warning: commands will be executed using /bin/sh job 3484 at Tue Jul 28 21:14:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150317/YutaMouse32-150317 ElecNo 3 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 6.45 and 9.67 GB of RAM. Memory request: 3.22 GB would take us to total of 3.22 GB. ---------------------------------------------------------- Loaded 1729886 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.08 GB would take us to total of 4.30 GB. ------ Running on subset of 576628 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (2465 points): Lose 704.738757 but Gain 3289.708251 Iteration 0F (60.970000 sec): 19 clusters Score: Raw -73402845.789136 + Penalty 59214.748511 = -73343631.040625 nChanged 545736 Deleting Class 10 (870 points): Lose 1759.175719 but Gain 3289.708251 Iteration 1F (83.010000 sec): 18 clusters Score: Raw -76639709.700408 + Penalty 55925.040261 = -76583784.660147 nChanged 236723 Deleting Class 11 (1787 points): Lose 2266.199604 but Gain 3289.708251 Iteration 2F (104.970000 sec): 17 clusters Score: Raw -77241668.893995 + Penalty 52635.332010 = -77189033.561985 nChanged 170979 Deleting Class 1 (1964 points): Lose 1949.714854 but Gain 3289.708251 Iteration 3F (124.580000 sec): 16 clusters Score: Raw -77580370.506530 + Penalty 49345.623760 = -77531024.882771 nChanged 116753 Iteration 4F (143.380000 sec): 16 clusters Score: Raw -77717155.945704 + Penalty 49345.623760 = -77667810.321944 nChanged 90038 Iteration 5F (161.610000 sec): 16 clusters Score: Raw -77798900.514737 + Penalty 49345.623760 = -77749554.890977 nChanged 74735 Iteration 6F (180.800000 sec): 16 clusters Score: Raw -77862368.775909 + Penalty 49345.623760 = -77813023.152149 nChanged 60895 Deleting Class 13 (2450 points): Lose 2852.303689 but Gain 3289.708251 Iteration 7F (198.780000 sec): 15 clusters Score: Raw -77906884.955397 + Penalty 46055.915509 = -77860829.039888 nChanged 50100 Iteration 8F (216.010000 sec): 15 clusters Score: Raw -77944940.855053 + Penalty 46055.915509 = -77898884.939544 nChanged 35738 Iteration 9F (233.740000 sec): 15 clusters Score: Raw -77968326.040655 + Penalty 46055.915509 = -77922270.125146 nChanged 27224 Iteration 10Q (244.680000 sec): 15 clusters Score: Raw -77985441.358633 + Penalty 46055.915509 = -77939385.443124 nChanged 20878 Iteration 11Q (255.990000 sec): 15 clusters Score: Raw -77996395.499709 + Penalty 46055.915509 = -77950339.584200 nChanged 16459 Deleting Class 6 (2979 points): Lose 3096.799341 but Gain 3289.708251 Iteration 12Q (267.330000 sec): 14 clusters Score: Raw -78000636.843358 + Penalty 42766.207258 = -77957870.636100 nChanged 16032 Iteration 13Q (277.580000 sec): 14 clusters Score: Raw -78009755.574624 + Penalty 42766.207258 = -77966989.367366 nChanged 9875 Iteration 14Q (288.650000 sec): 14 clusters Score: Raw -78012324.189335 + Penalty 42766.207258 = -77969557.982077 nChanged 7760 Iteration 15Q (298.750000 sec): 14 clusters Score: Raw -78014046.434568 + Penalty 42766.207258 = -77971280.227310 nChanged 6338 Iteration 16Q (309.110000 sec): 14 clusters Score: Raw -78015225.505781 + Penalty 42766.207258 = -77972459.298523 nChanged 5228 Iteration 17Q (320.840000 sec): 14 clusters Score: Raw -78016020.185367 + Penalty 42766.207258 = -77973253.978109 nChanged 4312 Iteration 18Q (331.250000 sec): 14 clusters Score: Raw -78016530.381736 + Penalty 42766.207258 = -77973764.174478 nChanged 3336 Iteration 19Q (342.450000 sec): 14 clusters Score: Raw -78016850.346466 + Penalty 42766.207258 = -77974084.139208 nChanged 2757 Writing temp clu file Because OldScore, -77973764.174478, is greater than current (better) Score,-77974084.139208 Compute initial score before splitting: Score: Raw -78016850.346466 + Penalty 42766.207258 = -77974084.139208 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.720000 sec): 2 clusters Score: Raw -96987.577352 + Penalty 1650.549207 = -95337.028145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.930000 sec): 3 clusters Score: Raw -96987.145236 + Penalty 3301.098414 = -93686.046823 nChanged 200 SP:Iteration 1F (343.170000 sec): 3 clusters Score: Raw -97968.138360 + Penalty 3301.098414 = -94667.039946 nChanged 118 SP:Iteration 2F (343.400000 sec): 3 clusters Score: Raw -98728.383748 + Penalty 3301.098414 = -95427.285334 nChanged 72 SP:Iteration 3F (343.580000 sec): 3 clusters Score: Raw -99141.284385 + Penalty 3301.098414 = -95840.185971 nChanged 43 SP:Iteration 4F (343.810000 sec): 3 clusters Score: Raw -99588.541475 + Penalty 3301.098414 = -96287.443061 nChanged 28 SP:Iteration 5Q (344.000000 sec): 3 clusters Score: Raw -99941.541653 + Penalty 3301.098414 = -96640.443239 nChanged 19 SP:Iteration 6Q (344.170000 sec): 3 clusters Score: Raw -100097.541462 + Penalty 3301.098414 = -96796.443048 nChanged 14 SP:Iteration 7Q (344.370000 sec): 3 clusters Score: Raw -100168.238656 + Penalty 3301.098414 = -96867.140242 nChanged 5 SP:Iteration 8Q (344.590000 sec): 3 clusters Score: Raw -100187.008034 + Penalty 3301.098414 = -96885.909621 nChanged 3 SP:Iteration 9Q (344.750000 sec): 3 clusters Score: Raw -100198.197193 + Penalty 3301.098414 = -96897.098779 nChanged 1 SP:Iteration 10Q (344.970000 sec): 3 clusters Score: Raw -100200.015486 + Penalty 3301.098414 = -96898.917072 nChanged 0 SP:Iteration 11F (345.210000 sec): 3 clusters Score: Raw -100200.015486 + Penalty 3301.098414 = -96898.917072 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (2045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (345.320000 sec): 2 clusters Score: Raw -259084.841103 + Penalty 1890.541961 = -257194.299142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (345.590000 sec): 3 clusters Score: Raw -258621.638309 + Penalty 3781.083922 = -254840.554387 nChanged 729 SP:Iteration 1F (345.770000 sec): 3 clusters Score: Raw -259908.894216 + Penalty 3781.083922 = -256127.810294 nChanged 322 SP:Iteration 2F (345.960000 sec): 3 clusters Score: Raw -260987.348469 + Penalty 3781.083922 = -257206.264547 nChanged 255 SP:Iteration 3F (346.210000 sec): 3 clusters Score: Raw -261758.422813 + Penalty 3781.083922 = -257977.338892 nChanged 104 SP:Iteration 4F (346.400000 sec): 3 clusters Score: Raw -261959.505298 + Penalty 3781.083922 = -258178.421376 nChanged 51 SP:Iteration 5Q (346.580000 sec): 3 clusters Score: Raw -262044.213837 + Penalty 3781.083922 = -258263.129915 nChanged 19 SP:Iteration 6Q (346.740000 sec): 3 clusters Score: Raw -262077.804394 + Penalty 3781.083922 = -258296.720472 nChanged 10 SP:Iteration 7Q (346.950000 sec): 3 clusters Score: Raw -262094.972611 + Penalty 3781.083922 = -258313.888689 nChanged 4 SP:Iteration 8Q (347.100000 sec): 3 clusters Score: Raw -262100.948065 + Penalty 3781.083922 = -258319.864143 nChanged 3 SP:Iteration 9Q (347.240000 sec): 3 clusters Score: Raw -262105.631399 + Penalty 3781.083922 = -258324.547477 nChanged 4 SP:Iteration 10Q (347.450000 sec): 3 clusters Score: Raw -262109.157982 + Penalty 3781.083922 = -258328.074060 nChanged 4 SP:Iteration 11Q (347.600000 sec): 3 clusters Score: Raw -262118.774721 + Penalty 3781.083922 = -258337.690799 nChanged 4 SP:Iteration 12Q (347.750000 sec): 3 clusters Score: Raw -262141.007062 + Penalty 3781.083922 = -258359.923140 nChanged 3 SP:Iteration 13Q (347.910000 sec): 3 clusters Score: Raw -262170.035407 + Penalty 3781.083922 = -258388.951485 nChanged 4 SP:Iteration 14Q (348.140000 sec): 3 clusters Score: Raw -262194.663266 + Penalty 3781.083922 = -258413.579344 nChanged 2 SP:Iteration 15Q (348.280000 sec): 3 clusters Score: Raw -262277.891110 + Penalty 3781.083922 = -258496.807188 nChanged 7 SP:Iteration 16Q (348.460000 sec): 3 clusters Score: Raw -262336.479959 + Penalty 3781.083922 = -258555.396037 nChanged 4 SP:Iteration 17Q (348.670000 sec): 3 clusters Score: Raw -262365.243606 + Penalty 3781.083922 = -258584.159684 nChanged 2 SP:Iteration 18Q (348.860000 sec): 3 clusters Score: Raw -262367.062427 + Penalty 3781.083922 = -258585.978505 nChanged 0 SP:Iteration 19F (349.080000 sec): 3 clusters Score: Raw -262367.699387 + Penalty 3781.083922 = -258586.615465 nChanged 1 SP:Iteration 20F (349.290000 sec): 3 clusters Score: Raw -262368.998556 + Penalty 3781.083922 = -258587.914634 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 4.30 GB. Trying to split cluster 4 (37164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.670000 sec): 2 clusters Score: Raw -5016790.215994 + Penalty 2609.727766 = -5014180.488228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.120000 sec): 3 clusters Score: Raw -4994218.209966 + Penalty 5219.455532 = -4988998.754434 nChanged 16937 SP:Iteration 1F (350.590000 sec): 3 clusters Score: Raw -5003794.371674 + Penalty 5219.455532 = -4998574.916142 nChanged 1988 SP:Iteration 2F (351.060000 sec): 3 clusters Score: Raw -5004919.749934 + Penalty 5219.455532 = -4999700.294402 nChanged 2218 SP:Iteration 3F (351.480000 sec): 3 clusters Score: Raw -5006475.366884 + Penalty 5219.455532 = -5001255.911352 nChanged 2644 SP:Iteration 4F (351.940000 sec): 3 clusters Score: Raw -5008428.585347 + Penalty 5219.455532 = -5003209.129815 nChanged 2967 SP:Iteration 5F (352.380000 sec): 3 clusters Score: Raw -5010550.869436 + Penalty 5219.455532 = -5005331.413905 nChanged 2781 SP:Iteration 6F (352.780000 sec): 3 clusters Score: Raw -5012434.413259 + Penalty 5219.455532 = -5007214.957727 nChanged 2228 SP:Iteration 7F (353.190000 sec): 3 clusters Score: Raw -5013750.522915 + Penalty 5219.455532 = -5008531.067384 nChanged 1486 SP:Iteration 8Q (353.640000 sec): 3 clusters Score: Raw -5014470.844530 + Penalty 5219.455532 = -5009251.388998 nChanged 953 SP:Iteration 9Q (354.060000 sec): 3 clusters Score: Raw -5014867.563709 + Penalty 5219.455532 = -5009648.108177 nChanged 720 SP:Iteration 10Q (354.460000 sec): 3 clusters Score: Raw -5015130.783717 + Penalty 5219.455532 = -5009911.328185 nChanged 550 SP:Iteration 11Q (354.960000 sec): 3 clusters Score: Raw -5015328.456441 + Penalty 5219.455532 = -5010109.000909 nChanged 509 SP:Iteration 12Q (355.300000 sec): 3 clusters Score: Raw -5015517.101634 + Penalty 5219.455532 = -5010297.646102 nChanged 521 SP:Iteration 13Q (355.780000 sec): 3 clusters Score: Raw -5015754.356609 + Penalty 5219.455532 = -5010534.901077 nChanged 503 SP:Iteration 14Q (356.240000 sec): 3 clusters Score: Raw -5016044.176804 + Penalty 5219.455532 = -5010824.721273 nChanged 481 SP:Iteration 15Q (356.660000 sec): 3 clusters Score: Raw -5016458.657930 + Penalty 5219.455532 = -5011239.202399 nChanged 434 SP:Iteration 16Q (357.110000 sec): 3 clusters Score: Raw -5016925.692900 + Penalty 5219.455532 = -5011706.237369 nChanged 372 SP:Iteration 17Q (357.560000 sec): 3 clusters Score: Raw -5017309.344457 + Penalty 5219.455532 = -5012089.888925 nChanged 334 SP:Iteration 18Q (357.980000 sec): 3 clusters Score: Raw -5017684.508655 + Penalty 5219.455532 = -5012465.053124 nChanged 348 SP:Iteration 19Q (358.350000 sec): 3 clusters Score: Raw -5017874.080196 + Penalty 5219.455532 = -5012654.624664 nChanged 343 SP:Iteration 20F (358.770000 sec): 3 clusters Score: Raw -5017997.025652 + Penalty 5219.455532 = -5012777.570121 nChanged 277 SP:Iteration 21Q (359.250000 sec): 3 clusters Score: Raw -5018084.371856 + Penalty 5219.455532 = -5012864.916325 nChanged 247 SP:Iteration 22Q (359.620000 sec): 3 clusters Score: Raw -5018158.483272 + Penalty 5219.455532 = -5012939.027741 nChanged 187 SP:Iteration 23Q (360.030000 sec): 3 clusters Score: Raw -5018206.981690 + Penalty 5219.455532 = -5012987.526158 nChanged 146 SP:Iteration 24Q (360.410000 sec): 3 clusters Score: Raw -5018240.634067 + Penalty 5219.455532 = -5013021.178536 nChanged 135 SP:Iteration 25Q (360.820000 sec): 3 clusters Score: Raw -5018271.307769 + Penalty 5219.455532 = -5013051.852237 nChanged 93 SP:Iteration 26Q (361.230000 sec): 3 clusters Score: Raw -5018289.988773 + Penalty 5219.455532 = -5013070.533241 nChanged 79 SP:Iteration 27Q (361.580000 sec): 3 clusters Score: Raw -5018305.963502 + Penalty 5219.455532 = -5013086.507970 nChanged 69 SP:Iteration 28Q (361.950000 sec): 3 clusters Score: Raw -5018319.240056 + Penalty 5219.455532 = -5013099.784525 nChanged 68 SP:Iteration 29Q (362.260000 sec): 3 clusters Score: Raw -5018330.701864 + Penalty 5219.455532 = -5013111.246332 nChanged 50 SP:Iteration 30Q (362.660000 sec): 3 clusters Score: Raw -5018338.806406 + Penalty 5219.455532 = -5013119.350875 nChanged 40 SP:Iteration 31Q (363.020000 sec): 3 clusters Score: Raw -5018344.546471 + Penalty 5219.455532 = -5013125.090939 nChanged 37 SP:Iteration 32Q (363.370000 sec): 3 clusters Score: Raw -5018349.958039 + Penalty 5219.455532 = -5013130.502507 nChanged 40 SP:Iteration 33Q (363.720000 sec): 3 clusters Score: Raw -5018355.810695 + Penalty 5219.455532 = -5013136.355163 nChanged 36 SP:Iteration 34Q (364.020000 sec): 3 clusters Score: Raw -5018360.717266 + Penalty 5219.455532 = -5013141.261734 nChanged 25 SP:Iteration 35Q (364.360000 sec): 3 clusters Score: Raw -5018363.912364 + Penalty 5219.455532 = -5013144.456832 nChanged 21 SP:Iteration 36Q (364.750000 sec): 3 clusters Score: Raw -5018366.549742 + Penalty 5219.455532 = -5013147.094210 nChanged 16 SP:Iteration 37Q (365.110000 sec): 3 clusters Score: Raw -5018368.678103 + Penalty 5219.455532 = -5013149.222571 nChanged 14 SP:Iteration 38Q (365.450000 sec): 3 clusters Score: Raw -5018370.214939 + Penalty 5219.455532 = -5013150.759408 nChanged 10 SP:Iteration 39Q (365.840000 sec): 3 clusters Score: Raw -5018371.286990 + Penalty 5219.455532 = -5013151.831458 nChanged 9 SP:Iteration 40F (366.280000 sec): 3 clusters Score: Raw -5018372.096617 + Penalty 5219.455532 = -5013152.641086 nChanged 8 SP:Iteration 41Q (366.610000 sec): 3 clusters Score: Raw -5018372.832490 + Penalty 5219.455532 = -5013153.376959 nChanged 7 SP:Iteration 42Q (366.950000 sec): 3 clusters Score: Raw -5018373.689694 + Penalty 5219.455532 = -5013154.234163 nChanged 8 SP:Iteration 43Q (367.350000 sec): 3 clusters Score: Raw -5018374.870624 + Penalty 5219.455532 = -5013155.415093 nChanged 7 SP:Iteration 44Q (367.730000 sec): 3 clusters Score: Raw -5018375.669269 + Penalty 5219.455532 = -5013156.213737 nChanged 6 SP:Iteration 45Q (368.070000 sec): 3 clusters Score: Raw -5018376.495390 + Penalty 5219.455532 = -5013157.039858 nChanged 6 SP:Iteration 46Q (368.470000 sec): 3 clusters Score: Raw -5018377.203282 + Penalty 5219.455532 = -5013157.747750 nChanged 2 SP:Iteration 47Q (368.860000 sec): 3 clusters Score: Raw -5018377.440346 + Penalty 5219.455532 = -5013157.984814 nChanged 0 SP:Iteration 48F (369.270000 sec): 3 clusters Score: Raw -5018377.440346 + Penalty 5219.455532 = -5013157.984814 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (10048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (369.430000 sec): 2 clusters Score: Raw -1386445.326216 + Penalty 2285.351964 = -1384159.974251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (369.700000 sec): 3 clusters Score: Raw -1380965.613174 + Penalty 4570.703929 = -1376394.909245 nChanged 4234 SP:Iteration 1F (369.960000 sec): 3 clusters Score: Raw -1383221.914491 + Penalty 4570.703929 = -1378651.210563 nChanged 661 SP:Iteration 2F (370.250000 sec): 3 clusters Score: Raw -1383543.296492 + Penalty 4570.703929 = -1378972.592564 nChanged 515 SP:Iteration 3F (370.460000 sec): 3 clusters Score: Raw -1383776.868690 + Penalty 4570.703929 = -1379206.164761 nChanged 460 SP:Iteration 4Q (370.700000 sec): 3 clusters Score: Raw -1384007.863913 + Penalty 4570.703929 = -1379437.159984 nChanged 461 SP:Iteration 5Q (370.920000 sec): 3 clusters Score: Raw -1384256.795555 + Penalty 4570.703929 = -1379686.091626 nChanged 426 SP:Iteration 6Q (371.180000 sec): 3 clusters Score: Raw -1384487.674242 + Penalty 4570.703929 = -1379916.970313 nChanged 419 SP:Iteration 7Q (371.420000 sec): 3 clusters Score: Raw -1384725.994885 + Penalty 4570.703929 = -1380155.290956 nChanged 430 SP:Iteration 8Q (371.650000 sec): 3 clusters Score: Raw -1384968.838059 + Penalty 4570.703929 = -1380398.134131 nChanged 400 SP:Iteration 9Q (371.870000 sec): 3 clusters Score: Raw -1385202.679654 + Penalty 4570.703929 = -1380631.975725 nChanged 394 SP:Iteration 10Q (372.130000 sec): 3 clusters Score: Raw -1385432.787969 + Penalty 4570.703929 = -1380862.084040 nChanged 334 SP:Iteration 11Q (372.340000 sec): 3 clusters Score: Raw -1385638.011739 + Penalty 4570.703929 = -1381067.307810 nChanged 302 SP:Iteration 12Q (372.610000 sec): 3 clusters Score: Raw -1385836.290071 + Penalty 4570.703929 = -1381265.586142 nChanged 278 SP:Iteration 13Q (372.820000 sec): 3 clusters Score: Raw -1386000.408032 + Penalty 4570.703929 = -1381429.704104 nChanged 212 SP:Iteration 14Q (373.070000 sec): 3 clusters Score: Raw -1386120.017425 + Penalty 4570.703929 = -1381549.313496 nChanged 183 SP:Iteration 15Q (373.360000 sec): 3 clusters Score: Raw -1386226.040474 + Penalty 4570.703929 = -1381655.336545 nChanged 144 SP:Iteration 16Q (373.560000 sec): 3 clusters Score: Raw -1386307.896218 + Penalty 4570.703929 = -1381737.192289 nChanged 113 SP:Iteration 17Q (373.830000 sec): 3 clusters Score: Raw -1386370.418719 + Penalty 4570.703929 = -1381799.714790 nChanged 92 SP:Iteration 18Q (374.050000 sec): 3 clusters Score: Raw -1386428.416943 + Penalty 4570.703929 = -1381857.713014 nChanged 75 SP:Iteration 19Q (374.320000 sec): 3 clusters Score: Raw -1386471.293202 + Penalty 4570.703929 = -1381900.589274 nChanged 60 SP:Iteration 20F (374.570000 sec): 3 clusters Score: Raw -1386502.006183 + Penalty 4570.703929 = -1381931.302254 nChanged 48 SP:Iteration 21Q (374.840000 sec): 3 clusters Score: Raw -1386527.756079 + Penalty 4570.703929 = -1381957.052150 nChanged 33 SP:Iteration 22Q (375.110000 sec): 3 clusters Score: Raw -1386546.226699 + Penalty 4570.703929 = -1381975.522770 nChanged 27 SP:Iteration 23Q (375.430000 sec): 3 clusters Score: Raw -1386560.533926 + Penalty 4570.703929 = -1381989.829997 nChanged 22 SP:Iteration 24Q (375.630000 sec): 3 clusters Score: Raw -1386571.271878 + Penalty 4570.703929 = -1382000.567949 nChanged 27 SP:Iteration 25Q (375.870000 sec): 3 clusters Score: Raw -1386584.907781 + Penalty 4570.703929 = -1382014.203852 nChanged 19 SP:Iteration 26Q (376.110000 sec): 3 clusters Score: Raw -1386593.857068 + Penalty 4570.703929 = -1382023.153140 nChanged 15 SP:Iteration 27Q (376.370000 sec): 3 clusters Score: Raw -1386601.934868 + Penalty 4570.703929 = -1382031.230940 nChanged 20 SP:Iteration 28Q (376.600000 sec): 3 clusters Score: Raw -1386613.654057 + Penalty 4570.703929 = -1382042.950129 nChanged 17 SP:Iteration 29Q (376.830000 sec): 3 clusters Score: Raw -1386623.602970 + Penalty 4570.703929 = -1382052.899041 nChanged 16 SP:Iteration 30Q (377.070000 sec): 3 clusters Score: Raw -1386631.358949 + Penalty 4570.703929 = -1382060.655020 nChanged 13 SP:Iteration 31Q (377.330000 sec): 3 clusters Score: Raw -1386637.311329 + Penalty 4570.703929 = -1382066.607400 nChanged 9 SP:Iteration 32Q (377.540000 sec): 3 clusters Score: Raw -1386641.621300 + Penalty 4570.703929 = -1382070.917371 nChanged 7 SP:Iteration 33Q (377.800000 sec): 3 clusters Score: Raw -1386645.175187 + Penalty 4570.703929 = -1382074.471258 nChanged 4 SP:Iteration 34Q (378.080000 sec): 3 clusters Score: Raw -1386648.585288 + Penalty 4570.703929 = -1382077.881359 nChanged 5 SP:Iteration 35Q (378.280000 sec): 3 clusters Score: Raw -1386652.112725 + Penalty 4570.703929 = -1382081.408796 nChanged 4 SP:Iteration 36Q (378.540000 sec): 3 clusters Score: Raw -1386654.313432 + Penalty 4570.703929 = -1382083.609503 nChanged 8 SP:Iteration 37Q (378.820000 sec): 3 clusters Score: Raw -1386658.900064 + Penalty 4570.703929 = -1382088.196135 nChanged 8 SP:Iteration 38Q (379.070000 sec): 3 clusters Score: Raw -1386662.055374 + Penalty 4570.703929 = -1382091.351445 nChanged 4 SP:Iteration 39Q (379.280000 sec): 3 clusters Score: Raw -1386664.096186 + Penalty 4570.703929 = -1382093.392258 nChanged 4 SP:Iteration 40F (379.570000 sec): 3 clusters Score: Raw -1386666.037134 + Penalty 4570.703929 = -1382095.333205 nChanged 3 SP:Iteration 41Q (379.790000 sec): 3 clusters Score: Raw -1386667.818793 + Penalty 4570.703929 = -1382097.114864 nChanged 3 SP:Iteration 42Q (380.000000 sec): 3 clusters Score: Raw -1386669.316939 + Penalty 4570.703929 = -1382098.613011 nChanged 5 SP:Iteration 43Q (380.260000 sec): 3 clusters Score: Raw -1386671.965528 + Penalty 4570.703929 = -1382101.261599 nChanged 5 SP:Iteration 44Q (380.540000 sec): 3 clusters Score: Raw -1386674.719595 + Penalty 4570.703929 = -1382104.015667 nChanged 4 SP:Iteration 45Q (380.730000 sec): 3 clusters Score: Raw -1386677.684081 + Penalty 4570.703929 = -1382106.980152 nChanged 3 SP:Iteration 46Q (380.950000 sec): 3 clusters Score: Raw -1386678.852783 + Penalty 4570.703929 = -1382108.148854 nChanged 4 SP:Iteration 47Q (381.200000 sec): 3 clusters Score: Raw -1386681.699879 + Penalty 4570.703929 = -1382110.995950 nChanged 7 SP:Iteration 48Q (381.460000 sec): 3 clusters Score: Raw -1386687.743612 + Penalty 4570.703929 = -1382117.039683 nChanged 4 SP:Iteration 49Q (381.730000 sec): 3 clusters Score: Raw -1386690.369525 + Penalty 4570.703929 = -1382119.665596 nChanged 5 SP:Iteration 50Q (382.030000 sec): 3 clusters Score: Raw -1386692.633604 + Penalty 4570.703929 = -1382121.929675 nChanged 4 SP:Iteration 51Q (382.290000 sec): 3 clusters Score: Raw -1386695.433775 + Penalty 4570.703929 = -1382124.729846 nChanged 4 SP:Iteration 52Q (382.520000 sec): 3 clusters Score: Raw -1386697.341661 + Penalty 4570.703929 = -1382126.637732 nChanged 4 SP:Iteration 53Q (382.740000 sec): 3 clusters Score: Raw -1386699.241882 + Penalty 4570.703929 = -1382128.537953 nChanged 5 SP:Iteration 54Q (383.020000 sec): 3 clusters Score: Raw -1386702.025065 + Penalty 4570.703929 = -1382131.321136 nChanged 6 SP:Iteration 55Q (383.260000 sec): 3 clusters Score: Raw -1386704.475738 + Penalty 4570.703929 = -1382133.771810 nChanged 6 SP:Iteration 56Q (383.530000 sec): 3 clusters Score: Raw -1386707.889219 + Penalty 4570.703929 = -1382137.185291 nChanged 7 SP:Iteration 57Q (383.830000 sec): 3 clusters Score: Raw -1386712.007422 + Penalty 4570.703929 = -1382141.303494 nChanged 7 SP:Iteration 58Q (384.050000 sec): 3 clusters Score: Raw -1386715.914729 + Penalty 4570.703929 = -1382145.210800 nChanged 8 SP:Iteration 59Q (384.340000 sec): 3 clusters Score: Raw -1386722.354434 + Penalty 4570.703929 = -1382151.650506 nChanged 11 SP:Iteration 60F (384.610000 sec): 3 clusters Score: Raw -1386728.992405 + Penalty 4570.703929 = -1382158.288476 nChanged 4 SP:Iteration 61Q (384.890000 sec): 3 clusters Score: Raw -1386730.789551 + Penalty 4570.703929 = -1382160.085622 nChanged 4 SP:Iteration 62Q (385.120000 sec): 3 clusters Score: Raw -1386732.780362 + Penalty 4570.703929 = -1382162.076433 nChanged 2 SP:Iteration 63Q (385.360000 sec): 3 clusters Score: Raw -1386733.606933 + Penalty 4570.703929 = -1382162.903004 nChanged 2 SP:Iteration 64Q (385.660000 sec): 3 clusters Score: Raw -1386734.301022 + Penalty 4570.703929 = -1382163.597093 nChanged 1 SP:Iteration 65Q (385.920000 sec): 3 clusters Score: Raw -1386734.492386 + Penalty 4570.703929 = -1382163.788457 nChanged 0 SP:Iteration 66F (386.160000 sec): 3 clusters Score: Raw -1386734.492386 + Penalty 4570.703929 = -1382163.788457 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (166824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.410000 sec): 2 clusters Score: Raw -23064440.041764 + Penalty 2982.124272 = -23061457.917493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.500000 sec): 3 clusters Score: Raw -22955477.146636 + Penalty 5964.248543 = -22949512.898093 nChanged 79921 SP:Iteration 1F (389.590000 sec): 3 clusters Score: Raw -23003055.505347 + Penalty 5964.248543 = -22997091.256804 nChanged 6871 SP:Iteration 2Q (390.720000 sec): 3 clusters Score: Raw -23005635.627596 + Penalty 5964.248543 = -22999671.379053 nChanged 8868 SP:Iteration 3F (391.750000 sec): 3 clusters Score: Raw -23010150.963733 + Penalty 5964.248543 = -23004186.715190 nChanged 11369 SP:Iteration 4F (392.760000 sec): 3 clusters Score: Raw -23017700.212137 + Penalty 5964.248543 = -23011735.963594 nChanged 13464 SP:Iteration 5F (393.850000 sec): 3 clusters Score: Raw -23028522.359936 + Penalty 5964.248543 = -23022558.111392 nChanged 13584 SP:Iteration 6F (394.940000 sec): 3 clusters Score: Raw -23040638.140397 + Penalty 5964.248543 = -23034673.891854 nChanged 11290 SP:Iteration 7F (395.900000 sec): 3 clusters Score: Raw -23051024.361988 + Penalty 5964.248543 = -23045060.113445 nChanged 7612 SP:Iteration 8Q (396.920000 sec): 3 clusters Score: Raw -23057711.879615 + Penalty 5964.248543 = -23051747.631072 nChanged 4503 SP:Iteration 9Q (397.900000 sec): 3 clusters Score: Raw -23061428.337058 + Penalty 5964.248543 = -23055464.088515 nChanged 2471 SP:Iteration 10Q (398.910000 sec): 3 clusters Score: Raw -23063220.144458 + Penalty 5964.248543 = -23057255.895915 nChanged 1326 SP:Iteration 11Q (399.890000 sec): 3 clusters Score: Raw -23064117.711904 + Penalty 5964.248543 = -23058153.463361 nChanged 779 SP:Iteration 12Q (400.840000 sec): 3 clusters Score: Raw -23064599.629367 + Penalty 5964.248543 = -23058635.380824 nChanged 456 SP:Iteration 13Q (401.770000 sec): 3 clusters Score: Raw -23064867.242068 + Penalty 5964.248543 = -23058902.993525 nChanged 275 SP:Iteration 14Q (402.750000 sec): 3 clusters Score: Raw -23064997.705766 + Penalty 5964.248543 = -23059033.457223 nChanged 166 SP:Iteration 15Q (403.710000 sec): 3 clusters Score: Raw -23065078.008254 + Penalty 5964.248543 = -23059113.759711 nChanged 99 SP:Iteration 16Q (404.660000 sec): 3 clusters Score: Raw -23065122.838231 + Penalty 5964.248543 = -23059158.589688 nChanged 67 SP:Iteration 17Q (405.660000 sec): 3 clusters Score: Raw -23065154.382242 + Penalty 5964.248543 = -23059190.133699 nChanged 67 SP:Iteration 18Q (406.710000 sec): 3 clusters Score: Raw -23065186.623840 + Penalty 5964.248543 = -23059222.375297 nChanged 65 SP:Iteration 19Q (407.760000 sec): 3 clusters Score: Raw -23065219.941037 + Penalty 5964.248543 = -23059255.692494 nChanged 56 SP:Iteration 20F (408.870000 sec): 3 clusters Score: Raw -23065244.597498 + Penalty 5964.248543 = -23059280.348955 nChanged 35 SP:Iteration 21Q (409.840000 sec): 3 clusters Score: Raw -23065257.122768 + Penalty 5964.248543 = -23059292.874225 nChanged 19 SP:Iteration 22Q (410.830000 sec): 3 clusters Score: Raw -23065263.347847 + Penalty 5964.248543 = -23059299.099304 nChanged 18 SP:Iteration 23Q (411.730000 sec): 3 clusters Score: Raw -23065268.985158 + Penalty 5964.248543 = -23059304.736615 nChanged 20 SP:Iteration 24Q (412.660000 sec): 3 clusters Score: Raw -23065276.686732 + Penalty 5964.248543 = -23059312.438189 nChanged 19 SP:Iteration 25Q (413.580000 sec): 3 clusters Score: Raw -23065284.361236 + Penalty 5964.248543 = -23059320.112693 nChanged 16 SP:Iteration 26Q (414.490000 sec): 3 clusters Score: Raw -23065290.801947 + Penalty 5964.248543 = -23059326.553404 nChanged 15 SP:Iteration 27Q (415.400000 sec): 3 clusters Score: Raw -23065296.907438 + Penalty 5964.248543 = -23059332.658895 nChanged 12 SP:Iteration 28Q (416.350000 sec): 3 clusters Score: Raw -23065301.794449 + Penalty 5964.248543 = -23059337.545906 nChanged 10 SP:Iteration 29Q (417.260000 sec): 3 clusters Score: Raw -23065305.152121 + Penalty 5964.248543 = -23059340.903578 nChanged 6 SP:Iteration 30Q (418.190000 sec): 3 clusters Score: Raw -23065307.334661 + Penalty 5964.248543 = -23059343.086118 nChanged 7 SP:Iteration 31Q (419.170000 sec): 3 clusters Score: Raw -23065310.645483 + Penalty 5964.248543 = -23059346.396940 nChanged 9 SP:Iteration 32Q (420.190000 sec): 3 clusters Score: Raw -23065313.238827 + Penalty 5964.248543 = -23059348.990284 nChanged 8 SP:Iteration 33Q (421.130000 sec): 3 clusters Score: Raw -23065315.579316 + Penalty 5964.248543 = -23059351.330773 nChanged 12 SP:Iteration 34Q (422.090000 sec): 3 clusters Score: Raw -23065320.085323 + Penalty 5964.248543 = -23059355.836780 nChanged 11 SP:Iteration 35Q (423.040000 sec): 3 clusters Score: Raw -23065324.280481 + Penalty 5964.248543 = -23059360.031938 nChanged 6 SP:Iteration 36Q (423.980000 sec): 3 clusters Score: Raw -23065325.575715 + Penalty 5964.248543 = -23059361.327172 nChanged 6 SP:Iteration 37Q (424.910000 sec): 3 clusters Score: Raw -23065327.301412 + Penalty 5964.248543 = -23059363.052869 nChanged 3 SP:Iteration 38Q (425.880000 sec): 3 clusters Score: Raw -23065328.165500 + Penalty 5964.248543 = -23059363.916956 nChanged 0 SP:Iteration 39F (426.990000 sec): 3 clusters Score: Raw -23065328.165500 + Penalty 5964.248543 = -23059363.916956 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (2656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.190000 sec): 2 clusters Score: Raw -277821.455546 + Penalty 1955.374975 = -275866.080571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.410000 sec): 3 clusters Score: Raw -277798.376652 + Penalty 3910.749949 = -273887.626703 nChanged 1052 SP:Iteration 1F (427.610000 sec): 3 clusters Score: Raw -282902.006884 + Penalty 3910.749949 = -278991.256934 nChanged 592 SP:Iteration 2F (427.770000 sec): 3 clusters Score: Raw -287644.152965 + Penalty 3910.749949 = -283733.403016 nChanged 248 SP:Iteration 3F (427.950000 sec): 3 clusters Score: Raw -290291.158747 + Penalty 3910.749949 = -286380.408798 nChanged 66 SP:Iteration 4Q (428.130000 sec): 3 clusters Score: Raw -291059.362048 + Penalty 3910.749949 = -287148.612099 nChanged 39 SP:Iteration 5Q (428.350000 sec): 3 clusters Score: Raw -291431.568911 + Penalty 3910.749949 = -287520.818962 nChanged 17 SP:Iteration 6Q (428.510000 sec): 3 clusters Score: Raw -291694.778065 + Penalty 3910.749949 = -287784.028116 nChanged 15 SP:Iteration 7Q (428.780000 sec): 3 clusters Score: Raw -292123.793509 + Penalty 3910.749949 = -288213.043559 nChanged 14 SP:Iteration 8Q (429.010000 sec): 3 clusters Score: Raw -292677.579671 + Penalty 3910.749949 = -288766.829722 nChanged 7 SP:Iteration 9Q (429.180000 sec): 3 clusters Score: Raw -292715.067686 + Penalty 3910.749949 = -288804.317737 nChanged 0 SP:Iteration 10F (429.330000 sec): 3 clusters Score: Raw -292834.947178 + Penalty 3910.749949 = -288924.197229 nChanged 9 SP:Iteration 11Q (429.530000 sec): 3 clusters Score: Raw -293173.701891 + Penalty 3910.749949 = -289262.951942 nChanged 8 SP:Iteration 12Q (429.730000 sec): 3 clusters Score: Raw -293281.493031 + Penalty 3910.749949 = -289370.743082 nChanged 5 SP:Iteration 13Q (429.950000 sec): 3 clusters Score: Raw -293313.964012 + Penalty 3910.749949 = -289403.214062 nChanged 4 SP:Iteration 14Q (430.080000 sec): 3 clusters Score: Raw -293334.124355 + Penalty 3910.749949 = -289423.374405 nChanged 3 SP:Iteration 15Q (430.270000 sec): 3 clusters Score: Raw -293361.960562 + Penalty 3910.749949 = -289451.210613 nChanged 2 SP:Iteration 16Q (430.480000 sec): 3 clusters Score: Raw -293371.336107 + Penalty 3910.749949 = -289460.586158 nChanged 0 SP:Iteration 17F (430.630000 sec): 3 clusters Score: Raw -293539.330209 + Penalty 3910.749949 = -289628.580259 nChanged 11 SP:Iteration 18Q (430.870000 sec): 3 clusters Score: Raw -294056.756892 + Penalty 3910.749949 = -290146.006943 nChanged 17 SP:Iteration 19Q (431.060000 sec): 3 clusters Score: Raw -294215.953419 + Penalty 3910.749949 = -290305.203470 nChanged 8 SP:Iteration 20F (431.290000 sec): 3 clusters Score: Raw -294268.980872 + Penalty 3910.749949 = -290358.230923 nChanged 9 SP:Iteration 21Q (431.490000 sec): 3 clusters Score: Raw -294309.454801 + Penalty 3910.749949 = -290398.704852 nChanged 7 SP:Iteration 22Q (431.700000 sec): 3 clusters Score: Raw -294332.055589 + Penalty 3910.749949 = -290421.305640 nChanged 4 SP:Iteration 23Q (431.940000 sec): 3 clusters Score: Raw -294338.974403 + Penalty 3910.749949 = -290428.224454 nChanged 3 SP:Iteration 24Q (432.180000 sec): 3 clusters Score: Raw -294342.427378 + Penalty 3910.749949 = -290431.677429 nChanged 1 SP:Iteration 25Q (432.370000 sec): 3 clusters Score: Raw -294343.035350 + Penalty 3910.749949 = -290432.285401 nChanged 0 SP:Iteration 26F (432.580000 sec): 3 clusters Score: Raw -294343.035350 + Penalty 3910.749949 = -290432.285401 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (2441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (432.720000 sec): 2 clusters Score: Raw -314943.285022 + Penalty 1934.440441 = -313008.844581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.920000 sec): 3 clusters Score: Raw -313969.183848 + Penalty 3868.880883 = -310100.302965 nChanged 827 SP:Iteration 1F (433.120000 sec): 3 clusters Score: Raw -314546.330502 + Penalty 3868.880883 = -310677.449619 nChanged 196 SP:Iteration 2F (433.300000 sec): 3 clusters Score: Raw -314694.256971 + Penalty 3868.880883 = -310825.376088 nChanged 86 SP:Iteration 3Q (433.530000 sec): 3 clusters Score: Raw -314750.833845 + Penalty 3868.880883 = -310881.952962 nChanged 56 SP:Iteration 4Q (433.680000 sec): 3 clusters Score: Raw -314793.272160 + Penalty 3868.880883 = -310924.391277 nChanged 48 SP:Iteration 5Q (433.840000 sec): 3 clusters Score: Raw -314831.028863 + Penalty 3868.880883 = -310962.147980 nChanged 48 SP:Iteration 6Q (434.050000 sec): 3 clusters Score: Raw -314869.969405 + Penalty 3868.880883 = -311001.088522 nChanged 32 SP:Iteration 7Q (434.240000 sec): 3 clusters Score: Raw -314910.446561 + Penalty 3868.880883 = -311041.565678 nChanged 53 SP:Iteration 8Q (434.420000 sec): 3 clusters Score: Raw -314948.263916 + Penalty 3868.880883 = -311079.383033 nChanged 42 SP:Iteration 9Q (434.600000 sec): 3 clusters Score: Raw -314975.390929 + Penalty 3868.880883 = -311106.510046 nChanged 33 SP:Iteration 10Q (434.820000 sec): 3 clusters Score: Raw -314998.959782 + Penalty 3868.880883 = -311130.078900 nChanged 28 SP:Iteration 11Q (434.970000 sec): 3 clusters Score: Raw -315014.959158 + Penalty 3868.880883 = -311146.078275 nChanged 22 SP:Iteration 12Q (435.160000 sec): 3 clusters Score: Raw -315026.517657 + Penalty 3868.880883 = -311157.636774 nChanged 24 SP:Iteration 13Q (435.300000 sec): 3 clusters Score: Raw -315046.352406 + Penalty 3868.880883 = -311177.471523 nChanged 31 SP:Iteration 14Q (435.490000 sec): 3 clusters Score: Raw -315064.110940 + Penalty 3868.880883 = -311195.230057 nChanged 23 SP:Iteration 15Q (435.620000 sec): 3 clusters Score: Raw -315074.916515 + Penalty 3868.880883 = -311206.035632 nChanged 16 SP:Iteration 16Q (435.790000 sec): 3 clusters Score: Raw -315085.167714 + Penalty 3868.880883 = -311216.286831 nChanged 23 SP:Iteration 17Q (435.940000 sec): 3 clusters Score: Raw -315098.673343 + Penalty 3868.880883 = -311229.792460 nChanged 15 SP:Iteration 18Q (436.130000 sec): 3 clusters Score: Raw -315108.043991 + Penalty 3868.880883 = -311239.163108 nChanged 16 SP:Iteration 19Q (436.360000 sec): 3 clusters Score: Raw -315115.114347 + Penalty 3868.880883 = -311246.233464 nChanged 8 SP:Iteration 20F (436.560000 sec): 3 clusters Score: Raw -315119.310537 + Penalty 3868.880883 = -311250.429654 nChanged 7 SP:Iteration 21Q (436.740000 sec): 3 clusters Score: Raw -315122.789465 + Penalty 3868.880883 = -311253.908582 nChanged 9 SP:Iteration 22Q (436.960000 sec): 3 clusters Score: Raw -315127.454524 + Penalty 3868.880883 = -311258.573641 nChanged 13 SP:Iteration 23Q (437.160000 sec): 3 clusters Score: Raw -315135.710713 + Penalty 3868.880883 = -311266.829830 nChanged 16 SP:Iteration 24Q (437.360000 sec): 3 clusters Score: Raw -315147.122160 + Penalty 3868.880883 = -311278.241277 nChanged 16 SP:Iteration 25Q (437.550000 sec): 3 clusters Score: Raw -315156.834705 + Penalty 3868.880883 = -311287.953822 nChanged 16 SP:Iteration 26Q (437.760000 sec): 3 clusters Score: Raw -315170.104869 + Penalty 3868.880883 = -311301.223986 nChanged 22 SP:Iteration 27Q (438.020000 sec): 3 clusters Score: Raw -315190.686242 + Penalty 3868.880883 = -311321.805359 nChanged 23 SP:Iteration 28Q (438.250000 sec): 3 clusters Score: Raw -315204.678115 + Penalty 3868.880883 = -311335.797232 nChanged 20 SP:Iteration 29Q (438.470000 sec): 3 clusters Score: Raw -315215.540704 + Penalty 3868.880883 = -311346.659821 nChanged 16 SP:Iteration 30Q (438.730000 sec): 3 clusters Score: Raw -315228.236160 + Penalty 3868.880883 = -311359.355277 nChanged 22 SP:Iteration 31Q (438.880000 sec): 3 clusters Score: Raw -315244.048182 + Penalty 3868.880883 = -311375.167299 nChanged 19 SP:Iteration 32Q (439.090000 sec): 3 clusters Score: Raw -315258.623666 + Penalty 3868.880883 = -311389.742783 nChanged 27 SP:Iteration 33Q (439.290000 sec): 3 clusters Score: Raw -315279.997660 + Penalty 3868.880883 = -311411.116777 nChanged 28 SP:Iteration 34Q (439.470000 sec): 3 clusters Score: Raw -315305.183213 + Penalty 3868.880883 = -311436.302330 nChanged 24 SP:Iteration 35Q (439.740000 sec): 3 clusters Score: Raw -315323.364161 + Penalty 3868.880883 = -311454.483278 nChanged 22 SP:Iteration 36Q (439.900000 sec): 3 clusters Score: Raw -315340.208644 + Penalty 3868.880883 = -311471.327762 nChanged 16 SP:Iteration 37Q (440.120000 sec): 3 clusters Score: Raw -315349.304818 + Penalty 3868.880883 = -311480.423935 nChanged 11 SP:Iteration 38Q (440.320000 sec): 3 clusters Score: Raw -315357.331830 + Penalty 3868.880883 = -311488.450947 nChanged 12 SP:Iteration 39Q (440.500000 sec): 3 clusters Score: Raw -315366.043759 + Penalty 3868.880883 = -311497.162877 nChanged 10 SP:Iteration 40F (440.700000 sec): 3 clusters Score: Raw -315374.198115 + Penalty 3868.880883 = -311505.317233 nChanged 17 SP:Iteration 41Q (440.930000 