SP:Iteration 2Q (4290.520000 sec): 3 clusters Score: Raw -14331.616581 + Penalty 1558.631927 = -12772.984654 nChanged 0 SP:Iteration 3F (4290.690000 sec): 3 clusters Score: Raw -14331.616581 + Penalty 1558.631927 = -12772.984654 nChanged 0 ------ Evaluating fit on full set of 767562 points ------ Score: Raw -93245978.125411 + Penalty 46242.700607 = -93199735.424804 Time taken for this iteration:1096.800000 seconds. 21->22 Clusters: Score -93199735.424804, best is -93196051.548230 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 5608 (time per iteration =236.754558 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 142072116480.000000 (time per metric unit =9.345392ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3409730795520.000000 (time per metric unit=389.391315ps) That took 1327.719559 seconds.