sec): 3 clusters Score: Raw -315390.096751 + Penalty 3868.880883 = -311521.215868 nChanged 16 SP:Iteration 42Q (441.160000 sec): 3 clusters Score: Raw -315401.308231 + Penalty 3868.880883 = -311532.427348 nChanged 10 SP:Iteration 43Q (441.420000 sec): 3 clusters Score: Raw -315409.197752 + Penalty 3868.880883 = -311540.316869 nChanged 6 SP:Iteration 44Q (441.590000 sec): 3 clusters Score: Raw -315414.767651 + Penalty 3868.880883 = -311545.886768 nChanged 10 SP:Iteration 45Q (441.760000 sec): 3 clusters Score: Raw -315421.670786 + Penalty 3868.880883 = -311552.789903 nChanged 9 SP:Iteration 46Q (441.950000 sec): 3 clusters Score: Raw -315427.857827 + Penalty 3868.880883 = -311558.976944 nChanged 8 SP:Iteration 47Q (442.150000 sec): 3 clusters Score: Raw -315433.099174 + Penalty 3868.880883 = -311564.218291 nChanged 6 SP:Iteration 48Q (442.330000 sec): 3 clusters Score: Raw -315436.733680 + Penalty 3868.880883 = -311567.852797 nChanged 6 SP:Iteration 49Q (442.540000 sec): 3 clusters Score: Raw -315440.641511 + Penalty 3868.880883 = -311571.760628 nChanged 8 SP:Iteration 50Q (442.770000 sec): 3 clusters Score: Raw -315445.035043 + Penalty 3868.880883 = -311576.154160 nChanged 6 SP:Iteration 51Q (442.950000 sec): 3 clusters Score: Raw -315449.221881 + Penalty 3868.880883 = -311580.340998 nChanged 8 SP:Iteration 52Q (443.140000 sec): 3 clusters Score: Raw -315454.010613 + Penalty 3868.880883 = -311585.129730 nChanged 3 SP:Iteration 53Q (443.310000 sec): 3 clusters Score: Raw -315456.635787 + Penalty 3868.880883 = -311587.754904 nChanged 5 SP:Iteration 54Q (443.490000 sec): 3 clusters Score: Raw -315461.051135 + Penalty 3868.880883 = -311592.170252 nChanged 8 SP:Iteration 55Q (443.700000 sec): 3 clusters Score: Raw -315468.025215 + Penalty 3868.880883 = -311599.144332 nChanged 15 SP:Iteration 56Q (443.900000 sec): 3 clusters Score: Raw -315479.237940 + Penalty 3868.880883 = -311610.357057 nChanged 11 SP:Iteration 57Q (444.100000 sec): 3 clusters Score: Raw -315487.992381 + Penalty 3868.880883 = -311619.111498 nChanged 11 SP:Iteration 58Q (444.300000 sec): 3 clusters Score: Raw -315498.143262 + Penalty 3868.880883 = -311629.262379 nChanged 12 SP:Iteration 59Q (444.500000 sec): 3 clusters Score: Raw -315510.495240 + Penalty 3868.880883 = -311641.614357 nChanged 15 SP:Iteration 60F (444.690000 sec): 3 clusters Score: Raw -315526.741054 + Penalty 3868.880883 = -311657.860171 nChanged 16 SP:Iteration 61Q (444.880000 sec): 3 clusters Score: Raw -315546.203214 + Penalty 3868.880883 = -311677.322331 nChanged 16 SP:Iteration 62Q (445.080000 sec): 3 clusters Score: Raw -315560.433106 + Penalty 3868.880883 = -311691.552223 nChanged 8 SP:Iteration 63Q (445.260000 sec): 3 clusters Score: Raw -315568.599651 + Penalty 3868.880883 = -311699.718768 nChanged 9 SP:Iteration 64Q (445.470000 sec): 3 clusters Score: Raw -315578.086179 + Penalty 3868.880883 = -311709.205296 nChanged 6 SP:Iteration 65Q (445.640000 sec): 3 clusters Score: Raw -315583.231092 + Penalty 3868.880883 = -311714.350209 nChanged 7 SP:Iteration 66Q (445.780000 sec): 3 clusters Score: Raw -315591.200793 + Penalty 3868.880883 = -311722.319910 nChanged 10 SP:Iteration 67Q (445.920000 sec): 3 clusters Score: Raw -315600.194561 + Penalty 3868.880883 = -311731.313678 nChanged 9 SP:Iteration 68Q (446.060000 sec): 3 clusters Score: Raw -315610.689561 + Penalty 3868.880883 = -311741.808678 nChanged 8 SP:Iteration 69Q (446.150000 sec): 3 clusters Score: Raw -315618.703116 + Penalty 3868.880883 = -311749.822233 nChanged 7 SP:Iteration 70Q (446.310000 sec): 3 clusters Score: Raw -315625.208495 + Penalty 3868.880883 = -311756.327612 nChanged 2 SP:Iteration 71Q (446.500000 sec): 3 clusters Score: Raw -315627.532067 + Penalty 3868.880883 = -311758.651184 nChanged 0 SP:Iteration 72F (446.660000 sec): 3 clusters Score: Raw -315627.532067 + Penalty 3868.880883 = -311758.651184 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (446.780000 sec): 2 clusters Score: Raw -187432.343172 + Penalty 1792.460300 = -185639.882872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (446.930000 sec): 3 clusters Score: Raw -187058.190097 + Penalty 3584.920599 = -183473.269498 nChanged 427 SP:Iteration 1F (447.130000 sec): 3 clusters Score: Raw -187461.758818 + Penalty 3584.920599 = -183876.838219 nChanged 97 SP:Iteration 2F (447.330000 sec): 3 clusters Score: Raw -187581.085974 + Penalty 3584.920599 = -183996.165375 nChanged 50 SP:Iteration 3Q (447.470000 sec): 3 clusters Score: Raw -187644.756890 + Penalty 3584.920599 = -184059.836290 nChanged 39 SP:Iteration 4Q (447.640000 sec): 3 clusters Score: Raw -187685.134092 + Penalty 3584.920599 = -184100.213493 nChanged 27 SP:Iteration 5Q (447.830000 sec): 3 clusters Score: Raw -187712.878290 + Penalty 3584.920599 = -184127.957691 nChanged 15 SP:Iteration 6Q (448.050000 sec): 3 clusters Score: Raw -187727.431477 + Penalty 3584.920599 = -184142.510877 nChanged 5 SP:Iteration 7Q (448.230000 sec): 3 clusters Score: Raw -187730.385543 + Penalty 3584.920599 = -184145.464943 nChanged 2 SP:Iteration 8Q (448.440000 sec): 3 clusters Score: Raw -187735.729591 + Penalty 3584.920599 = -184150.808992 nChanged 3 SP:Iteration 9Q (448.550000 sec): 3 clusters Score: Raw -187736.960748 + Penalty 3584.920599 = -184152.040148 nChanged 0 SP:Iteration 10F (448.720000 sec): 3 clusters Score: Raw -187736.960748 + Penalty 3584.920599 = -184152.040148 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (244619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (450.830000 sec): 2 clusters Score: Raw -33447479.222279 + Penalty 3077.049380 = -33444402.172899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.450000 sec): 3 clusters Score: Raw -33286094.708790 + Penalty 6154.098760 = -33279940.610030 nChanged 118138 SP:Iteration 1F (453.940000 sec): 3 clusters Score: Raw -33354875.437597 + Penalty 6154.098760 = -33348721.338837 nChanged 5330 SP:Iteration 2Q (455.590000 sec): 3 clusters Score: Raw -33355674.859656 + Penalty 6154.098760 = -33349520.760897 nChanged 5509 SP:Iteration 3Q (457.320000 sec): 3 clusters Score: Raw -33356541.063642 + Penalty 6154.098760 = -33350386.964882 nChanged 5838 SP:Iteration 4Q (459.120000 sec): 3 clusters Score: Raw -33357590.554322 + Penalty 6154.098760 = -33351436.455562 nChanged 6556 SP:Iteration 5Q (460.850000 sec): 3 clusters Score: Raw -33358967.553254 + Penalty 6154.098760 = -33352813.454494 nChanged 7756 SP:Iteration 6Q (462.620000 sec): 3 clusters Score: Raw -33361018.838295 + Penalty 6154.098760 = -33354864.739535 nChanged 9715 SP:Iteration 7Q (464.410000 sec): 3 clusters Score: Raw -33364482.291692 + Penalty 6154.098760 = -33358328.192932 nChanged 12930 SP:Iteration 8F (465.980000 sec): 3 clusters Score: Raw -33370787.100737 + Penalty 6154.098760 = -33364633.001977 nChanged 16910 SP:Iteration 9F (467.400000 sec): 3 clusters Score: Raw -33381860.801752 + Penalty 6154.098760 = -33375706.702992 nChanged 20920 SP:Iteration 10F (469.030000 sec): 3 clusters Score: Raw -33399390.505177 + Penalty 6154.098760 = -33393236.406417 nChanged 21321 SP:Iteration 11F (470.460000 sec): 3 clusters Score: Raw -33420069.390212 + Penalty 6154.098760 = -33413915.291452 nChanged 15975 SP:Iteration 12F (471.920000 sec): 3 clusters Score: Raw -33436146.432082 + Penalty 6154.098760 = -33429992.333323 nChanged 8192 SP:Iteration 13Q (473.440000 sec): 3 clusters Score: Raw -33443983.513305 + Penalty 6154.098760 = -33437829.414545 nChanged 2926 SP:Iteration 14Q (474.820000 sec): 3 clusters Score: Raw -33446581.916267 + Penalty 6154.098760 = -33440427.817507 nChanged 819 SP:Iteration 15Q (476.190000 sec): 3 clusters Score: Raw -33447319.487722 + Penalty 6154.098760 = -33441165.388963 nChanged 243 SP:Iteration 16Q (477.590000 sec): 3 clusters Score: Raw -33447587.353586 + Penalty 6154.098760 = -33441433.254826 nChanged 71 SP:Iteration 17Q (478.960000 sec): 3 clusters Score: Raw -33447680.492209 + Penalty 6154.098760 = -33441526.393449 nChanged 39 SP:Iteration 18Q (480.320000 sec): 3 clusters Score: Raw -33447736.602355 + Penalty 6154.098760 = -33441582.503595 nChanged 15 SP:Iteration 19Q (481.650000 sec): 3 clusters Score: Raw -33447762.636695 + Penalty 6154.098760 = -33441608.537935 nChanged 17 SP:Iteration 20F (483.180000 sec): 3 clusters Score: Raw -33447791.947111 + Penalty 6154.098760 = -33441637.848351 nChanged 9 SP:Iteration 21Q (484.490000 sec): 3 clusters Score: Raw -33447805.695713 + Penalty 6154.098760 = -33441651.596954 nChanged 5 SP:Iteration 22Q (485.820000 sec): 3 clusters Score: Raw -33447815.656300 + Penalty 6154.098760 = -33441661.557540 nChanged 2 SP:Iteration 23Q (487.390000 sec): 3 clusters Score: Raw -33447818.934587 + Penalty 6154.098760 = -33441664.835828 nChanged 2 SP:Iteration 24Q (489.050000 sec): 3 clusters Score: Raw -33447823.746749 + Penalty 6154.098760 = -33441669.647989 nChanged 0 SP:Iteration 25F (490.650000 sec): 3 clusters Score: Raw -33447823.746749 + Penalty 6154.098760 = -33441669.647989 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (1411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (490.890000 sec): 2 clusters Score: Raw -178852.792427 + Penalty 1798.509380 = -177054.283046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.090000 sec): 3 clusters Score: Raw -178460.563222 + Penalty 3597.018760 = -174863.544462 nChanged 400 SP:Iteration 1F (491.350000 sec): 3 clusters Score: Raw -178864.921679 + Penalty 3597.018760 = -175267.902919 nChanged 117 SP:Iteration 2F (491.470000 sec): 3 clusters Score: Raw -179026.622943 + Penalty 3597.018760 = -175429.604183 nChanged 75 SP:Iteration 3F (491.710000 sec): 3 clusters Score: Raw -179162.745326 + Penalty 3597.018760 = -175565.726566 nChanged 88 SP:Iteration 4F (491.850000 sec): 3 clusters Score: Raw -179391.848635 + Penalty 3597.018760 = -175794.829875 nChanged 93 SP:Iteration 5F (492.070000 sec): 3 clusters Score: Raw -179720.279453 + Penalty 3597.018760 = -176123.260693 nChanged 100 SP:Iteration 6F (492.250000 sec): 3 clusters Score: Raw -180080.818441 + Penalty 3597.018760 = -176483.799681 nChanged 76 SP:Iteration 7F (492.520000 sec): 3 clusters Score: Raw -180322.767716 + Penalty 3597.018760 = -176725.748956 nChanged 32 SP:Iteration 8Q (492.710000 sec): 3 clusters Score: Raw -180422.056372 + Penalty 3597.018760 = -176825.037611 nChanged 23 SP:Iteration 9Q (492.900000 sec): 3 clusters Score: Raw -180475.072793 + Penalty 3597.018760 = -176878.054032 nChanged 27 SP:Iteration 10Q (493.090000 sec): 3 clusters Score: Raw -180554.436980 + Penalty 3597.018760 = -176957.418220 nChanged 29 SP:Iteration 11Q (493.270000 sec): 3 clusters Score: Raw -180658.201201 + Penalty 3597.018760 = -177061.182441 nChanged 31 SP:Iteration 12Q (493.440000 sec): 3 clusters Score: Raw -180792.862725 + Penalty 3597.018760 = -177195.843965 nChanged 26 SP:Iteration 13Q (493.610000 sec): 3 clusters Score: Raw -180990.323809 + Penalty 3597.018760 = -177393.305048 nChanged 17 SP:Iteration 14Q (493.810000 sec): 3 clusters Score: Raw -181092.027670 + Penalty 3597.018760 = -177495.008909 nChanged 3 SP:Iteration 15Q (494.040000 sec): 3 clusters Score: Raw -181095.263407 + Penalty 3597.018760 = -177498.244647 nChanged 2 SP:Iteration 16Q (494.220000 sec): 3 clusters Score: Raw -181097.310993 + Penalty 3597.018760 = -177500.292233 nChanged 0 SP:Iteration 17F (494.380000 sec): 3 clusters Score: Raw -181097.310993 + Penalty 3597.018760 = -177500.292233 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 4.30 GB. Trying to split cluster 17 (4147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.510000 sec): 2 clusters Score: Raw -541827.056079 + Penalty 2065.874834 = -539761.181245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.740000 sec): 3 clusters Score: Raw -539954.176653 + Penalty 4131.749668 = -535822.426985 nChanged 1535 SP:Iteration 1F (494.910000 sec): 3 clusters Score: Raw -540891.741595 + Penalty 4131.749668 = -536759.991927 nChanged 320 SP:Iteration 2F (495.170000 sec): 3 clusters Score: Raw -541132.658532 + Penalty 4131.749668 = -537000.908863 nChanged 227 SP:Iteration 3F (495.330000 sec): 3 clusters Score: Raw -541290.321938 + Penalty 4131.749668 = -537158.572270 nChanged 157 SP:Iteration 4Q (495.550000 sec): 3 clusters Score: Raw -541395.020391 + Penalty 4131.749668 = -537263.270722 nChanged 135 SP:Iteration 5Q (495.730000 sec): 3 clusters Score: Raw -541470.208538 + Penalty 4131.749668 = -537338.458870 nChanged 102 SP:Iteration 6Q (495.930000 sec): 3 clusters Score: Raw -541524.723051 + Penalty 4131.749668 = -537392.973382 nChanged 86 SP:Iteration 7Q (496.120000 sec): 3 clusters Score: Raw -541572.925799 + Penalty 4131.749668 = -537441.176130 nChanged 90 SP:Iteration 8Q (496.370000 sec): 3 clusters Score: Raw -541624.860031 + Penalty 4131.749668 = -537493.110363 nChanged 67 SP:Iteration 9Q (496.570000 sec): 3 clusters Score: Raw -541656.576439 + Penalty 4131.749668 = -537524.826771 nChanged 64 SP:Iteration 10Q (496.750000 sec): 3 clusters Score: Raw -541690.055097 + Penalty 4131.749668 = -537558.305429 nChanged 55 SP:Iteration 11Q (497.010000 sec): 3 clusters Score: Raw -541716.028332 + Penalty 4131.749668 = -537584.278664 nChanged 56 SP:Iteration 12Q (497.160000 sec): 3 clusters Score: Raw -541744.641747 + Penalty 4131.749668 = -537612.892079 nChanged 51 SP:Iteration 13Q (497.400000 sec): 3 clusters Score: Raw -541772.029684 + Penalty 4131.749668 = -537640.280015 nChanged 43 SP:Iteration 14Q (497.580000 sec): 3 clusters Score: Raw -541792.005642 + Penalty 4131.749668 = -537660.255974 nChanged 56 SP:Iteration 15Q (497.760000 sec): 3 clusters Score: Raw -541820.792933 + Penalty 4131.749668 = -537689.043265 nChanged 57 SP:Iteration 16Q (497.920000 sec): 3 clusters Score: Raw -541852.792854 + Penalty 4131.749668 = -537721.043185 nChanged 53 SP:Iteration 17Q (498.160000 sec): 3 clusters Score: Raw -541883.233408 + Penalty 4131.749668 = -537751.483739 nChanged 55 SP:Iteration 18Q (498.350000 sec): 3 clusters Score: Raw -541919.386105 + Penalty 4131.749668 = -537787.636437 nChanged 59 SP:Iteration 19Q (498.530000 sec): 3 clusters Score: Raw -541952.436095 + Penalty 4131.749668 = -537820.686426 nChanged 50 SP:Iteration 20F (498.720000 sec): 3 clusters Score: Raw -541978.511381 + Penalty 4131.749668 = -537846.761712 nChanged 49 SP:Iteration 21Q (498.920000 sec): 3 clusters Score: Raw -542007.776293 + Penalty 4131.749668 = -537876.026624 nChanged 46 SP:Iteration 22Q (499.160000 sec): 3 clusters Score: Raw -542033.744106 + Penalty 4131.749668 = -537901.994438 nChanged 47 SP:Iteration 23Q (499.340000 sec): 3 clusters Score: Raw -542057.525622 + Penalty 4131.749668 = -537925.775954 nChanged 41 SP:Iteration 24Q (499.550000 sec): 3 clusters Score: Raw -542076.832553 + Penalty 4131.749668 = -537945.082885 nChanged 32 SP:Iteration 25Q (499.730000 sec): 3 clusters Score: Raw -542092.236351 + Penalty 4131.749668 = -537960.486682 nChanged 31 SP:Iteration 26Q (499.960000 sec): 3 clusters Score: Raw -542109.558728 + Penalty 4131.749668 = -537977.809060 nChanged 27 SP:Iteration 27Q (500.150000 sec): 3 clusters Score: Raw -542121.437501 + Penalty 4131.749668 = -537989.687833 nChanged 29 SP:Iteration 28Q (500.320000 sec): 3 clusters Score: Raw -542133.841544 + Penalty 4131.749668 = -538002.091876 nChanged 29 SP:Iteration 29Q (500.500000 sec): 3 clusters Score: Raw -542142.889141 + Penalty 4131.749668 = -538011.139473 nChanged 21 SP:Iteration 30Q (500.720000 sec): 3 clusters Score: Raw -542152.470252 + Penalty 4131.749668 = -538020.720584 nChanged 25 SP:Iteration 31Q (500.900000 sec): 3 clusters Score: Raw -542161.678230 + Penalty 4131.749668 = -538029.928561 nChanged 19 SP:Iteration 32Q (501.080000 sec): 3 clusters Score: Raw -542170.872750 + Penalty 4131.749668 = -538039.123082 nChanged 28 SP:Iteration 33Q (501.290000 sec): 3 clusters Score: Raw -542183.804287 + Penalty 4131.749668 = -538052.054619 nChanged 23 SP:Iteration 34Q (501.500000 sec): 3 clusters Score: Raw -542195.232433 + Penalty 4131.749668 = -538063.482765 nChanged 25 SP:Iteration 35Q (501.700000 sec): 3 clusters Score: Raw -542209.995713 + Penalty 4131.749668 = -538078.246044 nChanged 28 SP:Iteration 36Q (501.900000 sec): 3 clusters Score: Raw -542222.585469 + Penalty 4131.749668 = -538090.835801 nChanged 18 SP:Iteration 37Q (502.100000 sec): 3 clusters Score: Raw -542230.926848 + Penalty 4131.749668 = -538099.177179 nChanged 26 SP:Iteration 38Q (502.280000 sec): 3 clusters Score: Raw -542243.124913 + Penalty 4131.749668 = -538111.375245 nChanged 20 SP:Iteration 39Q (502.490000 sec): 3 clusters Score: Raw -542253.057251 + Penalty 4131.749668 = -538121.307582 nChanged 18 SP:Iteration 40F (502.680000 sec): 3 clusters Score: Raw -542261.662926 + Penalty 4131.749668 = -538129.913258 nChanged 21 SP:Iteration 41Q (502.880000 sec): 3 clusters Score: Raw -542273.929481 + Penalty 4131.749668 = -538142.179813 nChanged 28 SP:Iteration 42Q (503.050000 sec): 3 clusters Score: Raw -542286.309094 + Penalty 4131.749668 = -538154.559426 nChanged 27 SP:Iteration 43Q (503.260000 sec): 3 clusters Score: Raw -542302.135556 + Penalty 4131.749668 = -538170.385888 nChanged 32 SP:Iteration 44Q (503.450000 sec): 3 clusters Score: Raw -542317.648642 + Penalty 4131.749668 = -538185.898974 nChanged 30 SP:Iteration 45Q (503.650000 sec): 3 clusters Score: Raw -542331.426315 + Penalty 4131.749668 = -538199.676646 nChanged 27 SP:Iteration 46Q (503.880000 sec): 3 clusters Score: Raw -542343.948933 + Penalty 4131.749668 = -538212.199265 nChanged 24 SP:Iteration 47Q (504.080000 sec): 3 clusters Score: Raw -542356.465076 + Penalty 4131.749668 = -538224.715408 nChanged 23 SP:Iteration 48Q (504.290000 sec): 3 clusters Score: Raw -542366.705848 + Penalty 4131.749668 = -538234.956180 nChanged 16 SP:Iteration 49Q (504.530000 sec): 3 clusters Score: Raw -542374.818759 + Penalty 4131.749668 = -538243.069091 nChanged 23 SP:Iteration 50Q (504.760000 sec): 3 clusters Score: Raw -542382.649301 + Penalty 4131.749668 = -538250.899633 nChanged 11 SP:Iteration 51Q (504.960000 sec): 3 clusters Score: Raw -542385.523909 + Penalty 4131.749668 = -538253.774241 nChanged 5 SP:Iteration 52Q (505.170000 sec): 3 clusters Score: Raw -542388.297319 + Penalty 4131.749668 = -538256.547651 nChanged 5 SP:Iteration 53Q (505.390000 sec): 3 clusters Score: Raw -542390.419000 + Penalty 4131.749668 = -538258.669332 nChanged 3 SP:Iteration 54Q (505.570000 sec): 3 clusters Score: Raw -542392.188289 + Penalty 4131.749668 = -538260.438620 nChanged 4 SP:Iteration 55Q (505.800000 sec): 3 clusters Score: Raw -542394.045005 + Penalty 4131.749668 = -538262.295336 nChanged 4 SP:Iteration 56Q (506.000000 sec): 3 clusters Score: Raw -542395.665492 + Penalty 4131.749668 = -538263.915823 nChanged 5 SP:Iteration 57Q (506.260000 sec): 3 clusters Score: Raw -542397.186445 + Penalty 4131.749668 = -538265.436777 nChanged 2 SP:Iteration 58Q (506.490000 sec): 3 clusters Score: Raw -542397.998751 + Penalty 4131.749668 = -538266.249083 nChanged 2 SP:Iteration 59Q (506.690000 sec): 3 clusters Score: Raw -542398.568203 + Penalty 4131.749668 = -538266.818535 nChanged 3 SP:Iteration 60F (506.880000 sec): 3 clusters Score: Raw -542399.484072 + Penalty 4131.749668 = -538267.734404 nChanged 3 SP:Iteration 61Q (507.130000 sec): 3 clusters Score: Raw -542400.234229 + Penalty 4131.749668 = -538268.484560 nChanged 0 SP:Iteration 62F (507.380000 sec): 3 clusters Score: Raw -542400.234229 + Penalty 4131.749668 = -538268.484560 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.520000 sec): 2 clusters Score: Raw -100778.577528 + Penalty 1636.092134 = -99142.485394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.700000 sec): 3 clusters Score: Raw -100659.018806 + Penalty 3272.184268 = -97386.834537 nChanged 133 SP:Iteration 1F (507.890000 sec): 3 clusters Score: Raw -100850.223882 + Penalty 3272.184268 = -97578.039614 nChanged 38 SP:Iteration 2F (508.130000 sec): 3 clusters Score: Raw -100919.488268 + Penalty 3272.184268 = -97647.304000 nChanged 27 SP:Iteration 3Q (508.270000 sec): 3 clusters Score: Raw -100963.974051 + Penalty 3272.184268 = -97691.789783 nChanged 11 SP:Iteration 4Q (508.470000 sec): 3 clusters Score: Raw -100977.675807 + Penalty 3272.184268 = -97705.491539 nChanged 5 SP:Iteration 5Q (508.710000 sec): 3 clusters Score: Raw -100984.085922 + Penalty 3272.184268 = -97711.901653 nChanged 4 SP:Iteration 6Q (508.890000 sec): 3 clusters Score: Raw -100992.560659 + Penalty 3272.184268 = -97720.376391 nChanged 2 SP:Iteration 7Q (509.100000 sec): 3 clusters Score: Raw -100995.407657 + Penalty 3272.184268 = -97723.223389 nChanged 0 SP:Iteration 8F (509.300000 sec): 3 clusters Score: Raw -100995.407657 + Penalty 3272.184268 = -97723.223389 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (101950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.970000 sec): 2 clusters Score: Raw -13969578.061664 + Penalty 2859.994968 = -13966718.066696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.790000 sec): 3 clusters Score: Raw -13904359.319405 + Penalty 5719.989937 = -13898639.329468 nChanged 48276 SP:Iteration 1F (511.650000 sec): 3 clusters Score: Raw -13931657.897882 + Penalty 5719.989937 = -13925937.907945 nChanged 3672 SP:Iteration 2Q (512.430000 sec): 3 clusters Score: Raw -13932659.636012 + Penalty 5719.989937 = -13926939.646075 nChanged 3831 SP:Iteration 3Q (513.210000 sec): 3 clusters Score: Raw -13933909.187515 + Penalty 5719.989937 = -13928189.197578 nChanged 4188 SP:Iteration 4Q (513.970000 sec): 3 clusters Score: Raw -13935537.871967 + Penalty 5719.989937 = -13929817.882030 nChanged 4577 SP:Iteration 5Q (514.790000 sec): 3 clusters Score: Raw -13937541.763511 + Penalty 5719.989937 = -13931821.773574 nChanged 5009 SP:Iteration 6Q (515.640000 sec): 3 clusters Score: Raw -13940159.923916 + Penalty 5719.989937 = -13934439.933979 nChanged 5573 SP:Iteration 7F (516.400000 sec): 3 clusters Score: Raw -13943446.154952 + Penalty 5719.989937 = -13937726.165015 nChanged 5906 SP:Iteration 8F (517.160000 sec): 3 clusters Score: Raw -13947171.600915 + Penalty 5719.989937 = -13941451.610978 nChanged 5928 SP:Iteration 9F (517.920000 sec): 3 clusters Score: Raw -13950971.311878 + Penalty 5719.989937 = -13945251.321941 nChanged 5331 SP:Iteration 10F (518.640000 sec): 3 clusters Score: Raw -13953743.318986 + Penalty 5719.989937 = -13948023.329049 nChanged 3768 SP:Iteration 11Q (519.370000 sec): 3 clusters Score: Raw -13954981.238219 + Penalty 5719.989937 = -13949261.248282 nChanged 2290 SP:Iteration 12Q (520.070000 sec): 3 clusters Score: Raw -13955479.228532 + Penalty 5719.989937 = -13949759.238595 nChanged 1435 SP:Iteration 13Q (520.790000 sec): 3 clusters Score: Raw -13955755.440698 + Penalty 5719.989937 = -13950035.450761 nChanged 1169 SP:Iteration 14Q (521.510000 sec): 3 clusters Score: Raw -13955999.358483 + Penalty 5719.989937 = -13950279.368546 nChanged 1140 SP:Iteration 15Q (522.260000 sec): 3 clusters Score: Raw -13956242.783561 + Penalty 5719.989937 = -13950522.793624 nChanged 1142 SP:Iteration 16Q (522.990000 sec): 3 clusters Score: Raw -13956508.091913 + Penalty 5719.989937 = -13950788.101976 nChanged 1223 SP:Iteration 17Q (523.720000 sec): 3 clusters Score: Raw -13956811.980781 + Penalty 5719.989937 = -13951091.990844 nChanged 1294 SP:Iteration 18Q (524.410000 sec): 3 clusters Score: Raw -13957180.516991 + Penalty 5719.989937 = -13951460.527054 nChanged 1420 SP:Iteration 19Q (525.180000 sec): 3 clusters Score: Raw -13957608.673829 + Penalty 5719.989937 = -13951888.683892 nChanged 1547 SP:Iteration 20F (525.980000 sec): 3 clusters Score: Raw -13958112.137173 + Penalty 5719.989937 = -13952392.147237 nChanged 1644 SP:Iteration 21Q (526.770000 sec): 3 clusters Score: Raw -13958685.089403 + Penalty 5719.989937 = -13952965.099466 nChanged 1692 SP:Iteration 22Q (527.500000 sec): 3 clusters Score: Raw -13959268.257338 + Penalty 5719.989937 = -13953548.267401 nChanged 1671 SP:Iteration 23Q (528.170000 sec): 3 clusters Score: Raw -13959865.383755 + Penalty 5719.989937 = -13954145.393818 nChanged 1649 SP:Iteration 24Q (528.870000 sec): 3 clusters Score: Raw -13960449.330577 + Penalty 5719.989937 = -13954729.340640 nChanged 1539 SP:Iteration 25Q (529.620000 sec): 3 clusters Score: Raw -13960979.571925 + Penalty 5719.989937 = -13955259.581988 nChanged 1467 SP:Iteration 26Q (530.340000 sec): 3 clusters Score: Raw -13961448.535845 + Penalty 5719.989937 = -13955728.545908 nChanged 1410 SP:Iteration 27Q (531.100000 sec): 3 clusters Score: Raw -13961886.640458 + Penalty 5719.989937 = -13956166.650521 nChanged 1339 SP:Iteration 28Q (531.900000 sec): 3 clusters Score: Raw -13962264.451347 + Penalty 5719.989937 = -13956544.461410 nChanged 1256 SP:Iteration 29Q (532.700000 sec): 3 clusters Score: Raw -13962601.097088 + Penalty 5719.989937 = -13956881.107151 nChanged 1180 SP:Iteration 30Q (533.390000 sec): 3 clusters Score: Raw -13962895.265120 + Penalty 5719.989937 = -13957175.275183 nChanged 1152 SP:Iteration 31Q (534.120000 sec): 3 clusters Score: Raw -13963166.084944 + Penalty 5719.989937 = -13957446.095007 nChanged 1037 SP:Iteration 32Q (534.960000 sec): 3 clusters Score: Raw -13963397.305123 + Penalty 5719.989937 = -13957677.315186 nChanged 997 SP:Iteration 33Q (535.780000 sec): 3 clusters Score: Raw -13963623.047289 + Penalty 5719.989937 = -13957903.057352 nChanged 1037 SP:Iteration 34Q (536.520000 sec): 3 clusters Score: Raw -13963860.278765 + Penalty 5719.989937 = -13958140.288828 nChanged 1010 SP:Iteration 35Q (537.240000 sec): 3 clusters Score: Raw -13964079.010114 + Penalty 5719.989937 = -13958359.020177 nChanged 930 SP:Iteration 36Q (537.920000 sec): 3 clusters Score: Raw -13964281.608123 + Penalty 5719.989937 = -13958561.618186 nChanged 948 SP:Iteration 37Q (538.600000 sec): 3 clusters Score: Raw -13964493.053954 + Penalty 5719.989937 = -13958773.064017 nChanged 947 SP:Iteration 38Q (539.380000 sec): 3 clusters Score: Raw -13964708.608905 + Penalty 5719.989937 = -13958988.618968 nChanged 943 SP:Iteration 39Q (540.150000 sec): 3 clusters Score: Raw -13964933.420349 + Penalty 5719.989937 = -13959213.430412 nChanged 926 SP:Iteration 40F (540.910000 sec): 3 clusters Score: Raw -13965159.166243 + Penalty 5719.989937 = -13959439.176306 nChanged 891 SP:Iteration 41Q (541.630000 sec): 3 clusters Score: Raw -13965367.510028 + Penalty 5719.989937 = -13959647.520091 nChanged 859 SP:Iteration 42Q (542.440000 sec): 3 clusters Score: Raw -13965571.357443 + Penalty 5719.989937 = -13959851.367507 nChanged 810 SP:Iteration 43Q (543.160000 sec): 3 clusters Score: Raw -13965766.107189 + Penalty 5719.989937 = -13960046.117252 nChanged 806 SP:Iteration 44Q (543.960000 sec): 3 clusters Score: Raw -13965962.860765 + Penalty 5719.989937 = -13960242.870828 nChanged 776 SP:Iteration 45Q (544.670000 sec): 3 clusters Score: Raw -13966149.953960 + Penalty 5719.989937 = -13960429.964023 nChanged 762 SP:Iteration 46Q (545.390000 sec): 3 clusters Score: Raw -13966341.600720 + Penalty 5719.989937 = -13960621.610783 nChanged 756 SP:Iteration 47Q (546.090000 sec): 3 clusters Score: Raw -13966541.590391 + Penalty 5719.989937 = -13960821.600454 nChanged 716 SP:Iteration 48Q (546.760000 sec): 3 clusters Score: Raw -13966730.980500 + Penalty 5719.989937 = -13961010.990563 nChanged 716 SP:Iteration 49Q (547.480000 sec): 3 clusters Score: Raw -13966932.381833 + Penalty 5719.989937 = -13961212.391896 nChanged 708 SP:Iteration 50Q (548.140000 sec): 3 clusters Score: Raw -13967134.384082 + Penalty 5719.989937 = -13961414.394145 nChanged 696 SP:Iteration 51Q (548.850000 sec): 3 clusters Score: Raw -13967350.560140 + Penalty 5719.989937 = -13961630.570203 nChanged 684 SP:Iteration 52Q (549.580000 sec): 3 clusters Score: Raw -13967566.300248 + Penalty 5719.989937 = -13961846.310311 nChanged 642 SP:Iteration 53Q (550.310000 sec): 3 clusters Score: Raw -13967765.516212 + Penalty 5719.989937 = -13962045.526275 nChanged 580 SP:Iteration 54Q (550.990000 sec): 3 clusters Score: Raw -13967943.151863 + Penalty 5719.989937 = -13962223.161926 nChanged 525 SP:Iteration 55Q (551.710000 sec): 3 clusters Score: Raw -13968111.016329 + Penalty 5719.989937 = -13962391.026392 nChanged 531 SP:Iteration 56Q (552.410000 sec): 3 clusters Score: Raw -13968290.762660 + Penalty 5719.989937 = -13962570.772724 nChanged 498 SP:Iteration 57Q (553.070000 sec): 3 clusters Score: Raw -13968472.433260 + Penalty 5719.989937 = -13962752.443323 nChanged 478 SP:Iteration 58Q (553.770000 sec): 3 clusters Score: Raw -13968651.267475 + Penalty 5719.989937 = -13962931.277538 nChanged 423 SP:Iteration 59Q (554.440000 sec): 3 clusters Score: Raw -13968796.120917 + Penalty 5719.989937 = -13963076.130980 nChanged 342 SP:Iteration 60F (555.150000 sec): 3 clusters Score: Raw -13968915.707307 + Penalty 5719.989937 = -13963195.717370 nChanged 322 SP:Iteration 61Q (555.810000 sec): 3 clusters Score: Raw -13969026.561333 + Penalty 5719.989937 = -13963306.571396 nChanged 298 SP:Iteration 62Q (556.450000 sec): 3 clusters Score: Raw -13969137.601577 + Penalty 5719.989937 = -13963417.611640 nChanged 276 SP:Iteration 63Q (557.090000 sec): 3 clusters Score: Raw -13969240.375781 + Penalty 5719.989937 = -13963520.385844 nChanged 244 SP:Iteration 64Q (557.760000 sec): 3 clusters Score: Raw -13969332.253207 + Penalty 5719.989937 = -13963612.263270 nChanged 238 SP:Iteration 65Q (558.480000 sec): 3 clusters Score: Raw -13969428.750531 + Penalty 5719.989937 = -13963708.760594 nChanged 200 SP:Iteration 66Q (559.200000 sec): 3 clusters Score: Raw -13969507.128616 + Penalty 5719.989937 = -13963787.138679 nChanged 174 SP:Iteration 67Q (559.940000 sec): 3 clusters Score: Raw -13969569.770070 + Penalty 5719.989937 = -13963849.780133 nChanged 150 SP:Iteration 68Q (560.620000 sec): 3 clusters Score: Raw -13969621.001345 + Penalty 5719.989937 = -13963901.011408 nChanged 134 SP:Iteration 69Q (561.270000 sec): 3 clusters Score: Raw -13969668.279369 + Penalty 5719.989937 = -13963948.289432 nChanged 115 SP:Iteration 70Q (561.920000 sec): 3 clusters Score: Raw -13969715.296625 + Penalty 5719.989937 = -13963995.306688 nChanged 93 SP:Iteration 71Q (562.580000 sec): 3 clusters Score: Raw -13969749.733890 + Penalty 5719.989937 = -13964029.743953 nChanged 98 SP:Iteration 72Q (563.220000 sec): 3 clusters Score: Raw -13969785.484973 + Penalty 5719.989937 = -13964065.495036 nChanged 69 SP:Iteration 73Q (563.850000 sec): 3 clusters Score: Raw -13969811.751755 + Penalty 5719.989937 = -13964091.761818 nChanged 57 SP:Iteration 74Q (564.430000 sec): 3 clusters Score: Raw -13969834.541003 + Penalty 5719.989937 = -13964114.551066 nChanged 61 SP:Iteration 75Q (565.090000 sec): 3 clusters Score: Raw -13969862.445493 + Penalty 5719.989937 = -13964142.455556 nChanged 61 SP:Iteration 76Q (565.750000 sec): 3 clusters Score: Raw -13969889.445087 + Penalty 5719.989937 = -13964169.455150 nChanged 62 SP:Iteration 77Q (566.370000 sec): 3 clusters Score: Raw -13969919.964156 + Penalty 5719.989937 = -13964199.974219 nChanged 58 SP:Iteration 78Q (567.040000 sec): 3 clusters Score: Raw -13969948.647771 + Penalty 5719.989937 = -13964228.657834 nChanged 60 SP:Iteration 79Q (567.690000 sec): 3 clusters Score: Raw -13969973.199774 + Penalty 5719.989937 = -13964253.209837 nChanged 42 SP:Iteration 80F (568.410000 sec): 3 clusters Score: Raw -13969989.158482 + Penalty 5719.989937 = -13964269.168545 nChanged 37 SP:Iteration 81Q (569.100000 sec): 3 clusters Score: Raw -13970001.664937 + Penalty 5719.989937 = -13964281.675000 nChanged 21 SP:Iteration 82Q (569.870000 sec): 3 clusters Score: Raw -13970009.176987 + Penalty 5719.989937 = -13964289.187050 nChanged 13 SP:Iteration 83Q (570.640000 sec): 3 clusters Score: Raw -13970015.211118 + Penalty 5719.989937 = -13964295.221181 nChanged 22 SP:Iteration 84Q (571.350000 sec): 3 clusters Score: Raw -13970025.099092 + Penalty 5719.989937 = -13964305.109155 nChanged 24 SP:Iteration 85Q (572.030000 sec): 3 clusters Score: Raw -13970033.268960 + Penalty 5719.989937 = -13964313.279023 nChanged 24 SP:Iteration 86Q (572.740000 sec): 3 clusters Score: Raw -13970043.279691 + Penalty 5719.989937 = -13964323.289754 nChanged 15 SP:Iteration 87Q (573.350000 sec): 3 clusters Score: Raw -13970049.022169 + Penalty 5719.989937 = -13964329.032232 nChanged 16 SP:Iteration 88Q (573.970000 sec): 3 clusters Score: Raw -13970055.271387 + Penalty 5719.989937 = -13964335.281451 nChanged 15 SP:Iteration 89Q (574.560000 sec): 3 clusters Score: Raw -13970060.372241 + Penalty 5719.989937 = -13964340.382304 nChanged 16 SP:Iteration 90Q (575.250000 sec): 3 clusters Score: Raw -13970065.667677 + Penalty 5719.989937 = -13964345.677740 nChanged 14 SP:Iteration 91Q (575.870000 sec): 3 clusters Score: Raw -13970070.391167 + Penalty 5719.989937 = -13964350.401230 nChanged 10 SP:Iteration 92Q (576.530000 sec): 3 clusters Score: Raw -13970073.755818 + Penalty 5719.989937 = -13964353.765882 nChanged 9 SP:Iteration 93Q (577.240000 sec): 3 clusters Score: Raw -13970076.125924 + Penalty 5719.989937 = -13964356.135987 nChanged 4 SP:Iteration 94Q (577.920000 sec): 3 clusters Score: Raw -13970077.550078 + Penalty 5719.989937 = -13964357.560141 nChanged 7 SP:Iteration 95Q (578.590000 sec): 3 clusters Score: Raw -13970079.720127 + Penalty 5719.989937 = -13964359.730190 nChanged 3 SP:Iteration 96Q (579.240000 sec): 3 clusters Score: Raw -13970080.483945 + Penalty 5719.989937 = -13964360.494008 nChanged 3 SP:Iteration 97Q (579.940000 sec): 3 clusters Score: Raw -13970081.277921 + Penalty 5719.989937 = -13964361.287984 nChanged 2 SP:Iteration 98Q (580.570000 sec): 3 clusters Score: Raw -13970081.889361 + Penalty 5719.989937 = -13964361.899424 nChanged 1 SP:Iteration 99Q (581.290000 sec): 3 clusters Score: Raw -13970082.111723 + Penalty 5719.989937 = -13964362.121786 nChanged 0 SP:Iteration 100F (582.020000 sec): 3 clusters Score: Raw -13970082.111723 + Penalty 5719.989937 = -13964362.121786 nChanged 0 Iteration 20F (603.390000 sec): 18 clusters Score: Raw -78044701.999391 + Penalty 55925.040261 = -77988776.959130 nChanged 2799 Iteration 21Q (615.330000 sec): 18 clusters Score: Raw -78046863.421020 + Penalty 55925.040261 = -77990938.380759 nChanged 2207 Iteration 22Q (627.820000 sec): 18 clusters Score: Raw -78047232.126816 + Penalty 55925.040261 = -77991307.086555 nChanged 1844 Iteration 23Q (639.770000 sec): 18 clusters Score: Raw -78047472.536477 + Penalty 55925.040261 = -77991547.496216 nChanged 1637 Iteration 24Q (652.530000 sec): 18 clusters Score: Raw -78047641.418257 + Penalty 55925.040261 = -77991716.377997 nChanged 1486 Iteration 25Q (664.400000 sec): 18 clusters Score: Raw -78047753.684133 + Penalty 55925.040261 = -77991828.643873 nChanged 1332 Iteration 26Q (676.690000 sec): 18 clusters Score: Raw -78047840.798664 + Penalty 55925.040261 = -77991915.758403 nChanged 1152 Iteration 27Q (688.480000 sec): 18 clusters Score: Raw -78047908.132171 + Penalty 55925.040261 = -77991983.091910 nChanged 1043 Iteration 28Q (699.900000 sec): 18 clusters Score: Raw -78047977.360901 + Penalty 55925.040261 = -77992052.320640 nChanged 917 Iteration 29Q (711.940000 sec): 18 clusters Score: Raw -78048021.567120 + Penalty 55925.040261 = -77992096.526859 nChanged 831 Iteration 30Q (722.740000 sec): 18 clusters Score: Raw -78048058.552025 + Penalty 55925.040261 = -77992133.511764 nChanged 763 Iteration 31Q (734.700000 sec): 18 clusters Score: Raw -78048091.214678 + Penalty 55925.040261 = -77992166.174417 nChanged 696 Iteration 32Q (747.510000 sec): 18 clusters Score: Raw -78048117.988150 + Penalty 55925.040261 = -77992192.947889 nChanged 671 Iteration 33Q (760.350000 sec): 18 clusters Score: Raw -78048145.259574 + Penalty 55925.040261 = -77992220.219313 nChanged 664 Iteration 34Q (773.130000 sec): 18 clusters Score: Raw -78048169.511804 + Penalty 55925.040261 = -77992244.471543 nChanged 571 Iteration 35Q (785.350000 sec): 18 clusters Score: Raw -78048194.062514 + Penalty 55925.040261 = -77992269.022253 nChanged 532 Iteration 36Q (798.880000 sec): 18 clusters Score: Raw -78048211.744242 + Penalty 55925.040261 = -77992286.703981 nChanged 461 Iteration 37Q (812.040000 sec): 18 clusters Score: Raw -78048225.591324 + Penalty 55925.040261 = -77992300.551063 nChanged 448 Iteration 38Q (824.850000 sec): 18 clusters Score: Raw -78048240.432638 + Penalty 55925.040261 = -77992315.392377 nChanged 435 Iteration 39Q (838.820000 sec): 18 clusters Score: Raw -78048254.700842 + Penalty 55925.040261 = -77992329.660581 nChanged 440 Iteration 40F (860.210000 sec): 18 clusters Score: Raw -78049079.892734 + Penalty 55925.040261 = -77993154.852474 nChanged 408 Iteration 41Q (872.550000 sec): 18 clusters Score: Raw -78049813.006344 + Penalty 55925.040261 = -77993887.966083 nChanged 345 Iteration 42Q (885.730000 sec): 18 clusters Score: Raw -78049892.793355 + Penalty 55925.040261 = -77993967.753094 nChanged 322 Iteration 43Q (898.140000 sec): 18 clusters Score: Raw -78049934.613360 + Penalty 55925.040261 = -77994009.573099 nChanged 322 Iteration 44Q (911.200000 sec): 18 clusters Score: Raw -78049958.503509 + Penalty 55925.040261 = -77994033.463248 nChanged 281 Iteration 45Q (923.270000 sec): 18 clusters Score: Raw -78049974.665943 + Penalty 55925.040261 = -77994049.625682 nChanged 240 Iteration 46Q (935.870000 sec): 18 clusters Score: Raw -78049990.966197 + Penalty 55925.040261 = -77994065.925937 nChanged 238 Iteration 47Q (947.900000 sec): 18 clusters Score: Raw -78050001.653134 + Penalty 55925.040261 = -77994076.612873 nChanged 222 Iteration 48Q (959.370000 sec): 18 clusters Score: Raw -78050007.122917 + Penalty 55925.040261 = -77994082.082656 nChanged 206 Iteration 49Q (972.070000 sec): 18 clusters Score: Raw -78050012.585107 + Penalty 55925.040261 = -77994087.544846 nChanged 191 Iteration 50Q (983.730000 sec): 18 clusters Score: Raw -78050017.222688 + Penalty 55925.040261 = -77994092.182427 nChanged 187 Iteration 51Q (995.190000 sec): 18 clusters Score: Raw -78050021.677645 + Penalty 55925.040261 = -77994096.637385 nChanged 171 Iteration 52Q (1006.320000 sec): 18 clusters Score: Raw -78050024.809003 + Penalty 55925.040261 = -77994099.768742 nChanged 147 Iteration 53Q (1018.270000 sec): 18 clusters Score: Raw -78050027.377383 + Penalty 55925.040261 = -77994102.337122 nChanged 145 Iteration 54Q (1030.500000 sec): 18 clusters Score: Raw -78050029.939444 + Penalty 55925.040261 = -77994104.899183 nChanged 130 Iteration 55Q (1042.740000 sec): 18 clusters Score: Raw -78050032.338189 + Penalty 55925.040261 = -77994107.297928 nChanged 123 Iteration 56Q (1054.540000 sec): 18 clusters Score: Raw -78050034.499226 + Penalty 55925.040261 = -77994109.458965 nChanged 98 Iteration 57Q (1066.460000 sec): 18 clusters Score: Raw -78050036.058509 + Penalty 55925.040261 = -77994111.018248 nChanged 99 Iteration 58Q (1080.500000 sec): 18 clusters Score: Raw -78050038.828838 + Penalty 55925.040261 = -77994113.788577 nChanged 95 Writing temp clu file Because OldScore, -77994111.018248, is greater than current (better) Score,-77994113.788577 Compute initial score before splitting: Score: Raw -78050038.828838 + Penalty 55925.040261 = -77994113.788577 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.760000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.900000 sec): 3 clusters Score: Raw -70651.324980 + Penalty 3114.146626 = -67537.178354 nChanged 89 SP:Iteration 1F (1081.070000 sec): 3 clusters Score: Raw -70822.788658 + Penalty 3114.146626 = -67708.642031 nChanged 21 SP:Iteration 2Q (1081.240000 sec): 3 clusters Score: Raw -70883.568067 + Penalty 3114.146626 = -67769.421441 nChanged 10 SP:Iteration 3Q (1081.420000 sec): 3 clusters Score: Raw -70910.157596 + Penalty 3114.146626 = -67796.010970 nChanged 6 SP:Iteration 4Q (1081.540000 sec): 3 clusters Score: Raw -70921.946959 + Penalty 3114.146626 = -67807.800332 nChanged 1 SP:Iteration 5Q (1081.690000 sec): 3 clusters Score: Raw -70923.914057 + Penalty 3114.146626 = -67809.767431 nChanged 0 SP:Iteration 6F (1081.850000 sec): 3 clusters Score: Raw -70923.914057 + Penalty 3114.146626 = -67809.767431 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.920000 sec): 2 clusters Score: Raw -39176.033926 + Penalty 1425.849461 = -37750.184466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1082.080000 sec): 3 clusters Score: Raw -39349.673165 + Penalty 2851.698921 = -36497.974244 nChanged 55 SP:Iteration 1F (1082.200000 sec): 3 clusters Score: Raw -39527.561944 + Penalty 2851.698921 = -36675.863023 nChanged 10 SP:Iteration 2Q (1082.370000 sec): 3 clusters Score: Raw -39590.647925 + Penalty 2851.698921 = -36738.949004 nChanged 3 SP:Iteration 3Q (1082.540000 sec): 3 clusters Score: Raw -39635.655008 + Penalty 2851.698921 = -36783.956087 nChanged 4 SP:Iteration 4Q (1082.710000 sec): 3 clusters Score: Raw -39654.600218 + Penalty 2851.698921 = -36802.901297 nChanged 1 SP:Iteration 5Q (1082.860000 sec): 3 clusters Score: Raw -39658.317179 + Penalty 2851.698921 = -36806.618258 nChanged 0 SP:Iteration 6F (1083.040000 sec): 3 clusters Score: Raw -39658.317179 + Penalty 2851.698921 = -36806.618258 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.120000 sec): 2 clusters Score: Raw -39527.057933 + Penalty 1449.916816 = -38077.141117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.270000 sec): 3 clusters Score: Raw -39762.810890 + Penalty 2899.833632 = -36862.977257 nChanged 66 SP:Iteration 1F (1083.430000 sec): 3 clusters Score: Raw -39959.177418 + Penalty 2899.833632 = -37059.343786 nChanged 14 SP:Iteration 2Q (1083.540000 sec): 3 clusters Score: Raw -40064.242604 + Penalty 2899.833632 = -37164.408972 nChanged 15 SP:Iteration 3Q (1083.690000 sec): 3 clusters Score: Raw -40105.677503 + Penalty 2899.833632 = -37205.843871 nChanged 7 SP:Iteration 4Q (1083.840000 sec): 3 clusters Score: Raw -40129.631625 + Penalty 2899.833632 = -37229.797992 nChanged 5 SP:Iteration 5Q (1084.000000 sec): 3 clusters Score: Raw -40141.018744 + Penalty 2899.833632 = -37241.185112 nChanged 1 SP:Iteration 6Q (1084.120000 sec): 3 clusters Score: Raw -40144.769596 + Penalty 2899.833632 = -37244.935963 nChanged 3 SP:Iteration 7Q (1084.330000 sec): 3 clusters Score: Raw -40156.273330 + Penalty 2899.833632 = -37256.439698 nChanged 3 SP:Iteration 8Q (1084.440000 sec): 3 clusters Score: Raw -40160.041075 + Penalty 2899.833632 = -37260.207442 nChanged 2 SP:Iteration 9Q (1084.600000 sec): 3 clusters Score: Raw -40183.535047 + Penalty 2899.833632 = -37283.701414 nChanged 1 SP:Iteration 10Q (1084.750000 sec): 3 clusters Score: Raw -40214.734221 + Penalty 2899.833632 = -37314.900588 nChanged 3 SP:Iteration 11Q (1084.930000 sec): 3 clusters Score: Raw -40225.298292 + Penalty 2899.833632 = -37325.464660 nChanged 1 SP:Iteration 12Q (1085.060000 sec): 3 clusters Score: Raw -40232.068438 + Penalty 2899.833632 = -37332.234806 nChanged 2 SP:Iteration 13Q (1085.220000 sec): 3 clusters Score: Raw -40246.982169 + Penalty 2899.833632 = -37347.148536 nChanged 4 SP:Iteration 14Q (1085.400000 sec): 3 clusters Score: Raw -40268.991052 + Penalty 2899.833632 = -37369.157419 nChanged 2 SP:Iteration 15Q (1085.550000 sec): 3 clusters Score: Raw -40274.297601 + Penalty 2899.833632 = -37374.463969 nChanged 2 SP:Iteration 16Q (1085.680000 sec): 3 clusters Score: Raw -40280.516799 + Penalty 2899.833632 = -37380.683166 nChanged 2 SP:Iteration 17Q (1085.830000 sec): 3 clusters Score: Raw -40286.582124 + Penalty 2899.833632 = -37386.748491 nChanged 1 SP:Iteration 18Q (1085.940000 sec): 3 clusters Score: Raw -40289.491673 + Penalty 2899.833632 = -37389.658040 nChanged 2 SP:Iteration 19Q (1086.060000 sec): 3 clusters Score: Raw -40297.443523 + Penalty 2899.833632 = -37397.609890 nChanged 1 SP:Iteration 20F (1086.180000 sec): 3 clusters Score: Raw -40319.687460 + Penalty 2899.833632 = -37419.853828 nChanged 2 SP:Iteration 21Q (1086.290000 sec): 3 clusters Score: Raw -40346.713330 + Penalty 2899.833632 = -37446.879697 nChanged 3 SP:Iteration 22Q (1086.400000 sec): 3 clusters Score: Raw -40359.771843 + Penalty 2899.833632 = -37459.938210 nChanged 2 SP:Iteration 23Q (1086.550000 sec): 3 clusters Score: Raw -40374.402393 + Penalty 2899.833632 = -37474.568761 nChanged 1 SP:Iteration 24Q (1086.660000 sec): 3 clusters Score: Raw -40378.196709 + Penalty 2899.833632 = -37478.363076 nChanged 0 SP:Iteration 25F (1086.780000 sec): 3 clusters Score: Raw -40378.196709 + Penalty 2899.833632 = -37478.363076 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.030000 sec): 2 clusters Score: Raw -4725020.453149 + Penalty 2594.495089 = -4722425.958060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.460000 sec): 3 clusters Score: Raw -4703985.321880 + Penalty 5188.990179 = -4698796.331701 nChanged 15766 SP:Iteration 1F (1087.800000 sec): 3 clusters Score: Raw -4712445.174969 + Penalty 5188.990179 = -4707256.184790 nChanged 1518 SP:Iteration 2Q (1088.180000 sec): 3 clusters Score: Raw -4712908.936378 + Penalty 5188.990179 = -4707719.946199 nChanged 1452 SP:Iteration 3Q (1088.560000 sec): 3 clusters Score: Raw -4713366.991540 + Penalty 5188.990179 = -4708178.001361 nChanged 1341 SP:Iteration 4Q (1088.970000 sec): 3 clusters Score: Raw -4713774.047141 + Penalty 5188.990179 = -4708585.056962 nChanged 1250 SP:Iteration 5Q (1089.360000 sec): 3 clusters Score: Raw -4714183.928194 + Penalty 5188.990179 = -4708994.938015 nChanged 1312 SP:Iteration 6Q (1089.740000 sec): 3 clusters Score: Raw -4714655.797187 + Penalty 5188.990179 = -4709466.807009 nChanged 1404 SP:Iteration 7Q (1090.130000 sec): 3 clusters Score: Raw -4715215.844252 + Penalty 5188.990179 = -4710026.854073 nChanged 1490 SP:Iteration 8Q (1090.510000 sec): 3 clusters Score: Raw -4715884.603106 + Penalty 5188.990179 = -4710695.612927 nChanged 1660 SP:Iteration 9Q (1090.970000 sec): 3 clusters Score: Raw -4716715.100306 + Penalty 5188.990179 = -4711526.110127 nChanged 1749 SP:Iteration 10F (1091.350000 sec): 3 clusters Score: Raw -4717693.867296 + Penalty 5188.990179 = -4712504.877117 nChanged 1852 SP:Iteration 11F (1091.720000 sec): 3 clusters Score: Raw -4718876.116327 + Penalty 5188.990179 = -4713687.126148 nChanged 1849 SP:Iteration 12F (1092.130000 sec): 3 clusters Score: Raw -4720195.667787 + Penalty 5188.990179 = -4715006.677608 nChanged 1729 SP:Iteration 13Q (1092.530000 sec): 3 clusters Score: Raw -4721505.136743 + Penalty 5188.990179 = -4716316.146564 nChanged 1515 SP:Iteration 14Q (1092.890000 sec): 3 clusters Score: Raw -4722681.240504 + Penalty 5188.990179 = -4717492.250325 nChanged 1194 SP:Iteration 15Q (1093.300000 sec): 3 clusters Score: Raw -4723589.226497 + Penalty 5188.990179 = -4718400.236318 nChanged 794 SP:Iteration 16Q (1093.630000 sec): 3 clusters Score: Raw -4724167.224474 + Penalty 5188.990179 = -4718978.234295 nChanged 519 SP:Iteration 17Q (1094.060000 sec): 3 clusters Score: Raw -4724512.133218 + Penalty 5188.990179 = -4719323.143039 nChanged 360 SP:Iteration 18Q (1094.360000 sec): 3 clusters Score: Raw -4724741.994095 + Penalty 5188.990179 = -4719553.003916 nChanged 260 SP:Iteration 19Q (1094.720000 sec): 3 clusters Score: Raw -4724908.779558 + Penalty 5188.990179 = -4719719.789379 nChanged 181 SP:Iteration 20F (1095.100000 sec): 3 clusters Score: Raw -4725022.996241 + Penalty 5188.990179 = -4719834.006062 nChanged 122 SP:Iteration 21Q (1095.410000 sec): 3 clusters Score: Raw -4725096.305270 + Penalty 5188.990179 = -4719907.315091 nChanged 92 SP:Iteration 22Q (1095.850000 sec): 3 clusters Score: Raw -4725154.625989 + Penalty 5188.990179 = -4719965.635810 nChanged 83 SP:Iteration 23Q (1096.170000 sec): 3 clusters Score: Raw -4725205.984470 + Penalty 5188.990179 = -4720016.994291 nChanged 66 SP:Iteration 24Q (1096.530000 sec): 3 clusters Score: Raw -4725246.012713 + Penalty 5188.990179 = -4720057.022534 nChanged 46 SP:Iteration 25Q (1096.870000 sec): 3 clusters Score: Raw -4725272.105902 + Penalty 5188.990179 = -4720083.115723 nChanged 30 SP:Iteration 26Q (1097.230000 sec): 3 clusters Score: Raw -4725291.433160 + Penalty 5188.990179 = -4720102.442981 nChanged 30 SP:Iteration 27Q (1097.570000 sec): 3 clusters Score: Raw -4725313.569396 + Penalty 5188.990179 = -4720124.579218 nChanged 24 SP:Iteration 28Q (1098.000000 sec): 3 clusters Score: Raw -4725328.399791 + Penalty 5188.990179 = -4720139.409612 nChanged 21 SP:Iteration 29Q (1098.350000 sec): 3 clusters Score: Raw -4725341.941535 + Penalty 5188.990179 = -4720152.951356 nChanged 24 SP:Iteration 30Q (1098.750000 sec): 3 clusters Score: Raw -4725357.443981 + Penalty 5188.990179 = -4720168.453802 nChanged 14 SP:Iteration 31Q (1099.200000 sec): 3 clusters Score: Raw -4725366.051695 + Penalty 5188.990179 = -4720177.061516 nChanged 13 SP:Iteration 32Q (1099.510000 sec): 3 clusters Score: Raw -4725372.438409 + Penalty 5188.990179 = -4720183.448230 nChanged 9 SP:Iteration 33Q (1099.870000 sec): 3 clusters Score: Raw -4725378.163908 + Penalty 5188.990179 = -4720189.173729 nChanged 8 SP:Iteration 34Q (1100.210000 sec): 3 clusters Score: Raw -4725381.725769 + Penalty 5188.990179 = -4720192.735590 nChanged 4 SP:Iteration 35Q (1100.650000 sec): 3 clusters Score: Raw -4725384.464974 + Penalty 5188.990179 = -4720195.474795 nChanged 5 SP:Iteration 36Q (1101.040000 sec): 3 clusters Score: Raw -4725387.159343 + Penalty 5188.990179 = -4720198.169164 nChanged 5 SP:Iteration 37Q (1101.400000 sec): 3 clusters Score: Raw -4725390.118136 + Penalty 5188.990179 = -4720201.127957 nChanged 6 SP:Iteration 38Q (1101.780000 sec): 3 clusters Score: Raw -4725396.063426 + Penalty 5188.990179 = -4720207.073248 nChanged 7 SP:Iteration 39Q (1102.120000 sec): 3 clusters Score: Raw -4725403.105857 + Penalty 5188.990179 = -4720214.115678 nChanged 8 SP:Iteration 40F (1102.550000 sec): 3 clusters Score: Raw -4725411.492504 + Penalty 5188.990179 = -4720222.502325 nChanged 7 SP:Iteration 41Q (1102.870000 sec): 3 clusters Score: Raw -4725416.332307 + Penalty 5188.990179 = -4720227.342128 nChanged 8 SP:Iteration 42Q (1103.230000 sec): 3 clusters Score: Raw -4725423.727067 + Penalty 5188.990179 = -4720234.736888 nChanged 7 SP:Iteration 43Q (1103.530000 sec): 3 clusters Score: Raw -4725427.517432 + Penalty 5188.990179 = -4720238.527253 nChanged 4 SP:Iteration 44Q (1103.850000 sec): 3 clusters Score: Raw -4725430.583620 + Penalty 5188.990179 = -4720241.593441 nChanged 3 SP:Iteration 45Q (1104.190000 sec): 3 clusters Score: Raw -4725432.704704 + Penalty 5188.990179 = -4720243.714525 nChanged 1 SP:Iteration 46Q (1104.530000 sec): 3 clusters Score: Raw -4725433.336633 + Penalty 5188.990179 = -4720244.346455 nChanged 1 SP:Iteration 47Q (1104.810000 sec): 3 clusters Score: Raw -4725433.658476 + Penalty 5188.990179 = -4720244.668297 nChanged 0 SP:Iteration 48F (1105.160000 sec): 3 clusters Score: Raw -4725433.658476 + Penalty 5188.990179 = -4720244.668297 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.310000 sec): 2 clusters Score: Raw -1368692.192107 + Penalty 2282.072414 = -1366410.119693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.550000 sec): 3 clusters Score: Raw -1363340.793678 + Penalty 4564.144827 = -1358776.648851 nChanged 4133 SP:Iteration 1F (1105.800000 sec): 3 clusters Score: Raw -1365534.722213 + Penalty 4564.144827 = -1360970.577386 nChanged 644 SP:Iteration 2F (1106.050000 sec): 3 clusters Score: Raw -1365799.519068 + Penalty 4564.144827 = -1361235.374241 nChanged 462 SP:Iteration 3Q (1106.330000 sec): 3 clusters Score: Raw -1365961.892602 + Penalty 4564.144827 = -1361397.747775 nChanged 332 SP:Iteration 4Q (1106.570000 sec): 3 clusters Score: Raw -1366068.537075 + Penalty 4564.144827 = -1361504.392248 nChanged 287 SP:Iteration 5Q (1106.890000 sec): 3 clusters Score: Raw -1366163.602067 + Penalty 4564.144827 = -1361599.457240 nChanged 272 SP:Iteration 6Q (1107.150000 sec): 3 clusters Score: Raw -1366261.864650 + Penalty 4564.144827 = -1361697.719823 nChanged 240 SP:Iteration 7Q (1107.400000 sec): 3 clusters Score: Raw -1366339.905734 + Penalty 4564.144827 = -1361775.760907 nChanged 228 SP:Iteration 8Q (1107.670000 sec): 3 clusters Score: Raw -1366414.971202 + Penalty 4564.144827 = -1361850.826375 nChanged 244 SP:Iteration 9Q (1107.920000 sec): 3 clusters Score: Raw -1366510.576152 + Penalty 4564.144827 = -1361946.431325 nChanged 277 SP:Iteration 10Q (1108.220000 sec): 3 clusters Score: Raw -1366628.758870 + Penalty 4564.144827 = -1362064.614043 nChanged 312 SP:Iteration 11Q (1108.450000 sec): 3 clusters Score: Raw -1366771.209284 + Penalty 4564.144827 = -1362207.064457 nChanged 363 SP:Iteration 12Q (1108.680000 sec): 3 clusters Score: Raw -1366956.985435 + Penalty 4564.144827 = -1362392.840608 nChanged 362 SP:Iteration 13Q (1108.910000 sec): 3 clusters Score: Raw -1367160.724212 + Penalty 4564.144827 = -1362596.579385 nChanged 378 SP:Iteration 14Q (1109.160000 sec): 3 clusters Score: Raw -1367398.231523 + Penalty 4564.144827 = -1362834.086696 nChanged 376 SP:Iteration 15Q (1109.410000 sec): 3 clusters Score: Raw -1367643.894351 + Penalty 4564.144827 = -1363079.749524 nChanged 364 SP:Iteration 16Q (1109.620000 sec): 3 clusters Score: Raw -1367905.863721 + Penalty 4564.144827 = -1363341.718894 nChanged 338 SP:Iteration 17Q (1109.860000 sec): 3 clusters Score: Raw -1368163.472249 + Penalty 4564.144827 = -1363599.327422 nChanged 282 SP:Iteration 18Q (1110.100000 sec): 3 clusters Score: Raw -1368369.101839 + Penalty 4564.144827 = -1363804.957012 nChanged 213 SP:Iteration 19Q (1110.350000 sec): 3 clusters Score: Raw -1368538.166939 + Penalty 4564.144827 = -1363974.022112 nChanged 162 SP:Iteration 20F (1110.640000 sec): 3 clusters Score: Raw -1368662.929502 + Penalty 4564.144827 = -1364098.784675 nChanged 111 SP:Iteration 21Q (1110.880000 sec): 3 clusters Score: Raw -1368746.318891 + Penalty 4564.144827 = -1364182.174064 nChanged 69 SP:Iteration 22Q (1111.080000 sec): 3 clusters Score: Raw -1368789.112461 + Penalty 4564.144827 = -1364224.967634 nChanged 49 SP:Iteration 23Q (1111.320000 sec): 3 clusters Score: Raw -1368824.082074 + Penalty 4564.144827 = -1364259.937247 nChanged 39 SP:Iteration 24Q (1111.640000 sec): 3 clusters Score: Raw -1368850.271265 + Penalty 4564.144827 = -1364286.126438 nChanged 25 SP:Iteration 25Q (1111.910000 sec): 3 clusters Score: Raw -1368869.818772 + Penalty 4564.144827 = -1364305.673945 nChanged 22 SP:Iteration 26Q (1112.120000 sec): 3 clusters Score: Raw -1368888.129427 + Penalty 4564.144827 = -1364323.984600 nChanged 21 SP:Iteration 27Q (1112.410000 sec): 3 clusters Score: Raw -1368906.708402 + Penalty 4564.144827 = -1364342.563575 nChanged 16 SP:Iteration 28Q (1112.590000 sec): 3 clusters Score: Raw -1368919.953658 + Penalty 4564.144827 = -1364355.808831 nChanged 12 SP:Iteration 29Q (1112.800000 sec): 3 clusters Score: Raw -1368931.825250 + Penalty 4564.144827 = -1364367.680423 nChanged 16 SP:Iteration 30Q (1113.040000 sec): 3 clusters Score: Raw -1368948.033736 + Penalty 4564.144827 = -1364383.888909 nChanged 17 SP:Iteration 31Q (1113.260000 sec): 3 clusters Score: Raw -1368962.064615 + Penalty 4564.144827 = -1364397.919788 nChanged 19 SP:Iteration 32Q (1113.530000 sec): 3 clusters Score: Raw -1368978.078626 + Penalty 4564.144827 = -1364413.933799 nChanged 10 SP:Iteration 33Q (1113.760000 sec): 3 clusters Score: Raw -1368986.364119 + Penalty 4564.144827 = -1364422.219292 nChanged 11 SP:Iteration 34Q (1113.960000 sec): 3 clusters Score: Raw -1368994.217321 + Penalty 4564.144827 = -1364430.072494 nChanged 10 SP:Iteration 35Q (1114.230000 sec): 3 clusters Score: Raw -1369001.318407 + Penalty 4564.144827 = -1364437.173580 nChanged 7 SP:Iteration 36Q (1114.420000 sec): 3 clusters Score: Raw -1369009.004330 + Penalty 4564.144827 = -1364444.859503 nChanged 4 SP:Iteration 37Q (1114.640000 sec): 3 clusters Score: Raw -1369012.640736 + Penalty 4564.144827 = -1364448.495909 nChanged 4 SP:Iteration 38Q (1114.850000 sec): 3 clusters Score: Raw -1369015.143427 + Penalty 4564.144827 = -1364450.998600 nChanged 1 SP:Iteration 39Q (1115.130000 sec): 3 clusters Score: Raw -1369015.750950 + Penalty 4564.144827 = -1364451.606123 nChanged 1 SP:Iteration 40F (1115.360000 sec): 3 clusters Score: Raw -1369016.727914 + Penalty 4564.144827 = -1364452.583087 nChanged 1 SP:Iteration 41Q (1115.600000 sec): 3 clusters Score: Raw -1369017.908796 + Penalty 4564.144827 = -1364453.763969 nChanged 6 SP:Iteration 42Q (1115.860000 sec): 3 clusters Score: Raw -1369023.302663 + Penalty 4564.144827 = -1364459.157836 nChanged 1 SP:Iteration 43Q (1116.060000 sec): 3 clusters Score: Raw -1369024.076738 + Penalty 4564.144827 = -1364459.931911 nChanged 1 SP:Iteration 44Q (1116.320000 sec): 3 clusters Score: Raw -1369024.858348 + Penalty 4564.144827 = -1364460.713521 nChanged 0 SP:Iteration 45F (1116.560000 sec): 3 clusters Score: Raw -1369024.858348 + Penalty 4564.144827 = -1364460.713521 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.670000 sec): 2 clusters Score: Raw -418015.240638 + Penalty 1999.795773 = -416015.444864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.930000 sec): 3 clusters Score: Raw -416645.473345 + Penalty 3999.591547 = -412645.881798 nChanged 1142 SP:Iteration 1F (1117.130000 sec): 3 clusters Score: Raw -417355.976709 + Penalty 3999.591547 = -413356.385162 nChanged 235 SP:Iteration 2F (1117.400000 sec): 3 clusters Score: Raw -417546.272559 + Penalty 3999.591547 = -413546.681013 nChanged 174 SP:Iteration 3F (1117.610000 sec): 3 clusters Score: Raw -417719.743426 + Penalty 3999.591547 = -413720.151879 nChanged 159 SP:Iteration 4F (1117.850000 sec): 3 clusters Score: Raw -417886.450352 + Penalty 3999.591547 = -413886.858806 nChanged 152 SP:Iteration 5Q (1118.090000 sec): 3 clusters Score: Raw -418038.512926 + Penalty 3999.591547 = -414038.921379 nChanged 156 SP:Iteration 6Q (1118.300000 sec): 3 clusters Score: Raw -418243.217612 + Penalty 3999.591547 = -414243.626066 nChanged 149 SP:Iteration 7Q (1118.540000 sec): 3 clusters Score: Raw -418430.023185 + Penalty 3999.591547 = -414430.431639 nChanged 136 SP:Iteration 8Q (1118.730000 sec): 3 clusters Score: Raw -418585.481279 + Penalty 3999.591547 = -414585.889732 nChanged 122 SP:Iteration 9Q (1119.010000 sec): 3 clusters Score: Raw -418705.642932 + Penalty 3999.591547 = -414706.051386 nChanged 98 SP:Iteration 10Q (1119.190000 sec): 3 clusters Score: Raw -418797.403113 + Penalty 3999.591547 = -414797.811566 nChanged 69 SP:Iteration 11Q (1119.440000 sec): 3 clusters Score: Raw -418844.317424 + Penalty 3999.591547 = -414844.725878 nChanged 50 SP:Iteration 12Q (1119.640000 sec): 3 clusters Score: Raw -418888.877668 + Penalty 3999.591547 = -414889.286122 nChanged 54 SP:Iteration 13Q (1119.840000 sec): 3 clusters Score: Raw -418929.794494 + Penalty 3999.591547 = -414930.202948 nChanged 39 SP:Iteration 14Q (1120.060000 sec): 3 clusters Score: Raw -418959.632609 + Penalty 3999.591547 = -414960.041063 nChanged 34 SP:Iteration 15Q (1120.220000 sec): 3 clusters Score: Raw -418986.217266 + Penalty 3999.591547 = -414986.625720 nChanged 24 SP:Iteration 16Q (1120.480000 sec): 3 clusters Score: Raw -419003.206573 + Penalty 3999.591547 = -415003.615026 nChanged 17 SP:Iteration 17Q (1120.660000 sec): 3 clusters Score: Raw -419013.281510 + Penalty 3999.591547 = -415013.689963 nChanged 3 SP:Iteration 18Q (1120.840000 sec): 3 clusters Score: Raw -419016.218564 + Penalty 3999.591547 = -415016.627018 nChanged 7 SP:Iteration 19Q (1121.050000 sec): 3 clusters Score: Raw -419022.196585 + Penalty 3999.591547 = -415022.605038 nChanged 7 SP:Iteration 20F (1121.270000 sec): 3 clusters Score: Raw -419025.512088 + Penalty 3999.591547 = -415025.920541 nChanged 1 SP:Iteration 21Q (1121.420000 sec): 3 clusters Score: Raw -419027.345526 + Penalty 3999.591547 = -415027.753979 nChanged 2 SP:Iteration 22Q (1121.600000 sec): 3 clusters Score: Raw -419028.526025 + Penalty 3999.591547 = -415028.934479 nChanged 0 SP:Iteration 23F (1121.790000 sec): 3 clusters Score: Raw -419028.526025 + Penalty 3999.591547 = -415028.934479 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.620000 sec): 2 clusters Score: Raw -23872137.805743 + Penalty 2990.871410 = -23869146.934332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.720000 sec): 3 clusters Score: Raw -23758841.422177 + Penalty 5981.742821 = -23752859.679356 nChanged 83121 SP:Iteration 1F (1124.880000 sec): 3 clusters Score: Raw -23808339.373040 + Penalty 5981.742821 = -23802357.630220 nChanged 6684 SP:Iteration 2Q (1126.110000 sec): 3 clusters Score: Raw -23810640.764650 + Penalty 5981.742821 = -23804659.021830 nChanged 8032 SP:Iteration 3Q (1127.320000 sec): 3 clusters Score: Raw -23814064.241925 + Penalty 5981.742821 = -23808082.499105 nChanged 9567 SP:Iteration 4F (1128.390000 sec): 3 clusters Score: Raw -23818706.031635 + Penalty 5981.742821 = -23812724.288815 nChanged 10549 SP:Iteration 5F (1129.600000 sec): 3 clusters Score: Raw -23823884.735219 + Penalty 5981.742821 = -23817902.992398 nChanged 10239 SP:Iteration 6F (1130.660000 sec): 3 clusters Score: Raw -23828620.009631 + Penalty 5981.742821 = -23822638.266810 nChanged 9132 SP:Iteration 7F (1131.730000 sec): 3 clusters Score: Raw -23832427.668277 + Penalty 5981.742821 = -23826445.925457 nChanged 7803 SP:Iteration 8Q (1132.940000 sec): 3 clusters Score: Raw -23835386.368792 + Penalty 5981.742821 = -23829404.625971 nChanged 6635 SP:Iteration 9Q (1134.110000 sec): 3 clusters Score: Raw -23837907.912274 + Penalty 5981.742821 = -23831926.169453 nChanged 6068 SP:Iteration 10Q (1135.280000 sec): 3 clusters Score: Raw -23840452.657111 + Penalty 5981.742821 = -23834470.914291 nChanged 6113 SP:Iteration 11Q (1136.430000 sec): 3 clusters Score: Raw -23843439.531926 + Penalty 5981.742821 = -23837457.789105 nChanged 6504 SP:Iteration 12Q (1137.630000 sec): 3 clusters Score: Raw -23847064.225791 + Penalty 5981.742821 = -23841082.482970 nChanged 6776 SP:Iteration 13Q (1138.890000 sec): 3 clusters Score: Raw -23851157.368252 + Penalty 5981.742821 = -23845175.625432 nChanged 6478 SP:Iteration 14Q (1140.040000 sec): 3 clusters Score: Raw -23855296.408863 + Penalty 5981.742821 = -23849314.666043 nChanged 5992 SP:Iteration 15Q (1141.090000 sec): 3 clusters Score: Raw -23859246.963482 + Penalty 5981.742821 = -23853265.220661 nChanged 5057 SP:Iteration 16Q (1142.300000 sec): 3 clusters Score: Raw -23862529.043537 + Penalty 5981.742821 = -23856547.300717 nChanged 4105 SP:Iteration 17Q (1143.540000 sec): 3 clusters Score: Raw -23865145.099281 + Penalty 5981.742821 = -23859163.356460 nChanged 3357 SP:Iteration 18Q (1144.580000 sec): 3 clusters Score: Raw -23867154.724402 + Penalty 5981.742821 = -23861172.981582 nChanged 2658 SP:Iteration 19Q (1145.640000 sec): 3 clusters Score: Raw -23868623.356262 + Penalty 5981.742821 = -23862641.613441 nChanged 2077 SP:Iteration 20F (1146.790000 sec): 3 clusters Score: Raw -23869716.587011 + Penalty 5981.742821 = -23863734.844190 nChanged 1676 SP:Iteration 21Q (1147.800000 sec): 3 clusters Score: Raw -23870590.885656 + Penalty 5981.742821 = -23864609.142836 nChanged 1308 SP:Iteration 22Q (1148.880000 sec): 3 clusters Score: Raw -23871284.321421 + Penalty 5981.742821 = -23865302.578601 nChanged 1006 SP:Iteration 23Q (1149.920000 sec): 3 clusters Score: Raw -23871802.767010 + Penalty 5981.742821 = -23865821.024190 nChanged 750 SP:Iteration 24Q (1150.920000 sec): 3 clusters Score: Raw -23872162.225618 + Penalty 5981.742821 = -23866180.482798 nChanged 548 SP:Iteration 25Q (1151.800000 sec): 3 clusters Score: Raw -23872408.243161 + Penalty 5981.742821 = -23866426.500340 nChanged 434 SP:Iteration 26Q (1152.700000 sec): 3 clusters Score: Raw -23872588.765046 + Penalty 5981.742821 = -23866607.022226 nChanged 325 SP:Iteration 27Q (1153.650000 sec): 3 clusters Score: Raw -23872714.426713 + Penalty 5981.742821 = -23866732.683893 nChanged 248 SP:Iteration 28Q (1154.590000 sec): 3 clusters Score: Raw -23872802.388804 + Penalty 5981.742821 = -23866820.645984 nChanged 166 SP:Iteration 29Q (1155.640000 sec): 3 clusters Score: Raw -23872852.979004 + Penalty 5981.742821 = -23866871.236184 nChanged 128 SP:Iteration 30Q (1156.660000 sec): 3 clusters Score: Raw -23872893.830460 + Penalty 5981.742821 = -23866912.087640 nChanged 91 SP:Iteration 31Q (1157.690000 sec): 3 clusters Score: Raw -23872922.795355 + Penalty 5981.742821 = -23866941.052535 nChanged 83 SP:Iteration 32Q (1158.620000 sec): 3 clusters Score: Raw -23872945.635882 + Penalty 5981.742821 = -23866963.893062 nChanged 46 SP:Iteration 33Q (1159.510000 sec): 3 clusters Score: Raw -23872957.864360 + Penalty 5981.742821 = -23866976.121539 nChanged 38 SP:Iteration 34Q (1160.530000 sec): 3 clusters Score: Raw -23872968.036115 + Penalty 5981.742821 = -23866986.293294 nChanged 42 SP:Iteration 35Q (1161.520000 sec): 3 clusters Score: Raw -23872980.793721 + Penalty 5981.742821 = -23866999.050901 nChanged 35 SP:Iteration 36Q (1162.500000 sec): 3 clusters Score: Raw -23872991.150956 + Penalty 5981.742821 = -23867009.408136 nChanged 34 SP:Iteration 37Q (1163.560000 sec): 3 clusters Score: Raw -23873000.785527 + Penalty 5981.742821 = -23867019.042706 nChanged 36 SP:Iteration 38Q (1164.620000 sec): 3 clusters Score: Raw -23873008.647173 + Penalty 5981.742821 = -23867026.904353 nChanged 27 SP:Iteration 39Q (1165.700000 sec): 3 clusters Score: Raw -23873016.386826 + Penalty 5981.742821 = -23867034.644006 nChanged 24 SP:Iteration 40F (1166.960000 sec): 3 clusters Score: Raw -23873023.274514 + Penalty 5981.742821 = -23867041.531693 nChanged 20 SP:Iteration 41Q (1167.950000 sec): 3 clusters Score: Raw -23873028.907098 + Penalty 5981.742821 = -23867047.164277 nChanged 22 SP:Iteration 42Q (1168.930000 sec): 3 clusters Score: Raw -23873033.889816 + Penalty 5981.742821 = -23867052.146995 nChanged 21 SP:Iteration 43Q (1169.820000 sec): 3 clusters Score: Raw -23873040.031092 + Penalty 5981.742821 = -23867058.288271 nChanged 24 SP:Iteration 44Q (1170.680000 sec): 3 clusters Score: Raw -23873047.277512 + Penalty 5981.742821 = -23867065.534691 nChanged 20 SP:Iteration 45Q (1171.610000 sec): 3 clusters Score: Raw -23873053.095251 + Penalty 5981.742821 = -23867071.352431 nChanged 15 SP:Iteration 46Q (1172.570000 sec): 3 clusters Score: Raw -23873058.781311 + Penalty 5981.742821 = -23867077.038490 nChanged 27 SP:Iteration 47Q (1173.540000 sec): 3 clusters Score: Raw -23873067.632534 + Penalty 5981.742821 = -23867085.889714 nChanged 24 SP:Iteration 48Q (1174.490000 sec): 3 clusters Score: Raw -23873074.706245 + Penalty 5981.742821 = -23867092.963424 nChanged 23 SP:Iteration 49Q (1175.480000 sec): 3 clusters Score: Raw -23873082.305854 + Penalty 5981.742821 = -23867100.563034 nChanged 17 SP:Iteration 50Q (1176.450000 sec): 3 clusters Score: Raw -23873086.977487 + Penalty 5981.742821 = -23867105.234666 nChanged 13 SP:Iteration 51Q (1177.480000 sec): 3 clusters Score: Raw -23873090.508902 + Penalty 5981.742821 = -23867108.766082 nChanged 10 SP:Iteration 52Q (1178.400000 sec): 3 clusters Score: Raw -23873093.809430 + Penalty 5981.742821 = -23867112.066609 nChanged 15 SP:Iteration 53Q (1179.340000 sec): 3 clusters Score: Raw -23873097.872533 + Penalty 5981.742821 = -23867116.129713 nChanged 14 SP:Iteration 54Q (1180.310000 sec): 3 clusters Score: Raw -23873100.842663 + Penalty 5981.742821 = -23867119.099842 nChanged 11 SP:Iteration 55Q (1181.290000 sec): 3 clusters Score: Raw -23873103.976928 + Penalty 5981.742821 = -23867122.234107 nChanged 8 SP:Iteration 56Q (1182.250000 sec): 3 clusters Score: Raw -23873105.659498 + Penalty 5981.742821 = -23867123.916677 nChanged 8 SP:Iteration 57Q (1183.180000 sec): 3 clusters Score: Raw -23873107.416645 + Penalty 5981.742821 = -23867125.673824 nChanged 5 SP:Iteration 58Q (1184.090000 sec): 3 clusters Score: Raw -23873108.432131 + Penalty 5981.742821 = -23867126.689311 nChanged 4 SP:Iteration 59Q (1185.050000 sec): 3 clusters Score: Raw -23873109.555007 + Penalty 5981.742821 = -23867127.812186 nChanged 3 SP:Iteration 60F (1186.180000 sec): 3 clusters Score: Raw -23873110.381450 + Penalty 5981.742821 = -23867128.638630 nChanged 2 SP:Iteration 61Q (1187.020000 sec): 3 clusters Score: Raw -23873110.743424 + Penalty 5981.742821 = -23867129.000604 nChanged 0 SP:Iteration 62F (1188.070000 sec): 3 clusters Score: Raw -23873110.743424 + Penalty 5981.742821 = -23867129.000604 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.230000 sec): 2 clusters Score: Raw -82462.328377 + Penalty 1673.982936 = -80788.345441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1188.350000 sec): 3 clusters Score: Raw -82707.883067 + Penalty 3347.965872 = -79359.917195 nChanged 306 SP:Iteration 1F (1188.530000 sec): 3 clusters Score: Raw -84166.822109 + Penalty 3347.965872 = -80818.856237 nChanged 184 SP:Iteration 2F (1188.720000 sec): 3 clusters Score: Raw -86085.585208 + Penalty 3347.965872 = -82737.619336 nChanged 69 SP:Iteration 3F (1188.880000 sec): 3 clusters Score: Raw -87499.890640 + Penalty 3347.965872 = -84151.924768 nChanged 27 SP:Iteration 4Q (1189.080000 sec): 3 clusters Score: Raw -88607.670672 + Penalty 3347.965872 = -85259.704800 nChanged 7 SP:Iteration 5Q (1189.300000 sec): 3 clusters Score: Raw -88747.541197 + Penalty 3347.965872 = -85399.575325 nChanged 6 SP:Iteration 6Q (1189.460000 sec): 3 clusters Score: Raw -88847.388234 + Penalty 3347.965872 = -85499.422362 nChanged 4 SP:Iteration 7Q (1189.650000 sec): 3 clusters Score: Raw -88903.347310 + Penalty 3347.965872 = -85555.381438 nChanged 2 SP:Iteration 8Q (1189.820000 sec): 3 clusters Score: Raw -88948.833266 + Penalty 3347.965872 = -85600.867394 nChanged 2 SP:Iteration 9Q (1190.010000 sec): 3 clusters Score: Raw -89012.304991 + Penalty 3347.965872 = -85664.339119 nChanged 4 SP:Iteration 10Q (1190.190000 sec): 3 clusters Score: Raw -89168.722328 + Penalty 3347.965872 = -85820.756456 nChanged 2 SP:Iteration 11Q (1190.370000 sec): 3 clusters Score: Raw -89192.226834 + Penalty 3347.965872 = -85844.260962 nChanged 0 SP:Iteration 12F (1190.550000 sec): 3 clusters Score: Raw -89192.226834 + Penalty 3347.965872 = -85844.260962 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 4.30 GB. Trying to split cluster 9 (3064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.680000 sec): 2 clusters Score: Raw -396889.211867 + Penalty 1990.814180 = -394898.397687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.830000 sec): 3 clusters Score: Raw -395549.805471 + Penalty 3981.628359 = -391568.177111 nChanged 1058 SP:Iteration 1F (1191.050000 sec): 3 clusters Score: Raw -396200.643596 + Penalty 3981.628359 = -392219.015236 nChanged 238 SP:Iteration 2F (1191.270000 sec): 3 clusters Score: Raw -396354.817613 + Penalty 3981.628359 = -392373.189254 nChanged 162 SP:Iteration 3F (1191.470000 sec): 3 clusters Score: Raw -396457.042672 + Penalty 3981.628359 = -392475.414313 nChanged 105 SP:Iteration 4Q (1191.630000 sec): 3 clusters Score: Raw -396515.653665 + Penalty 3981.628359 = -392534.025305 nChanged 68 SP:Iteration 5Q (1191.820000 sec): 3 clusters Score: Raw -396554.015511 + Penalty 3981.628359 = -392572.387152 nChanged 52 SP:Iteration 6Q (1192.050000 sec): 3 clusters Score: Raw -396579.943727 + Penalty 3981.628359 = -392598.315367 nChanged 43 SP:Iteration 7Q (1192.190000 sec): 3 clusters Score: Raw -396602.756974 + Penalty 3981.628359 = -392621.128614 nChanged 34 SP:Iteration 8Q (1192.400000 sec): 3 clusters Score: Raw -396620.991156 + Penalty 3981.628359 = -392639.362797 nChanged 25 SP:Iteration 9Q (1192.550000 sec): 3 clusters Score: Raw -396634.576267 + Penalty 3981.628359 = -392652.947907 nChanged 22 SP:Iteration 10Q (1192.720000 sec): 3 clusters Score: Raw -396645.563166 + Penalty 3981.628359 = -392663.934807 nChanged 16 SP:Iteration 11Q (1192.910000 sec): 3 clusters Score: Raw -396654.102049 + Penalty 3981.628359 = -392672.473689 nChanged 22 SP:Iteration 12Q (1193.110000 sec): 3 clusters Score: Raw -396666.745755 + Penalty 3981.628359 = -392685.117395 nChanged 26 SP:Iteration 13Q (1193.330000 sec): 3 clusters Score: Raw -396683.209282 + Penalty 3981.628359 = -392701.580922 nChanged 26 SP:Iteration 14Q (1193.570000 sec): 3 clusters Score: Raw -396700.183461 + Penalty 3981.628359 = -392718.555101 nChanged 32 SP:Iteration 15Q (1193.710000 sec): 3 clusters Score: Raw -396718.617737 + Penalty 3981.628359 = -392736.989377 nChanged 46 SP:Iteration 16Q (1193.910000 sec): 3 clusters Score: Raw -396748.332433 + Penalty 3981.628359 = -392766.704074 nChanged 47 SP:Iteration 17Q (1194.080000 sec): 3 clusters Score: Raw -396779.041366 + Penalty 3981.628359 = -392797.413007 nChanged 34 SP:Iteration 18Q (1194.290000 sec): 3 clusters Score: Raw -396798.987246 + Penalty 3981.628359 = -392817.358887 nChanged 27 SP:Iteration 19Q (1194.440000 sec): 3 clusters Score: Raw -396817.306996 + Penalty 3981.628359 = -392835.678637 nChanged 37 SP:Iteration 20F (1194.660000 sec): 3 clusters Score: Raw -396840.147748 + Penalty 3981.628359 = -392858.519388 nChanged 46 SP:Iteration 21Q (1194.790000 sec): 3 clusters Score: Raw -396874.491803 + Penalty 3981.628359 = -392892.863443 nChanged 39 SP:Iteration 22Q (1194.980000 sec): 3 clusters Score: Raw -396897.028833 + Penalty 3981.628359 = -392915.400474 nChanged 27 SP:Iteration 23Q (1195.170000 sec): 3 clusters Score: Raw -396911.429163 + Penalty 3981.628359 = -392929.800804 nChanged 21 SP:Iteration 24Q (1195.390000 sec): 3 clusters Score: Raw -396924.460516 + Penalty 3981.628359 = -392942.832156 nChanged 21 SP:Iteration 25Q (1195.590000 sec): 3 clusters Score: Raw -396937.636035 + Penalty 3981.628359 = -392956.007676 nChanged 18 SP:Iteration 26Q (1195.790000 sec): 3 clusters Score: Raw -396945.785965 + Penalty 3981.628359 = -392964.157605 nChanged 16 SP:Iteration 27Q (1196.040000 sec): 3 clusters Score: Raw -396952.151029 + Penalty 3981.628359 = -392970.522670 nChanged 15 SP:Iteration 28Q (1196.220000 sec): 3 clusters Score: Raw -396959.782130 + Penalty 3981.628359 = -392978.153771 nChanged 14 SP:Iteration 29Q (1196.430000 sec): 3 clusters Score: Raw -396967.625775 + Penalty 3981.628359 = -392985.997416 nChanged 7 SP:Iteration 30Q (1196.610000 sec): 3 clusters Score: Raw -396970.400347 + Penalty 3981.628359 = -392988.771988 nChanged 9 SP:Iteration 31Q (1196.810000 sec): 3 clusters Score: Raw -396972.505694 + Penalty 3981.628359 = -392990.877335 nChanged 7 SP:Iteration 32Q (1197.000000 sec): 3 clusters Score: Raw -396974.703115 + Penalty 3981.628359 = -392993.074755 nChanged 4 SP:Iteration 33Q (1197.210000 sec): 3 clusters Score: Raw -396976.738638 + Penalty 3981.628359 = -392995.110278 nChanged 3 SP:Iteration 34Q (1197.390000 sec): 3 clusters Score: Raw -396978.079708 + Penalty 3981.628359 = -392996.451349 nChanged 2 SP:Iteration 35Q (1197.580000 sec): 3 clusters Score: Raw -396979.083712 + Penalty 3981.628359 = -392997.455353 nChanged 2 SP:Iteration 36Q (1197.750000 sec): 3 clusters Score: Raw -396979.689615 + Penalty 3981.628359 = -392998.061255 nChanged 4 SP:Iteration 37Q (1197.940000 sec): 3 clusters Score: Raw -396981.234379 + Penalty 3981.628359 = -392999.606020 nChanged 3 SP:Iteration 38Q (1198.150000 sec): 3 clusters Score: Raw -396981.893963 + Penalty 3981.628359 = -393000.265604 nChanged 2 SP:Iteration 39Q (1198.310000 sec): 3 clusters Score: Raw -396982.353884 + Penalty 3981.628359 = -393000.725525 nChanged 2 SP:Iteration 40F (1198.490000 sec): 3 clusters Score: Raw -396983.260023 + Penalty 3981.628359 = -393001.631664 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (1825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.600000 sec): 2 clusters Score: Raw -213072.849477 + Penalty 1862.315146 = -211210.534331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.810000 sec): 3 clusters Score: Raw -212942.886944 + Penalty 3724.630292 = -209218.256652 nChanged 634 SP:Iteration 1F (1198.950000 sec): 3 clusters Score: Raw -215477.362449 + Penalty 3724.630292 = -211752.732157 nChanged 423 SP:Iteration 2F (1199.110000 sec): 3 clusters Score: Raw -218009.654521 + Penalty 3724.630292 = -214285.024229 nChanged 247 SP:Iteration 3F (1199.300000 sec): 3 clusters Score: Raw -220079.789254 + Penalty 3724.630292 = -216355.158962 nChanged 45 SP:Iteration 4Q (1199.490000 sec): 3 clusters Score: Raw -220614.452890 + Penalty 3724.630292 = -216889.822598 nChanged 2 SP:Iteration 5Q (1199.660000 sec): 3 clusters Score: Raw -220624.428101 + Penalty 3724.630292 = -216899.797809 nChanged 0 SP:Iteration 6F (1199.820000 sec): 3 clusters Score: Raw -220624.428101 + Penalty 3724.630292 = -216899.797809 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.920000 sec): 2 clusters Score: Raw -79815.757432 + Penalty 1598.931854 = -78216.825579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1200.080000 sec): 3 clusters Score: Raw -79829.863770 + Penalty 3197.863708 = -76632.000062 nChanged 131 SP:Iteration 1F (1200.260000 sec): 3 clusters Score: Raw -80073.968566 + Penalty 3197.863708 = -76876.104858 nChanged 54 SP:Iteration 2F (1200.450000 sec): 3 clusters Score: Raw -80204.813044 + Penalty 3197.863708 = -77006.949336 nChanged 38 SP:Iteration 3F (1200.630000 sec): 3 clusters Score: Raw -80303.490078 + Penalty 3197.863708 = -77105.626370 nChanged 24 SP:Iteration 4Q (1200.810000 sec): 3 clusters Score: Raw -80355.046813 + Penalty 3197.863708 = -77157.183105 nChanged 23 SP:Iteration 5Q (1200.950000 sec): 3 clusters Score: Raw -80414.262714 + Penalty 3197.863708 = -77216.399006 nChanged 18 SP:Iteration 6Q (1201.150000 sec): 3 clusters Score: Raw -80461.017256 + Penalty 3197.863708 = -77263.153549 nChanged 14 SP:Iteration 7Q (1201.310000 sec): 3 clusters Score: Raw -80493.262481 + Penalty 3197.863708 = -77295.398773 nChanged 10 SP:Iteration 8Q (1201.470000 sec): 3 clusters Score: Raw -80522.376070 + Penalty 3197.863708 = -77324.512362 nChanged 7 SP:Iteration 9Q (1201.660000 sec): 3 clusters Score: Raw -80546.630448 + Penalty 3197.863708 = -77348.766740 nChanged 3 SP:Iteration 10Q (1201.840000 sec): 3 clusters Score: Raw -80552.700338 + Penalty 3197.863708 = -77354.836630 nChanged 4 SP:Iteration 11Q (1201.990000 sec): 3 clusters Score: Raw -80566.272405 + Penalty 3197.863708 = -77368.408697 nChanged 5 SP:Iteration 12Q (1202.120000 sec): 3 clusters Score: Raw -80582.299881 + Penalty 3197.863708 = -77384.436173 nChanged 7 SP:Iteration 13Q (1202.310000 sec): 3 clusters Score: Raw -80598.351781 + Penalty 3197.863708 = -77400.488073 nChanged 5 SP:Iteration 14Q (1202.450000 sec): 3 clusters Score: Raw -80608.607885 + Penalty 3197.863708 = -77410.744177 nChanged 4 SP:Iteration 15Q (1202.640000 sec): 3 clusters Score: Raw -80618.839830 + Penalty 3197.863708 = -77420.976123 nChanged 7 SP:Iteration 16Q (1202.800000 sec): 3 clusters Score: Raw -80634.454799 + Penalty 3197.863708 = -77436.591091 nChanged 4 SP:Iteration 17Q (1202.930000 sec): 3 clusters Score: Raw -80648.263682 + Penalty 3197.863708 = -77450.399974 nChanged 3 SP:Iteration 18Q (1203.150000 sec): 3 clusters Score: Raw -80657.228798 + Penalty 3197.863708 = -77459.365090 nChanged 2 SP:Iteration 19Q (1203.300000 sec): 3 clusters Score: Raw -80668.677143 + Penalty 3197.863708 = -77470.813435 nChanged 1 SP:Iteration 20F (1203.490000 sec): 3 clusters Score: Raw -80670.121949 + Penalty 3197.863708 = -77472.258241 nChanged 1 SP:Iteration 21Q (1203.660000 sec): 3 clusters Score: Raw -80670.866289 + Penalty 3197.863708 = -77473.002581 nChanged 0 SP:Iteration 22F (1203.840000 sec): 3 clusters Score: Raw -80670.866289 + Penalty 3197.863708 = -77473.002581 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.900000 sec): 2 clusters Score: Raw -181744.657261 + Penalty 1784.220339 = -179960.436922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.050000 sec): 3 clusters Score: Raw -181340.561082 + Penalty 3568.440678 = -177772.120404 nChanged 385 SP:Iteration 1F (1204.190000 sec): 3 clusters Score: Raw -181677.476691 + Penalty 3568.440678 = -178109.036013 nChanged 83 SP:Iteration 2F (1204.390000 sec): 3 clusters Score: Raw -181758.761619 + Penalty 3568.440678 = -178190.320941 nChanged 38 SP:Iteration 3Q (1204.600000 sec): 3 clusters Score: Raw -181794.156450 + Penalty 3568.440678 = -178225.715772 nChanged 24 SP:Iteration 4Q (1204.750000 sec): 3 clusters Score: Raw -181817.987070 + Penalty 3568.440678 = -178249.546392 nChanged 17 SP:Iteration 5Q (1204.920000 sec): 3 clusters Score: Raw -181833.793880 + Penalty 3568.440678 = -178265.353201 nChanged 18 SP:Iteration 6Q (1205.100000 sec): 3 clusters Score: Raw -181850.946115 + Penalty 3568.440678 = -178282.505437 nChanged 14 SP:Iteration 7Q (1205.250000 sec): 3 clusters Score: Raw -181864.462100 + Penalty 3568.440678 = -178296.021421 nChanged 8 SP:Iteration 8Q (1205.400000 sec): 3 clusters Score: Raw -181872.834976 + Penalty 3568.440678 = -178304.394298 nChanged 8 SP:Iteration 9Q (1205.570000 sec): 3 clusters Score: Raw -181878.211057 + Penalty 3568.440678 = -178309.770379 nChanged 4 SP:Iteration 10Q (1205.770000 sec): 3 clusters Score: Raw -181881.138513 + Penalty 3568.440678 = -178312.697835 nChanged 5 SP:Iteration 11Q (1205.940000 sec): 3 clusters Score: Raw -181884.475390 + Penalty 3568.440678 = -178316.034712 nChanged 1 SP:Iteration 12Q (1206.070000 sec): 3 clusters Score: Raw -181885.938573 + Penalty 3568.440678 = -178317.497895 nChanged 2 SP:Iteration 13Q (1206.270000 sec): 3 clusters Score: Raw -181891.457732 + Penalty 3568.440678 = -178323.017054 nChanged 2 SP:Iteration 14Q (1206.440000 sec): 3 clusters Score: Raw -181892.178320 + Penalty 3568.440678 = -178323.737641 nChanged 1 SP:Iteration 15Q (1206.600000 sec): 3 clusters Score: Raw -181892.423226 + Penalty 3568.440678 = -178323.982548 nChanged 0 SP:Iteration 16F (1206.790000 sec): 3 clusters Score: Raw -181892.423226 + Penalty 3568.440678 = -178323.982548 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (234483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.130000 sec): 2 clusters Score: Raw -32069244.872974 + Penalty 3066.554316 = -32066178.318659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.730000 sec): 3 clusters Score: Raw -31914840.096388 + Penalty 6133.108631 = -31908706.987756 nChanged 112877 SP:Iteration 1F (1211.270000 sec): 3 clusters Score: Raw -31981010.454629 + Penalty 6133.108631 = -31974877.345998 nChanged 5715 SP:Iteration 2Q (1212.880000 sec): 3 clusters Score: Raw -31982068.157128 + Penalty 6133.108631 = -31975935.048497 nChanged 6584 SP:Iteration 3Q (1214.370000 sec): 3 clusters Score: Raw -31983613.721450 + Penalty 6133.108631 = -31977480.612818 nChanged 8323 SP:Iteration 4Q (1215.790000 sec): 3 clusters Score: Raw -31986315.559725 + Penalty 6133.108631 = -31980182.451093 nChanged 11474 SP:Iteration 5Q (1217.250000 sec): 3 clusters Score: Raw -31991574.121025 + Penalty 6133.108631 = -31985441.012394 nChanged 15945 SP:Iteration 6F (1218.600000 sec): 3 clusters Score: Raw -32001605.530464 + Penalty 6133.108631 = -31995472.421833 nChanged 20678 SP:Iteration 7F (1220.010000 sec): 3 clusters Score: Raw -32018893.268021 + Penalty 6133.108631 = -32012760.159390 nChanged 22316 SP:Iteration 8F (1221.430000 sec): 3 clusters Score: Raw -32041119.941647 + Penalty 6133.108631 = -32034986.833016 nChanged 16938 SP:Iteration 9F (1222.860000 sec): 3 clusters Score: Raw -32058767.658823 + Penalty 6133.108631 = -32052634.550192 nChanged 7871 SP:Iteration 10Q (1224.320000 sec): 3 clusters Score: Raw -32066502.901580 + Penalty 6133.108631 = -32060369.792949 nChanged 2423 SP:Iteration 11Q (1225.630000 sec): 3 clusters Score: Raw -32068747.046414 + Penalty 6133.108631 = -32062613.937783 nChanged 557 SP:Iteration 12Q (1226.840000 sec): 3 clusters Score: Raw -32069296.396708 + Penalty 6133.108631 = -32063163.288077 nChanged 118 SP:Iteration 13Q (1228.020000 sec): 3 clusters Score: Raw -32069434.065000 + Penalty 6133.108631 = -32063300.956369 nChanged 46 SP:Iteration 14Q (1229.250000 sec): 3 clusters Score: Raw -32069488.362311 + Penalty 6133.108631 = -32063355.253680 nChanged 28 SP:Iteration 15Q (1230.430000 sec): 3 clusters Score: Raw -32069525.598639 + Penalty 6133.108631 = -32063392.490008 nChanged 17 SP:Iteration 16Q (1231.670000 sec): 3 clusters Score: Raw -32069554.864253 + Penalty 6133.108631 = -32063421.755622 nChanged 11 SP:Iteration 17Q (1232.820000 sec): 3 clusters Score: Raw -32069575.307226 + Penalty 6133.108631 = -32063442.198594 nChanged 9 SP:Iteration 18Q (1233.890000 sec): 3 clusters Score: Raw -32069590.402760 + Penalty 6133.108631 = -32063457.294128 nChanged 6 SP:Iteration 19Q (1235.030000 sec): 3 clusters Score: Raw -32069597.497280 + Penalty 6133.108631 = -32063464.388649 nChanged 3 SP:Iteration 20F (1236.430000 sec): 3 clusters Score: Raw -32069603.760021 + Penalty 6133.108631 = -32063470.651390 nChanged 2 SP:Iteration 21Q (1237.620000 sec): 3 clusters Score: Raw -32069605.395916 + Penalty 6133.108631 = -32063472.287285 nChanged 1 SP:Iteration 22Q (1238.830000 sec): 3 clusters Score: Raw -32069606.671733 + Penalty 6133.108631 = -32063473.563102 nChanged 1 SP:Iteration 23Q (1239.970000 sec): 3 clusters Score: Raw -32069607.435360 + Penalty 6133.108631 = -32063474.326729 nChanged 0 SP:Iteration 24F (1241.330000 sec): 3 clusters Score: Raw -32069607.435360 + Penalty 6133.108631 = -32063474.326729 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.510000 sec): 2 clusters Score: Raw -102368.738820 + Penalty 1651.822637 = -100716.916183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.720000 sec): 3 clusters Score: Raw -102231.288916 + Penalty 3303.645274 = -98927.643642 nChanged 181 SP:Iteration 1F (1241.890000 sec): 3 clusters Score: Raw -102458.511013 + Penalty 3303.645274 = -99154.865739 nChanged 39 SP:Iteration 2Q (1242.060000 sec): 3 clusters Score: Raw -102512.567537 + Penalty 3303.645274 = -99208.922262 nChanged 21 SP:Iteration 3Q (1242.220000 sec): 3 clusters Score: Raw -102548.661866 + Penalty 3303.645274 = -99245.016591 nChanged 17 SP:Iteration 4Q (1242.370000 sec): 3 clusters Score: Raw -102573.877345 + Penalty 3303.645274 = -99270.232070 nChanged 11 SP:Iteration 5Q (1242.560000 sec): 3 clusters Score: Raw -102590.952620 + Penalty 3303.645274 = -99287.307346 nChanged 5 SP:Iteration 6Q (1242.740000 sec): 3 clusters Score: Raw -102598.411185 + Penalty 3303.645274 = -99294.765911 nChanged 4 SP:Iteration 7Q (1242.960000 sec): 3 clusters Score: Raw -102604.271723 + Penalty 3303.645274 = -99300.626448 nChanged 3 SP:Iteration 8Q (1243.120000 sec): 3 clusters Score: Raw -102612.481633 + Penalty 3303.645274 = -99308.836359 nChanged 3 SP:Iteration 9Q (1243.300000 sec): 3 clusters Score: Raw -102616.349468 + Penalty 3303.645274 = -99312.704194 nChanged 1 SP:Iteration 10Q (1243.450000 sec): 3 clusters Score: Raw -102617.256834 + Penalty 3303.645274 = -99313.611560 nChanged 0 SP:Iteration 11F (1243.700000 sec): 3 clusters Score: Raw -102617.256834 + Penalty 3303.645274 = -99313.611560 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.830000 sec): 2 clusters Score: Raw -522527.906439 + Penalty 2056.738241 = -520471.168198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.070000 sec): 3 clusters Score: Raw -520680.336376 + Penalty 4113.476482 = -516566.859894 nChanged 1444 SP:Iteration 1F (1244.250000 sec): 3 clusters Score: Raw -521590.578193 + Penalty 4113.476482 = -517477.101711 nChanged 353 SP:Iteration 2F (1244.420000 sec): 3 clusters Score: Raw -521908.819631 + Penalty 4113.476482 = -517795.343149 nChanged 284 SP:Iteration 3F (1244.590000 sec): 3 clusters Score: Raw -522163.264162 + Penalty 4113.476482 = -518049.787680 nChanged 212 SP:Iteration 4F (1244.790000 sec): 3 clusters Score: Raw -522361.448440 + Penalty 4113.476482 = -518247.971958 nChanged 194 SP:Iteration 5Q (1245.030000 sec): 3 clusters Score: Raw -522545.700316 + Penalty 4113.476482 = -518432.223834 nChanged 169 SP:Iteration 6Q (1245.210000 sec): 3 clusters Score: Raw -522708.533948 + Penalty 4113.476482 = -518595.057466 nChanged 149 SP:Iteration 7Q (1245.400000 sec): 3 clusters Score: Raw -522833.836390 + Penalty 4113.476482 = -518720.359908 nChanged 114 SP:Iteration 8Q (1245.590000 sec): 3 clusters Score: Raw -522924.580174 + Penalty 4113.476482 = -518811.103692 nChanged 105 SP:Iteration 9Q (1245.810000 sec): 3 clusters Score: Raw -523018.865382 + Penalty 4113.476482 = -518905.388900 nChanged 96 SP:Iteration 10Q (1246.040000 sec): 3 clusters Score: Raw -523099.634089 + Penalty 4113.476482 = -518986.157607 nChanged 79 SP:Iteration 11Q (1246.240000 sec): 3 clusters Score: Raw -523155.967191 + Penalty 4113.476482 = -519042.490709 nChanged 50 SP:Iteration 12Q (1246.440000 sec): 3 clusters Score: Raw -523200.564451 + Penalty 4113.476482 = -519087.087969 nChanged 45 SP:Iteration 13Q (1246.610000 sec): 3 clusters Score: Raw -523235.771620 + Penalty 4113.476482 = -519122.295138 nChanged 33 SP:Iteration 14Q (1246.820000 sec): 3 clusters Score: Raw -523260.645362 + Penalty 4113.476482 = -519147.168880 nChanged 19 SP:Iteration 15Q (1247.020000 sec): 3 clusters Score: Raw -523275.126183 + Penalty 4113.476482 = -519161.649701 nChanged 21 SP:Iteration 16Q (1247.250000 sec): 3 clusters Score: Raw -523288.066343 + Penalty 4113.476482 = -519174.589861 nChanged 14 SP:Iteration 17Q (1247.430000 sec): 3 clusters Score: Raw -523298.483597 + Penalty 4113.476482 = -519185.007115 nChanged 12 SP:Iteration 18Q (1247.660000 sec): 3 clusters Score: Raw -523307.354488 + Penalty 4113.476482 = -519193.878006 nChanged 14 SP:Iteration 19Q (1247.920000 sec): 3 clusters Score: Raw -523316.438173 + Penalty 4113.476482 = -519202.961691 nChanged 11 SP:Iteration 20F (1248.120000 sec): 3 clusters Score: Raw -523321.933836 + Penalty 4113.476482 = -519208.457354 nChanged 12 SP:Iteration 21Q (1248.340000 sec): 3 clusters Score: Raw -523327.673279 + Penalty 4113.476482 = -519214.196797 nChanged 11 SP:Iteration 22Q (1248.560000 sec): 3 clusters Score: Raw -523332.060561 + Penalty 4113.476482 = -519218.584079 nChanged 6 SP:Iteration 23Q (1248.820000 sec): 3 clusters Score: Raw -523335.886973 + Penalty 4113.476482 = -519222.410491 nChanged 8 SP:Iteration 24Q (1249.050000 sec): 3 clusters Score: Raw -523340.734170 + Penalty 4113.476482 = -519227.257688 nChanged 5 SP:Iteration 25Q (1249.240000 sec): 3 clusters Score: Raw -523345.416300 + Penalty 4113.476482 = -519231.939818 nChanged 3 SP:Iteration 26Q (1249.470000 sec): 3 clusters Score: Raw -523346.283173 + Penalty 4113.476482 = -519232.806691 nChanged 6 SP:Iteration 27Q (1249.690000 sec): 3 clusters Score: Raw -523348.842564 + Penalty 4113.476482 = -519235.366082 nChanged 3 SP:Iteration 28Q (1249.930000 sec): 3 clusters Score: Raw -523349.669197 + Penalty 4113.476482 = -519236.192715 nChanged 0 SP:Iteration 29F (1250.180000 sec): 3 clusters Score: Raw -523349.669197 + Penalty 4113.476482 = -519236.192715 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.290000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.480000 sec): 3 clusters Score: Raw -100687.574954 + Penalty 3272.184268 = -97415.390686 nChanged 144 SP:Iteration 1F (1250.680000 sec): 3 clusters Score: Raw -100874.291507 + Penalty 3272.184268 = -97602.107239 nChanged 35 SP:Iteration 2Q (1250.840000 sec): 3 clusters Score: Raw -100931.357122 + Penalty 3272.184268 = -97659.172853 nChanged 9 SP:Iteration 3Q (1251.040000 sec): 3 clusters Score: Raw -100950.032140 + Penalty 3272.184268 = -97677.847872 nChanged 6 SP:Iteration 4Q (1251.220000 sec): 3 clusters Score: Raw -100959.201487 + Penalty 3272.184268 = -97687.017219 nChanged 6 SP:Iteration 5Q (1251.410000 sec): 3 clusters Score: Raw -100970.726802 + Penalty 3272.184268 = -97698.542534 nChanged 2 SP:Iteration 6Q (1251.580000 sec): 3 clusters Score: Raw -100974.751248 + Penalty 3272.184268 = -97702.566980 nChanged 0 SP:Iteration 7F (1251.810000 sec): 3 clusters Score: Raw -100974.751248 + Penalty 3272.184268 = -97702.566980 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (106530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.440000 sec): 2 clusters Score: Raw -14607502.606600 + Penalty 2870.893115 = -14604631.713485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.240000 sec): 3 clusters Score: Raw -14539258.709951 + Penalty 5741.786230 = -14533516.923722 nChanged 50335 SP:Iteration 1F (1253.970000 sec): 3 clusters Score: Raw -14568283.318786 + Penalty 5741.786230 = -14562541.532556 nChanged 3754 SP:Iteration 2Q (1254.850000 sec): 3 clusters Score: Raw -14569316.998457 + Penalty 5741.786230 = -14563575.212228 nChanged 4105 SP:Iteration 3Q (1255.720000 sec): 3 clusters Score: Raw -14570742.909752 + Penalty 5741.786230 = -14565001.123522 nChanged 4975 SP:Iteration 4Q (1256.630000 sec): 3 clusters Score: Raw -14573020.963009 + Penalty 5741.786230 = -14567279.176779 nChanged 6243 SP:Iteration 5F (1257.430000 sec): 3 clusters Score: Raw -14576676.928055 + Penalty 5741.786230 = -14570935.141825 nChanged 7675 SP:Iteration 6F (1258.190000 sec): 3 clusters Score: Raw -14582253.451247 + Penalty 5741.786230 = -14576511.665017 nChanged 8440 SP:Iteration 7F (1258.890000 sec): 3 clusters Score: Raw -14589327.646734 + Penalty 5741.786230 = -14583585.860504 nChanged 7855 SP:Iteration 8F (1259.680000 sec): 3 clusters Score: Raw -14596441.364826 + Penalty 5741.786230 = -14590699.578596 nChanged 5796 SP:Iteration 9F (1260.580000 sec): 3 clusters Score: Raw -14601685.111950 + Penalty 5741.786230 = -14595943.325720 nChanged 3591 SP:Iteration 10Q (1261.430000 sec): 3 clusters Score: Raw -14604767.793171 + Penalty 5741.786230 = -14599026.006941 nChanged 2001 SP:Iteration 11Q (1262.090000 sec): 3 clusters Score: Raw -14606423.750630 + Penalty 5741.786230 = -14600681.964401 nChanged 982 SP:Iteration 12Q (1262.760000 sec): 3 clusters Score: Raw -14607182.745300 + Penalty 5741.786230 = -14601440.959071 nChanged 466 SP:Iteration 13Q (1263.450000 sec): 3 clusters Score: Raw -14607557.928632 + Penalty 5741.786230 = -14601816.142402 nChanged 239 SP:Iteration 14Q (1264.120000 sec): 3 clusters Score: Raw -14607756.419410 + Penalty 5741.786230 = -14602014.633180 nChanged 149 SP:Iteration 15Q (1264.880000 sec): 3 clusters Score: Raw -14607890.112632 + Penalty 5741.786230 = -14602148.326402 nChanged 112 SP:Iteration 16Q (1265.600000 sec): 3 clusters Score: Raw -14607982.901208 + Penalty 5741.786230 = -14602241.114978 nChanged 90 SP:Iteration 17Q (1266.310000 sec): 3 clusters Score: Raw -14608033.232472 + Penalty 5741.786230 = -14602291.446242 nChanged 61 SP:Iteration 18Q (1266.970000 sec): 3 clusters Score: Raw -14608064.884688 + Penalty 5741.786230 = -14602323.098458 nChanged 46 SP:Iteration 19Q (1267.590000 sec): 3 clusters Score: Raw -14608085.951312 + Penalty 5741.786230 = -14602344.165082 nChanged 36 SP:Iteration 20F (1268.330000 sec): 3 clusters Score: Raw -14608102.728586 + Penalty 5741.786230 = -14602360.942356 nChanged 34 SP:Iteration 21Q (1268.990000 sec): 3 clusters Score: Raw -14608115.517923 + Penalty 5741.786230 = -14602373.731694 nChanged 11 SP:Iteration 22Q (1269.620000 sec): 3 clusters Score: Raw -14608118.269859 + Penalty 5741.786230 = -14602376.483629 nChanged 9 SP:Iteration 23Q (1270.280000 sec): 3 clusters Score: Raw -14608122.456906 + Penalty 5741.786230 = -14602380.670677 nChanged 16 SP:Iteration 24Q (1270.990000 sec): 3 clusters Score: Raw -14608128.015623 + Penalty 5741.786230 = -14602386.229393 nChanged 13 SP:Iteration 25Q (1271.660000 sec): 3 clusters Score: Raw -14608133.117518 + Penalty 5741.786230 = -14602391.331288 nChanged 9 SP:Iteration 26Q (1272.330000 sec): 3 clusters Score: Raw -14608136.468795 + Penalty 5741.786230 = -14602394.682565 nChanged 10 SP:Iteration 27Q (1273.020000 sec): 3 clusters Score: Raw -14608139.722494 + Penalty 5741.786230 = -14602397.936265 nChanged 5 SP:Iteration 28Q (1273.750000 sec): 3 clusters Score: Raw -14608140.851275 + Penalty 5741.786230 = -14602399.065046 nChanged 6 SP:Iteration 29Q (1274.470000 sec): 3 clusters Score: Raw -14608142.220055 + Penalty 5741.786230 = -14602400.433825 nChanged 2 SP:Iteration 30Q (1275.150000 sec): 3 clusters Score: Raw -14608142.847489 + Penalty 5741.786230 = -14602401.061260 nChanged 2 SP:Iteration 31Q (1275.860000 sec): 3 clusters Score: Raw -14608143.360309 + Penalty 5741.786230 = -14602401.574080 nChanged 1 SP:Iteration 32Q (1276.570000 sec): 3 clusters Score: Raw -14608143.579030 + Penalty 5741.786230 = -14602401.792801 nChanged 2 SP:Iteration 33Q (1277.220000 sec): 3 clusters Score: Raw -14608144.179025 + Penalty 5741.786230 = -14602402.392795 nChanged 2 SP:Iteration 34Q (1277.970000 sec): 3 clusters Score: Raw -14608144.521111 + Penalty 5741.786230 = -14602402.734881 nChanged 1 SP:Iteration 35Q (1278.700000 sec): 3 clusters Score: Raw -14608144.711638 + Penalty 5741.786230 = -14602402.925409 nChanged 0 SP:Iteration 36F (1279.450000 sec): 3 clusters Score: Raw -14608144.711638 + Penalty 5741.786230 = -14602402.925409 nChanged 0 Iteration 59Q (1292.880000 sec): 20 clusters Score: Raw -78064367.608879 + Penalty 62504.456762 = -78001863.152117 nChanged 97 Iteration 60F (1316.230000 sec): 20 clusters Score: Raw -78064765.630463 + Penalty 62504.456762 = -78002261.173701 nChanged 97 Iteration 61Q (1328.280000 sec): 20 clusters Score: Raw -78065923.395251 + Penalty 62504.456762 = -78003418.938489 nChanged 89 Iteration 62Q (1340.990000 sec): 20 clusters Score: Raw -78066011.335435 + Penalty 62504.456762 = -78003506.878673 nChanged 60 Iteration 63Q (1354.450000 sec): 20 clusters Score: Raw -78066023.778404 + Penalty 62504.456762 = -78003519.321642 nChanged 45 Iteration 64Q (1367.080000 sec): 20 clusters Score: Raw -78066053.972065 + Penalty 62504.456762 = -78003549.515303 nChanged 42 Iteration 65Q (1381.030000 sec): 20 clusters Score: Raw -78066057.666429 + Penalty 62504.456762 = -78003553.209667 nChanged 53 Iteration 66Q (1393.100000 sec): 20 clusters Score: Raw -78066058.808411 + Penalty 62504.456762 = -78003554.351649 nChanged 50 Iteration 67Q (1406.020000 sec): 20 clusters Score: Raw -78066059.936380 + Penalty 62504.456762 = -78003555.479618 nChanged 51 Iteration 68Q (1419.210000 sec): 20 clusters Score: Raw -78066060.929971 + Penalty 62504.456762 = -78003556.473209 nChanged 37 Iteration 69Q (1431.790000 sec): 20 clusters Score: Raw -78066061.838402 + Penalty 62504.456762 = -78003557.381640 nChanged 40 Iteration 70Q (1445.880000 sec): 20 clusters Score: Raw -78066062.633888 + Penalty 62504.456762 = -78003558.177126 nChanged 44 Iteration 71Q (1458.290000 sec): 20 clusters Score: Raw -78066063.443892 + Penalty 62504.456762 = -78003558.987129 nChanged 34 Iteration 72Q (1471.150000 sec): 20 clusters Score: Raw -78066064.179141 + Penalty 62504.456762 = -78003559.722379 nChanged 30 Iteration 73Q (1484.050000 sec): 20 clusters Score: Raw -78066065.015366 + Penalty 62504.456762 = -78003560.558604 nChanged 35 Iteration 74Q (1495.740000 sec): 20 clusters Score: Raw -78066065.551705 + Penalty 62504.456762 = -78003561.094943 nChanged 36 Iteration 75Q (1510.140000 sec): 20 clusters Score: Raw -78066066.033950 + Penalty 62504.456762 = -78003561.577188 nChanged 25 Iteration 76Q (1523.020000 sec): 20 clusters Score: Raw -78066066.540159 + Penalty 62504.456762 = -78003562.083397 nChanged 21 Iteration 77Q (1535.960000 sec): 20 clusters Score: Raw -78066067.292031 + Penalty 62504.456762 = -78003562.835269 nChanged 16 Iteration 78Q (1547.560000 sec): 20 clusters Score: Raw -78066067.532585 + Penalty 62504.456762 = -78003563.075823 nChanged 19 Iteration 79Q (1559.790000 sec): 20 clusters Score: Raw -78066067.661522 + Penalty 62504.456762 = -78003563.204760 nChanged 16 Iteration 80F (1582.800000 sec): 20 clusters Score: Raw -78066772.099621 + Penalty 62504.456762 = -78004267.642859 nChanged 29 Iteration 81Q (1595.780000 sec): 20 clusters Score: Raw -78067125.958420 + Penalty 62504.456762 = -78004621.501658 nChanged 6 Iteration 82Q (1608.540000 sec): 20 clusters Score: Raw -78067137.757486 + Penalty 62504.456762 = -78004633.300724 nChanged 11 Iteration 83Q (1621.060000 sec): 20 clusters Score: Raw -78067137.960775 + Penalty 62504.456762 = -78004633.504013 nChanged 13 Iteration 84Q (1635.480000 sec): 20 clusters Score: Raw -78067138.018896 + Penalty 62504.456762 = -78004633.562133 nChanged 15 Iteration 85Q (1649.750000 sec): 20 clusters Score: Raw -78067138.102302 + Penalty 62504.456762 = -78004633.645540 nChanged 12 Iteration 86Q (1665.040000 sec): 20 clusters Score: Raw -78067138.165438 + Penalty 62504.456762 = -78004633.708676 nChanged 14 Iteration 87Q (1678.310000 sec): 20 clusters Score: Raw -78067138.279265 + Penalty 62504.456762 = -78004633.822503 nChanged 10 Iteration 88Q (1690.750000 sec): 20 clusters Score: Raw -78067138.303065 + Penalty 62504.456762 = -78004633.846303 nChanged 1 Iteration 89Q (1703.880000 sec): 20 clusters Score: Raw -78067138.305615 + Penalty 62504.456762 = -78004633.848853 nChanged 1 Iteration 90Q (1716.510000 sec): 20 clusters Score: Raw -78067138.309692 + Penalty 62504.456762 = -78004633.852930 nChanged 5 Iteration 91Q (1729.140000 sec): 20 clusters Score: Raw -78067138.330337 + Penalty 62504.456762 = -78004633.873575 nChanged 5 Iteration 92Q (1741.700000 sec): 20 clusters Score: Raw -78067138.351144 + Penalty 62504.456762 = -78004633.894382 nChanged 6 Iteration 93Q (1754.350000 sec): 20 clusters Score: Raw -78067138.369601 + Penalty 62504.456762 = -78004633.912838 nChanged 4 Iteration 94Q (1768.150000 sec): 20 clusters Score: Raw -78067138.388243 + Penalty 62504.456762 = -78004633.931481 nChanged 5 Iteration 95Q (1781.290000 sec): 20 clusters Score: Raw -78067138.419891 + Penalty 62504.456762 = -78004633.963129 nChanged 7 Iteration 96Q (1793.750000 sec): 20 clusters Score: Raw -78067138.440963 + Penalty 62504.456762 = -78004633.984201 nChanged 5 Iteration 97Q (1806.370000 sec): 20 clusters Score: Raw -78067138.470231 + Penalty 62504.456762 = -78004634.013469 nChanged 5 Iteration 98Q (1818.130000 sec): 20 clusters Score: Raw -78067138.500704 + Penalty 62504.456762 = -78004634.043942 nChanged 6 Writing temp clu file Because OldScore, -78004634.013469, is greater than current (better) Score,-78004634.043942 Compute initial score before splitting: Score: Raw -78067138.500704 + Penalty 62504.456762 = -78004634.043942 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.470000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.670000 sec): 3 clusters Score: Raw -70626.473694 + Penalty 3114.146626 = -67512.327068 nChanged 93 SP:Iteration 1F (1818.890000 sec): 3 clusters Score: Raw -70842.929671 + Penalty 3114.146626 = -67728.783045 nChanged 39 SP:Iteration 2F (1819.050000 sec): 3 clusters Score: Raw -70946.464966 + Penalty 3114.146626 = -67832.318339 nChanged 21 SP:Iteration 3Q (1819.290000 sec): 3 clusters Score: Raw -71014.728760 + Penalty 3114.146626 = -67900.582134 nChanged 18 SP:Iteration 4Q (1819.470000 sec): 3 clusters Score: Raw -71056.798941 + Penalty 3114.146626 = -67942.652314 nChanged 8 SP:Iteration 5Q (1819.650000 sec): 3 clusters Score: Raw -71068.625316 + Penalty 3114.146626 = -67954.478690 nChanged 7 SP:Iteration 6Q (1819.820000 sec): 3 clusters Score: Raw -71083.109231 + Penalty 3114.146626 = -67968.962604 nChanged 5 SP:Iteration 7Q (1820.040000 sec): 3 clusters Score: Raw -71090.773427 + Penalty 3114.146626 = -67976.626801 nChanged 3 SP:Iteration 8Q (1820.210000 sec): 3 clusters Score: Raw -71095.461572 + Penalty 3114.146626 = -67981.314946 nChanged 1 SP:Iteration 9Q (1820.410000 sec): 3 clusters Score: Raw -71097.358472 + Penalty 3114.146626 = -67983.211846 nChanged 1 SP:Iteration 10Q (1820.560000 sec): 3 clusters Score: Raw -71100.267100 + Penalty 3114.146626 = -67986.120474 nChanged 1 SP:Iteration 11Q (1820.720000 sec): 3 clusters Score: Raw -71102.525837 + Penalty 3114.146626 = -67988.379211 nChanged 3 SP:Iteration 12Q (1820.920000 sec): 3 clusters Score: Raw -71109.490373 + Penalty 3114.146626 = -67995.343746 nChanged 4 SP:Iteration 13Q (1821.070000 sec): 3 clusters Score: Raw -71119.419796 + Penalty 3114.146626 = -68005.273170 nChanged 1 SP:Iteration 14Q (1821.270000 sec): 3 clusters Score: Raw -71122.021522 + Penalty 3114.146626 = -68007.874896 nChanged 1 SP:Iteration 15Q (1821.460000 sec): 3 clusters Score: Raw -71122.789463 + Penalty 3114.146626 = -68008.642837 nChanged 0 SP:Iteration 16F (1821.630000 sec): 3 clusters Score: Raw -71122.789463 + Penalty 3114.146626 = -68008.642837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1821.740000 sec): 2 clusters Score: Raw -39549.299428 + Penalty 1428.207640 = -38121.091788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1821.890000 sec): 3 clusters Score: Raw -39664.712256 + Penalty 2856.415280 = -36808.296976 nChanged 44 SP:Iteration 1F (1822.120000 sec): 3 clusters Score: Raw -39805.692828 + Penalty 2856.415280 = -36949.277548 nChanged 14 SP:Iteration 2Q (1822.240000 sec): 3 clusters Score: Raw -39880.573891 + Penalty 2856.415280 = -37024.158611 nChanged 7 SP:Iteration 3Q (1822.450000 sec): 3 clusters Score: Raw -39953.942958 + Penalty 2856.415280 = -37097.527678 nChanged 5 SP:Iteration 4Q (1822.600000 sec): 3 clusters Score: Raw -40064.614143 + Penalty 2856.415280 = -37208.198863 nChanged 7 SP:Iteration 5Q (1822.800000 sec): 3 clusters Score: Raw -40088.904035 + Penalty 2856.415280 = -37232.488755 nChanged 0 SP:Iteration 6F (1822.930000 sec): 3 clusters Score: Raw -40088.904035 + Penalty 2856.415280 = -37232.488755 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1823.060000 sec): 2 clusters Score: Raw -38790.508129 + Penalty 1447.757151 = -37342.750978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1823.190000 sec): 3 clusters Score: Raw -39097.673156 + Penalty 2895.514302 = -36202.158854 nChanged 66 SP:Iteration 1F (1823.400000 sec): 3 clusters Score: Raw -39348.236948 + Penalty 2895.514302 = -36452.722646 nChanged 20 SP:Iteration 2F (1823.560000 sec): 3 clusters Score: Raw -39454.399502 + Penalty 2895.514302 = -36558.885200 nChanged 12 SP:Iteration 3Q (1823.710000 sec): 3 clusters Score: Raw -39506.319630 + Penalty 2895.514302 = -36610.805328 nChanged 5 SP:Iteration 4Q (1823.890000 sec): 3 clusters Score: Raw -39534.559417 + Penalty 2895.514302 = -36639.045115 nChanged 4 SP:Iteration 5Q (1824.060000 sec): 3 clusters Score: Raw -39551.111763 + Penalty 2895.514302 = -36655.597461 nChanged 1 SP:Iteration 6Q (1824.250000 sec): 3 clusters Score: Raw -39557.443459 + Penalty 2895.514302 = -36661.929157 nChanged 2 SP:Iteration 7Q (1824.390000 sec): 3 clusters Score: Raw -39566.171931 + Penalty 2895.514302 = -36670.657629 nChanged 2 SP:Iteration 8Q (1824.540000 sec): 3 clusters Score: Raw -39568.879091 + Penalty 2895.514302 = -36673.364789 nChanged 0 SP:Iteration 9F (1824.750000 sec): 3 clusters Score: Raw -39568.879091 + Penalty 2895.514302 = -36673.364789 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1825.060000 sec): 2 clusters Score: Raw -4711915.765240 + Penalty 2593.791603 = -4709321.973637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1825.450000 sec): 3 clusters Score: Raw -4690889.148411 + Penalty 5187.583207 = -4685701.565205 nChanged 15707 SP:Iteration 1F (1825.850000 sec): 3 clusters Score: Raw -4699853.448113 + Penalty 5187.583207 = -4694665.864906 nChanged 1804 SP:Iteration 2F (1826.250000 sec): 3 clusters Score: Raw -4700633.352479 + Penalty 5187.583207 = -4695445.769272 nChanged 1972 SP:Iteration 3F (1826.650000 sec): 3 clusters Score: Raw -4701628.771820 + Penalty 5187.583207 = -4696441.188614 nChanged 2164 SP:Iteration 4F (1827.070000 sec): 3 clusters Score: Raw -4702864.379187 + Penalty 5187.583207 = -4697676.795980 nChanged 2301 SP:Iteration 5F (1827.440000 sec): 3 clusters Score: Raw -4704384.846711 + Penalty 5187.583207 = -4699197.263504 nChanged 2352 SP:Iteration 6F (1827.830000 sec): 3 clusters Score: Raw -4706040.461821 + Penalty 5187.583207 = -4700852.878614 nChanged 2086 SP:Iteration 7F (1828.280000 sec): 3 clusters Score: Raw -4707432.078791 + Penalty 5187.583207 = -4702244.495585 nChanged 1567 SP:Iteration 8Q (1828.660000 sec): 3 clusters Score: Raw -4708443.684838 + Penalty 5187.583207 = -4703256.101632 nChanged 1176 SP:Iteration 9Q (1829.030000 sec): 3 clusters Score: Raw -4709149.966873 + Penalty 5187.583207 = -4703962.383666 nChanged 924 SP:Iteration 10Q (1829.420000 sec): 3 clusters Score: Raw -4709791.752125 + Penalty 5187.583207 = -4704604.168919 nChanged 728 SP:Iteration 11Q (1829.760000 sec): 3 clusters Score: Raw -4710586.044891 + Penalty 5187.583207 = -4705398.461685 nChanged 594 SP:Iteration 12Q (1830.180000 sec): 3 clusters Score: Raw -4711636.819882 + Penalty 5187.583207 = -4706449.236676 nChanged 424 SP:Iteration 13Q (1830.500000 sec): 3 clusters Score: Raw -4712143.641145 + Penalty 5187.583207 = -4706956.057938 nChanged 315 SP:Iteration 14Q (1830.890000 sec): 3 clusters Score: Raw -4712354.283900 + Penalty 5187.583207 = -4707166.700694 nChanged 260 SP:Iteration 15Q (1831.250000 sec): 3 clusters Score: Raw -4712480.433521 + Penalty 5187.583207 = -4707292.850314 nChanged 216 SP:Iteration 16Q (1831.590000 sec): 3 clusters Score: Raw -4712561.960426 + Penalty 5187.583207 = -4707374.377219 nChanged 151 SP:Iteration 17Q (1831.940000 sec): 3 clusters Score: Raw -4712614.170546 + Penalty 5187.583207 = -4707426.587340 nChanged 109 SP:Iteration 18Q (1832.340000 sec): 3 clusters Score: Raw -4712646.534330 + Penalty 5187.583207 = -4707458.951124 nChanged 99 SP:Iteration 19Q (1832.770000 sec): 3 clusters Score: Raw -4712670.024951 + Penalty 5187.583207 = -4707482.441744 nChanged 77 SP:Iteration 20F (1833.180000 sec): 3 clusters Score: Raw -4712688.240035 + Penalty 5187.583207 = -4707500.656829 nChanged 67 SP:Iteration 21Q (1833.520000 sec): 3 clusters Score: Raw -4712703.145250 + Penalty 5187.583207 = -4707515.562043 nChanged 68 SP:Iteration 22Q (1833.880000 sec): 3 clusters Score: Raw -4712719.034252 + Penalty 5187.583207 = -4707531.451045 nChanged 61 SP:Iteration 23Q (1834.210000 sec): 3 clusters Score: Raw -4712733.252335 + Penalty 5187.583207 = -4707545.669129 nChanged 54 SP:Iteration 24Q (1834.530000 sec): 3 clusters Score: Raw -4712742.830167 + Penalty 5187.583207 = -4707555.246960 nChanged 46 SP:Iteration 25Q (1834.900000 sec): 3 clusters Score: Raw -4712750.508566 + Penalty 5187.583207 = -4707562.925359 nChanged 41 SP:Iteration 26Q (1835.210000 sec): 3 clusters Score: Raw -4712757.552422 + Penalty 5187.583207 = -4707569.969215 nChanged 37 SP:Iteration 27Q (1835.590000 sec): 3 clusters Score: Raw -4712763.419606 + Penalty 5187.583207 = -4707575.836400 nChanged 33 SP:Iteration 28Q (1835.940000 sec): 3 clusters Score: Raw -4712767.766576 + Penalty 5187.583207 = -4707580.183370 nChanged 27 SP:Iteration 29Q (1836.270000 sec): 3 clusters Score: Raw -4712771.863508 + Penalty 5187.583207 = -4707584.280301 nChanged 22 SP:Iteration 30Q (1836.630000 sec): 3 clusters Score: Raw -4712774.881961 + Penalty 5187.583207 = -4707587.298754 nChanged 15 SP:Iteration 31Q (1837.010000 sec): 3 clusters Score: Raw -4712776.864033 + Penalty 5187.583207 = -4707589.280827 nChanged 13 SP:Iteration 32Q (1837.330000 sec): 3 clusters Score: Raw -4712778.596089 + Penalty 5187.583207 = -4707591.012882 nChanged 9 SP:Iteration 33Q (1837.650000 sec): 3 clusters Score: Raw -4712779.381989 + Penalty 5187.583207 = -4707591.798783 nChanged 3 SP:Iteration 34Q (1838.020000 sec): 3 clusters Score: Raw -4712779.618486 + Penalty 5187.583207 = -4707592.035280 nChanged 0 SP:Iteration 35F (1838.420000 sec): 3 clusters Score: Raw -4712779.618486 + Penalty 5187.583207 = -4707592.035280 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.580000 sec): 2 clusters Score: Raw -1368822.433982 + Penalty 2282.097422 = -1366540.336560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.840000 sec): 3 clusters Score: Raw -1363485.577265 + Penalty 4564.194845 = -1358921.382420 nChanged 4109 SP:Iteration 1F (1839.110000 sec): 3 clusters Score: Raw -1365699.514003 + Penalty 4564.194845 = -1361135.319159 nChanged 764 SP:Iteration 2F (1839.340000 sec): 3 clusters Score: Raw -1366138.054729 + Penalty 4564.194845 = -1361573.859885 nChanged 627 SP:Iteration 3F (1839.650000 sec): 3 clusters Score: Raw -1366511.986085 + Penalty 4564.194845 = -1361947.791240 nChanged 584 SP:Iteration 4F (1839.850000 sec): 3 clusters Score: Raw -1366859.359145 + Penalty 4564.194845 = -1362295.164300 nChanged 517 SP:Iteration 5F (1840.110000 sec): 3 clusters Score: Raw -1367190.187732 + Penalty 4564.194845 = -1362625.992887 nChanged 490 SP:Iteration 6Q (1840.300000 sec): 3 clusters Score: Raw -1367498.344264 + Penalty 4564.194845 = -1362934.149419 nChanged 446 SP:Iteration 7Q (1840.550000 sec): 3 clusters Score: Raw -1367757.532090 + Penalty 4564.194845 = -1363193.337245 nChanged 365 SP:Iteration 8Q (1840.770000 sec): 3 clusters Score: Raw -1367944.586181 + Penalty 4564.194845 = -1363380.391337 nChanged 295 SP:Iteration 9Q (1841.070000 sec): 3 clusters Score: Raw -1368056.810580 + Penalty 4564.194845 = -1363492.615736 nChanged 187 SP:Iteration 10Q (1841.250000 sec): 3 clusters Score: Raw -1368114.595210 + Penalty 4564.194845 = -1363550.400365 nChanged 137 SP:Iteration 11Q (1841.510000 sec): 3 clusters Score: Raw -1368148.840694 + Penalty 4564.194845 = -1363584.645850 nChanged 97 SP:Iteration 12Q (1841.750000 sec): 3 clusters Score: Raw -1368173.059510 + Penalty 4564.194845 = -1363608.864665 nChanged 84 SP:Iteration 13Q (1842.020000 sec): 3 clusters Score: Raw -1368193.179404 + Penalty 4564.194845 = -1363628.984559 nChanged 70 SP:Iteration 14Q (1842.340000 sec): 3 clusters Score: Raw -1368209.316024 + Penalty 4564.194845 = -1363645.121180 nChanged 53 SP:Iteration 15Q (1842.570000 sec): 3 clusters Score: Raw -1368220.904815 + Penalty 4564.194845 = -1363656.709970 nChanged 42 SP:Iteration 16Q (1842.830000 sec): 3 clusters Score: Raw -1368227.445943 + Penalty 4564.194845 = -1363663.251098 nChanged 22 SP:Iteration 17Q (1843.110000 sec): 3 clusters Score: Raw -1368230.931101 + Penalty 4564.194845 = -1363666.736256 nChanged 20 SP:Iteration 18Q (1843.330000 sec): 3 clusters Score: Raw -1368233.609770 + Penalty 4564.194845 = -1363669.414925 nChanged 10 SP:Iteration 19Q (1843.620000 sec): 3 clusters Score: Raw -1368235.139598 + Penalty 4564.194845 = -1363670.944753 nChanged 10 SP:Iteration 20F (1843.850000 sec): 3 clusters Score: Raw -1368236.474088 + Penalty 4564.194845 = -1363672.279243 nChanged 10 SP:Iteration 21Q (1844.130000 sec): 3 clusters Score: Raw -1368237.672809 + Penalty 4564.194845 = -1363673.477964 nChanged 9 SP:Iteration 22Q (1844.470000 sec): 3 clusters Score: Raw -1368239.232743 + Penalty 4564.194845 = -1363675.037898 nChanged 16 SP:Iteration 23Q (1844.690000 sec): 3 clusters Score: Raw -1368241.763670 + Penalty 4564.194845 = -1363677.568826 nChanged 12 SP:Iteration 24Q (1844.950000 sec): 3 clusters Score: Raw -1368244.201213 + Penalty 4564.194845 = -1363680.006369 nChanged 18 SP:Iteration 25Q (1845.270000 sec): 3 clusters Score: Raw -1368247.429117 + Penalty 4564.194845 = -1363683.234273 nChanged 12 SP:Iteration 26Q (1845.570000 sec): 3 clusters Score: Raw -1368249.064562 + Penalty 4564.194845 = -1363684.869718 nChanged 8 SP:Iteration 27Q (1845.850000 sec): 3 clusters Score: Raw -1368250.159999 + Penalty 4564.194845 = -1363685.965154 nChanged 6 SP:Iteration 28Q (1846.100000 sec): 3 clusters Score: Raw -1368250.920068 + Penalty 4564.194845 = -1363686.725224 nChanged 4 SP:Iteration 29Q (1846.420000 sec): 3 clusters Score: Raw -1368251.439912 + Penalty 4564.194845 = -1363687.245067 nChanged 2 SP:Iteration 30Q (1846.690000 sec): 3 clusters Score: Raw -1368251.867141 + Penalty 4564.194845 = -1363687.672297 nChanged 4 SP:Iteration 31Q (1846.970000 sec): 3 clusters Score: Raw -1368252.338437 + Penalty 4564.194845 = -1363688.143592 nChanged 1 SP:Iteration 32Q (1847.270000 sec): 3 clusters Score: Raw -1368252.485713 + Penalty 4564.194845 = -1363688.290868 nChanged 0 SP:Iteration 33F (1847.550000 sec): 3 clusters Score: Raw -1368252.485713 + Penalty 4564.194845 = -1363688.290868 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.630000 sec): 2 clusters Score: Raw -426423.704097 + Penalty 2004.742026 = -424418.962071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.880000 sec): 3 clusters Score: Raw -425061.936699 + Penalty 4009.484053 = -421052.452646 nChanged 1136 SP:Iteration 1F (1848.040000 sec): 3 clusters Score: Raw -425798.535730 + Penalty 4009.484053 = -421789.051677 nChanged 251 SP:Iteration 2F (1848.250000 sec): 3 clusters Score: Raw -425989.672127 + Penalty 4009.484053 = -421980.188074 nChanged 169 SP:Iteration 3F (1848.420000 sec): 3 clusters Score: Raw -426128.740219 + Penalty 4009.484053 = -422119.256167 nChanged 132 SP:Iteration 4Q (1848.660000 sec): 3 clusters Score: Raw -426237.215133 + Penalty 4009.484053 = -422227.731081 nChanged 103 SP:Iteration 5Q (1848.880000 sec): 3 clusters Score: Raw -426323.876888 + Penalty 4009.484053 = -422314.392835 nChanged 97 SP:Iteration 6Q (1849.110000 sec): 3 clusters Score: Raw -426439.163110 + Penalty 4009.484053 = -422429.679057 nChanged 110 SP:Iteration 7Q (1849.340000 sec): 3 clusters Score: Raw -426601.323442 + Penalty 4009.484053 = -422591.839389 nChanged 141 SP:Iteration 8Q (1849.530000 sec): 3 clusters Score: Raw -426728.326614 + Penalty 4009.484053 = -422718.842561 nChanged 108 SP:Iteration 9Q (1849.760000 sec): 3 clusters Score: Raw -426808.845300 + Penalty 4009.484053 = -422799.361247 nChanged 86 SP:Iteration 10Q (1849.980000 sec): 3 clusters Score: Raw -426871.530187 + Penalty 4009.484053 = -422862.046134 nChanged 67 SP:Iteration 11Q (1850.180000 sec): 3 clusters Score: Raw -426921.433879 + Penalty 4009.484053 = -422911.949827 nChanged 65 SP:Iteration 12Q (1850.360000 sec): 3 clusters Score: Raw -426968.088774 + Penalty 4009.484053 = -422958.604721 nChanged 64 SP:Iteration 13Q (1850.580000 sec): 3 clusters Score: Raw -427015.085970 + Penalty 4009.484053 = -423005.601917 nChanged 66 SP:Iteration 14Q (1850.720000 sec): 3 clusters Score: Raw -427069.540828 + Penalty 4009.484053 = -423060.056775 nChanged 75 SP:Iteration 15Q (1850.920000 sec): 3 clusters Score: Raw -427123.731562 + Penalty 4009.484053 = -423114.247510 nChanged 66 SP:Iteration 16Q (1851.180000 sec): 3 clusters Score: Raw -427167.230744 + Penalty 4009.484053 = -423157.746692 nChanged 48 SP:Iteration 17Q (1851.460000 sec): 3 clusters Score: Raw -427199.152804 + Penalty 4009.484053 = -423189.668751 nChanged 34 SP:Iteration 18Q (1851.700000 sec): 3 clusters Score: Raw -427222.437029 + Penalty 4009.484053 = -423212.952976 nChanged 29 SP:Iteration 19Q (1851.920000 sec): 3 clusters Score: Raw -427241.164188 + Penalty 4009.484053 = -423231.680136 nChanged 25 SP:Iteration 20F (1852.140000 sec): 3 clusters Score: Raw -427267.366289 + Penalty 4009.484053 = -423257.882237 nChanged 32 SP:Iteration 21Q (1852.330000 sec): 3 clusters Score: Raw -427307.149790 + Penalty 4009.484053 = -423297.665737 nChanged 38 SP:Iteration 22Q (1852.570000 sec): 3 clusters Score: Raw -427343.738686 + Penalty 4009.484053 = -423334.254633 nChanged 29 SP:Iteration 23Q (1852.770000 sec): 3 clusters Score: Raw -427367.032728 + Penalty 4009.484053 = -423357.548675 nChanged 28 SP:Iteration 24Q (1853.000000 sec): 3 clusters Score: Raw -427382.621287 + Penalty 4009.484053 = -423373.137235 nChanged 13 SP:Iteration 25Q (1853.210000 sec): 3 clusters Score: Raw -427392.689302 + Penalty 4009.484053 = -423383.205249 nChanged 18 SP:Iteration 26Q (1853.490000 sec): 3 clusters Score: Raw -427406.342247 + Penalty 4009.484053 = -423396.858194 nChanged 8 SP:Iteration 27Q (1853.670000 sec): 3 clusters Score: Raw -427410.318661 + Penalty 4009.484053 = -423400.834608 nChanged 3 SP:Iteration 28Q (1853.860000 sec): 3 clusters Score: Raw -427411.547602 + Penalty 4009.484053 = -423402.063550 nChanged 1 SP:Iteration 29Q (1854.100000 sec): 3 clusters Score: Raw -427411.975527 + Penalty 4009.484053 = -423402.491474 nChanged 2 SP:Iteration 30Q (1854.270000 sec): 3 clusters Score: Raw -427413.457638 + Penalty 4009.484053 = -423403.973585 nChanged 2 SP:Iteration 31Q (1854.480000 sec): 3 clusters Score: Raw -427414.194984 + Penalty 4009.484053 = -423404.710932 nChanged 1 SP:Iteration 32Q (1854.690000 sec): 3 clusters Score: Raw -427414.585656 + Penalty 4009.484053 = -423405.101603 nChanged 2 SP:Iteration 33Q (1854.860000 sec): 3 clusters Score: Raw -427415.063848 + Penalty 4009.484053 = -423405.579796 nChanged 0 SP:Iteration 34F (1855.060000 sec): 3 clusters Score: Raw -427415.063848 + Penalty 4009.484053 = -423405.579796 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.050000 sec): 2 clusters Score: Raw -23879032.004081 + Penalty 2990.946023 = -23876041.058058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.230000 sec): 3 clusters Score: Raw -23766446.956257 + Penalty 5981.892046 = -23760465.064211 nChanged 82871 SP:Iteration 1F (1858.360000 sec): 3 clusters Score: Raw -23815281.436008 + Penalty 5981.892046 = -23809299.543962 nChanged 7061 SP:Iteration 2Q (1859.650000 sec): 3 clusters Score: Raw -23817896.050537 + Penalty 5981.892046 = -23811914.158491 nChanged 8500 SP:Iteration 3Q (1860.890000 sec): 3 clusters Score: Raw -23821671.464616 + Penalty 5981.892046 = -23815689.572570 nChanged 9707 SP:Iteration 4F (1862.150000 sec): 3 clusters Score: Raw -23826370.813003 + Penalty 5981.892046 = -23820388.920957 nChanged 9992 SP:Iteration 5F (1863.340000 sec): 3 clusters Score: Raw -23831295.688078 + Penalty 5981.892046 = -23825313.796032 nChanged 9530 SP:Iteration 6F (1864.550000 sec): 3 clusters Score: Raw -23835763.538168 + Penalty 5981.892046 = -23829781.646122 nChanged 8509 SP:Iteration 7Q (1865.670000 sec): 3 clusters Score: Raw -23839376.182755 + Penalty 5981.892046 = -23833394.290709 nChanged 7330 SP:Iteration 8Q (1866.850000 sec): 3 clusters Score: Raw -23842233.625194 + Penalty 5981.892046 = -23836251.733148 nChanged 6661 SP:Iteration 9Q (1868.100000 sec): 3 clusters Score: Raw -23844807.321098 + Penalty 5981.892046 = -23838825.429052 nChanged 6419 SP:Iteration 10Q (1869.420000 sec): 3 clusters Score: Raw -23847373.648996 + Penalty 5981.892046 = -23841391.756950 nChanged 6756 SP:Iteration 11Q (1870.700000 sec): 3 clusters Score: Raw -23850332.850122 + Penalty 5981.892046 = -23844350.958076 nChanged 7408 SP:Iteration 12Q (1871.950000 sec): 3 clusters Score: Raw -23853847.996898 + Penalty 5981.892046 = -23847866.104852 nChanged 7844 SP:Iteration 13Q (1873.110000 sec): 3 clusters Score: Raw -23857896.828947 + Penalty 5981.892046 = -23851914.936901 nChanged 7869 SP:Iteration 14Q (1874.190000 sec): 3 clusters Score: Raw -23862307.116773 + Penalty 5981.892046 = -23856325.224727 nChanged 7628 SP:Iteration 15Q (1875.310000 sec): 3 clusters Score: Raw -23866888.977018 + Penalty 5981.892046 = -23860907.084972 nChanged 6772 SP:Iteration 16Q (1876.410000 sec): 3 clusters Score: Raw -23871071.478932 + Penalty 5981.892046 = -23865089.586886 nChanged 5339 SP:Iteration 17Q (1877.420000 sec): 3 clusters Score: Raw -23874369.546969 + Penalty 5981.892046 = -23868387.654923 nChanged 3860 SP:Iteration 18Q (1878.300000 sec): 3 clusters Score: Raw -23876678.595131 + Penalty 5981.892046 = -23870696.703085 nChanged 2528 SP:Iteration 19Q (1879.220000 sec): 3 clusters Score: Raw -23878138.490480 + Penalty 5981.892046 = -23872156.598434 nChanged 1645 SP:Iteration 20F (1880.320000 sec): 3 clusters Score: Raw -23879035.589091 + Penalty 5981.892046 = -23873053.697045 nChanged 1041 SP:Iteration 21Q (1881.260000 sec): 3 clusters Score: Raw -23879578.034916 + Penalty 5981.892046 = -23873596.142870 nChanged 710 SP:Iteration 22Q (1882.350000 sec): 3 clusters Score: Raw -23879942.368082 + Penalty 5981.892046 = -23873960.476035 nChanged 493 SP:Iteration 23Q (1883.390000 sec): 3 clusters Score: Raw -23880187.406593 + Penalty 5981.892046 = -23874205.514547 nChanged 327 SP:Iteration 24Q (1884.350000 sec): 3 clusters Score: Raw -23880327.222326 + Penalty 5981.892046 = -23874345.330280 nChanged 247 SP:Iteration 25Q (1885.260000 sec): 3 clusters Score: Raw -23880424.205467 + Penalty 5981.892046 = -23874442.313421 nChanged 182 SP:Iteration 26Q (1886.220000 sec): 3 clusters Score: Raw -23880501.410102 + Penalty 5981.892046 = -23874519.518056 nChanged 173 SP:Iteration 27Q (1887.250000 sec): 3 clusters Score: Raw -23880575.058739 + Penalty 5981.892046 = -23874593.166693 nChanged 141 SP:Iteration 28Q (1888.240000 sec): 3 clusters Score: Raw -23880627.552010 + Penalty 5981.892046 = -23874645.659964 nChanged 106 SP:Iteration 29Q (1889.210000 sec): 3 clusters Score: Raw -23880670.681695 + Penalty 5981.892046 = -23874688.789648 nChanged 89 SP:Iteration 30Q (1890.210000 sec): 3 clusters Score: Raw -23880699.033953 + Penalty 5981.892046 = -23874717.141907 nChanged 78 SP:Iteration 31Q (1891.180000 sec): 3 clusters Score: Raw -23880725.290442 + Penalty 5981.892046 = -23874743.398396 nChanged 72 SP:Iteration 32Q (1892.330000 sec): 3 clusters Score: Raw -23880751.322200 + Penalty 5981.892046 = -23874769.430154 nChanged 57 SP:Iteration 33Q (1893.390000 sec): 3 clusters Score: Raw -23880770.798439 + Penalty 5981.892046 = -23874788.906393 nChanged 38 SP:Iteration 34Q (1894.380000 sec): 3 clusters Score: Raw -23880782.765690 + Penalty 5981.892046 = -23874800.873644 nChanged 39 SP:Iteration 35Q (1895.450000 sec): 3 clusters Score: Raw -23880794.662298 + Penalty 5981.892046 = -23874812.770252 nChanged 33 SP:Iteration 36Q (1896.510000 sec): 3 clusters Score: Raw -23880804.674746 + Penalty 5981.892046 = -23874822.782700 nChanged 33 SP:Iteration 37Q (1897.440000 sec): 3 clusters Score: Raw -23880815.135479 + Penalty 5981.892046 = -23874833.243433 nChanged 31 SP:Iteration 38Q (1898.390000 sec): 3 clusters Score: Raw -23880825.859016 + Penalty 5981.892046 = -23874843.966970 nChanged 30 SP:Iteration 39Q (1899.290000 sec): 3 clusters Score: Raw -23880834.862134 + Penalty 5981.892046 = -23874852.970088 nChanged 18 SP:Iteration 40F (1900.360000 sec): 3 clusters Score: Raw -23880840.050689 + Penalty 5981.892046 = -23874858.158643 nChanged 9 SP:Iteration 41Q (1901.340000 sec): 3 clusters Score: Raw -23880842.467018 + Penalty 5981.892046 = -23874860.574972 nChanged 10 SP:Iteration 42Q (1902.240000 sec): 3 clusters Score: Raw -23880844.761134 + Penalty 5981.892046 = -23874862.869088 nChanged 7 SP:Iteration 43Q (1903.150000 sec): 3 clusters Score: Raw -23880846.411648 + Penalty 5981.892046 = -23874864.519602 nChanged 5 SP:Iteration 44Q (1904.000000 sec): 3 clusters Score: Raw -23880847.946749 + Penalty 5981.892046 = -23874866.054703 nChanged 6 SP:Iteration 45Q (1904.990000 sec): 3 clusters Score: Raw -23880849.496420 + Penalty 5981.892046 = -23874867.604374 nChanged 5 SP:Iteration 46Q (1905.930000 sec): 3 clusters Score: Raw -23880851.046925 + Penalty 5981.892046 = -23874869.154879 nChanged 6 SP:Iteration 47Q (1907.020000 sec): 3 clusters Score: Raw -23880852.636374 + Penalty 5981.892046 = -23874870.744328 nChanged 6 SP:Iteration 48Q (1908.040000 sec): 3 clusters Score: Raw -23880854.236422 + Penalty 5981.892046 = -23874872.344376 nChanged 6 SP:Iteration 49Q (1908.950000 sec): 3 clusters Score: Raw -23880855.676029 + Penalty 5981.892046 = -23874873.783983 nChanged 5 SP:Iteration 50Q (1909.940000 sec): 3 clusters Score: Raw -23880857.073309 + Penalty 5981.892046 = -23874875.181263 nChanged 5 SP:Iteration 51Q (1910.880000 sec): 3 clusters Score: Raw -23880858.656892 + Penalty 5981.892046 = -23874876.764846 nChanged 9 SP:Iteration 52Q (1911.840000 sec): 3 clusters Score: Raw -23880861.604364 + Penalty 5981.892046 = -23874879.712317 nChanged 12 SP:Iteration 53Q (1912.790000 sec): 3 clusters Score: Raw -23880865.358209 + Penalty 5981.892046 = -23874883.466163 nChanged 10 SP:Iteration 54Q (1913.790000 sec): 3 clusters Score: Raw -23880868.350797 + Penalty 5981.892046 = -23874886.458751 nChanged 8 SP:Iteration 55Q (1914.750000 sec): 3 clusters Score: Raw -23880870.435206 + Penalty 5981.892046 = -23874888.543159 nChanged 6 SP:Iteration 56Q (1915.790000 sec): 3 clusters Score: Raw -23880871.900626 + Penalty 5981.892046 = -23874890.008580 nChanged 4 SP:Iteration 57Q (1916.940000 sec): 3 clusters Score: Raw -23880873.045482 + Penalty 5981.892046 = -23874891.153436 nChanged 4 SP:Iteration 58Q (1917.990000 sec): 3 clusters Score: Raw -23880874.023516 + Penalty 5981.892046 = -23874892.131470 nChanged 4 SP:Iteration 59Q (1918.910000 sec): 3 clusters Score: Raw -23880875.170229 + Penalty 5981.892046 = -23874893.278183 nChanged 2 SP:Iteration 60F (1919.970000 sec): 3 clusters Score: Raw -23880875.699118 + Penalty 5981.892046 = -23874893.807072 nChanged 1 SP:Iteration 61Q (1920.910000 sec): 3 clusters Score: Raw -23880875.886280 + Penalty 5981.892046 = -23874893.994234 nChanged 0 SP:Iteration 62F (1921.950000 sec): 3 clusters Score: Raw -23880875.886280 + Penalty 5981.892046 = -23874893.994234 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1922.150000 sec): 2 clusters Score: Raw -59294.345228 + Penalty 1555.673498 = -57738.671730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1922.290000 sec): 3 clusters Score: Raw -59460.887100 + Penalty 3111.346995 = -56349.540105 nChanged 110 SP:Iteration 1F (1922.530000 sec): 3 clusters Score: Raw -59767.571913 + Penalty 3111.346995 = -56656.224918 nChanged 47 SP:Iteration 2F (1922.750000 sec): 3 clusters Score: Raw -60019.792496 + Penalty 3111.346995 = -56908.445501 nChanged 35 SP:Iteration 3F (1922.900000 sec): 3 clusters Score: Raw -60207.277356 + Penalty 3111.346995 = -57095.930361 nChanged 33 SP:Iteration 4F (1923.120000 sec): 3 clusters Score: Raw -60518.542034 + Penalty 3111.346995 = -57407.195038 nChanged 39 SP:Iteration 5F (1923.290000 sec): 3 clusters Score: Raw -61051.341637 + Penalty 3111.346995 = -57939.994642 nChanged 32 SP:Iteration 6F (1923.450000 sec): 3 clusters Score: Raw -61560.295899 + Penalty 3111.346995 = -58448.948903 nChanged 12 SP:Iteration 7Q (1923.600000 sec): 3 clusters Score: Raw -61757.271803 + Penalty 3111.346995 = -58645.924808 nChanged 9 SP:Iteration 8Q (1923.770000 sec): 3 clusters Score: Raw -61876.105640 + Penalty 3111.346995 = -58764.758644 nChanged 3 SP:Iteration 9Q (1923.940000 sec): 3 clusters Score: Raw -61920.978376 + Penalty 3111.346995 = -58809.631381 nChanged 1 SP:Iteration 10Q (1924.150000 sec): 3 clusters Score: Raw -61929.276309 + Penalty 3111.346995 = -58817.929314 nChanged 0 SP:Iteration 11F (1924.290000 sec): 3 clusters Score: Raw -61952.859041 + Penalty 3111.346995 = -58841.512046 nChanged 2 SP:Iteration 12Q (1924.520000 sec): 3 clusters Score: Raw -62057.122200 + Penalty 3111.346995 = -58945.775205 nChanged 3 SP:Iteration 13Q (1924.750000 sec): 3 clusters Score: Raw -62570.095495 + Penalty 3111.346995 = -59458.748499 nChanged 0 SP:Iteration 14F (1924.950000 sec): 3 clusters Score: Raw -62570.095495 + Penalty 3111.346995 = -59458.748499 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 4.30 GB. Trying to split cluster 9 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.040000 sec): 2 clusters Score: Raw -398189.923527 + Penalty 1991.622261 = -396198.301266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1925.210000 sec): 3 clusters Score: Raw -396812.896794 + Penalty 3983.244522 = -392829.652272 nChanged 1073 SP:Iteration 1F (1925.430000 sec): 3 clusters Score: Raw -397469.034143 + Penalty 3983.244522 = -393485.789621 nChanged 233 SP:Iteration 2F (1925.590000 sec): 3 clusters Score: Raw -397626.776152 + Penalty 3983.244522 = -393643.531630 nChanged 135 SP:Iteration 3Q (1925.780000 sec): 3 clusters Score: Raw -397700.702928 + Penalty 3983.244522 = -393717.458405 nChanged 86 SP:Iteration 4Q (1926.010000 sec): 3 clusters Score: Raw -397744.526676 + Penalty 3983.244522 = -393761.282153 nChanged 60 SP:Iteration 5Q (1926.250000 sec): 3 clusters Score: Raw -397776.291108 + Penalty 3983.244522 = -393793.046586 nChanged 43 SP:Iteration 6Q (1926.440000 sec): 3 clusters Score: Raw -397797.666373 + Penalty 3983.244522 = -393814.421851 nChanged 37 SP:Iteration 7Q (1926.660000 sec): 3 clusters Score: Raw -397820.568698 + Penalty 3983.244522 = -393837.324176 nChanged 38 SP:Iteration 8Q (1926.860000 sec): 3 clusters Score: Raw -397840.210912 + Penalty 3983.244522 = -393856.966389 nChanged 36 SP:Iteration 9Q (1927.060000 sec): 3 clusters Score: Raw -397858.138921 + Penalty 3983.244522 = -393874.894399 nChanged 26 SP:Iteration 10Q (1927.230000 sec): 3 clusters Score: Raw -397868.011840 + Penalty 3983.244522 = -393884.767317 nChanged 24 SP:Iteration 11Q (1927.430000 sec): 3 clusters Score: Raw -397880.707412 + Penalty 3983.244522 = -393897.462890 nChanged 20 SP:Iteration 12Q (1927.620000 sec): 3 clusters Score: Raw -397893.230512 + Penalty 3983.244522 = -393909.985989 nChanged 31 SP:Iteration 13Q (1927.780000 sec): 3 clusters Score: Raw -397910.886676 + Penalty 3983.244522 = -393927.642153 nChanged 26 SP:Iteration 14Q (1927.980000 sec): 3 clusters Score: Raw -397921.884188 + Penalty 3983.244522 = -393938.639665 nChanged 23 SP:Iteration 15Q (1928.140000 sec): 3 clusters Score: Raw -397932.922334 + Penalty 3983.244522 = -393949.677811 nChanged 26 SP:Iteration 16Q (1928.330000 sec): 3 clusters Score: Raw -397945.703787 + Penalty 3983.244522 = -393962.459265 nChanged 26 SP:Iteration 17Q (1928.540000 sec): 3 clusters Score: Raw -397959.332911 + Penalty 3983.244522 = -393976.088389 nChanged 22 SP:Iteration 18Q (1928.680000 sec): 3 clusters Score: Raw -397971.066915 + Penalty 3983.244522 = -393987.822392 nChanged 25 SP:Iteration 19Q (1928.870000 sec): 3 clusters Score: Raw -397983.374359 + Penalty 3983.244522 = -394000.129836 nChanged 28 SP:Iteration 20F (1929.120000 sec): 3 clusters Score: Raw -398003.057524 + Penalty 3983.244522 = -394019.813002 nChanged 51 SP:Iteration 21Q (1929.260000 sec): 3 clusters Score: Raw -398034.413259 + Penalty 3983.244522 = -394051.168736 nChanged 55 SP:Iteration 22Q (1929.460000 sec): 3 clusters Score: Raw -398064.774624 + Penalty 3983.244522 = -394081.530101 nChanged 49 SP:Iteration 23Q (1929.630000 sec): 3 clusters Score: Raw -398090.733396 + Penalty 3983.244522 = -394107.488873 nChanged 47 SP:Iteration 24Q (1929.820000 sec): 3 clusters Score: Raw -398126.544540 + Penalty 3983.244522 = -394143.300018 nChanged 53 SP:Iteration 25Q (1930.000000 sec): 3 clusters Score: Raw -398168.411593 + Penalty 3983.244522 = -394185.167071 nChanged 48 SP:Iteration 26Q (1930.160000 sec): 3 clusters Score: Raw -398197.704939 + Penalty 3983.244522 = -394214.460417 nChanged 40 SP:Iteration 27Q (1930.360000 sec): 3 clusters Score: Raw -398223.440127 + Penalty 3983.244522 = -394240.195604 nChanged 49 SP:Iteration 28Q (1930.580000 sec): 3 clusters Score: Raw -398256.987210 + Penalty 3983.244522 = -394273.742688 nChanged 50 SP:Iteration 29Q (1930.790000 sec): 3 clusters Score: Raw -398288.054473 + Penalty 3983.244522 = -394304.809951 nChanged 38 SP:Iteration 30Q (1931.000000 sec): 3 clusters Score: Raw -398318.949853 + Penalty 3983.244522 = -394335.705330 nChanged 40 SP:Iteration 31Q (1931.210000 sec): 3 clusters Score: Raw -398344.998175 + Penalty 3983.244522 = -394361.753653 nChanged 33 SP:Iteration 32Q (1931.380000 sec): 3 clusters Score: Raw -398364.346071 + Penalty 3983.244522 = -394381.101549 nChanged 34 SP:Iteration 33Q (1931.560000 sec): 3 clusters Score: Raw -398382.331836 + Penalty 3983.244522 = -394399.087314 nChanged 25 SP:Iteration 34Q (1931.720000 sec): 3 clusters Score: Raw -398394.256002 + Penalty 3983.244522 = -394411.011480 nChanged 15 SP:Iteration 35Q (1931.890000 sec): 3 clusters Score: Raw -398403.896534 + Penalty 3983.244522 = -394420.652011 nChanged 16 SP:Iteration 36Q (1932.060000 sec): 3 clusters Score: Raw -398412.875811 + Penalty 3983.244522 = -394429.631288 nChanged 15 SP:Iteration 37Q (1932.220000 sec): 3 clusters Score: Raw -398419.945062 + Penalty 3983.244522 = -394436.700539 nChanged 14 SP:Iteration 38Q (1932.400000 sec): 3 clusters Score: Raw -398427.105132 + Penalty 3983.244522 = -394443.860610 nChanged 14 SP:Iteration 39Q (1932.580000 sec): 3 clusters Score: Raw -398435.278825 + Penalty 3983.244522 = -394452.034303 nChanged 25 SP:Iteration 40F (1932.790000 sec): 3 clusters Score: Raw -398451.498816 + Penalty 3983.244522 = -394468.254293 nChanged 36 SP:Iteration 41Q (1932.940000 sec): 3 clusters Score: Raw -398473.822955 + Penalty 3983.244522 = -394490.578432 nChanged 30 SP:Iteration 42Q (1933.110000 sec): 3 clusters Score: Raw -398490.795059 + Penalty 3983.244522 = -394507.550537 nChanged 19 SP:Iteration 43Q (1933.290000 sec): 3 clusters Score: Raw -398501.750973 + Penalty 3983.244522 = -394518.506451 nChanged 25 SP:Iteration 44Q (1933.460000 sec): 3 clusters Score: Raw -398516.445144 + Penalty 3983.244522 = -394533.200621 nChanged 11 SP:Iteration 45Q (1933.700000 sec): 3 clusters Score: Raw -398521.260136 + Penalty 3983.244522 = -394538.015614 nChanged 9 SP:Iteration 46Q (1933.850000 sec): 3 clusters Score: Raw -398526.932097 + Penalty 3983.244522 = -394543.687574 nChanged 10 SP:Iteration 47Q (1934.050000 sec): 3 clusters Score: Raw -398532.256626 + Penalty 3983.244522 = -394549.012104 nChanged 13 SP:Iteration 48Q (1934.220000 sec): 3 clusters Score: Raw -398538.128609 + Penalty 3983.244522 = -394554.884087 nChanged 3 SP:Iteration 49Q (1934.430000 sec): 3 clusters Score: Raw -398539.351063 + Penalty 3983.244522 = -394556.106541 nChanged 3 SP:Iteration 50Q (1934.640000 sec): 3 clusters Score: Raw -398540.454011 + Penalty 3983.244522 = -394557.209489 nChanged 1 SP:Iteration 51Q (1934.830000 sec): 3 clusters Score: Raw -398540.910447 + Penalty 3983.244522 = -394557.665924 nChanged 1 SP:Iteration 52Q (1935.020000 sec): 3 clusters Score: Raw -398541.289572 + Penalty 3983.244522 = -394558.045050 nChanged 0 SP:Iteration 53F (1935.240000 sec): 3 clusters Score: Raw -398541.289572 + Penalty 3983.244522 = -394558.045050 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1935.390000 sec): 2 clusters Score: Raw -179155.775358 + Penalty 1807.992635 = -177347.782723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1935.550000 sec): 3 clusters Score: Raw -178744.111872 + Penalty 3615.985270 = -175128.126603 nChanged 453 SP:Iteration 1F (1935.790000 sec): 3 clusters Score: Raw -179461.992296 + Penalty 3615.985270 = -175846.007026 nChanged 154 SP:Iteration 2F (1935.980000 sec): 3 clusters Score: Raw -179862.659606 + Penalty 3615.985270 = -176246.674336 nChanged 132 SP:Iteration 3F (1936.170000 sec): 3 clusters Score: Raw -180187.863489 + Penalty 3615.985270 = -176571.878220 nChanged 124 SP:Iteration 4F (1936.370000 sec): 3 clusters Score: Raw -180485.354180 + Penalty 3615.985270 = -176869.368910 nChanged 92 SP:Iteration 5F (1936.580000 sec): 3 clusters Score: Raw -180689.675428 + Penalty 3615.985270 = -177073.690158 nChanged 66 SP:Iteration 6Q (1936.740000 sec): 3 clusters Score: Raw -180798.886508 + Penalty 3615.985270 = -177182.901238 nChanged 39 SP:Iteration 7Q (1936.900000 sec): 3 clusters Score: Raw -180862.234549 + Penalty 3615.985270 = -177246.249279 nChanged 30 SP:Iteration 8Q (1937.090000 sec): 3 clusters Score: Raw -180905.074168 + Penalty 3615.985270 = -177289.088898 nChanged 19 SP:Iteration 9Q (1937.240000 sec): 3 clusters Score: Raw -180930.132234 + Penalty 3615.985270 = -177314.146964 nChanged 9 SP:Iteration 10Q (1937.420000 sec): 3 clusters Score: Raw -180939.559739 + Penalty 3615.985270 = -177323.574469 nChanged 4 SP:Iteration 11Q (1937.640000 sec): 3 clusters Score: Raw -180945.703987 + Penalty 3615.985270 = -177329.718717 nChanged 2 SP:Iteration 12Q (1937.820000 sec): 3 clusters Score: Raw -180948.288050 + Penalty 3615.985270 = -177332.302780 nChanged 1 SP:Iteration 13Q (1938.000000 sec): 3 clusters Score: Raw -180948.868968 + Penalty 3615.985270 = -177332.883699 nChanged 0 SP:Iteration 14F (1938.180000 sec): 3 clusters Score: Raw -180948.868968 + Penalty 3615.985270 = -177332.883699 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1938.240000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1938.450000 sec): 3 clusters Score: Raw -79877.773849 + Penalty 3198.649139 = -76679.124710 nChanged 136 SP:Iteration 1F (1938.600000 sec): 3 clusters Score: Raw -80061.329184 + Penalty 3198.649139 = -76862.680045 nChanged 38 SP:Iteration 2F (1938.800000 sec): 3 clusters Score: Raw -80131.721659 + Penalty 3198.649139 = -76933.072519 nChanged 25 SP:Iteration 3Q (1939.000000 sec): 3 clusters Score: Raw -80177.704842 + Penalty 3198.649139 = -76979.055703 nChanged 13 SP:Iteration 4Q (1939.210000 sec): 3 clusters Score: Raw -80200.871160 + Penalty 3198.649139 = -77002.222021 nChanged 7 SP:Iteration 5Q (1939.410000 sec): 3 clusters Score: Raw -80217.915760 + Penalty 3198.649139 = -77019.266621 nChanged 10 SP:Iteration 6Q (1939.630000 sec): 3 clusters Score: Raw -80246.445268 + Penalty 3198.649139 = -77047.796129 nChanged 7 SP:Iteration 7Q (1939.830000 sec): 3 clusters Score: Raw -80293.529914 + Penalty 3198.649139 = -77094.880774 nChanged 13 SP:Iteration 8Q (1940.040000 sec): 3 clusters Score: Raw -80337.941501 + Penalty 3198.649139 = -77139.292361 nChanged 14 SP:Iteration 9Q (1940.230000 sec): 3 clusters Score: Raw -80396.996208 + Penalty 3198.649139 = -77198.347068 nChanged 17 SP:Iteration 10Q (1940.440000 sec): 3 clusters Score: Raw -80439.785929 + Penalty 3198.649139 = -77241.136790 nChanged 10 SP:Iteration 11Q (1940.600000 sec): 3 clusters Score: Raw -80467.967030 + Penalty 3198.649139 = -77269.317890 nChanged 8 SP:Iteration 12Q (1940.820000 sec): 3 clusters Score: Raw -80479.633221 + Penalty 3198.649139 = -77280.984081 nChanged 5 SP:Iteration 13Q (1941.030000 sec): 3 clusters Score: Raw -80493.328807 + Penalty 3198.649139 = -77294.679667 nChanged 4 SP:Iteration 14Q (1941.230000 sec): 3 clusters Score: Raw -80499.198074 + Penalty 3198.649139 = -77300.548934 nChanged 2 SP:Iteration 15Q (1941.430000 sec): 3 clusters Score: Raw -80503.598127 + Penalty 3198.649139 = -77304.948987 nChanged 2 SP:Iteration 16Q (1941.640000 sec): 3 clusters Score: Raw -80505.649599 + Penalty 3198.649139 = -77307.000460 nChanged 2 SP:Iteration 17Q (1941.840000 sec): 3 clusters Score: Raw -80511.069029 + Penalty 3198.649139 = -77312.419890 nChanged 4 SP:Iteration 18Q (1941.990000 sec): 3 clusters Score: Raw -80522.852878 + Penalty 3198.649139 = -77324.203739 nChanged 3 SP:Iteration 19Q (1942.200000 sec): 3 clusters Score: Raw -80530.932113 + Penalty 3198.649139 = -77332.282974 nChanged 4 SP:Iteration 20F (1942.380000 sec): 3 clusters Score: Raw -80542.310654 + Penalty 3198.649139 = -77343.661514 nChanged 7 SP:Iteration 21Q (1942.600000 sec): 3 clusters Score: Raw -80556.631338 + Penalty 3198.649139 = -77357.982199 nChanged 7 SP:Iteration 22Q (1942.820000 sec): 3 clusters Score: Raw -80573.271144 + Penalty 3198.649139 = -77374.622005 nChanged 5 SP:Iteration 23Q (1943.080000 sec): 3 clusters Score: Raw -80589.376854 + Penalty 3198.649139 = -77390.727715 nChanged 7 SP:Iteration 24Q (1943.240000 sec): 3 clusters Score: Raw -80603.608217 + Penalty 3198.649139 = -77404.959078 nChanged 3 SP:Iteration 25Q (1943.470000 sec): 3 clusters Score: Raw -80613.355753 + Penalty 3198.649139 = -77414.706614 nChanged 3 SP:Iteration 26Q (1943.680000 sec): 3 clusters Score: Raw -80618.227547 + Penalty 3198.649139 = -77419.578408 nChanged 1 SP:Iteration 27Q (1943.860000 sec): 3 clusters Score: Raw -80628.564021 + Penalty 3198.649139 = -77429.914881 nChanged 2 SP:Iteration 28Q (1944.040000 sec): 3 clusters Score: Raw -80631.352675 + Penalty 3198.649139 = -77432.703535 nChanged 2 SP:Iteration 29Q (1944.240000 sec): 3 clusters Score: Raw -80640.846876 + Penalty 3198.649139 = -77442.197736 nChanged 4 SP:Iteration 30Q (1944.460000 sec): 3 clusters Score: Raw -80647.979003 + Penalty 3198.649139 = -77449.329864 nChanged 3 SP:Iteration 31Q (1944.640000 sec): 3 clusters Score: Raw -80654.882472 + Penalty 3198.649139 = -77456.233333 nChanged 2 SP:Iteration 32Q (1944.890000 sec): 3 clusters Score: Raw -80657.748202 + Penalty 3198.649139 = -77459.099063 nChanged 3 SP:Iteration 33Q (1945.030000 sec): 3 clusters Score: Raw -80666.823643 + Penalty 3198.649139 = -77468.174504 nChanged 3 SP:Iteration 34Q (1945.240000 sec): 3 clusters Score: Raw -80675.591521 + Penalty 3198.649139 = -77476.942382 nChanged 3 SP:Iteration 35Q (1945.440000 sec): 3 clusters Score: Raw -80685.538665 + Penalty 3198.649139 = -77486.889525 nChanged 4 SP:Iteration 36Q (1945.630000 sec): 3 clusters Score: Raw -80699.879605 + Penalty 3198.649139 = -77501.230466 nChanged 6 SP:Iteration 37Q (1945.850000 sec): 3 clusters Score: Raw -80712.671628 + Penalty 3198.649139 = -77514.022489 nChanged 2 SP:Iteration 38Q (1946.000000 sec): 3 clusters Score: Raw -80715.777022 + Penalty 3198.649139 = -77517.127883 nChanged 2 SP:Iteration 39Q (1946.180000 sec): 3 clusters Score: Raw -80722.795920 + Penalty 3198.649139 = -77524.146780 nChanged 5 SP:Iteration 40F (1946.400000 sec): 3 clusters Score: Raw -80731.027178 + Penalty 3198.649139 = -77532.378038 nChanged 3 SP:Iteration 41Q (1946.600000 sec): 3 clusters Score: Raw -80735.404052 + Penalty 3198.649139 = -77536.754913 nChanged 0 SP:Iteration 42F (1946.870000 sec): 3 clusters Score: Raw -80735.404052 + Penalty 3198.649139 = -77536.754913 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1946.950000 sec): 2 clusters Score: Raw -181744.657261 + Penalty 1784.220339 = -179960.436922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1947.190000 sec): 3 clusters Score: Raw -181311.811213 + Penalty 3568.440678 = -177743.370534 nChanged 361 SP:Iteration 1F (1947.460000 sec): 3 clusters Score: Raw -181631.782439 + Penalty 3568.440678 = -178063.341761 nChanged 87 SP:Iteration 2F (1947.690000 sec): 3 clusters Score: Raw -181726.271239 + Penalty 3568.440678 = -178157.830561 nChanged 39 SP:Iteration 3Q (1947.910000 sec): 3 clusters Score: Raw -181769.366748 + Penalty 3568.440678 = -178200.926070 nChanged 32 SP:Iteration 4Q (1948.110000 sec): 3 clusters Score: Raw -181805.979844 + Penalty 3568.440678 = -178237.539166 nChanged 20 SP:Iteration 5Q (1948.300000 sec): 3 clusters Score: Raw -181824.232967 + Penalty 3568.440678 = -178255.792289 nChanged 9 SP:Iteration 6Q (1948.520000 sec): 3 clusters Score: Raw -181835.013173 + Penalty 3568.440678 = -178266.572495 nChanged 7 SP:Iteration 7Q (1948.770000 sec): 3 clusters Score: Raw -181841.380425 + Penalty 3568.440678 = -178272.939747 nChanged 8 SP:Iteration 8Q (1948.920000 sec): 3 clusters Score: Raw -181850.316411 + Penalty 3568.440678 = -178281.875733 nChanged 8 SP:Iteration 9Q (1949.140000 sec): 3 clusters Score: Raw -181859.924938 + Penalty 3568.440678 = -178291.484260 nChanged 10 SP:Iteration 10Q (1949.350000 sec): 3 clusters Score: Raw -181867.067244 + Penalty 3568.440678 = -178298.626566 nChanged 6 SP:Iteration 11Q (1949.560000 sec): 3 clusters Score: Raw -181872.558829 + Penalty 3568.440678 = -178304.118151 nChanged 5 SP:Iteration 12Q (1949.790000 sec): 3 clusters Score: Raw -181877.983774 + Penalty 3568.440678 = -178309.543096 nChanged 9 SP:Iteration 13Q (1949.920000 sec): 3 clusters Score: Raw -181887.924894 + Penalty 3568.440678 = -178319.484216 nChanged 1 SP:Iteration 14Q (1950.130000 sec): 3 clusters Score: Raw -181888.579359 + Penalty 3568.440678 = -178320.138681 nChanged 0 SP:Iteration 15F (1950.310000 sec): 3 clusters Score: Raw -181888.579359 + Penalty 3568.440678 = -178320.138681 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1950.440000 sec): 2 clusters Score: Raw -32471.199779 + Penalty 1457.678474 = -31013.521305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1950.560000 sec): 3 clusters Score: Raw -32959.530512 + Penalty 2915.356948 = -30044.173565 nChanged 85 SP:Iteration 1F (1950.730000 sec): 3 clusters Score: Raw -33355.646324 + Penalty 2915.356948 = -30440.289377 nChanged 19 SP:Iteration 2F (1950.950000 sec): 3 clusters Score: Raw -33508.842482 + Penalty 2915.356948 = -30593.485535 nChanged 17 SP:Iteration 3Q (1951.190000 sec): 3 clusters Score: Raw -33571.946028 + Penalty 2915.356948 = -30656.589080 nChanged 5 SP:Iteration 4Q (1951.370000 sec): 3 clusters Score: Raw -33587.628402 + Penalty 2915.356948 = -30672.271454 nChanged 1 SP:Iteration 5Q (1951.610000 sec): 3 clusters Score: Raw -33592.236492 + Penalty 2915.356948 = -30676.879544 nChanged 0 SP:Iteration 6F (1951.750000 sec): 3 clusters Score: Raw -33592.236492 + Penalty 2915.356948 = -30676.879544 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 14 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1951.840000 sec): 2 clusters Score: Raw -42484.369906 + Penalty 1459.753800 = -41024.616106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1952.060000 sec): 3 clusters Score: Raw -42657.072623 + Penalty 2919.507600 = -39737.565023 nChanged 60 SP:Iteration 1F (1952.290000 sec): 3 clusters Score: Raw -42947.380118 + Penalty 2919.507600 = -40027.872519 nChanged 19 SP:Iteration 2F (1952.470000 sec): 3 clusters Score: Raw -43073.696060 + Penalty 2919.507600 = -40154.188461 nChanged 12 SP:Iteration 3Q (1952.710000 sec): 3 clusters Score: Raw -43283.796186 + Penalty 2919.507600 = -40364.288587 nChanged 12 SP:Iteration 4Q (1952.910000 sec): 3 clusters Score: Raw -43320.857097 + Penalty 2919.507600 = -40401.349497 nChanged 2 SP:Iteration 5Q (1953.050000 sec): 3 clusters Score: Raw -43325.824814 + Penalty 2919.507600 = -40406.317215 nChanged 3 SP:Iteration 6Q (1953.270000 sec): 3 clusters Score: Raw -43335.476923 + Penalty 2919.507600 = -40415.969324 nChanged 3 SP:Iteration 7Q (1953.450000 sec): 3 clusters Score: Raw -43342.027668 + Penalty 2919.507600 = -40422.520068 nChanged 0 SP:Iteration 8F (1953.700000 sec): 3 clusters Score: Raw -43342.027668 + Penalty 2919.507600 = -40422.520068 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (234102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1955.090000 sec): 2 clusters Score: Raw -32017121.312998 + Penalty 3066.151025 = -32014055.161973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1956.540000 sec): 3 clusters Score: Raw -31862973.482401 + Penalty 6132.302050 = -31856841.180352 nChanged 112928 SP:Iteration 1F (1958.000000 sec): 3 clusters Score: Raw -31929286.632898 + Penalty 6132.302050 = -31923154.330848 nChanged 6399 SP:Iteration 2Q (1959.720000 sec): 3 clusters Score: Raw -31930655.023521 + Penalty 6132.302050 = -31924522.721471 nChanged 7818 SP:Iteration 3Q (1961.280000 sec): 3 clusters Score: Raw -31932909.342485 + Penalty 6132.302050 = -31926777.040435 nChanged 10464 SP:Iteration 4Q (1962.930000 sec): 3 clusters Score: Raw -31937120.317302 + Penalty 6132.302050 = -31930988.015252 nChanged 14616 SP:Iteration 5F (1964.450000 sec): 3 clusters Score: Raw -31945501.511946 + Penalty 6132.302050 = -31939369.209896 nChanged 19701 SP:Iteration 6F (1965.810000 sec): 3 clusters Score: Raw -31960901.474330 + Penalty 6132.302050 = -31954769.172280 nChanged 22720 SP:Iteration 7F (1967.300000 sec): 3 clusters Score: Raw -31983052.945880 + Penalty 6132.302050 = -31976920.643830 nChanged 19046 SP:Iteration 8F (1968.710000 sec): 3 clusters Score: Raw -32003277.364629 + Penalty 6132.302050 = -31997145.062579 nChanged 10025 SP:Iteration 9Q (1969.970000 sec): 3 clusters Score: Raw -32013506.661556 + Penalty 6132.302050 = -32007374.359506 nChanged 3117 SP:Iteration 10Q (1971.320000 sec): 3 clusters Score: Raw -32016450.885247 + Penalty 6132.302050 = -32010318.583198 nChanged 715 SP:Iteration 11Q (1972.580000 sec): 3 clusters Score: Raw -32017136.227304 + Penalty 6132.302050 = -32011003.925254 nChanged 146 SP:Iteration 12Q (1973.950000 sec): 3 clusters Score: Raw -32017313.928127 + Penalty 6132.302050 = -32011181.626078 nChanged 45 SP:Iteration 13Q (1975.250000 sec): 3 clusters Score: Raw -32017383.748168 + Penalty 6132.302050 = -32011251.446118 nChanged 25 SP:Iteration 14Q (1976.480000 sec): 3 clusters Score: Raw -32017429.106881 + Penalty 6132.302050 = -32011296.804831 nChanged 11 SP:Iteration 15Q (1977.620000 sec): 3 clusters Score: Raw -32017448.374343 + Penalty 6132.302050 = -32011316.072293 nChanged 7 SP:Iteration 16Q (1978.860000 sec): 3 clusters Score: Raw -32017466.825708 + Penalty 6132.302050 = -32011334.523658 nChanged 5 SP:Iteration 17Q (1980.010000 sec): 3 clusters Score: Raw -32017477.873333 + Penalty 6132.302050 = -32011345.571284 nChanged 7 SP:Iteration 18Q (1981.100000 sec): 3 clusters Score: Raw -32017488.067264 + Penalty 6132.302050 = -32011355.765214 nChanged 4 SP:Iteration 19Q (1982.170000 sec): 3 clusters Score: Raw -32017494.219004 + Penalty 6132.302050 = -32011361.916954 nChanged 2 SP:Iteration 20F (1983.650000 sec): 3 clusters Score: Raw -32017496.194969 + Penalty 6132.302050 = -32011363.892919 nChanged 1 SP:Iteration 21Q (1984.830000 sec): 3 clusters Score: Raw -32017498.232972 + Penalty 6132.302050 = -32011365.930922 nChanged 0 SP:Iteration 22F (1986.230000 sec): 3 clusters Score: Raw -32017498.232972 + Penalty 6132.302050 = -32011365.930922 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.490000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1986.670000 sec): 3 clusters Score: Raw -102336.323653 + Penalty 3304.279951 = -99032.043702 nChanged 169 SP:Iteration 1F (1986.900000 sec): 3 clusters Score: Raw -102567.886394 + Penalty 3304.279951 = -99263.606442 nChanged 49 SP:Iteration 2F (1987.130000 sec): 3 clusters Score: Raw -102664.299850 + Penalty 3304.279951 = -99360.019899 nChanged 32 SP:Iteration 3Q (1987.350000 sec): 3 clusters Score: Raw -102728.748671 + Penalty 3304.279951 = -99424.468720 nChanged 19 SP:Iteration 4Q (1987.560000 sec): 3 clusters Score: Raw -102760.975539 + Penalty 3304.279951 = -99456.695588 nChanged 13 SP:Iteration 5Q (1987.820000 sec): 3 clusters Score: Raw -102783.312206 + Penalty 3304.279951 = -99479.032254 nChanged 8 SP:Iteration 6Q (1988.060000 sec): 3 clusters Score: Raw -102791.880121 + Penalty 3304.279951 = -99487.600170 nChanged 2 SP:Iteration 7Q (1988.250000 sec): 3 clusters Score: Raw -102794.736616 + Penalty 3304.279951 = -99490.456665 nChanged 2 SP:Iteration 8Q (1988.410000 sec): 3 clusters Score: Raw -102797.561989 + Penalty 3304.279951 = -99493.282037 nChanged 1 SP:Iteration 9Q (1988.610000 sec): 3 clusters Score: Raw -102798.421081 + Penalty 3304.279951 = -99494.141129 nChanged 0 SP:Iteration 10F (1988.830000 sec): 3 clusters Score: Raw -102798.421081 + Penalty 3304.279951 = -99494.141129 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.930000 sec): 2 clusters Score: Raw -521493.948729 + Penalty 2056.241371 = -519437.707357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1989.150000 sec): 3 clusters Score: Raw -519630.300116 + Penalty 4112.482743 = -515517.817373 nChanged 1440 SP:Iteration 1F (1989.350000 sec): 3 clusters Score: Raw -520476.218127 + Penalty 4112.482743 = -516363.735384 nChanged 311 SP:Iteration 2F (1989.620000 sec): 3 clusters Score: Raw -520685.173087 + Penalty 4112.482743 = -516572.690345 nChanged 221 SP:Iteration 3F (1989.860000 sec): 3 clusters Score: Raw -520858.942788 + Penalty 4112.482743 = -516746.460045 nChanged 191 SP:Iteration 4Q (1990.050000 sec): 3 clusters Score: Raw -521038.110709 + Penalty 4112.482743 = -516925.627967 nChanged 180 SP:Iteration 5Q (1990.290000 sec): 3 clusters Score: Raw -521210.323735 + Penalty 4112.482743 = -517097.840993 nChanged 184 SP:Iteration 6Q (1990.480000 sec): 3 clusters Score: Raw -521396.221279 + Penalty 4112.482743 = -517283.738536 nChanged 183 SP:Iteration 7Q (1990.670000 sec): 3 clusters Score: Raw -521564.348830 + Penalty 4112.482743 = -517451.866088 nChanged 169 SP:Iteration 8Q (1990.880000 sec): 3 clusters Score: Raw -521719.433900 + Penalty 4112.482743 = -517606.951157 nChanged 158 SP:Iteration 9Q (1991.110000 sec): 3 clusters Score: Raw -521871.394397 + Penalty 4112.482743 = -517758.911654 nChanged 134 SP:Iteration 10Q (1991.320000 sec): 3 clusters Score: Raw -521994.063209 + Penalty 4112.482743 = -517881.580466 nChanged 94 SP:Iteration 11Q (1991.480000 sec): 3 clusters Score: Raw -522073.002988 + Penalty 4112.482743 = -517960.520246 nChanged 89 SP:Iteration 12Q (1991.730000 sec): 3 clusters Score: Raw -522148.997381 + Penalty 4112.482743 = -518036.514638 nChanged 72 SP:Iteration 13Q (1991.940000 sec): 3 clusters Score: Raw -522205.628275 + Penalty 4112.482743 = -518093.145532 nChanged 50 SP:Iteration 14Q (1992.120000 sec): 3 clusters Score: Raw -522238.979563 + Penalty 4112.482743 = -518126.496820 nChanged 40 SP:Iteration 15Q (1992.300000 sec): 3 clusters Score: Raw -522266.974670 + Penalty 4112.482743 = -518154.491927 nChanged 40 SP:Iteration 16Q (1992.520000 sec): 3 clusters Score: Raw -522293.108752 + Penalty 4112.482743 = -518180.626009 nChanged 32 SP:Iteration 17Q (1992.720000 sec): 3 clusters Score: Raw -522310.528161 + Penalty 4112.482743 = -518198.045418 nChanged 19 SP:Iteration 18Q (1992.990000 sec): 3 clusters Score: Raw -522320.475107 + Penalty 4112.482743 = -518207.992365 nChanged 14 SP:Iteration 19Q (1993.200000 sec): 3 clusters Score: Raw -522324.776681 + Penalty 4112.482743 = -518212.293938 nChanged 11 SP:Iteration 20F (1993.430000 sec): 3 clusters Score: Raw -522328.776239 + Penalty 4112.482743 = -518216.293496 nChanged 7 SP:Iteration 21Q (1993.650000 sec): 3 clusters Score: Raw -522331.267324 + Penalty 4112.482743 = -518218.784581 nChanged 5 SP:Iteration 22Q (1993.860000 sec): 3 clusters Score: Raw -522332.440860 + Penalty 4112.482743 = -518219.958117 nChanged 2 SP:Iteration 23Q (1994.100000 sec): 3 clusters Score: Raw -522333.174282 + Penalty 4112.482743 = -518220.691539 nChanged 2 SP:Iteration 24Q (1994.310000 sec): 3 clusters Score: Raw -522334.356396 + Penalty 4112.482743 = -518221.873653 nChanged 2 SP:Iteration 25Q (1994.550000 sec): 3 clusters Score: Raw -522335.432453 + Penalty 4112.482743 = -518222.949710 nChanged 3 SP:Iteration 26Q (1994.760000 sec): 3 clusters Score: Raw -522336.417926 + Penalty 4112.482743 = -518223.935183 nChanged 2 SP:Iteration 27Q (1994.990000 sec): 3 clusters Score: Raw -522337.493981 + Penalty 4112.482743 = -518225.011239 nChanged 2 SP:Iteration 28Q (1995.190000 sec): 3 clusters Score: Raw -522338.193479 + Penalty 4112.482743 = -518225.710737 nChanged 0 SP:Iteration 29F (1995.380000 sec): 3 clusters Score: Raw -522338.193479 + Penalty 4112.482743 = -518225.710737 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.500000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.690000 sec): 3 clusters Score: Raw -100650.054950 + Penalty 3272.184268 = -97377.870682 nChanged 141 SP:Iteration 1F (1995.960000 sec): 3 clusters Score: Raw -100853.863922 + Penalty 3272.184268 = -97581.679654 nChanged 36 SP:Iteration 2Q (1996.180000 sec): 3 clusters Score: Raw -100909.329944 + Penalty 3272.184268 = -97637.145676 nChanged 15 SP:Iteration 3Q (1996.320000 sec): 3 clusters Score: Raw -100938.103058 + Penalty 3272.184268 = -97665.918790 nChanged 8 SP:Iteration 4Q (1996.480000 sec): 3 clusters Score: Raw -100952.425897 + Penalty 3272.184268 = -97680.241629 nChanged 6 SP:Iteration 5Q (1996.630000 sec): 3 clusters Score: Raw -100962.019972 + Penalty 3272.184268 = -97689.835704 nChanged 3 SP:Iteration 6Q (1996.840000 sec): 3 clusters Score: Raw -100965.891109 + Penalty 3272.184268 = -97693.706841 nChanged 0 SP:Iteration 7F (1996.990000 sec): 3 clusters Score: Raw -100965.891109 + Penalty 3272.184268 = -97693.706841 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (106898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.750000 sec): 2 clusters Score: Raw -14658249.921135 + Penalty 2871.748336 = -14655378.172799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1998.570000 sec): 3 clusters Score: Raw -14589396.256939 + Penalty 5743.496672 = -14583652.760267 nChanged 50829 SP:Iteration 1F (1999.330000 sec): 3 clusters Score: Raw -14618437.514344 + Penalty 5743.496672 = -14612694.017671 nChanged 3337 SP:Iteration 2Q (2000.300000 sec): 3 clusters Score: Raw -14619150.842503 + Penalty 5743.496672 = -14613407.345830 nChanged 3316 SP:Iteration 3Q (2001.260000 sec): 3 clusters Score: Raw -14619893.389832 + Penalty 5743.496672 = -14614149.893159 nChanged 3392 SP:Iteration 4Q (2002.100000 sec): 3 clusters Score: Raw -14620716.099246 + Penalty 5743.496672 = -14614972.602573 nChanged 3565 SP:Iteration 5Q (2002.890000 sec): 3 clusters Score: Raw -14621631.155374 + Penalty 5743.496672 = -14615887.658702 nChanged 3759 SP:Iteration 6Q (2003.680000 sec): 3 clusters Score: Raw -14622708.858173 + Penalty 5743.496672 = -14616965.361500 nChanged 4034 SP:Iteration 7Q (2004.520000 sec): 3 clusters Score: Raw -14623964.578812 + Penalty 5743.496672 = -14618221.082140 nChanged 4383 SP:Iteration 8Q (2005.380000 sec): 3 clusters Score: Raw -14625527.456160 + Penalty 5743.496672 = -14619783.959487 nChanged 4872 SP:Iteration 9Q (2006.250000 sec): 3 clusters Score: Raw -14627673.426049 + Penalty 5743.496672 = -14621929.929377 nChanged 5627 SP:Iteration 10F (2007.080000 sec): 3 clusters Score: Raw -14630753.797524 + Penalty 5743.496672 = -14625010.300852 nChanged 6217 SP:Iteration 11F (2007.860000 sec): 3 clusters Score: Raw -14634898.499417 + Penalty 5743.496672 = -14629155.002745 nChanged 6577 SP:Iteration 12F (2008.710000 sec): 3 clusters Score: Raw -14639975.036087 + Penalty 5743.496672 = -14634231.539414 nChanged 6074 SP:Iteration 13F (2009.440000 sec): 3 clusters Score: Raw -14645072.206668 + Penalty 5743.496672 = -14639328.709995 nChanged 4847 SP:Iteration 14Q (2010.290000 sec): 3 clusters Score: Raw -14649177.804904 + Penalty 5743.496672 = -14643434.308231 nChanged 3465 SP:Iteration 15Q (2011.010000 sec): 3 clusters Score: Raw -14651970.996365 + Penalty 5743.496672 = -14646227.499692 nChanged 2417 SP:Iteration 16Q (2011.750000 sec): 3 clusters Score: Raw -14653799.268762 + Penalty 5743.496672 = -14648055.772089 nChanged 1831 SP:Iteration 17Q (2012.480000 sec): 3 clusters Score: Raw -14655085.230731 + Penalty 5743.496672 = -14649341.734058 nChanged 1372 SP:Iteration 18Q (2013.190000 sec): 3 clusters Score: Raw -14656017.818635 + Penalty 5743.496672 = -14650274.321963 nChanged 1032 SP:Iteration 19Q (2013.890000 sec): 3 clusters Score: Raw -14656640.892031 + Penalty 5743.496672 = -14650897.395359 nChanged 783 SP:Iteration 20F (2014.640000 sec): 3 clusters Score: Raw -14657097.872876 + Penalty 5743.496672 = -14651354.376204 nChanged 621 SP:Iteration 21Q (2015.360000 sec): 3 clusters Score: Raw -14657443.446996 + Penalty 5743.496672 = -14651699.950323 nChanged 484 SP:Iteration 22Q (2016.060000 sec): 3 clusters Score: Raw -14657703.714576 + Penalty 5743.496672 = -14651960.217904 nChanged 380 SP:Iteration 23Q (2016.730000 sec): 3 clusters Score: Raw -14657900.836361 + Penalty 5743.496672 = -14652157.339689 nChanged 305 SP:Iteration 24Q (2017.440000 sec): 3 clusters Score: Raw -14658047.786375 + Penalty 5743.496672 = -14652304.289702 nChanged 237 SP:Iteration 25Q (2018.110000 sec): 3 clusters Score: Raw -14658151.687055 + Penalty 5743.496672 = -14652408.190383 nChanged 191 SP:Iteration 26Q (2018.760000 sec): 3 clusters Score: Raw -14658240.506654 + Penalty 5743.496672 = -14652497.009981 nChanged 149 SP:Iteration 27Q (2019.430000 sec): 3 clusters Score: Raw -14658307.213959 + Penalty 5743.496672 = -14652563.717287 nChanged 130 SP:Iteration 28Q (2020.030000 sec): 3 clusters Score: Raw -14658375.219961 + Penalty 5743.496672 = -14652631.723289 nChanged 127 SP:Iteration 29Q (2020.670000 sec): 3 clusters Score: Raw -14658427.485761 + Penalty 5743.496672 = -14652683.989089 nChanged 94 SP:Iteration 30Q (2021.380000 sec): 3 clusters Score: Raw -14658465.065950 + Penalty 5743.496672 = -14652721.569278 nChanged 75 SP:Iteration 31Q (2022.080000 sec): 3 clusters Score: Raw -14658499.846235 + Penalty 5743.496672 = -14652756.349563 nChanged 62 SP:Iteration 32Q (2022.740000 sec): 3 clusters Score: Raw -14658528.582008 + Penalty 5743.496672 = -14652785.085335 nChanged 46 SP:Iteration 33Q (2023.410000 sec): 3 clusters Score: Raw -14658548.203650 + Penalty 5743.496672 = -14652804.706977 nChanged 39 SP:Iteration 34Q (2024.090000 sec): 3 clusters Score: Raw -14658566.206918 + Penalty 5743.496672 = -14652822.710245 nChanged 36 SP:Iteration 35Q (2024.750000 sec): 3 clusters Score: Raw -14658581.657047 + Penalty 5743.496672 = -14652838.160375 nChanged 22 SP:Iteration 36Q (2025.420000 sec): 3 clusters Score: Raw -14658593.335679 + Penalty 5743.496672 = -14652849.839007 nChanged 27 SP:Iteration 37Q (2026.090000 sec): 3 clusters Score: Raw -14658605.702217 + Penalty 5743.496672 = -14652862.205545 nChanged 18 SP:Iteration 38Q (2026.690000 sec): 3 clusters Score: Raw -14658612.444195 + Penalty 5743.496672 = -14652868.947523 nChanged 16 SP:Iteration 39Q (2027.360000 sec): 3 clusters Score: Raw -14658617.534963 + Penalty 5743.496672 = -14652874.038291 nChanged 8 SP:Iteration 40F (2028.080000 sec): 3 clusters Score: Raw -14658620.932347 + Penalty 5743.496672 = -14652877.435675 nChanged 9 SP:Iteration 41Q (2028.800000 sec): 3 clusters Score: Raw -14658623.322484 + Penalty 5743.496672 = -14652879.825811 nChanged 3 SP:Iteration 42Q (2029.480000 sec): 3 clusters Score: Raw -14658624.640009 + Penalty 5743.496672 = -14652881.143337 nChanged 2 SP:Iteration 43Q (2030.120000 sec): 3 clusters Score: Raw -14658625.239239 + Penalty 5743.496672 = -14652881.742566 nChanged 1 SP:Iteration 44Q (2030.800000 sec): 3 clusters Score: Raw -14658625.430705 + Penalty 5743.496672 = -14652881.934032 nChanged 0 SP:Iteration 45F (2031.550000 sec): 3 clusters Score: Raw -14658625.430705 + Penalty 5743.496672 = -14652881.934032 nChanged 0 Iteration 99Q (2046.320000 sec): 21 clusters Score: Raw -78070414.277158 + Penalty 65794.165013 = -78004620.112145 nChanged 6 Iteration 100F (2070.210000 sec): 21 clusters Score: Raw -78071348.232451 + Penalty 65794.165013 = -78005554.067438 nChanged 30 Iteration 101Q (2085.800000 sec): 21 clusters Score: Raw -78072121.435593 + Penalty 65794.165013 = -78006327.270581 nChanged 13 Iteration 102Q (2101.360000 sec): 21 clusters Score: Raw -78072213.627046 + Penalty 65794.165013 = -78006419.462033 nChanged 11 Iteration 103Q (2116.380000 sec): 21 clusters Score: Raw -78072221.398876 + Penalty 65794.165013 = -78006427.233864 nChanged 7 Iteration 104Q (2131.600000 sec): 21 clusters Score: Raw -78072221.429722 + Penalty 65794.165013 = -78006427.264710 nChanged 5 Iteration 105Q (2147.360000 sec): 21 clusters Score: Raw -78072221.463762 + Penalty 65794.165013 = -78006427.298750 nChanged 5 Iteration 106Q (2168.870000 sec): 21 clusters Score: Raw -78072221.486442 + Penalty 65794.165013 = -78006427.321429 nChanged 3 Iteration 107Q (2184.660000 sec): 21 clusters Score: Raw -78072221.496961 + Penalty 65794.165013 = -78006427.331949 nChanged 2 Iteration 108Q (2200.870000 sec): 21 clusters Score: Raw -78072221.501710 + Penalty 65794.165013 = -78006427.336697 nChanged 1 Iteration 109Q (2215.000000 sec): 21 clusters Score: Raw -78072221.503110 + Penalty 65794.165013 = -78006427.338098 nChanged 0 Iteration 110F (2238.090000 sec): 21 clusters Score: Raw -78072608.598141 + Penalty 65794.165013 = -78006814.433128 nChanged 9 Iteration 111Q (2252.180000 sec): 21 clusters Score: Raw -78072862.408792 + Penalty 65794.165013 = -78007068.243779 nChanged 0 Iteration 112F (2275.660000 sec): 21 clusters Score: Raw -78073059.920505 + Penalty 65794.165013 = -78007265.755492 nChanged 6 Iteration 113Q (2290.760000 sec): 21 clusters Score: Raw -78073248.939365 + Penalty 65794.165013 = -78007454.774353 nChanged 1 Iteration 114Q (2305.990000 sec): 21 clusters Score: Raw -78073251.937346 + Penalty 65794.165013 = -78007457.772333 nChanged 1 Iteration 115Q (2320.750000 sec): 21 clusters Score: Raw -78073255.281048 + Penalty 65794.165013 = -78007461.116036 nChanged 0 Iteration 116F (2345.260000 sec): 21 clusters Score: Raw -78073389.020170 + Penalty 65794.165013 = -78007594.855157 nChanged 8 Iteration 117Q (2360.720000 sec): 21 clusters Score: Raw -78073902.794221 + Penalty 65794.165013 = -78008108.629208 nChanged 4 Iteration 118Q (2375.780000 sec): 21 clusters Score: Raw -78073954.947877 + Penalty 65794.165013 = -78008160.782864 nChanged 0 Iteration 119F (2399.740000 sec): 21 clusters Score: Raw -78074206.275961 + Penalty 65794.165013 = -78008412.110948 nChanged 9 Iteration 120F (2422.750000 sec): 21 clusters Score: Raw -78074516.926777 + Penalty 65794.165013 = -78008722.761764 nChanged 4 Iteration 121Q (2438.790000 sec): 21 clusters Score: Raw -78074612.429320 + Penalty 65794.165013 = -78008818.264307 nChanged 1 Iteration 122Q (2453.100000 sec): 21 clusters Score: Raw -78074647.307186 + Penalty 65794.165013 = -78008853.142174 nChanged 1 Iteration 123Q (2468.150000 sec): 21 clusters Score: Raw -78074650.351851 + Penalty 65794.165013 = -78008856.186838 nChanged 0 Iteration 124F (2492.140000 sec): 21 clusters Score: Raw -78074712.254238 + Penalty 65794.165013 = -78008918.089225 nChanged 6 Iteration 125Q (2506.960000 sec): 21 clusters Score: Raw -78074939.580076 + Penalty 65794.165013 = -78009145.415064 nChanged 3 Iteration 126Q (2522.530000 sec): 21 clusters Score: Raw -78074994.120270 + Penalty 65794.165013 = -78009199.955257 nChanged 1 Iteration 127Q (2538.410000 sec): 21 clusters Score: Raw -78074999.364772 + Penalty 65794.165013 = -78009205.199759 nChanged 2 Iteration 128Q (2554.630000 sec): 21 clusters Score: Raw -78075007.450285 + Penalty 65794.165013 = -78009213.285272 nChanged 1 Iteration 129Q (2571.830000 sec): 21 clusters Score: Raw -78075011.249537 + Penalty 65794.165013 = -78009217.084524 nChanged 0 Iteration 130F (2597.770000 sec): 21 clusters Score: Raw -78075082.193117 + Penalty 65794.165013 = -78009288.028104 nChanged 2 Iteration 131Q (2613.960000 sec): 21 clusters Score: Raw -78075125.185612 + Penalty 65794.165013 = -78009331.020600 nChanged 0 Iteration 132F (2638.410000 sec): 21 clusters Score: Raw -78075125.185612 + Penalty 65794.165013 = -78009331.020600 nChanged 0 Compute initial score before splitting: Score: Raw -78075125.185612 + Penalty 65794.165013 = -78009331.020600 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2638.600000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2638.790000 sec): 3 clusters Score: Raw -70668.288347 + Penalty 3114.146626 = -67554.141721 nChanged 100 SP:Iteration 1F (2638.980000 sec): 3 clusters Score: Raw -70844.462432 + Penalty 3114.146626 = -67730.315805 nChanged 34 SP:Iteration 2F (2639.190000 sec): 3 clusters Score: Raw -70918.171183 + Penalty 3114.146626 = -67804.024557 nChanged 17 SP:Iteration 3Q (2639.400000 sec): 3 clusters Score: Raw -70956.408614 + Penalty 3114.146626 = -67842.261988 nChanged 12 SP:Iteration 4Q (2639.600000 sec): 3 clusters Score: Raw -70981.003450 + Penalty 3114.146626 = -67866.856824 nChanged 9 SP:Iteration 5Q (2639.730000 sec): 3 clusters Score: Raw -71001.850703 + Penalty 3114.146626 = -67887.704077 nChanged 7 SP:Iteration 6Q (2639.900000 sec): 3 clusters Score: Raw -71043.169976 + Penalty 3114.146626 = -67929.023350 nChanged 9 SP:Iteration 7Q (2640.060000 sec): 3 clusters Score: Raw -71092.662280 + Penalty 3114.146626 = -67978.515654 nChanged 13 SP:Iteration 8Q (2640.220000 sec): 3 clusters Score: Raw -71204.593432 + Penalty 3114.146626 = -68090.446806 nChanged 20 SP:Iteration 9Q (2640.420000 sec): 3 clusters Score: Raw -71424.782185 + Penalty 3114.146626 = -68310.635558 nChanged 25 SP:Iteration 10Q (2640.640000 sec): 3 clusters Score: Raw -71750.748895 + Penalty 3114.146626 = -68636.602269 nChanged 26 SP:Iteration 11Q (2640.840000 sec): 3 clusters Score: Raw -71841.335431 + Penalty 3114.146626 = -68727.188804 nChanged 10 SP:Iteration 12Q (2641.040000 sec): 3 clusters Score: Raw -71888.860594 + Penalty 3114.146626 = -68774.713968 nChanged 7 SP:Iteration 13Q (2641.240000 sec): 3 clusters Score: Raw -71917.599678 + Penalty 3114.146626 = -68803.453051 nChanged 1 SP:Iteration 14Q (2641.420000 sec): 3 clusters Score: Raw -71923.078005 + Penalty 3114.146626 = -68808.931378 nChanged 2 SP:Iteration 15Q (2641.570000 sec): 3 clusters Score: Raw -71936.197800 + Penalty 3114.146626 = -68822.051174 nChanged 2 SP:Iteration 16Q (2641.770000 sec): 3 clusters Score: Raw -71942.258217 + Penalty 3114.146626 = -68828.111591 nChanged 1 SP:Iteration 17Q (2641.940000 sec): 3 clusters Score: Raw -71947.860312 + Penalty 3114.146626 = -68833.713685 nChanged 0 SP:Iteration 18F (2642.090000 sec): 3 clusters Score: Raw -71947.860312 + Penalty 3114.146626 = -68833.713685 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2642.200000 sec): 2 clusters Score: Raw -39549.299428 + Penalty 1428.207640 = -38121.091788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2642.370000 sec): 3 clusters Score: Raw -39705.822170 + Penalty 2856.415280 = -36849.406890 nChanged 36 SP:Iteration 1F (2642.510000 sec): 3 clusters Score: Raw -39857.304784 + Penalty 2856.415280 = -37000.889504 nChanged 14 SP:Iteration 2Q (2642.660000 sec): 3 clusters Score: Raw -39912.223224 + Penalty 2856.415280 = -37055.807944 nChanged 8 SP:Iteration 3Q (2642.880000 sec): 3 clusters Score: Raw -39953.412533 + Penalty 2856.415280 = -37096.997253 nChanged 3 SP:Iteration 4Q (2643.060000 sec): 3 clusters Score: Raw -39962.027006 + Penalty 2856.415280 = -37105.611726 nChanged 2 SP:Iteration 5Q (2643.200000 sec): 3 clusters Score: Raw -39999.706488 + Penalty 2856.415280 = -37143.291208 nChanged 4 SP:Iteration 6Q (2643.430000 sec): 3 clusters Score: Raw -40022.814406 + Penalty 2856.415280 = -37166.399126 nChanged 3 SP:Iteration 7Q (2643.600000 sec): 3 clusters Score: Raw -40032.955848 + Penalty 2856.415280 = -37176.540568 nChanged 2 SP:Iteration 8Q (2643.840000 sec): 3 clusters Score: Raw -40051.566208 + Penalty 2856.415280 = -37195.150929 nChanged 4 SP:Iteration 9Q (2644.020000 sec): 3 clusters Score: Raw -40069.529930 + Penalty 2856.415280 = -37213.114650 nChanged 3 SP:Iteration 10Q (2644.190000 sec): 3 clusters Score: Raw -40110.348694 + Penalty 2856.415280 = -37253.933414 nChanged 2 SP:Iteration 11Q (2644.410000 sec): 3 clusters Score: Raw -40128.602056 + Penalty 2856.415280 = -37272.186776 nChanged 3 SP:Iteration 12Q (2644.580000 sec): 3 clusters Score: Raw -40215.487888 + Penalty 2856.415280 = -37359.072609 nChanged 6 SP:Iteration 13Q (2644.790000 sec): 3 clusters Score: Raw -40245.773347 + Penalty 2856.415280 = -37389.358067 nChanged 6 SP:Iteration 14Q (2644.950000 sec): 3 clusters Score: Raw -40267.763608 + Penalty 2856.415280 = -37411.348328 nChanged 1 SP:Iteration 15Q (2645.120000 sec): 3 clusters Score: Raw -40271.282576 + Penalty 2856.415280 = -37414.867296 nChanged 0 SP:Iteration 16F (2645.290000 sec): 3 clusters Score: Raw -40272.421392 + Penalty 2856.415280 = -37416.006112 nChanged 1 SP:Iteration 17Q (2645.470000 sec): 3 clusters Score: Raw -40279.006043 + Penalty 2856.415280 = -37422.590763 nChanged 0 SP:Iteration 18F (2645.630000 sec): 3 clusters Score: Raw -40279.006043 + Penalty 2856.415280 = -37422.590763 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2645.760000 sec): 2 clusters Score: Raw -39071.009923 + Penalty 1449.916816 = -37621.093107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2645.920000 sec): 3 clusters Score: Raw -39337.317110 + Penalty 2899.833632 = -36437.483477 nChanged 63 SP:Iteration 1F (2646.100000 sec): 3 clusters Score: Raw -39515.568318 + Penalty 2899.833632 = -36615.734685 nChanged 22 SP:Iteration 2F (2646.230000 sec): 3 clusters Score: Raw -39667.106671 + Penalty 2899.833632 = -36767.273039 nChanged 16 SP:Iteration 3Q (2646.450000 sec): 3 clusters Score: Raw -39751.689787 + Penalty 2899.833632 = -36851.856154 nChanged 10 SP:Iteration 4Q (2646.610000 sec): 3 clusters Score: Raw -39778.086379 + Penalty 2899.833632 = -36878.252747 nChanged 5 SP:Iteration 5Q (2646.760000 sec): 3 clusters Score: Raw -39789.931367 + Penalty 2899.833632 = -36890.097734 nChanged 4 SP:Iteration 6Q (2646.920000 sec): 3 clusters Score: Raw -39801.351392 + Penalty 2899.833632 = -36901.517759 nChanged 1 SP:Iteration 7Q (2647.090000 sec): 3 clusters Score: Raw -39804.084384 + Penalty 2899.833632 = -36904.250752 nChanged 1 SP:Iteration 8Q (2647.290000 sec): 3 clusters Score: Raw -39805.948059 + Penalty 2899.833632 = -36906.114426 nChanged 0 SP:Iteration 9F (2647.460000 sec): 3 clusters Score: Raw -39805.948059 + Penalty 2899.833632 = -36906.114426 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2647.790000 sec): 2 clusters Score: Raw -4711915.765240 + Penalty 2593.791603 = -4709321.973637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2648.220000 sec): 3 clusters Score: Raw -4690880.219968 + Penalty 5187.583207 = -4685692.636761 nChanged 15756 SP:Iteration 1F (2648.670000 sec): 3 clusters Score: Raw -4699720.279702 + Penalty 5187.583207 = -4694532.696496 nChanged 1746 SP:Iteration 2F (2649.080000 sec): 3 clusters Score: Raw -4700424.171123 + Penalty 5187.583207 = -4695236.587916 nChanged 1734 SP:Iteration 3Q (2649.480000 sec): 3 clusters Score: Raw -4701238.715366 + Penalty 5187.583207 = -4696051.132160 nChanged 1886 SP:Iteration 4F (2649.880000 sec): 3 clusters Score: Raw -4702239.604073 + Penalty 5187.583207 = -4697052.020867 nChanged 2104 SP:Iteration 5F (2650.290000 sec): 3 clusters Score: Raw -4703467.932112 + Penalty 5187.583207 = -4698280.348905 nChanged 2306 SP:Iteration 6F (2650.700000 sec): 3 clusters Score: Raw -4704977.252500 + Penalty 5187.583207 = -4699789.669293 nChanged 2287 SP:Iteration 7F (2651.120000 sec): 3 clusters Score: Raw -4706504.176795 + Penalty 5187.583207 = -4701316.593588 nChanged 1955 SP:Iteration 8F (2651.560000 sec): 3 clusters Score: Raw -4707942.105474 + Penalty 5187.583207 = -4702754.522267 nChanged 1523 SP:Iteration 9Q (2651.960000 sec): 3 clusters Score: Raw -4709107.787736 + Penalty 5187.583207 = -4703920.204529 nChanged 1099 SP:Iteration 10Q (2652.360000 sec): 3 clusters Score: Raw -4710041.852016 + Penalty 5187.583207 = -4704854.268809 nChanged 858 SP:Iteration 11Q (2652.770000 sec): 3 clusters Score: Raw -4711149.990210 + Penalty 5187.583207 = -4705962.407004 nChanged 580 SP:Iteration 12Q (2653.210000 sec): 3 clusters Score: Raw -4711753.776651 + Penalty 5187.583207 = -4706566.193445 nChanged 464 SP:Iteration 13Q (2653.600000 sec): 3 clusters Score: Raw -4712013.950706 + Penalty 5187.583207 = -4706826.367500 nChanged 348 SP:Iteration 14Q (2654.050000 sec): 3 clusters Score: Raw -4712165.068043 + Penalty 5187.583207 = -4706977.484836 nChanged 299 SP:Iteration 15Q (2654.480000 sec): 3 clusters Score: Raw -4712287.288458 + Penalty 5187.583207 = -4707099.705251 nChanged 242 SP:Iteration 16Q (2654.850000 sec): 3 clusters Score: Raw -4712372.152154 + Penalty 5187.583207 = -4707184.568947 nChanged 212 SP:Iteration 17Q (2655.280000 sec): 3 clusters Score: Raw -4712435.415884 + Penalty 5187.583207 = -4707247.832677 nChanged 153 SP:Iteration 18Q (2655.710000 sec): 3 clusters Score: Raw -4712470.131304 + Penalty 5187.583207 = -4707282.548097 nChanged 132 SP:Iteration 19Q (2656.100000 sec): 3 clusters Score: Raw -4712494.690105 + Penalty 5187.583207 = -4707307.106899 nChanged 107 SP:Iteration 20F (2656.560000 sec): 3 clusters Score: Raw -4712513.734032 + Penalty 5187.583207 = -4707326.150825 nChanged 99 SP:Iteration 21Q (2656.940000 sec): 3 clusters Score: Raw -4712529.948346 + Penalty 5187.583207 = -4707342.365140 nChanged 82 SP:Iteration 22Q (2657.340000 sec): 3 clusters Score: Raw -4712544.929216 + Penalty 5187.583207 = -4707357.346009 nChanged 79 SP:Iteration 23Q (2657.720000 sec): 3 clusters Score: Raw -4712559.201605 + Penalty 5187.583207 = -4707371.618398 nChanged 82 SP:Iteration 24Q (2658.100000 sec): 3 clusters Score: Raw -4712572.293180 + Penalty 5187.583207 = -4707384.709974 nChanged 67 SP:Iteration 25Q (2658.510000 sec): 3 clusters Score: Raw -4712585.080126 + Penalty 5187.583207 = -4707397.496920 nChanged 77 SP:Iteration 26Q (2658.890000 sec): 3 clusters Score: Raw -4712600.258960 + Penalty 5187.583207 = -4707412.675754 nChanged 76 SP:Iteration 27Q (2659.340000 sec): 3 clusters Score: Raw -4712614.187385 + Penalty 5187.583207 = -4707426.604179 nChanged 80 SP:Iteration 28Q (2659.750000 sec): 3 clusters Score: Raw -4712630.724588 + Penalty 5187.583207 = -4707443.141382 nChanged 68 SP:Iteration 29Q (2660.140000 sec): 3 clusters Score: Raw -4712642.676834 + Penalty 5187.583207 = -4707455.093627 nChanged 68 SP:Iteration 30Q (2660.560000 sec): 3 clusters Score: Raw -4712654.123341 + Penalty 5187.583207 = -4707466.540135 nChanged 62 SP:Iteration 31Q (2660.980000 sec): 3 clusters Score: Raw -4712664.844639 + Penalty 5187.583207 = -4707477.261433 nChanged 55 SP:Iteration 32Q (2661.380000 sec): 3 clusters Score: Raw -4712674.789893 + Penalty 5187.583207 = -4707487.206687 nChanged 43 SP:Iteration 33Q (2661.690000 sec): 3 clusters Score: Raw -4712682.451447 + Penalty 5187.583207 = -4707494.868240 nChanged 44 SP:Iteration 34Q (2662.110000 sec): 3 clusters Score: Raw -4712689.665393 + Penalty 5187.583207 = -4707502.082186 nChanged 35 SP:Iteration 35Q (2662.490000 sec): 3 clusters Score: Raw -4712694.823364 + Penalty 5187.583207 = -4707507.240158 nChanged 34 SP:Iteration 36Q (2662.870000 sec): 3 clusters Score: Raw -4712699.577342 + Penalty 5187.583207 = -4707511.994136 nChanged 35 SP:Iteration 37Q (2663.240000 sec): 3 clusters Score: Raw -4712705.611903 + Penalty 5187.583207 = -4707518.028696 nChanged 38 SP:Iteration 38Q (2663.620000 sec): 3 clusters Score: Raw -4712711.890277 + Penalty 5187.583207 = -4707524.307070 nChanged 31 SP:Iteration 39Q (2664.000000 sec): 3 clusters Score: Raw -4712716.544783 + Penalty 5187.583207 = -4707528.961576 nChanged 30 SP:Iteration 40F (2664.510000 sec): 3 clusters Score: Raw -4712721.239310 + Penalty 5187.583207 = -4707533.656103 nChanged 38 SP:Iteration 41Q (2664.970000 sec): 3 clusters Score: Raw -4712727.341117 + Penalty 5187.583207 = -4707539.757910 nChanged 34 SP:Iteration 42Q (2665.430000 sec): 3 clusters Score: Raw -4712733.282200 + Penalty 5187.583207 = -4707545.698993 nChanged 41 SP:Iteration 43Q (2665.810000 sec): 3 clusters Score: Raw -4712741.523843 + Penalty 5187.583207 = -4707553.940636 nChanged 46 SP:Iteration 44Q (2666.150000 sec): 3 clusters Score: Raw -4712750.490013 + Penalty 5187.583207 = -4707562.906807 nChanged 49 SP:Iteration 45Q (2666.530000 sec): 3 clusters Score: Raw -4712759.303526 + Penalty 5187.583207 = -4707571.720319 nChanged 37 SP:Iteration 46Q (2666.880000 sec): 3 clusters Score: Raw -4712765.257953 + Penalty 5187.583207 = -4707577.674747 nChanged 38 SP:Iteration 47Q (2667.220000 sec): 3 clusters Score: Raw -4712770.528502 + Penalty 5187.583207 = -4707582.945296 nChanged 29 SP:Iteration 48Q (2667.550000 sec): 3 clusters Score: Raw -4712774.254798 + Penalty 5187.583207 = -4707586.671592 nChanged 12 SP:Iteration 49Q (2667.890000 sec): 3 clusters Score: Raw -4712775.658876 + Penalty 5187.583207 = -4707588.075669 nChanged 6 SP:Iteration 50Q (2668.320000 sec): 3 clusters Score: Raw -4712776.309013 + Penalty 5187.583207 = -4707588.725806 nChanged 6 SP:Iteration 51Q (2668.670000 sec): 3 clusters Score: Raw -4712776.907884 + Penalty 5187.583207 = -4707589.324677 nChanged 6 SP:Iteration 52Q (2669.000000 sec): 3 clusters Score: Raw -4712777.592145 + Penalty 5187.583207 = -4707590.008939 nChanged 4 SP:Iteration 53Q (2669.350000 sec): 3 clusters Score: Raw -4712777.942164 + Penalty 5187.583207 = -4707590.358958 nChanged 3 SP:Iteration 54Q (2669.710000 sec): 3 clusters Score: Raw -4712778.600176 + Penalty 5187.583207 = -4707591.016969 nChanged 4 SP:Iteration 55Q (2670.040000 sec): 3 clusters Score: Raw -4712779.039305 + Penalty 5187.583207 = -4707591.456098 nChanged 1 SP:Iteration 56Q (2670.390000 sec): 3 clusters Score: Raw -4712779.107835 + Penalty 5187.583207 = -4707591.524629 nChanged 0 SP:Iteration 57F (2670.780000 sec): 3 clusters Score: Raw -4712779.107835 + Penalty 5187.583207 = -4707591.524629 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2670.900000 sec): 2 clusters Score: Raw -1368822.433982 + Penalty 2282.097422 = -1366540.336560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2671.180000 sec): 3 clusters Score: Raw -1363476.161747 + Penalty 4564.194845 = -1358911.966902 nChanged 4142 SP:Iteration 1F (2671.380000 sec): 3 clusters Score: Raw -1365634.021179 + Penalty 4564.194845 = -1361069.826334 nChanged 623 SP:Iteration 2F (2671.620000 sec): 3 clusters Score: Raw -1365898.124955 + Penalty 4564.194845 = -1361333.930110 nChanged 448 SP:Iteration 3Q (2671.880000 sec): 3 clusters Score: Raw -1366071.432508 + Penalty 4564.194845 = -1361507.237663 nChanged 348 SP:Iteration 4Q (2672.170000 sec): 3 clusters Score: Raw -1366197.874500 + Penalty 4564.194845 = -1361633.679656 nChanged 303 SP:Iteration 5Q (2672.450000 sec): 3 clusters Score: Raw -1366296.091458 + Penalty 4564.194845 = -1361731.896613 nChanged 254 SP:Iteration 6Q (2672.700000 sec): 3 clusters Score: Raw -1366378.088961 + Penalty 4564.194845 = -1361813.894116 nChanged 206 SP:Iteration 7Q (2672.970000 sec): 3 clusters Score: Raw -1366438.897437 + Penalty 4564.194845 = -1361874.702592 nChanged 174 SP:Iteration 8Q (2673.190000 sec): 3 clusters Score: Raw -1366489.945329 + Penalty 4564.194845 = -1361925.750485 nChanged 164 SP:Iteration 9Q (2673.380000 sec): 3 clusters Score: Raw -1366534.092999 + Penalty 4564.194845 = -1361969.898154 nChanged 150 SP:Iteration 10Q (2673.650000 sec): 3 clusters Score: Raw -1366575.737844 + Penalty 4564.194845 = -1362011.542999 nChanged 138 SP:Iteration 11Q (2674.010000 sec): 3 clusters Score: Raw -1366609.281967 + Penalty 4564.194845 = -1362045.087123 nChanged 133 SP:Iteration 12Q (2674.280000 sec): 3 clusters Score: Raw -1366644.816432 + Penalty 4564.194845 = -1362080.621587 nChanged 148 SP:Iteration 13Q (2674.670000 sec): 3 clusters Score: Raw -1366685.869384 + Penalty 4564.194845 = -1362121.674540 nChanged 160 SP:Iteration 14Q (2674.950000 sec): 3 clusters Score: Raw -1366733.429074 + Penalty 4564.194845 = -1362169.234229 nChanged 183 SP:Iteration 15Q (2675.270000 sec): 3 clusters Score: Raw -1366793.541805 + Penalty 4564.194845 = -1362229.346960 nChanged 212 SP:Iteration 16Q (2675.590000 sec): 3 clusters Score: Raw -1366877.506469 + Penalty 4564.194845 = -1362313.311624 nChanged 257 SP:Iteration 17Q (2675.800000 sec): 3 clusters Score: Raw -1366987.420088 + Penalty 4564.194845 = -1362423.225243 nChanged 297 SP:Iteration 18Q (2676.100000 sec): 3 clusters Score: Raw -1367124.329671 + Penalty 4564.194845 = -1362560.134826 nChanged 309 SP:Iteration 19Q (2676.340000 sec): 3 clusters Score: Raw -1367280.890469 + Penalty 4564.194845 = -1362716.695624 nChanged 345 SP:Iteration 20F (2676.640000 sec): 3 clusters Score: Raw -1367476.876733 + Penalty 4564.194845 = -1362912.681888 nChanged 352 SP:Iteration 21Q (2676.960000 sec): 3 clusters Score: Raw -1367695.456978 + Penalty 4564.194845 = -1363131.262133 nChanged 333 SP:Iteration 22Q (2677.200000 sec): 3 clusters Score: Raw -1367911.809632 + Penalty 4564.194845 = -1363347.614787 nChanged 314 SP:Iteration 23Q (2677.490000 sec): 3 clusters Score: Raw -1368124.892387 + Penalty 4564.194845 = -1363560.697542 nChanged 302 SP:Iteration 24Q (2677.760000 sec): 3 clusters Score: Raw -1368331.580526 + Penalty 4564.194845 = -1363767.385682 nChanged 242 SP:Iteration 25Q (2677.990000 sec): 3 clusters Score: Raw -1368506.287530 + Penalty 4564.194845 = -1363942.092685 nChanged 193 SP:Iteration 26Q (2678.260000 sec): 3 clusters Score: Raw -1368641.386395 + Penalty 4564.194845 = -1364077.191551 nChanged 147 SP:Iteration 27Q (2678.490000 sec): 3 clusters Score: Raw -1368731.312969 + Penalty 4564.194845 = -1364167.118124 nChanged 111 SP:Iteration 28Q (2678.730000 sec): 3 clusters Score: Raw -1368810.771007 + Penalty 4564.194845 = -1364246.576163 nChanged 91 SP:Iteration 29Q (2679.010000 sec): 3 clusters Score: Raw -1368878.947894 + Penalty 4564.194845 = -1364314.753049 nChanged 70 SP:Iteration 30Q (2679.240000 sec): 3 clusters Score: Raw -1368928.756069 + Penalty 4564.194845 = -1364364.561224 nChanged 57 SP:Iteration 31Q (2679.540000 sec): 3 clusters Score: Raw -1368967.527600 + Penalty 4564.194845 = -1364403.332755 nChanged 39 SP:Iteration 32Q (2679.800000 sec): 3 clusters Score: Raw -1368992.276217 + Penalty 4564.194845 = -1364428.081372 nChanged 33 SP:Iteration 33Q (2680.080000 sec): 3 clusters Score: Raw -1369015.164848 + Penalty 4564.194845 = -1364450.970003 nChanged 22 SP:Iteration 34Q (2680.400000 sec): 3 clusters Score: Raw -1369029.967139 + Penalty 4564.194845 = -1364465.772295 nChanged 21 SP:Iteration 35Q (2680.700000 sec): 3 clusters Score: Raw -1369041.855666 + Penalty 4564.194845 = -1364477.660821 nChanged 15 SP:Iteration 36Q (2681.100000 sec): 3 clusters Score: Raw -1369051.066886 + Penalty 4564.194845 = -1364486.872041 nChanged 12 SP:Iteration 37Q (2681.390000 sec): 3 clusters Score: Raw -1369058.446117 + Penalty 4564.194845 = -1364494.251272 nChanged 10 SP:Iteration 38Q (2681.700000 sec): 3 clusters Score: Raw -1369064.977686 + Penalty 4564.194845 = -1364500.782842 nChanged 9 SP:Iteration 39Q (2681.960000 sec): 3 clusters Score: Raw -1369071.058361 + Penalty 4564.194845 = -1364506.863516 nChanged 6 SP:Iteration 40F (2682.150000 sec): 3 clusters Score: Raw -1369075.147856 + Penalty 4564.194845 = -1364510.953012 nChanged 7 SP:Iteration 41Q (2682.440000 sec): 3 clusters Score: Raw -1369079.096099 + Penalty 4564.194845 = -1364514.901255 nChanged 9 SP:Iteration 42Q (2682.650000 sec): 3 clusters Score: Raw -1369085.151000 + Penalty 4564.194845 = -1364520.956155 nChanged 9 SP:Iteration 43Q (2682.930000 sec): 3 clusters Score: Raw -1369093.005323 + Penalty 4564.194845 = -1364528.810479 nChanged 11 SP:Iteration 44Q (2683.200000 sec): 3 clusters Score: Raw -1369099.609570 + Penalty 4564.194845 = -1364535.414725 nChanged 3 SP:Iteration 45Q (2683.480000 sec): 3 clusters Score: Raw -1369103.342419 + Penalty 4564.194845 = -1364539.147575 nChanged 6 SP:Iteration 46Q (2683.730000 sec): 3 clusters Score: Raw -1369108.388649 + Penalty 4564.194845 = -1364544.193805 nChanged 3 SP:Iteration 47Q (2683.940000 sec): 3 clusters Score: Raw -1369110.961537 + Penalty 4564.194845 = -1364546.766693 nChanged 8 SP:Iteration 48Q (2684.180000 sec): 3 clusters Score: Raw -1369116.213694 + Penalty 4564.194845 = -1364552.018849 nChanged 7 SP:Iteration 49Q (2684.460000 sec): 3 clusters Score: Raw -1369122.008739 + Penalty 4564.194845 = -1364557.813895 nChanged 9 SP:Iteration 50Q (2684.710000 sec): 3 clusters Score: Raw -1369127.407116 + Penalty 4564.194845 = -1364563.212271 nChanged 6 SP:Iteration 51Q (2684.910000 sec): 3 clusters Score: Raw -1369132.410180 + Penalty 4564.194845 = -1364568.215336 nChanged 7 SP:Iteration 52Q (2685.150000 sec): 3 clusters Score: Raw -1369136.555741 + Penalty 4564.194845 = -1364572.360897 nChanged 2 SP:Iteration 53Q (2685.440000 sec): 3 clusters Score: Raw -1369137.967835 + Penalty 4564.194845 = -1364573.772991 nChanged 2 SP:Iteration 54Q (2685.650000 sec): 3 clusters Score: Raw -1369139.587471 + Penalty 4564.194845 = -1364575.392627 nChanged 1 SP:Iteration 55Q (2685.850000 sec): 3 clusters Score: Raw -1369139.929923 + Penalty 4564.194845 = -1364575.735078 nChanged 0 SP:Iteration 56F (2686.110000 sec): 3 clusters Score: Raw -1369139.929923 + Penalty 4564.194845 = -1364575.735078 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2686.290000 sec): 2 clusters Score: Raw -426423.704097 + Penalty 2004.742026 = -424418.962071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2686.540000 sec): 3 clusters Score: Raw -424964.443644 + Penalty 4009.484053 = -420954.959591 nChanged 1192 SP:Iteration 1F (2686.780000 sec): 3 clusters Score: Raw -425893.758660 + Penalty 4009.484053 = -421884.274607 nChanged 317 SP:Iteration 2F (2687.010000 sec): 3 clusters Score: Raw -426360.192402 + Penalty 4009.484053 = -422350.708349 nChanged 296 SP:Iteration 3F (2687.160000 sec): 3 clusters Score: Raw -426767.998348 + Penalty 4009.484053 = -422758.514295 nChanged 245 SP:Iteration 4F (2687.430000 sec): 3 clusters Score: Raw -427021.466725 + Penalty 4009.484053 = -423011.982672 nChanged 175 SP:Iteration 5F (2687.660000 sec): 3 clusters Score: Raw -427174.130673 + Penalty 4009.484053 = -423164.646620 nChanged 115 SP:Iteration 6Q (2687.890000 sec): 3 clusters Score: Raw -427270.639515 + Penalty 4009.484053 = -423261.155463 nChanged 78 SP:Iteration 7Q (2688.080000 sec): 3 clusters Score: Raw -427331.894312 + Penalty 4009.484053 = -423322.410259 nChanged 57 SP:Iteration 8Q (2688.300000 sec): 3 clusters Score: Raw -427370.400893 + Penalty 4009.484053 = -423360.916840 nChanged 35 SP:Iteration 9Q (2688.490000 sec): 3 clusters Score: Raw -427393.349903 + Penalty 4009.484053 = -423383.865850 nChanged 22 SP:Iteration 10Q (2688.730000 sec): 3 clusters Score: Raw -427406.409354 + Penalty 4009.484053 = -423396.925302 nChanged 13 SP:Iteration 11Q (2688.900000 sec): 3 clusters Score: Raw -427414.214598 + Penalty 4009.484053 = -423404.730545 nChanged 13 SP:Iteration 12Q (2689.100000 sec): 3 clusters Score: Raw -427423.836612 + Penalty 4009.484053 = -423414.352559 nChanged 14 SP:Iteration 13Q (2689.260000 sec): 3 clusters Score: Raw -427430.549860 + Penalty 4009.484053 = -423421.065807 nChanged 10 SP:Iteration 14Q (2689.440000 sec): 3 clusters Score: Raw -427435.591925 + Penalty 4009.484053 = -423426.107872 nChanged 6 SP:Iteration 15Q (2689.680000 sec): 3 clusters Score: Raw -427438.912580 + Penalty 4009.484053 = -423429.428527 nChanged 5 SP:Iteration 16Q (2689.870000 sec): 3 clusters Score: Raw -427440.885636 + Penalty 4009.484053 = -423431.401583 nChanged 5 SP:Iteration 17Q (2690.040000 sec): 3 clusters Score: Raw -427443.368127 + Penalty 4009.484053 = -423433.884074 nChanged 2 SP:Iteration 18Q (2690.250000 sec): 3 clusters Score: Raw -427444.022444 + Penalty 4009.484053 = -423434.538391 nChanged 3 SP:Iteration 19Q (2690.440000 sec): 3 clusters Score: Raw -427444.879089 + Penalty 4009.484053 = -423435.395036 nChanged 1 SP:Iteration 20F (2690.660000 sec): 3 clusters Score: Raw -427445.390620 + Penalty 4009.484053 = -423435.906567 nChanged 1 SP:Iteration 21Q (2690.830000 sec): 3 clusters Score: Raw -427446.144671 + Penalty 4009.484053 = -423436.660618 nChanged 0 SP:Iteration 22F (2691.030000 sec): 3 clusters Score: Raw -427446.144671 + Penalty 4009.484053 = -423436.660618 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.060000 sec): 2 clusters Score: Raw -23878108.303641 + Penalty 2990.935980 = -23875117.367661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2693.320000 sec): 3 clusters Score: Raw -23765546.024020 + Penalty 5981.871961 = -23759564.152059 nChanged 82700 SP:Iteration 1F (2694.390000 sec): 3 clusters Score: Raw -23813409.195508 + Penalty 5981.871961 = -23807427.323548 nChanged 5235 SP:Iteration 2Q (2695.480000 sec): 3 clusters Score: Raw -23814640.227403 + Penalty 5981.871961 = -23808658.355443 nChanged 5970 SP:Iteration 3Q (2696.670000 sec): 3 clusters Score: Raw -23816370.853754 + Penalty 5981.871961 = -23810388.981793 nChanged 7147 SP:Iteration 4Q (2697.930000 sec): 3 clusters Score: Raw -23819102.544118 + Penalty 5981.871961 = -23813120.672158 nChanged 9032 SP:Iteration 5F (2699.010000 sec): 3 clusters Score: Raw -23823449.675854 + Penalty 5981.871961 = -23817467.803894 nChanged 10907 SP:Iteration 6F (2700.080000 sec): 3 clusters Score: Raw -23829825.862738 + Penalty 5981.871961 = -23823843.990778 nChanged 12148 SP:Iteration 7F (2701.280000 sec): 3 clusters Score: Raw -23838042.841239 + Penalty 5981.871961 = -23832060.969278 nChanged 12154 SP:Iteration 8F (2702.470000 sec): 3 clusters Score: Raw -23846776.432594 + Penalty 5981.871961 = -23840794.560634 nChanged 10714 SP:Iteration 9F (2703.660000 sec): 3 clusters Score: Raw -23854677.334557 + Penalty 5981.871961 = -23848695.462597 nChanged 8707 SP:Iteration 10F (2704.880000 sec): 3 clusters Score: Raw -23861072.921430 + Penalty 5981.871961 = -23855091.049470 nChanged 6728 SP:Iteration 11Q (2706.060000 sec): 3 clusters Score: Raw -23865858.495049 + Penalty 5981.871961 = -23859876.623089 nChanged 5219 SP:Iteration 12Q (2707.160000 sec): 3 clusters Score: Raw -23869342.167016 + Penalty 5981.871961 = -23863360.295055 nChanged 4129 SP:Iteration 13Q (2708.270000 sec): 3 clusters Score: Raw -23872011.449809 + Penalty 5981.871961 = -23866029.577848 nChanged 3197 SP:Iteration 14Q (2709.320000 sec): 3 clusters Score: Raw -23874020.034769 + Penalty 5981.871961 = -23868038.162808 nChanged 2446 SP:Iteration 15Q (2710.400000 sec): 3 clusters Score: Raw -23875530.531899 + Penalty 5981.871961 = -23869548.659938 nChanged 1825 SP:Iteration 16Q (2711.500000 sec): 3 clusters Score: Raw -23876599.068108 + Penalty 5981.871961 = -23870617.196147 nChanged 1239 SP:Iteration 17Q (2712.620000 sec): 3 clusters Score: Raw -23877286.074559 + Penalty 5981.871961 = -23871304.202598 nChanged 815 SP:Iteration 18Q (2713.620000 sec): 3 clusters Score: Raw -23877707.613864 + Penalty 5981.871961 = -23871725.741904 nChanged 530 SP:Iteration 19Q (2714.560000 sec): 3 clusters Score: Raw -23877979.935202 + Penalty 5981.871961 = -23871998.063241 nChanged 366 SP:Iteration 20F (2715.720000 sec): 3 clusters Score: Raw -23878165.244243 + Penalty 5981.871961 = -23872183.372282 nChanged 249 SP:Iteration 21Q (2716.660000 sec): 3 clusters Score: Raw -23878292.826560 + Penalty 5981.871961 = -23872310.954599 nChanged 165 SP:Iteration 22Q (2717.590000 sec): 3 clusters Score: Raw -23878375.702670 + Penalty 5981.871961 = -23872393.830710 nChanged 112 SP:Iteration 23Q (2718.540000 sec): 3 clusters Score: Raw -23878436.888498 + Penalty 5981.871961 = -23872455.016537 nChanged 101 SP:Iteration 24Q (2719.440000 sec): 3 clusters Score: Raw -23878491.547204 + Penalty 5981.871961 = -23872509.675243 nChanged 77 SP:Iteration 25Q (2720.560000 sec): 3 clusters Score: Raw -23878527.999797 + Penalty 5981.871961 = -23872546.127837 nChanged 52 SP:Iteration 26Q (2721.540000 sec): 3 clusters Score: Raw -23878561.023493 + Penalty 5981.871961 = -23872579.151533 nChanged 52 SP:Iteration 27Q (2722.450000 sec): 3 clusters Score: Raw -23878591.195590 + Penalty 5981.871961 = -23872609.323629 nChanged 39 SP:Iteration 28Q (2723.210000 sec): 3 clusters Score: Raw -23878612.093711 + Penalty 5981.871961 = -23872630.221750 nChanged 37 SP:Iteration 29Q (2724.060000 sec): 3 clusters Score: Raw -23878630.712685 + Penalty 5981.871961 = -23872648.840724 nChanged 26 SP:Iteration 30Q (2725.010000 sec): 3 clusters Score: Raw -23878643.978311 + Penalty 5981.871961 = -23872662.106350 nChanged 15 SP:Iteration 31Q (2725.830000 sec): 3 clusters Score: Raw -23878649.940203 + Penalty 5981.871961 = -23872668.068242 nChanged 11 SP:Iteration 32Q (2726.730000 sec): 3 clusters Score: Raw -23878656.255573 + Penalty 5981.871961 = -23872674.383613 nChanged 13 SP:Iteration 33Q (2727.680000 sec): 3 clusters Score: Raw -23878662.025575 + Penalty 5981.871961 = -23872680.153614 nChanged 16 SP:Iteration 34Q (2728.650000 sec): 3 clusters Score: Raw -23878669.185536 + Penalty 5981.871961 = -23872687.313575 nChanged 8 SP:Iteration 35Q (2729.490000 sec): 3 clusters Score: Raw -23878672.557853 + Penalty 5981.871961 = -23872690.685892 nChanged 7 SP:Iteration 36Q (2730.370000 sec): 3 clusters Score: Raw -23878675.774889 + Penalty 5981.871961 = -23872693.902928 nChanged 2 SP:Iteration 37Q (2731.340000 sec): 3 clusters Score: Raw -23878676.899791 + Penalty 5981.871961 = -23872695.027830 nChanged 0 SP:Iteration 38F (2732.510000 sec): 3 clusters Score: Raw -23878676.899791 + Penalty 5981.871961 = -23872695.027830 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.710000 sec): 2 clusters Score: Raw -21915.276061 + Penalty 1336.489789 = -20578.786272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2732.930000 sec): 3 clusters Score: Raw -22263.556817 + Penalty 2672.979578 = -19590.577239 nChanged 31 SP:Iteration 1F (2733.110000 sec): 3 clusters Score: Raw -22405.398965 + Penalty 2672.979578 = -19732.419387 nChanged 9 SP:Iteration 2Q (2733.320000 sec): 3 clusters Score: Raw -22520.081428 + Penalty 2672.979578 = -19847.101850 nChanged 6 SP:Iteration 3Q (2733.510000 sec): 3 clusters Score: Raw -22543.988424 + Penalty 2672.979578 = -19871.008846 nChanged 2 SP:Iteration 4Q (2733.710000 sec): 3 clusters Score: Raw -22550.443177 + Penalty 2672.979578 = -19877.463599 nChanged 2 SP:Iteration 5Q (2733.870000 sec): 3 clusters Score: Raw -22581.636913 + Penalty 2672.979578 = -19908.657335 nChanged 3 SP:Iteration 6Q (2734.060000 sec): 3 clusters Score: Raw -22636.242302 + Penalty 2672.979578 = -19963.262724 nChanged 4 SP:Iteration 7Q (2734.260000 sec): 3 clusters Score: Raw -22654.754271 + Penalty 2672.979578 = -19981.774693 nChanged 5 SP:Iteration 8Q (2734.440000 sec): 3 clusters Score: Raw -22672.482844 + Penalty 2672.979578 = -19999.503266 nChanged 3 SP:Iteration 9Q (2734.630000 sec): 3 clusters Score: Raw -22691.796057 + Penalty 2672.979578 = -20018.816479 nChanged 1 SP:Iteration 10Q (2734.810000 sec): 3 clusters Score: Raw -22696.668823 + Penalty 2672.979578 = -20023.689245 nChanged 2 SP:Iteration 11Q (2735.000000 sec): 3 clusters Score: Raw -22714.221823 + Penalty 2672.979578 = -20041.242245 nChanged 1 SP:Iteration 12Q (2735.180000 sec): 3 clusters Score: Raw -22718.067114 + Penalty 2672.979578 = -20045.087536 nChanged 1 SP:Iteration 13Q (2735.370000 sec): 3 clusters Score: Raw -22752.512996 + Penalty 2672.979578 = -20079.533418 nChanged 1 SP:Iteration 14Q (2735.550000 sec): 3 clusters Score: Raw -22755.264028 + Penalty 2672.979578 = -20082.284450 nChanged 0 SP:Iteration 15F (2735.730000 sec): 3 clusters Score: Raw -22755.264028 + Penalty 2672.979578 = -20082.284450 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.840000 sec): 2 clusters Score: Raw -398189.923527 + Penalty 1991.622261 = -396198.301266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.050000 sec): 3 clusters Score: Raw -396872.742622 + Penalty 3983.244522 = -392889.498099 nChanged 1099 SP:Iteration 1F (2736.250000 sec): 3 clusters Score: Raw -397604.922571 + Penalty 3983.244522 = -393621.678048 nChanged 238 SP:Iteration 2F (2736.460000 sec): 3 clusters Score: Raw -397775.002261 + Penalty 3983.244522 = -393791.757739 nChanged 145 SP:Iteration 3Q (2736.720000 sec): 3 clusters Score: Raw -397870.967487 + Penalty 3983.244522 = -393887.722965 nChanged 103 SP:Iteration 4Q (2736.940000 sec): 3 clusters Score: Raw -397932.242845 + Penalty 3983.244522 = -393948.998323 nChanged 59 SP:Iteration 5Q (2737.170000 sec): 3 clusters Score: Raw -397970.055527 + Penalty 3983.244522 = -393986.811004 nChanged 51 SP:Iteration 6Q (2737.390000 sec): 3 clusters Score: Raw -398002.441158 + Penalty 3983.244522 = -394019.196636 nChanged 42 SP:Iteration 7Q (2737.620000 sec): 3 clusters Score: Raw -398022.981773 + Penalty 3983.244522 = -394039.737251 nChanged 31 SP:Iteration 8Q (2737.870000 sec): 3 clusters Score: Raw -398038.261237 + Penalty 3983.244522 = -394055.016715 nChanged 31 SP:Iteration 9Q (2738.090000 sec): 3 clusters Score: Raw -398057.692905 + Penalty 3983.244522 = -394074.448383 nChanged 32 SP:Iteration 10Q (2738.330000 sec): 3 clusters Score: Raw -398075.490775 + Penalty 3983.244522 = -394092.246253 nChanged 27 SP:Iteration 11Q (2738.520000 sec): 3 clusters Score: Raw -398088.449193 + Penalty 3983.244522 = -394105.204671 nChanged 25 SP:Iteration 12Q (2738.720000 sec): 3 clusters Score: Raw -398102.929965 + Penalty 3983.244522 = -394119.685443 nChanged 27 SP:Iteration 13Q (2738.930000 sec): 3 clusters Score: Raw -398117.362892 + Penalty 3983.244522 = -394134.118369 nChanged 19 SP:Iteration 14Q (2739.150000 sec): 3 clusters Score: Raw -398127.819067 + Penalty 3983.244522 = -394144.574544 nChanged 16 SP:Iteration 15Q (2739.350000 sec): 3 clusters Score: Raw -398135.410971 + Penalty 3983.244522 = -394152.166449 nChanged 11 SP:Iteration 16Q (2739.570000 sec): 3 clusters Score: Raw -398140.818905 + Penalty 3983.244522 = -394157.574383 nChanged 11 SP:Iteration 17Q (2739.800000 sec): 3 clusters Score: Raw -398145.924236 + Penalty 3983.244522 = -394162.679714 nChanged 7 SP:Iteration 18Q (2740.030000 sec): 3 clusters Score: Raw -398149.323387 + Penalty 3983.244522 = -394166.078865 nChanged 4 SP:Iteration 19Q (2740.190000 sec): 3 clusters Score: Raw -398150.977725 + Penalty 3983.244522 = -394167.733202 nChanged 8 SP:Iteration 20F (2740.390000 sec): 3 clusters Score: Raw -398155.802710 + Penalty 3983.244522 = -394172.558188 nChanged 9 SP:Iteration 21Q (2740.570000 sec): 3 clusters Score: Raw -398160.907145 + Penalty 3983.244522 = -394177.662623 nChanged 8 SP:Iteration 22Q (2740.770000 sec): 3 clusters Score: Raw -398164.661444 + Penalty 3983.244522 = -394181.416921 nChanged 5 SP:Iteration 23Q (2741.010000 sec): 3 clusters Score: Raw -398166.721543 + Penalty 3983.244522 = -394183.477020 nChanged 8 SP:Iteration 24Q (2741.200000 sec): 3 clusters Score: Raw -398170.717106 + Penalty 3983.244522 = -394187.472583 nChanged 10 SP:Iteration 25Q (2741.390000 sec): 3 clusters Score: Raw -398174.802245 + Penalty 3983.244522 = -394191.557722 nChanged 9 SP:Iteration 26Q (2741.600000 sec): 3 clusters Score: Raw -398178.350944 + Penalty 3983.244522 = -394195.106421 nChanged 13 SP:Iteration 27Q (2741.830000 sec): 3 clusters Score: Raw -398182.897816 + Penalty 3983.244522 = -394199.653294 nChanged 9 SP:Iteration 28Q (2742.030000 sec): 3 clusters Score: Raw -398186.217714 + Penalty 3983.244522 = -394202.973192 nChanged 11 SP:Iteration 29Q (2742.270000 sec): 3 clusters Score: Raw -398190.180267 + Penalty 3983.244522 = -394206.935745 nChanged 7 SP:Iteration 30Q (2742.510000 sec): 3 clusters Score: Raw -398193.083654 + Penalty 3983.244522 = -394209.839131 nChanged 3 SP:Iteration 31Q (2742.750000 sec): 3 clusters Score: Raw -398195.051177 + Penalty 3983.244522 = -394211.806655 nChanged 8 SP:Iteration 32Q (2742.950000 sec): 3 clusters Score: Raw -398198.705074 + Penalty 3983.244522 = -394215.460552 nChanged 8 SP:Iteration 33Q (2743.140000 sec): 3 clusters Score: Raw -398202.933597 + Penalty 3983.244522 = -394219.689075 nChanged 11 SP:Iteration 34Q (2743.360000 sec): 3 clusters Score: Raw -398208.220680 + Penalty 3983.244522 = -394224.976158 nChanged 15 SP:Iteration 35Q (2743.550000 sec): 3 clusters Score: Raw -398214.832420 + Penalty 3983.244522 = -394231.587898 nChanged 12 SP:Iteration 36Q (2743.790000 sec): 3 clusters Score: Raw -398219.143434 + Penalty 3983.244522 = -394235.898911 nChanged 10 SP:Iteration 37Q (2743.960000 sec): 3 clusters Score: Raw -398222.861461 + Penalty 3983.244522 = -394239.616939 nChanged 9 SP:Iteration 38Q (2744.180000 sec): 3 clusters Score: Raw -398226.237276 + Penalty 3983.244522 = -394242.992754 nChanged 5 SP:Iteration 39Q (2744.400000 sec): 3 clusters Score: Raw -398227.892392 + Penalty 3983.244522 = -394244.647870 nChanged 3 SP:Iteration 40F (2744.610000 sec): 3 clusters Score: Raw -398228.993839 + Penalty 3983.244522 = -394245.749317 nChanged 6 SP:Iteration 41Q (2744.840000 sec): 3 clusters Score: Raw -398232.065250 + Penalty 3983.244522 = -394248.820727 nChanged 6 SP:Iteration 42Q (2745.050000 sec): 3 clusters Score: Raw -398234.156384 + Penalty 3983.244522 = -394250.911861 nChanged 7 SP:Iteration 43Q (2745.250000 sec): 3 clusters Score: Raw -398238.138169 + Penalty 3983.244522 = -394254.893647 nChanged 10 SP:Iteration 44Q (2745.490000 sec): 3 clusters Score: Raw -398244.671759 + Penalty 3983.244522 = -394261.427237 nChanged 16 SP:Iteration 45Q (2745.680000 sec): 3 clusters Score: Raw -398253.088773 + Penalty 3983.244522 = -394269.844251 nChanged 15 SP:Iteration 46Q (2745.920000 sec): 3 clusters Score: Raw -398261.161717 + Penalty 3983.244522 = -394277.917194 nChanged 19 SP:Iteration 47Q (2746.110000 sec): 3 clusters Score: Raw -398271.971180 + Penalty 3983.244522 = -394288.726657 nChanged 13 SP:Iteration 48Q (2746.340000 sec): 3 clusters Score: Raw -398279.802280 + Penalty 3983.244522 = -394296.557758 nChanged 20 SP:Iteration 49Q (2746.550000 sec): 3 clusters Score: Raw -398291.725506 + Penalty 3983.244522 = -394308.480984 nChanged 17 SP:Iteration 50Q (2746.790000 sec): 3 clusters Score: Raw -398300.564069 + Penalty 3983.244522 = -394317.319547 nChanged 8 SP:Iteration 51Q (2746.940000 sec): 3 clusters Score: Raw -398303.410445 + Penalty 3983.244522 = -394320.165923 nChanged 9 SP:Iteration 52Q (2747.150000 sec): 3 clusters Score: Raw -398307.043808 + Penalty 3983.244522 = -394323.799285 nChanged 7 SP:Iteration 53Q (2747.380000 sec): 3 clusters Score: Raw -398309.476650 + Penalty 3983.244522 = -394326.232128 nChanged 8 SP:Iteration 54Q (2747.600000 sec): 3 clusters Score: Raw -398312.589464 + Penalty 3983.244522 = -394329.344942 nChanged 7 SP:Iteration 55Q (2747.810000 sec): 3 clusters Score: Raw -398318.812768 + Penalty 3983.244522 = -394335.568246 nChanged 16 SP:Iteration 56Q (2748.040000 sec): 3 clusters Score: Raw -398326.831025 + Penalty 3983.244522 = -394343.586503 nChanged 9 SP:Iteration 57Q (2748.190000 sec): 3 clusters Score: Raw -398331.350163 + Penalty 3983.244522 = -394348.105641 nChanged 8 SP:Iteration 58Q (2748.400000 sec): 3 clusters Score: Raw -398336.240145 + Penalty 3983.244522 = -394352.995622 nChanged 9 SP:Iteration 59Q (2748.630000 sec): 3 clusters Score: Raw -398340.417388 + Penalty 3983.244522 = -394357.172866 nChanged 5 SP:Iteration 60F (2748.810000 sec): 3 clusters Score: Raw -398342.207036 + Penalty 3983.244522 = -394358.962513 nChanged 4 SP:Iteration 61Q (2749.050000 sec): 3 clusters Score: Raw -398343.257282 + Penalty 3983.244522 = -394360.012760 nChanged 2 SP:Iteration 62Q (2749.230000 sec): 3 clusters Score: Raw -398344.202350 + Penalty 3983.244522 = -394360.957828 nChanged 3 SP:Iteration 63Q (2749.440000 sec): 3 clusters Score: Raw -398345.165447 + Penalty 3983.244522 = -394361.920924 nChanged 2 SP:Iteration 64Q (2749.650000 sec): 3 clusters Score: Raw -398345.755417 + Penalty 3983.244522 = -394362.510894 nChanged 2 SP:Iteration 65Q (2749.830000 sec): 3 clusters Score: Raw -398346.149957 + Penalty 3983.244522 = -394362.905435 nChanged 0 SP:Iteration 66F (2749.970000 sec): 3 clusters Score: Raw -398346.149957 + Penalty 3983.244522 = -394362.905435 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2750.050000 sec): 2 clusters Score: Raw -179155.775358 + Penalty 1807.992635 = -177347.782723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2750.260000 sec): 3 clusters Score: Raw -178877.375115 + Penalty 3615.985270 = -175261.389845 nChanged 460 SP:Iteration 1F (2750.420000 sec): 3 clusters Score: Raw -179515.360201 + Penalty 3615.985270 = -175899.374931 nChanged 179 SP:Iteration 2F (2750.630000 sec): 3 clusters Score: Raw -179984.875118 + Penalty 3615.985270 = -176368.889848 nChanged 143 SP:Iteration 3F (2750.790000 sec): 3 clusters Score: Raw -180412.495100 + Penalty 3615.985270 = -176796.509831 nChanged 121 SP:Iteration 4F (2751.000000 sec): 3 clusters Score: Raw -180766.522554 + Penalty 3615.985270 = -177150.537284 nChanged 81 SP:Iteration 5F (2751.200000 sec): 3 clusters Score: Raw -181018.673162 + Penalty 3615.985270 = -177402.687892 nChanged 40 SP:Iteration 6Q (2751.420000 sec): 3 clusters Score: Raw -181122.546131 + Penalty 3615.985270 = -177506.560862 nChanged 23 SP:Iteration 7Q (2751.700000 sec): 3 clusters Score: Raw -181168.206412 + Penalty 3615.985270 = -177552.221142 nChanged 8 SP:Iteration 8Q (2751.900000 sec): 3 clusters Score: Raw -181187.644027 + Penalty 3615.985270 = -177571.658757 nChanged 10 SP:Iteration 9Q (2752.060000 sec): 3 clusters Score: Raw -181207.192971 + Penalty 3615.985270 = -177591.207701 nChanged 11 SP:Iteration 10Q (2752.290000 sec): 3 clusters Score: Raw -181228.440671 + Penalty 3615.985270 = -177612.455401 nChanged 6 SP:Iteration 11Q (2752.440000 sec): 3 clusters Score: Raw -181235.380790 + Penalty 3615.985270 = -177619.395520 nChanged 0 SP:Iteration 12F (2752.670000 sec): 3 clusters Score: Raw -181235.380790 + Penalty 3615.985270 = -177619.395520 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 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.810000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.000000 sec): 3 clusters Score: Raw -79895.290612 + Penalty 3198.649139 = -76696.641473 nChanged 131 SP:Iteration 1F (2753.190000 sec): 3 clusters Score: Raw -80106.015763 + Penalty 3198.649139 = -76907.366623 nChanged 37 SP:Iteration 2F (2753.360000 sec): 3 clusters Score: Raw -80179.654765 + Penalty 3198.649139 = -76981.005626 nChanged 17 SP:Iteration 3Q (2753.550000 sec): 3 clusters Score: Raw -80210.507471 + Penalty 3198.649139 = -77011.858331 nChanged 6 SP:Iteration 4Q (2753.750000 sec): 3 clusters Score: Raw -80220.646532 + Penalty 3198.649139 = -77021.997393 nChanged 5 SP:Iteration 5Q (2753.950000 sec): 3 clusters Score: Raw -80226.238597 + Penalty 3198.649139 = -77027.589457 nChanged 2 SP:Iteration 6Q (2754.130000 sec): 3 clusters Score: Raw -80228.268388 + Penalty 3198.649139 = -77029.619249 nChanged 1 SP:Iteration 7Q (2754.350000 sec): 3 clusters Score: Raw -80228.736517 + Penalty 3198.649139 = -77030.087378 nChanged 1 SP:Iteration 8Q (2754.570000 sec): 3 clusters Score: Raw -80236.038544 + Penalty 3198.649139 = -77037.389404 nChanged 3 SP:Iteration 9Q (2754.740000 sec): 3 clusters Score: Raw -80241.187726 + Penalty 3198.649139 = -77042.538587 nChanged 5 SP:Iteration 10Q (2754.950000 sec): 3 clusters Score: Raw -80254.176750 + Penalty 3198.649139 = -77055.527611 nChanged 3 SP:Iteration 11Q (2755.140000 sec): 3 clusters Score: Raw -80260.355812 + Penalty 3198.649139 = -77061.706672 nChanged 3 SP:Iteration 12Q (2755.370000 sec): 3 clusters Score: Raw -80264.941219 + Penalty 3198.649139 = -77066.292080 nChanged 0 SP:Iteration 13F (2755.550000 sec): 3 clusters Score: Raw -80264.941219 + Penalty 3198.649139 = -77066.292080 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.650000 sec): 2 clusters Score: Raw -181744.657261 + Penalty 1784.220339 = -179960.436922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.890000 sec): 3 clusters Score: Raw -181320.909129 + Penalty 3568.440678 = -177752.468451 nChanged 355 SP:Iteration 1F (2756.140000 sec): 3 clusters Score: Raw -181633.750037 + Penalty 3568.440678 = -178065.309358 nChanged 75 SP:Iteration 2F (2756.330000 sec): 3 clusters Score: Raw -181716.301152 + Penalty 3568.440678 = -178147.860473 nChanged 40 SP:Iteration 3Q (2756.520000 sec): 3 clusters Score: Raw -181757.437567 + Penalty 3568.440678 = -178188.996889 nChanged 27 SP:Iteration 4Q (2756.740000 sec): 3 clusters Score: Raw -181786.120084 + Penalty 3568.440678 = -178217.679406 nChanged 21 SP:Iteration 5Q (2756.890000 sec): 3 clusters Score: Raw -181813.895785 + Penalty 3568.440678 = -178245.455107 nChanged 23 SP:Iteration 6Q (2757.140000 sec): 3 clusters Score: Raw -181839.052686 + Penalty 3568.440678 = -178270.612008 nChanged 20 SP:Iteration 7Q (2757.360000 sec): 3 clusters Score: Raw -181859.483639 + Penalty 3568.440678 = -178291.042961 nChanged 13 SP:Iteration 8Q (2757.570000 sec): 3 clusters Score: Raw -181869.466243 + Penalty 3568.440678 = -178301.025565 nChanged 9 SP:Iteration 9Q (2757.810000 sec): 3 clusters Score: Raw -181876.791687 + Penalty 3568.440678 = -178308.351009 nChanged 7 SP:Iteration 10Q (2758.040000 sec): 3 clusters Score: Raw -181884.251319 + Penalty 3568.440678 = -178315.810641 nChanged 5 SP:Iteration 11Q (2758.230000 sec): 3 clusters Score: Raw -181889.395693 + Penalty 3568.440678 = -178320.955015 nChanged 6 SP:Iteration 12Q (2758.370000 sec): 3 clusters Score: Raw -181896.263327 + Penalty 3568.440678 = -178327.822649 nChanged 12 SP:Iteration 13Q (2758.590000 sec): 3 clusters Score: Raw -181909.659851 + Penalty 3568.440678 = -178341.219173 nChanged 9 SP:Iteration 14Q (2758.780000 sec): 3 clusters Score: Raw -181917.647919 + Penalty 3568.440678 = -178349.207241 nChanged 6 SP:Iteration 15Q (2758.950000 sec): 3 clusters Score: Raw -181921.557348 + Penalty 3568.440678 = -178353.116670 nChanged 4 SP:Iteration 16Q (2759.130000 sec): 3 clusters Score: Raw -181926.271531 + Penalty 3568.440678 = -178357.830853 nChanged 2 SP:Iteration 17Q (2759.340000 sec): 3 clusters Score: Raw -181928.835985 + Penalty 3568.440678 = -178360.395307 nChanged 3 SP:Iteration 18Q (2759.550000 sec): 3 clusters Score: Raw -181930.399190 + Penalty 3568.440678 = -178361.958512 nChanged 1 SP:Iteration 19Q (2759.740000 sec): 3 clusters Score: Raw -181931.491338 + Penalty 3568.440678 = -178363.050660 nChanged 1 SP:Iteration 20F (2759.890000 sec): 3 clusters Score: Raw -181932.230611 + Penalty 3568.440678 = -178363.789933 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2759.960000 sec): 2 clusters Score: Raw -32403.644287 + Penalty 1455.585634 = -30948.058653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.140000 sec): 3 clusters Score: Raw -32758.951097 + Penalty 2911.171269 = -29847.779829 nChanged 87 SP:Iteration 1F (2760.370000 sec): 3 clusters Score: Raw -33375.331552 + Penalty 2911.171269 = -30464.160283 nChanged 53 SP:Iteration 2F (2760.490000 sec): 3 clusters Score: Raw -33952.309086 + Penalty 2911.171269 = -31041.137817 nChanged 26 SP:Iteration 3F (2760.700000 sec): 3 clusters Score: Raw -34481.981197 + Penalty 2911.171269 = -31570.809928 nChanged 10 SP:Iteration 4Q (2760.840000 sec): 3 clusters Score: Raw -34743.461325 + Penalty 2911.171269 = -31832.290056 nChanged 7 SP:Iteration 5Q (2761.070000 sec): 3 clusters Score: Raw -34830.636291 + Penalty 2911.171269 = -31919.465022 nChanged 2 SP:Iteration 6Q (2761.320000 sec): 3 clusters Score: Raw -34880.867294 + Penalty 2911.171269 = -31969.696025 nChanged 1 SP:Iteration 7Q (2761.500000 sec): 3 clusters Score: Raw -34937.738870 + Penalty 2911.171269 = -32026.567601 nChanged 1 SP:Iteration 8Q (2761.660000 sec): 3 clusters Score: Raw -34953.908262 + Penalty 2911.171269 = -32042.736993 nChanged 1 SP:Iteration 9Q (2761.830000 sec): 3 clusters Score: Raw -34961.872960 + Penalty 2911.171269 = -32050.701691 nChanged 0 SP:Iteration 10F (2762.030000 sec): 3 clusters Score: Raw -34961.872960 + Penalty 2911.171269 = -32050.701691 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 4.30 GB. Trying to split cluster 14 (377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2762.130000 sec): 2 clusters Score: Raw -43559.033791 + Penalty 1471.196806 = -42087.836984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2762.280000 sec): 3 clusters Score: Raw -43724.580162 + Penalty 2942.393613 = -40782.186549 nChanged 79 SP:Iteration 1F (2762.520000 sec): 3 clusters Score: Raw -43999.715420 + Penalty 2942.393613 = -41057.321807 nChanged 24 SP:Iteration 2F (2762.700000 sec): 3 clusters Score: Raw -44152.992404 + Penalty 2942.393613 = -41210.598791 nChanged 7 SP:Iteration 3Q (2762.860000 sec): 3 clusters Score: Raw -44250.425093 + Penalty 2942.393613 = -41308.031480 nChanged 10 SP:Iteration 4Q (2763.090000 sec): 3 clusters Score: Raw -44272.371558 + Penalty 2942.393613 = -41329.977945 nChanged 7 SP:Iteration 5Q (2763.310000 sec): 3 clusters Score: Raw -44295.302013 + Penalty 2942.393613 = -41352.908400 nChanged 4 SP:Iteration 6Q (2763.460000 sec): 3 clusters Score: Raw -44309.734658 + Penalty 2942.393613 = -41367.341045 nChanged 2 SP:Iteration 7Q (2763.630000 sec): 3 clusters Score: Raw -44324.642932 + Penalty 2942.393613 = -41382.249319 nChanged 3 SP:Iteration 8Q (2763.830000 sec): 3 clusters Score: Raw -44331.305658 + Penalty 2942.393613 = -41388.912045 nChanged 3 SP:Iteration 9Q (2763.990000 sec): 3 clusters Score: Raw -44340.740896 + Penalty 2942.393613 = -41398.347283 nChanged 2 SP:Iteration 10Q (2764.210000 sec): 3 clusters Score: Raw -44344.819214 + Penalty 2942.393613 = -41402.425601 nChanged 0 SP:Iteration 11F (2764.360000 sec): 3 clusters Score: Raw -44344.819214 + Penalty 2942.393613 = -41402.425601 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (234082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2765.540000 sec): 2 clusters Score: Raw -32014422.248233 + Penalty 3066.129837 = -32011356.118396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.030000 sec): 3 clusters Score: Raw -31860427.547673 + Penalty 6132.259673 = -31854295.288000 nChanged 112810 SP:Iteration 1F (2768.630000 sec): 3 clusters Score: Raw -31926309.834410 + Penalty 6132.259673 = -31920177.574737 nChanged 5436 SP:Iteration 2Q (2770.300000 sec): 3 clusters Score: Raw -31927161.553125 + Penalty 6132.259673 = -31921029.293452 nChanged 5460 SP:Iteration 3Q (2771.890000 sec): 3 clusters Score: Raw -31928053.402803 + Penalty 6132.259673 = -31921921.143130 nChanged 5559 SP:Iteration 4Q (2773.560000 sec): 3 clusters Score: Raw -31929029.868644 + Penalty 6132.259673 = -31922897.608971 nChanged 5829 SP:Iteration 5Q (2775.020000 sec): 3 clusters Score: Raw -31930216.366281 + Penalty 6132.259673 = -31924084.106608 nChanged 6371 SP:Iteration 6Q (2776.540000 sec): 3 clusters Score: Raw -31931788.057767 + Penalty 6132.259673 = -31925655.798094 nChanged 7433 SP:Iteration 7Q (2778.020000 sec): 3 clusters Score: Raw -31934133.256892 + Penalty 6132.259673 = -31928000.997219 nChanged 8945 SP:Iteration 8Q (2779.770000 sec): 3 clusters Score: Raw -31937970.115983 + Penalty 6132.259673 = -31931837.856310 nChanged 10935 SP:Iteration 9Q (2781.530000 sec): 3 clusters Score: Raw -31944242.852058 + Penalty 6132.259673 = -31938110.592385 nChanged 13002 SP:Iteration 10F (2783.260000 sec): 3 clusters Score: Raw -31953504.842379 + Penalty 6132.259673 = -31947372.582706 nChanged 14123 SP:Iteration 11F (2784.920000 sec): 3 clusters Score: Raw -31964258.175320 + Penalty 6132.259673 = -31958125.915647 nChanged 13004 SP:Iteration 12F (2786.560000 sec): 3 clusters Score: Raw -31972575.903573 + Penalty 6132.259673 = -31966443.643900 nChanged 9762 SP:Iteration 13Q (2788.220000 sec): 3 clusters Score: Raw -31976763.924917 + Penalty 6132.259673 = -31970631.665244 nChanged 6186 SP:Iteration 14Q (2789.800000 sec): 3 clusters Score: Raw -31978716.406577 + Penalty 6132.259673 = -31972584.146903 nChanged 4672 SP:Iteration 15Q (2791.420000 sec): 3 clusters Score: Raw -31980154.381200 + Penalty 6132.259673 = -31974022.121527 nChanged 4606 SP:Iteration 16Q (2793.050000 sec): 3 clusters Score: Raw -31981648.531940 + Penalty 6132.259673 = -31975516.272267 nChanged 4848 SP:Iteration 17Q (2794.590000 sec): 3 clusters Score: Raw -31983332.720649 + Penalty 6132.259673 = -31977200.460976 nChanged 5058 SP:Iteration 18Q (2796.070000 sec): 3 clusters Score: Raw -31985220.259427 + Penalty 6132.259673 = -31979087.999754 nChanged 5234 SP:Iteration 19Q (2797.560000 sec): 3 clusters Score: Raw -31987367.110290 + Penalty 6132.259673 = -31981234.850617 nChanged 5213 SP:Iteration 20F (2798.950000 sec): 3 clusters Score: Raw -31989692.586612 + Penalty 6132.259673 = -31983560.326939 nChanged 5325 SP:Iteration 21Q (2800.360000 sec): 3 clusters Score: Raw -31992320.046028 + Penalty 6132.259673 = -31986187.786354 nChanged 5385 SP:Iteration 22Q (2801.660000 sec): 3 clusters Score: Raw -31995256.431423 + Penalty 6132.259673 = -31989124.171750 nChanged 5079 SP:Iteration 23Q (2803.130000 sec): 3 clusters Score: Raw -31998197.342974 + Penalty 6132.259673 = -31992065.083301 nChanged 4754 SP:Iteration 24Q (2804.400000 sec): 3 clusters Score: Raw -32001171.964514 + Penalty 6132.259673 = -31995039.704841 nChanged 4316 SP:Iteration 25Q (2805.670000 sec): 3 clusters Score: Raw -32004070.669364 + Penalty 6132.259673 = -31997938.409691 nChanged 3881 SP:Iteration 26Q (2807.010000 sec): 3 clusters Score: Raw -32006919.736769 + Penalty 6132.259673 = -32000787.477096 nChanged 3308 SP:Iteration 27Q (2808.360000 sec): 3 clusters Score: Raw -32009512.827114 + Penalty 6132.259673 = -32003380.567441 nChanged 2574 SP:Iteration 28Q (2809.510000 sec): 3 clusters Score: Raw -32011607.334681 + Penalty 6132.259673 = -32005475.075008 nChanged 1754 SP:Iteration 29Q (2810.600000 sec): 3 clusters Score: Raw -32013005.503414 + Penalty 6132.259673 = -32006873.243741 nChanged 1012 SP:Iteration 30Q (2811.770000 sec): 3 clusters Score: Raw -32013788.459568 + Penalty 6132.259673 = -32007656.199895 nChanged 510 SP:Iteration 31Q (2812.970000 sec): 3 clusters Score: Raw -32014191.072997 + Penalty 6132.259673 = -32008058.813324 nChanged 272 SP:Iteration 32Q (2814.130000 sec): 3 clusters Score: Raw -32014429.600588 + Penalty 6132.259673 = -32008297.340914 nChanged 135 SP:Iteration 33Q (2815.270000 sec): 3 clusters Score: Raw -32014548.185932 + Penalty 6132.259673 = -32008415.926259 nChanged 87 SP:Iteration 34Q (2816.480000 sec): 3 clusters Score: Raw -32014627.925703 + Penalty 6132.259673 = -32008495.666030 nChanged 37 SP:Iteration 35Q (2817.710000 sec): 3 clusters Score: Raw -32014658.650778 + Penalty 6132.259673 = -32008526.391105 nChanged 27 SP:Iteration 36Q (2818.950000 sec): 3 clusters Score: Raw -32014686.017426 + Penalty 6132.259673 = -32008553.757753 nChanged 25 SP:Iteration 37Q (2820.170000 sec): 3 clusters Score: Raw -32014714.533607 + Penalty 6132.259673 = -32008582.273934 nChanged 16 SP:Iteration 38Q (2821.340000 sec): 3 clusters Score: Raw -32014729.973215 + Penalty 6132.259673 = -32008597.713542 nChanged 10 SP:Iteration 39Q (2822.560000 sec): 3 clusters Score: Raw -32014739.814654 + Penalty 6132.259673 = -32008607.554980 nChanged 10 SP:Iteration 40F (2823.990000 sec): 3 clusters Score: Raw -32014750.728678 + Penalty 6132.259673 = -32008618.469005 nChanged 12 SP:Iteration 41Q (2825.340000 sec): 3 clusters Score: Raw -32014763.803674 + Penalty 6132.259673 = -32008631.544001 nChanged 4 SP:Iteration 42Q (2826.560000 sec): 3 clusters Score: Raw -32014766.899183 + Penalty 6132.259673 = -32008634.639510 nChanged 3 SP:Iteration 43Q (2827.780000 sec): 3 clusters Score: Raw -32014769.108003 + Penalty 6132.259673 = -32008636.848330 nChanged 3 SP:Iteration 44Q (2828.980000 sec): 3 clusters Score: Raw -32014773.011616 + Penalty 6132.259673 = -32008640.751943 nChanged 5 SP:Iteration 45Q (2830.200000 sec): 3 clusters Score: Raw -32014776.836558 + Penalty 6132.259673 = -32008644.576885 nChanged 4 SP:Iteration 46Q (2831.440000 sec): 3 clusters Score: Raw -32014783.640545 + Penalty 6132.259673 = -32008651.380872 nChanged 5 SP:Iteration 47Q (2832.710000 sec): 3 clusters Score: Raw -32014789.162909 + Penalty 6132.259673 = -32008656.903236 nChanged 4 SP:Iteration 48Q (2833.940000 sec): 3 clusters Score: Raw -32014794.077166 + Penalty 6132.259673 = -32008661.817493 nChanged 1 SP:Iteration 49Q (2835.160000 sec): 3 clusters Score: Raw -32014794.567996 + Penalty 6132.259673 = -32008662.308323 nChanged 1 SP:Iteration 50Q (2836.320000 sec): 3 clusters Score: Raw -32014795.738632 + Penalty 6132.259673 = -32008663.478959 nChanged 3 SP:Iteration 51Q (2837.560000 sec): 3 clusters Score: Raw -32014799.203117 + Penalty 6132.259673 = -32008666.943444 nChanged 2 SP:Iteration 52Q (2838.880000 sec): 3 clusters Score: Raw -32014801.047948 + Penalty 6132.259673 = -32008668.788275 nChanged 2 SP:Iteration 53Q (2840.080000 sec): 3 clusters Score: Raw -32014802.456785 + Penalty 6132.259673 = -32008670.197112 nChanged 3 SP:Iteration 54Q (2841.200000 sec): 3 clusters Score: Raw -32014805.164374 + Penalty 6132.259673 = -32008672.904701 nChanged 2 SP:Iteration 55Q (2842.440000 sec): 3 clusters Score: Raw -32014806.735510 + Penalty 6132.259673 = -32008674.475837 nChanged 3 SP:Iteration 56Q (2843.710000 sec): 3 clusters Score: Raw -32014810.774538 + Penalty 6132.259673 = -32008678.514864 nChanged 1 SP:Iteration 57Q (2844.980000 sec): 3 clusters Score: Raw -32014812.872701 + Penalty 6132.259673 = -32008680.613028 nChanged 3 SP:Iteration 58Q (2846.360000 sec): 3 clusters Score: Raw -32014815.088139 + Penalty 6132.259673 = -32008682.828466 nChanged 0 SP:Iteration 59F (2847.830000 sec): 3 clusters Score: Raw -32014815.088139 + Penalty 6132.259673 = -32008682.828466 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2848.010000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2848.190000 sec): 3 clusters Score: Raw -102334.889294 + Penalty 3304.279951 = -99030.609342 nChanged 171 SP:Iteration 1F (2848.380000 sec): 3 clusters Score: Raw -102593.779373 + Penalty 3304.279951 = -99289.499422 nChanged 49 SP:Iteration 2F (2848.560000 sec): 3 clusters Score: Raw -102667.747607 + Penalty 3304.279951 = -99363.467655 nChanged 24 SP:Iteration 3Q (2848.760000 sec): 3 clusters Score: Raw -102716.049718 + Penalty 3304.279951 = -99411.769766 nChanged 19 SP:Iteration 4Q (2848.890000 sec): 3 clusters Score: Raw -102742.605932 + Penalty 3304.279951 = -99438.325981 nChanged 10 SP:Iteration 5Q (2849.140000 sec): 3 clusters Score: Raw -102759.086309 + Penalty 3304.279951 = -99454.806357 nChanged 8 SP:Iteration 6Q (2849.290000 sec): 3 clusters Score: Raw -102772.222800 + Penalty 3304.279951 = -99467.942848 nChanged 8 SP:Iteration 7Q (2849.470000 sec): 3 clusters Score: Raw -102785.541916 + Penalty 3304.279951 = -99481.261965 nChanged 5 SP:Iteration 8Q (2849.660000 sec): 3 clusters Score: Raw -102791.890228 + Penalty 3304.279951 = -99487.610277 nChanged 2 SP:Iteration 9Q (2849.850000 sec): 3 clusters Score: Raw -102793.664974 + Penalty 3304.279951 = -99489.385022 nChanged 2 SP:Iteration 10Q (2850.030000 sec): 3 clusters Score: Raw -102796.767184 + Penalty 3304.279951 = -99492.487232 nChanged 3 SP:Iteration 11Q (2850.220000 sec): 3 clusters Score: Raw -102804.994346 + Penalty 3304.279951 = -99500.714395 nChanged 5 SP:Iteration 12Q (2850.380000 sec): 3 clusters Score: Raw -102816.977380 + Penalty 3304.279951 = -99512.697429 nChanged 7 SP:Iteration 13Q (2850.550000 sec): 3 clusters Score: Raw -102826.379119 + Penalty 3304.279951 = -99522.099168 nChanged 1 SP:Iteration 14Q (2850.760000 sec): 3 clusters Score: Raw -102827.967523 + Penalty 3304.279951 = -99523.687572 nChanged 4 SP:Iteration 15Q (2850.900000 sec): 3 clusters Score: Raw -102834.877016 + Penalty 3304.279951 = -99530.597065 nChanged 3 SP:Iteration 16Q (2851.120000 sec): 3 clusters Score: Raw -102840.249749 + Penalty 3304.279951 = -99535.969798 nChanged 5 SP:Iteration 17Q (2851.310000 sec): 3 clusters Score: Raw -102848.684553 + Penalty 3304.279951 = -99544.404602 nChanged 3 SP:Iteration 18Q (2851.470000 sec): 3 clusters Score: Raw -102853.270267 + Penalty 3304.279951 = -99548.990316 nChanged 4 SP:Iteration 19Q (2851.660000 sec): 3 clusters Score: Raw -102858.495514 + Penalty 3304.279951 = -99554.215563 nChanged 3 SP:Iteration 20F (2851.840000 sec): 3 clusters Score: Raw -102863.075674 + Penalty 3304.279951 = -99558.795722 nChanged 3 SP:Iteration 21Q (2852.030000 sec): 3 clusters Score: Raw -102868.289622 + Penalty 3304.279951 = -99564.009670 nChanged 5 SP:Iteration 22Q (2852.220000 sec): 3 clusters Score: Raw -102876.122682 + Penalty 3304.279951 = -99571.842731 nChanged 3 SP:Iteration 23Q (2852.440000 sec): 3 clusters Score: Raw -102879.776888 + Penalty 3304.279951 = -99575.496937 nChanged 2 SP:Iteration 24Q (2852.640000 sec): 3 clusters Score: Raw -102882.703490 + Penalty 3304.279951 = -99578.423539 nChanged 1 SP:Iteration 25Q (2852.800000 sec): 3 clusters Score: Raw -102883.465889 + Penalty 3304.279951 = -99579.185938 nChanged 0 SP:Iteration 26F (2852.990000 sec): 3 clusters Score: Raw -102883.465889 + Penalty 3304.279951 = -99579.185938 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2853.060000 sec): 2 clusters Score: Raw -521493.948729 + Penalty 2056.241371 = -519437.707357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2853.310000 sec): 3 clusters Score: Raw -519665.494101 + Penalty 4112.482743 = -515553.011359 nChanged 1473 SP:Iteration 1F (2853.500000 sec): 3 clusters Score: Raw -520539.758803 + Penalty 4112.482743 = -516427.276061 nChanged 299 SP:Iteration 2F (2853.710000 sec): 3 clusters Score: Raw -520733.165430 + Penalty 4112.482743 = -516620.682688 nChanged 213 SP:Iteration 3F (2853.930000 sec): 3 clusters Score: Raw -520889.913557 + Penalty 4112.482743 = -516777.430815 nChanged 172 SP:Iteration 4Q (2854.130000 sec): 3 clusters Score: Raw -521015.414130 + Penalty 4112.482743 = -516902.931388 nChanged 167 SP:Iteration 5Q (2854.320000 sec): 3 clusters Score: Raw -521132.447437 + Penalty 4112.482743 = -517019.964695 nChanged 150 SP:Iteration 6Q (2854.520000 sec): 3 clusters Score: Raw -521258.157423 + Penalty 4112.482743 = -517145.674681 nChanged 139 SP:Iteration 7Q (2854.700000 sec): 3 clusters Score: Raw -521368.324003 + Penalty 4112.482743 = -517255.841261 nChanged 122 SP:Iteration 8Q (2854.910000 sec): 3 clusters Score: Raw -521475.709748 + Penalty 4112.482743 = -517363.227006 nChanged 108 SP:Iteration 9Q (2855.120000 sec): 3 clusters Score: Raw -521568.242007 + Penalty 4112.482743 = -517455.759265 nChanged 117 SP:Iteration 10Q (2855.310000 sec): 3 clusters Score: Raw -521671.051733 + Penalty 4112.482743 = -517558.568991 nChanged 114 SP:Iteration 11Q (2855.530000 sec): 3 clusters Score: Raw -521775.237371 + Penalty 4112.482743 = -517662.754628 nChanged 98 SP:Iteration 12Q (2855.740000 sec): 3 clusters Score: Raw -521857.505507 + Penalty 4112.482743 = -517745.022764 nChanged 80 SP:Iteration 13Q (2855.990000 sec): 3 clusters Score: Raw -521923.518640 + Penalty 4112.482743 = -517811.035897 nChanged 69 SP:Iteration 14Q (2856.110000 sec): 3 clusters Score: Raw -521973.133823 + Penalty 4112.482743 = -517860.651081 nChanged 53 SP:Iteration 15Q (2856.290000 sec): 3 clusters Score: Raw -522008.069522 + Penalty 4112.482743 = -517895.586779 nChanged 51 SP:Iteration 16Q (2856.510000 sec): 3 clusters Score: Raw -522047.403530 + Penalty 4112.482743 = -517934.920788 nChanged 65 SP:Iteration 17Q (2856.680000 sec): 3 clusters Score: Raw -522101.516446 + Penalty 4112.482743 = -517989.033703 nChanged 68 SP:Iteration 18Q (2856.890000 sec): 3 clusters Score: Raw -522150.892919 + Penalty 4112.482743 = -518038.410177 nChanged 67 SP:Iteration 19Q (2857.190000 sec): 3 clusters Score: Raw -522200.355826 + Penalty 4112.482743 = -518087.873083 nChanged 62 SP:Iteration 20F (2857.380000 sec): 3 clusters Score: Raw -522246.243677 + Penalty 4112.482743 = -518133.760934 nChanged 49 SP:Iteration 21Q (2857.660000 sec): 3 clusters Score: Raw -522279.266518 + Penalty 4112.482743 = -518166.783776 nChanged 34 SP:Iteration 22Q (2857.880000 sec): 3 clusters Score: Raw -522299.687435 + Penalty 4112.482743 = -518187.204693 nChanged 28 SP:Iteration 23Q (2858.090000 sec): 3 clusters Score: Raw -522318.950034 + Penalty 4112.482743 = -518206.467292 nChanged 27 SP:Iteration 24Q (2858.380000 sec): 3 clusters Score: Raw -522336.759832 + Penalty 4112.482743 = -518224.277089 nChanged 27 SP:Iteration 25Q (2858.570000 sec): 3 clusters Score: Raw -522353.347277 + Penalty 4112.482743 = -518240.864535 nChanged 28 SP:Iteration 26Q (2858.750000 sec): 3 clusters Score: Raw -522369.590061 + Penalty 4112.482743 = -518257.107318 nChanged 23 SP:Iteration 27Q (2858.910000 sec): 3 clusters Score: Raw -522382.185194 + Penalty 4112.482743 = -518269.702451 nChanged 25 SP:Iteration 28Q (2859.160000 sec): 3 clusters Score: Raw -522396.789107 + Penalty 4112.482743 = -518284.306365 nChanged 19 SP:Iteration 29Q (2859.330000 sec): 3 clusters Score: Raw -522407.060753 + Penalty 4112.482743 = -518294.578011 nChanged 16 SP:Iteration 30Q (2859.510000 sec): 3 clusters Score: Raw -522414.843978 + Penalty 4112.482743 = -518302.361236 nChanged 16 SP:Iteration 31Q (2859.690000 sec): 3 clusters Score: Raw -522423.739101 + Penalty 4112.482743 = -518311.256358 nChanged 19 SP:Iteration 32Q (2859.900000 sec): 3 clusters Score: Raw -522433.255166 + Penalty 4112.482743 = -518320.772424 nChanged 12 SP:Iteration 33Q (2860.080000 sec): 3 clusters Score: Raw -522439.429620 + Penalty 4112.482743 = -518326.946878 nChanged 16 SP:Iteration 34Q (2860.260000 sec): 3 clusters Score: Raw -522447.410809 + Penalty 4112.482743 = -518334.928066 nChanged 17 SP:Iteration 35Q (2860.450000 sec): 3 clusters Score: Raw -522455.127723 + Penalty 4112.482743 = -518342.644981 nChanged 9 SP:Iteration 36Q (2860.620000 sec): 3 clusters Score: Raw -522458.771993 + Penalty 4112.482743 = -518346.289250 nChanged 6 SP:Iteration 37Q (2860.840000 sec): 3 clusters Score: Raw -522461.556695 + Penalty 4112.482743 = -518349.073952 nChanged 6 SP:Iteration 38Q (2861.040000 sec): 3 clusters Score: Raw -522464.427182 + Penalty 4112.482743 = -518351.944439 nChanged 3 SP:Iteration 39Q (2861.210000 sec): 3 clusters Score: Raw -522465.500332 + Penalty 4112.482743 = -518353.017590 nChanged 4 SP:Iteration 40F (2861.420000 sec): 3 clusters Score: Raw -522467.139660 + Penalty 4112.482743 = -518354.656917 nChanged 3 SP:Iteration 41Q (2861.680000 sec): 3 clusters Score: Raw -522468.196874 + Penalty 4112.482743 = -518355.714131 nChanged 3 SP:Iteration 42Q (2861.850000 sec): 3 clusters Score: Raw -522471.141662 + Penalty 4112.482743 = -518358.658919 nChanged 5 SP:Iteration 43Q (2862.070000 sec): 3 clusters Score: Raw -522475.823502 + Penalty 4112.482743 = -518363.340759 nChanged 5 SP:Iteration 44Q (2862.330000 sec): 3 clusters Score: Raw -522477.830330 + Penalty 4112.482743 = -518365.347587 nChanged 5 SP:Iteration 45Q (2862.540000 sec): 3 clusters Score: Raw -522480.130024 + Penalty 4112.482743 = -518367.647282 nChanged 3 SP:Iteration 46Q (2862.770000 sec): 3 clusters Score: Raw -522481.513035 + Penalty 4112.482743 = -518369.030293 nChanged 3 SP:Iteration 47Q (2862.920000 sec): 3 clusters Score: Raw -522482.355475 + Penalty 4112.482743 = -518369.872733 nChanged 3 SP:Iteration 48Q (2863.120000 sec): 3 clusters Score: Raw -522483.168800 + Penalty 4112.482743 = -518370.686057 nChanged 3 SP:Iteration 49Q (2863.310000 sec): 3 clusters Score: Raw -522484.472174 + Penalty 4112.482743 = -518371.989431 nChanged 4 SP:Iteration 50Q (2863.510000 sec): 3 clusters Score: Raw -522486.557388 + Penalty 4112.482743 = -518374.074645 nChanged 3 SP:Iteration 51Q (2863.710000 sec): 3 clusters Score: Raw -522487.810253 + Penalty 4112.482743 = -518375.327510 nChanged 2 SP:Iteration 52Q (2863.930000 sec): 3 clusters Score: Raw -522488.516300 + Penalty 4112.482743 = -518376.033557 nChanged 3 SP:Iteration 53Q (2864.140000 sec): 3 clusters Score: Raw -522489.491720 + Penalty 4112.482743 = -518377.008977 nChanged 1 SP:Iteration 54Q (2864.350000 sec): 3 clusters Score: Raw -522489.735319 + Penalty 4112.482743 = -518377.252576 nChanged 1 SP:Iteration 55Q (2864.530000 sec): 3 clusters Score: Raw -522490.013278 + Penalty 4112.482743 = -518377.530535 nChanged 0 SP:Iteration 56F (2864.710000 sec): 3 clusters Score: Raw -522490.013278 + Penalty 4112.482743 = -518377.530535 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2864.830000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.010000 sec): 3 clusters Score: Raw -100661.213096 + Penalty 3272.184268 = -97389.028828 nChanged 152 SP:Iteration 1F (2865.170000 sec): 3 clusters Score: Raw -100887.641679 + Penalty 3272.184268 = -97615.457411 nChanged 37 SP:Iteration 2F (2865.390000 sec): 3 clusters Score: Raw -100950.424679 + Penalty 3272.184268 = -97678.240411 nChanged 20 SP:Iteration 3Q (2865.550000 sec): 3 clusters Score: Raw -100998.846676 + Penalty 3272.184268 = -97726.662408 nChanged 17 SP:Iteration 4Q (2865.720000 sec): 3 clusters Score: Raw -101029.183833 + Penalty 3272.184268 = -97756.999565 nChanged 9 SP:Iteration 5Q (2865.910000 sec): 3 clusters Score: Raw -101044.799234 + Penalty 3272.184268 = -97772.614966 nChanged 4 SP:Iteration 6Q (2866.080000 sec): 3 clusters Score: Raw -101050.468318 + Penalty 3272.184268 = -97778.284050 nChanged 1 SP:Iteration 7Q (2866.260000 sec): 3 clusters Score: Raw -101054.616119 + Penalty 3272.184268 = -97782.431851 nChanged 1 SP:Iteration 8Q (2866.470000 sec): 3 clusters Score: Raw -101055.072494 + Penalty 3272.184268 = -97782.888226 nChanged 0 SP:Iteration 9F (2866.650000 sec): 3 clusters Score: Raw -101055.072494 + Penalty 3272.184268 = -97782.888226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (106924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2867.300000 sec): 2 clusters Score: Raw -14661795.036405 + Penalty 2871.808648 = -14658923.227757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.100000 sec): 3 clusters Score: Raw -14592856.385274 + Penalty 5743.617296 = -14587112.767978 nChanged 50806 SP:Iteration 1F (2868.830000 sec): 3 clusters Score: Raw -14622812.757699 + Penalty 5743.617296 = -14617069.140403 nChanged 4792 SP:Iteration 2Q (2869.670000 sec): 3 clusters Score: Raw -14624687.496532 + Penalty 5743.617296 = -14618943.879236 nChanged 5966 SP:Iteration 3F (2870.410000 sec): 3 clusters Score: Raw -14627652.250701 + Penalty 5743.617296 = -14621908.633405 nChanged 7347 SP:Iteration 4F (2871.140000 sec): 3 clusters Score: Raw -14632130.808575 + Penalty 5743.617296 = -14626387.191279 nChanged 8228 SP:Iteration 5F (2871.860000 sec): 3 clusters Score: Raw -14638047.098115 + Penalty 5743.617296 = -14632303.480819 nChanged 8185 SP:Iteration 6F (2872.650000 sec): 3 clusters Score: Raw -14644673.514525 + Penalty 5743.617296 = -14638929.897229 nChanged 7229 SP:Iteration 7F (2873.430000 sec): 3 clusters Score: Raw -14650865.491196 + Penalty 5743.617296 = -14645121.873900 nChanged 5435 SP:Iteration 8F (2874.190000 sec): 3 clusters Score: Raw -14655614.434963 + Penalty 5743.617296 = -14649870.817667 nChanged 3538 SP:Iteration 9Q (2874.940000 sec): 3 clusters Score: Raw -14658814.215754 + Penalty 5743.617296 = -14653070.598458 nChanged 1985 SP:Iteration 10Q (2875.740000 sec): 3 clusters Score: Raw -14660660.902586 + Penalty 5743.617296 = -14654917.285290 nChanged 905 SP:Iteration 11Q (2876.470000 sec): 3 clusters Score: Raw -14661508.557322 + Penalty 5743.617296 = -14655764.940026 nChanged 480 SP:Iteration 12Q (2877.170000 sec): 3 clusters Score: Raw -14661949.402662 + Penalty 5743.617296 = -14656205.785366 nChanged 323 SP:Iteration 13Q (2877.880000 sec): 3 clusters Score: Raw -14662173.688915 + Penalty 5743.617296 = -14656430.071619 nChanged 220 SP:Iteration 14Q (2878.550000 sec): 3 clusters Score: Raw -14662281.909497 + Penalty 5743.617296 = -14656538.292201 nChanged 153 SP:Iteration 15Q (2879.250000 sec): 3 clusters Score: Raw -14662359.370327 + Penalty 5743.617296 = -14656615.753030 nChanged 104 SP:Iteration 16Q (2879.940000 sec): 3 clusters Score: Raw -14662405.580626 + Penalty 5743.617296 = -14656661.963330 nChanged 84 SP:Iteration 17Q (2880.650000 sec): 3 clusters Score: Raw -14662435.356699 + Penalty 5743.617296 = -14656691.739403 nChanged 47 SP:Iteration 18Q (2881.360000 sec): 3 clusters Score: Raw -14662451.671268 + Penalty 5743.617296 = -14656708.053972 nChanged 35 SP:Iteration 19Q (2882.090000 sec): 3 clusters Score: Raw -14662463.935489 + Penalty 5743.617296 = -14656720.318193 nChanged 35 SP:Iteration 20F (2882.890000 sec): 3 clusters Score: Raw -14662475.474007 + Penalty 5743.617296 = -14656731.856711 nChanged 27 SP:Iteration 21Q (2883.570000 sec): 3 clusters Score: Raw -14662481.500478 + Penalty 5743.617296 = -14656737.883182 nChanged 17 SP:Iteration 22Q (2884.210000 sec): 3 clusters Score: Raw -14662486.496912 + Penalty 5743.617296 = -14656742.879616 nChanged 20 SP:Iteration 23Q (2884.890000 sec): 3 clusters Score: Raw -14662491.487959 + Penalty 5743.617296 = -14656747.870662 nChanged 10 SP:Iteration 24Q (2885.530000 sec): 3 clusters Score: Raw -14662493.737257 + Penalty 5743.617296 = -14656750.119961 nChanged 8 SP:Iteration 25Q (2886.260000 sec): 3 clusters Score: Raw -14662495.169541 + Penalty 5743.617296 = -14656751.552244 nChanged 6 SP:Iteration 26Q (2886.900000 sec): 3 clusters Score: Raw -14662496.630908 + Penalty 5743.617296 = -14656753.013612 nChanged 6 SP:Iteration 27Q (2887.600000 sec): 3 clusters Score: Raw -14662498.122485 + Penalty 5743.617296 = -14656754.505189 nChanged 7 SP:Iteration 28Q (2888.300000 sec): 3 clusters Score: Raw -14662499.693455 + Penalty 5743.617296 = -14656756.076159 nChanged 2 SP:Iteration 29Q (2888.970000 sec): 3 clusters Score: Raw -14662500.211329 + Penalty 5743.617296 = -14656756.594033 nChanged 2 SP:Iteration 30Q (2889.640000 sec): 3 clusters Score: Raw -14662500.834053 + Penalty 5743.617296 = -14656757.216757 nChanged 1 SP:Iteration 31Q (2890.330000 sec): 3 clusters Score: Raw -14662501.204801 + Penalty 5743.617296 = -14656757.587505 nChanged 2 SP:Iteration 32Q (2890.960000 sec): 3 clusters Score: Raw -14662501.503525 + Penalty 5743.617296 = -14656757.886229 nChanged 2 SP:Iteration 33Q (2891.640000 sec): 3 clusters Score: Raw -14662501.912281 + Penalty 5743.617296 = -14656758.294985 nChanged 0 SP:Iteration 34F (2892.430000 sec): 3 clusters Score: Raw -14662501.912281 + Penalty 5743.617296 = -14656758.294985 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 20 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2892.610000 sec): 2 clusters Score: Raw -44522.795737 + Penalty 1461.811903 = -43060.983835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2892.770000 sec): 3 clusters Score: Raw -44627.645674 + Penalty 2923.623806 = -41704.021869 nChanged 58 SP:Iteration 1F (2892.940000 sec): 3 clusters Score: Raw -44821.955051 + Penalty 2923.623806 = -41898.331246 nChanged 16 SP:Iteration 2Q (2893.160000 sec): 3 clusters Score: Raw -44887.344757 + Penalty 2923.623806 = -41963.720951 nChanged 8 SP:Iteration 3Q (2893.320000 sec): 3 clusters Score: Raw -44923.348325 + Penalty 2923.623806 = -41999.724520 nChanged 6 SP:Iteration 4Q (2893.500000 sec): 3 clusters Score: Raw -44962.843813 + Penalty 2923.623806 = -42039.220007 nChanged 2 SP:Iteration 5Q (2893.720000 sec): 3 clusters Score: Raw -44973.856974 + Penalty 2923.623806 = -42050.233168 nChanged 1 SP:Iteration 6Q (2893.900000 sec): 3 clusters Score: Raw -44975.802146 + Penalty 2923.623806 = -42052.178340 nChanged 1 SP:Iteration 7Q (2894.060000 sec): 3 clusters Score: Raw -44979.414244 + Penalty 2923.623806 = -42055.790439 nChanged 3 SP:Iteration 8Q (2894.240000 sec): 3 clusters Score: Raw -45003.063090 + Penalty 2923.623806 = -42079.439285 nChanged 1 SP:Iteration 9Q (2894.420000 sec): 3 clusters Score: Raw -45015.516270 + Penalty 2923.623806 = -42091.892464 nChanged 0 SP:Iteration 10F (2894.640000 sec): 3 clusters Score: Raw -45015.516270 + Penalty 2923.623806 = -42091.892464 nChanged 0 Iteration 133F (2920.840000 sec): 23 clusters Score: Raw -78079856.671192 + Penalty 72373.581514 = -78007483.089678 nChanged 27 Iteration 134F (2944.850000 sec): 23 clusters Score: Raw -78080039.191326 + Penalty 72373.581514 = -78007665.609812 nChanged 21 Iteration 135Q (2957.990000 sec): 23 clusters Score: Raw -78080109.995170 + Penalty 72373.581514 = -78007736.413656 nChanged 18 Iteration 136Q (2971.700000 sec): 23 clusters Score: Raw -78080157.711606 + Penalty 72373.581514 = -78007784.130092 nChanged 13 Iteration 137Q (2986.080000 sec): 23 clusters Score: Raw -78080190.157473 + Penalty 72373.581514 = -78007816.575959 nChanged 14 Iteration 138Q (3001.530000 sec): 23 clusters Score: Raw -78080204.444134 + Penalty 72373.581514 = -78007830.862620 nChanged 13 Writing temp clu file Because OldScore, -78007816.575959, is greater than current (better) Score,-78007830.862620 Compute initial score before splitting: Score: Raw -78080204.444134 + Penalty 72373.581514 = -78007830.862620 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3001.770000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3001.930000 sec): 3 clusters Score: Raw -70623.710857 + Penalty 3114.146626 = -67509.564231 nChanged 95 SP:Iteration 1F (3002.140000 sec): 3 clusters Score: Raw -70817.258834 + Penalty 3114.146626 = -67703.112208 nChanged 27 SP:Iteration 2F (3002.340000 sec): 3 clusters Score: Raw -70891.929807 + Penalty 3114.146626 = -67777.783181 nChanged 22 SP:Iteration 3Q (3002.500000 sec): 3 clusters Score: Raw -70940.531411 + Penalty 3114.146626 = -67826.384784 nChanged 12 SP:Iteration 4Q (3002.660000 sec): 3 clusters Score: Raw -70973.209089 + Penalty 3114.146626 = -67859.062462 nChanged 8 SP:Iteration 5Q (3002.820000 sec): 3 clusters Score: Raw -70988.037122 + Penalty 3114.146626 = -67873.890496 nChanged 5 SP:Iteration 6Q (3003.010000 sec): 3 clusters Score: Raw -71003.457350 + Penalty 3114.146626 = -67889.310724 nChanged 3 SP:Iteration 7Q (3003.210000 sec): 3 clusters Score: Raw -71012.017858 + Penalty 3114.146626 = -67897.871232 nChanged 2 SP:Iteration 8Q (3003.420000 sec): 3 clusters Score: Raw -71044.854565 + Penalty 3114.146626 = -67930.707939 nChanged 5 SP:Iteration 9Q (3003.600000 sec): 3 clusters Score: Raw -71065.121543 + Penalty 3114.146626 = -67950.974916 nChanged 3 SP:Iteration 10Q (3003.820000 sec): 3 clusters Score: Raw -71080.326710 + Penalty 3114.146626 = -67966.180084 nChanged 1 SP:Iteration 11Q (3004.010000 sec): 3 clusters Score: Raw -71096.023031 + Penalty 3114.146626 = -67981.876405 nChanged 1 SP:Iteration 12Q (3004.200000 sec): 3 clusters Score: Raw -71119.514146 + Penalty 3114.146626 = -68005.367519 nChanged 3 SP:Iteration 13Q (3004.400000 sec): 3 clusters Score: Raw -71179.312081 + Penalty 3114.146626 = -68065.165455 nChanged 5 SP:Iteration 14Q (3004.590000 sec): 3 clusters Score: Raw -71248.329747 + Penalty 3114.146626 = -68134.183120 nChanged 8 SP:Iteration 15Q (3004.810000 sec): 3 clusters Score: Raw -71390.886591 + Penalty 3114.146626 = -68276.739965 nChanged 11 SP:Iteration 16Q (3004.980000 sec): 3 clusters Score: Raw -71531.728665 + Penalty 3114.146626 = -68417.582039 nChanged 13 SP:Iteration 17Q (3005.170000 sec): 3 clusters Score: Raw -71561.389097 + Penalty 3114.146626 = -68447.242471 nChanged 8 SP:Iteration 18Q (3005.400000 sec): 3 clusters Score: Raw -71579.044811 + Penalty 3114.146626 = -68464.898184 nChanged 13 SP:Iteration 19Q (3005.580000 sec): 3 clusters Score: Raw -71626.189158 + Penalty 3114.146626 = -68512.042532 nChanged 13 SP:Iteration 20F (3005.820000 sec): 3 clusters Score: Raw -71659.085396 + Penalty 3114.146626 = -68544.938769 nChanged 9 SP:Iteration 21Q (3006.010000 sec): 3 clusters Score: Raw -71686.794931 + Penalty 3114.146626 = -68572.648304 nChanged 17 SP:Iteration 22Q (3006.190000 sec): 3 clusters Score: Raw -71739.896314 + Penalty 3114.146626 = -68625.749688 nChanged 14 SP:Iteration 23Q (3006.410000 sec): 3 clusters Score: Raw -71790.778243 + Penalty 3114.146626 = -68676.631617 nChanged 11 SP:Iteration 24Q (3006.590000 sec): 3 clusters Score: Raw -71827.386646 + Penalty 3114.146626 = -68713.240020 nChanged 11 SP:Iteration 25Q (3006.790000 sec): 3 clusters Score: Raw -71872.324561 + Penalty 3114.146626 = -68758.177934 nChanged 7 SP:Iteration 26Q (3007.000000 sec): 3 clusters Score: Raw -71895.386576 + Penalty 3114.146626 = -68781.239949 nChanged 2 SP:Iteration 27Q (3007.130000 sec): 3 clusters Score: Raw -71904.531547 + Penalty 3114.146626 = -68790.384921 nChanged 2 SP:Iteration 28Q (3007.330000 sec): 3 clusters Score: Raw -71912.526884 + Penalty 3114.146626 = -68798.380258 nChanged 1 SP:Iteration 29Q (3007.510000 sec): 3 clusters Score: Raw -71913.414967 + Penalty 3114.146626 = -68799.268341 nChanged 1 SP:Iteration 30Q (3007.710000 sec): 3 clusters Score: Raw -71917.641684 + Penalty 3114.146626 = -68803.495058 nChanged 1 SP:Iteration 31Q (3007.940000 sec): 3 clusters Score: Raw -71919.569762 + Penalty 3114.146626 = -68805.423135 nChanged 0 SP:Iteration 32F (3008.110000 sec): 3 clusters Score: Raw -71919.569762 + Penalty 3114.146626 = -68805.423135 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3008.220000 sec): 2 clusters Score: Raw -39549.299428 + Penalty 1428.207640 = -38121.091788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3008.370000 sec): 3 clusters Score: Raw -39704.954724 + Penalty 2856.415280 = -36848.539444 nChanged 47 SP:Iteration 1F (3008.540000 sec): 3 clusters Score: Raw -39920.546031 + Penalty 2856.415280 = -37064.130751 nChanged 18 SP:Iteration 2F (3008.690000 sec): 3 clusters Score: Raw -40042.216926 + Penalty 2856.415280 = -37185.801646 nChanged 12 SP:Iteration 3Q (3008.830000 sec): 3 clusters Score: Raw -40113.587865 + Penalty 2856.415280 = -37257.172586 nChanged 11 SP:Iteration 4Q (3008.980000 sec): 3 clusters Score: Raw -40167.433472 + Penalty 2856.415280 = -37311.018192 nChanged 8 SP:Iteration 5Q (3009.180000 sec): 3 clusters Score: Raw -40203.792388 + Penalty 2856.415280 = -37347.377108 nChanged 3 SP:Iteration 6Q (3009.380000 sec): 3 clusters Score: Raw -40220.429725 + Penalty 2856.415280 = -37364.014445 nChanged 3 SP:Iteration 7Q (3009.530000 sec): 3 clusters Score: Raw -40227.466600 + Penalty 2856.415280 = -37371.051321 nChanged 0 SP:Iteration 8F (3009.700000 sec): 3 clusters Score: Raw -40227.466600 + Penalty 2856.415280 = -37371.051321 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.850000 sec): 2 clusters Score: Raw -39071.009923 + Penalty 1449.916816 = -37621.093107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3010.010000 sec): 3 clusters Score: Raw -39297.995141 + Penalty 2899.833632 = -36398.161508 nChanged 75 SP:Iteration 1F (3010.210000 sec): 3 clusters Score: Raw -39560.219175 + Penalty 2899.833632 = -36660.385542 nChanged 32 SP:Iteration 2F (3010.430000 sec): 3 clusters Score: Raw -39720.169748 + Penalty 2899.833632 = -36820.336116 nChanged 15 SP:Iteration 3Q (3010.600000 sec): 3 clusters Score: Raw -39766.022887 + Penalty 2899.833632 = -36866.189255 nChanged 5 SP:Iteration 4Q (3010.790000 sec): 3 clusters Score: Raw -39788.448918 + Penalty 2899.833632 = -36888.615285 nChanged 3 SP:Iteration 5Q (3010.960000 sec): 3 clusters Score: Raw -39799.468097 + Penalty 2899.833632 = -36899.634465 nChanged 1 SP:Iteration 6Q (3011.190000 sec): 3 clusters Score: Raw -39804.493615 + Penalty 2899.833632 = -36904.659983 nChanged 0 SP:Iteration 7F (3011.390000 sec): 3 clusters Score: Raw -39804.493615 + Penalty 2899.833632 = -36904.659983 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3011.690000 sec): 2 clusters Score: Raw -4711915.765240 + Penalty 2593.791603 = -4709321.973637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3012.090000 sec): 3 clusters Score: Raw -4690891.910352 + Penalty 5187.583207 = -4685704.327145 nChanged 15819 SP:Iteration 1F (3012.560000 sec): 3 clusters Score: Raw -4699340.931964 + Penalty 5187.583207 = -4694153.348758 nChanged 1614 SP:Iteration 2Q (3013.010000 sec): 3 clusters Score: Raw -4699892.166872 + Penalty 5187.583207 = -4694704.583665 nChanged 1514 SP:Iteration 3Q (3013.390000 sec): 3 clusters Score: Raw -4700436.631532 + Penalty 5187.583207 = -4695249.048325 nChanged 1467 SP:Iteration 4Q (3013.770000 sec): 3 clusters Score: Raw -4700995.901472 + Penalty 5187.583207 = -4695808.318266 nChanged 1487 SP:Iteration 5Q (3014.220000 sec): 3 clusters Score: Raw -4701592.629336 + Penalty 5187.583207 = -4696405.046129 nChanged 1442 SP:Iteration 6Q (3014.650000 sec): 3 clusters Score: Raw -4702179.937860 + Penalty 5187.583207 = -4696992.354654 nChanged 1481 SP:Iteration 7Q (3015.190000 sec): 3 clusters Score: Raw -4702791.169920 + Penalty 5187.583207 = -4697603.586713 nChanged 1482 SP:Iteration 8Q (3015.600000 sec): 3 clusters Score: Raw -4703446.936838 + Penalty 5187.583207 = -4698259.353632 nChanged 1525 SP:Iteration 9Q (3016.030000 sec): 3 clusters Score: Raw -4704203.485693 + Penalty 5187.583207 = -4699015.902486 nChanged 1621 SP:Iteration 10Q (3016.460000 sec): 3 clusters Score: Raw -4705090.941904 + Penalty 5187.583207 = -4699903.358698 nChanged 1675 SP:Iteration 11Q (3016.900000 sec): 3 clusters Score: Raw -4706033.129680 + Penalty 5187.583207 = -4700845.546474 nChanged 1607 SP:Iteration 12Q (3017.280000 sec): 3 clusters Score: Raw -4706867.504277 + Penalty 5187.583207 = -4701679.921071 nChanged 1348 SP:Iteration 13Q (3017.660000 sec): 3 clusters Score: Raw -4707444.582524 + Penalty 5187.583207 = -4702256.999317 nChanged 1053 SP:Iteration 14Q (3018.090000 sec): 3 clusters Score: Raw -4707820.455042 + Penalty 5187.583207 = -4702632.871835 nChanged 863 SP:Iteration 15Q (3018.490000 sec): 3 clusters Score: Raw -4708113.644473 + Penalty 5187.583207 = -4702926.061266 nChanged 712 SP:Iteration 16Q (3018.860000 sec): 3 clusters Score: Raw -4708347.507857 + Penalty 5187.583207 = -4703159.924651 nChanged 595 SP:Iteration 17Q (3019.320000 sec): 3 clusters Score: Raw -4708527.534094 + Penalty 5187.583207 = -4703339.950887 nChanged 495 SP:Iteration 18Q (3019.730000 sec): 3 clusters Score: Raw -4708674.031806 + Penalty 5187.583207 = -4703486.448599 nChanged 462 SP:Iteration 19Q (3020.220000 sec): 3 clusters Score: Raw -4708805.326628 + Penalty 5187.583207 = -4703617.743422 nChanged 414 SP:Iteration 20F (3020.620000 sec): 3 clusters Score: Raw -4708937.178561 + Penalty 5187.583207 = -4703749.595354 nChanged 425 SP:Iteration 21Q (3021.030000 sec): 3 clusters Score: Raw -4709060.468425 + Penalty 5187.583207 = -4703872.885219 nChanged 393 SP:Iteration 22Q (3021.490000 sec): 3 clusters Score: Raw -4709180.620747 + Penalty 5187.583207 = -4703993.037541 nChanged 411 SP:Iteration 23Q (3021.940000 sec): 3 clusters Score: Raw -4709299.966535 + Penalty 5187.583207 = -4704112.383328 nChanged 404 SP:Iteration 24Q (3022.350000 sec): 3 clusters Score: Raw -4709415.720596 + Penalty 5187.583207 = -4704228.137390 nChanged 409 SP:Iteration 25Q (3022.810000 sec): 3 clusters Score: Raw -4709553.440453 + Penalty 5187.583207 = -4704365.857246 nChanged 436 SP:Iteration 26Q (3023.240000 sec): 3 clusters Score: Raw -4709747.139999 + Penalty 5187.583207 = -4704559.556792 nChanged 508 SP:Iteration 27Q (3023.730000 sec): 3 clusters Score: Raw -4710090.483325 + Penalty 5187.583207 = -4704902.900119 nChanged 558 SP:Iteration 28Q (3024.110000 sec): 3 clusters Score: Raw -4710642.831711 + Penalty 5187.583207 = -4705455.248504 nChanged 562 SP:Iteration 29Q (3024.520000 sec): 3 clusters Score: Raw -4711208.785622 + Penalty 5187.583207 = -4706021.202416 nChanged 535 SP:Iteration 30Q (3024.920000 sec): 3 clusters Score: Raw -4711603.327544 + Penalty 5187.583207 = -4706415.744337 nChanged 512 SP:Iteration 31Q (3025.280000 sec): 3 clusters Score: Raw -4711865.373350 + Penalty 5187.583207 = -4706677.790144 nChanged 405 SP:Iteration 32Q (3025.710000 sec): 3 clusters Score: Raw -4712032.833786 + Penalty 5187.583207 = -4706845.250579 nChanged 331 SP:Iteration 33Q (3026.160000 sec): 3 clusters Score: Raw -4712159.012715 + Penalty 5187.583207 = -4706971.429508 nChanged 298 SP:Iteration 34Q (3026.570000 sec): 3 clusters Score: Raw -4712263.256691 + Penalty 5187.583207 = -4707075.673485 nChanged 256 SP:Iteration 35Q (3026.970000 sec): 3 clusters Score: Raw -4712341.943956 + Penalty 5187.583207 = -4707154.360749 nChanged 221 SP:Iteration 36Q (3027.300000 sec): 3 clusters Score: Raw -4712401.078030 + Penalty 5187.583207 = -4707213.494823 nChanged 176 SP:Iteration 37Q (3027.650000 sec): 3 clusters Score: Raw -4712441.925767 + Penalty 5187.583207 = -4707254.342560 nChanged 131 SP:Iteration 38Q (3027.980000 sec): 3 clusters Score: Raw -4712466.909177 + Penalty 5187.583207 = -4707279.325970 nChanged 125 SP:Iteration 39Q (3028.310000 sec): 3 clusters Score: Raw -4712491.372362 + Penalty 5187.583207 = -4707303.789155 nChanged 111 SP:Iteration 40F (3028.770000 sec): 3 clusters Score: Raw -4712512.721138 + Penalty 5187.583207 = -4707325.137931 nChanged 98 SP:Iteration 41Q (3029.130000 sec): 3 clusters Score: Raw -4712529.419608 + Penalty 5187.583207 = -4707341.836401 nChanged 74 SP:Iteration 42Q (3029.530000 sec): 3 clusters Score: Raw -4712541.215257 + Penalty 5187.583207 = -4707353.632051 nChanged 77 SP:Iteration 43Q (3029.920000 sec): 3 clusters Score: Raw -4712553.197824 + Penalty 5187.583207 = -4707365.614617 nChanged 65 SP:Iteration 44Q (3030.370000 sec): 3 clusters Score: Raw -4712563.702569 + Penalty 5187.583207 = -4707376.119362 nChanged 60 SP:Iteration 45Q (3030.720000 sec): 3 clusters Score: Raw -4712573.225631 + Penalty 5187.583207 = -4707385.642424 nChanged 65 SP:Iteration 46Q (3031.100000 sec): 3 clusters Score: Raw -4712584.116484 + Penalty 5187.583207 = -4707396.533277 nChanged 63 SP:Iteration 47Q (3031.530000 sec): 3 clusters Score: Raw -4712594.279807 + Penalty 5187.583207 = -4707406.696601 nChanged 64 SP:Iteration 48Q (3031.920000 sec): 3 clusters Score: Raw -4712606.854028 + Penalty 5187.583207 = -4707419.270822 nChanged 84 SP:Iteration 49Q (3032.390000 sec): 3 clusters Score: Raw -4712624.766748 + Penalty 5187.583207 = -4707437.183541 nChanged 78 SP:Iteration 50Q (3032.820000 sec): 3 clusters Score: Raw -4712641.366283 + Penalty 5187.583207 = -4707453.783076 nChanged 77 SP:Iteration 51Q (3033.180000 sec): 3 clusters Score: Raw -4712656.776858 + Penalty 5187.583207 = -4707469.193651 nChanged 59 SP:Iteration 52Q (3033.520000 sec): 3 clusters Score: Raw -4712667.139568 + Penalty 5187.583207 = -4707479.556362 nChanged 60 SP:Iteration 53Q (3033.940000 sec): 3 clusters Score: Raw -4712676.856931 + Penalty 5187.583207 = -4707489.273724 nChanged 46 SP:Iteration 54Q (3034.360000 sec): 3 clusters Score: Raw -4712684.447900 + Penalty 5187.583207 = -4707496.864693 nChanged 40 SP:Iteration 55Q (3034.800000 sec): 3 clusters Score: Raw -4712690.438770 + Penalty 5187.583207 = -4707502.855563 nChanged 33 SP:Iteration 56Q (3035.200000 sec): 3 clusters Score: Raw -4712694.554179 + Penalty 5187.583207 = -4707506.970972 nChanged 27 SP:Iteration 57Q (3035.640000 sec): 3 clusters Score: Raw -4712698.201237 + Penalty 5187.583207 = -4707510.618031 nChanged 27 SP:Iteration 58Q (3036.010000 sec): 3 clusters Score: Raw -4712701.788319 + Penalty 5187.583207 = -4707514.205113 nChanged 30 SP:Iteration 59Q (3036.430000 sec): 3 clusters Score: Raw -4712706.006122 + Penalty 5187.583207 = -4707518.422916 nChanged 30 SP:Iteration 60F (3036.880000 sec): 3 clusters Score: Raw -4712710.740030 + Penalty 5187.583207 = -4707523.156824 nChanged 37 SP:Iteration 61Q (3037.270000 sec): 3 clusters Score: Raw -4712716.342187 + Penalty 5187.583207 = -4707528.758980 nChanged 39 SP:Iteration 62Q (3037.680000 sec): 3 clusters Score: Raw -4712722.312620 + Penalty 5187.583207 = -4707534.729414 nChanged 45 SP:Iteration 63Q (3038.080000 sec): 3 clusters Score: Raw -4712730.839298 + Penalty 5187.583207 = -4707543.256091 nChanged 34 SP:Iteration 64Q (3038.490000 sec): 3 clusters Score: Raw -4712736.698429 + Penalty 5187.583207 = -4707549.115223 nChanged 36 SP:Iteration 65Q (3038.880000 sec): 3 clusters Score: Raw -4712743.755371 + Penalty 5187.583207 = -4707556.172165 nChanged 39 SP:Iteration 66Q (3039.280000 sec): 3 clusters Score: Raw -4712751.245263 + Penalty 5187.583207 = -4707563.662056 nChanged 41 SP:Iteration 67Q (3039.700000 sec): 3 clusters Score: Raw -4712758.371091 + Penalty 5187.583207 = -4707570.787885 nChanged 32 SP:Iteration 68Q (3040.080000 sec): 3 clusters Score: Raw -4712763.633959 + Penalty 5187.583207 = -4707576.050753 nChanged 27 SP:Iteration 69Q (3040.480000 sec): 3 clusters Score: Raw -4712767.460212 + Penalty 5187.583207 = -4707579.877006 nChanged 28 SP:Iteration 70Q (3040.910000 sec): 3 clusters Score: Raw -4712771.687516 + Penalty 5187.583207 = -4707584.104310 nChanged 27 SP:Iteration 71Q (3041.320000 sec): 3 clusters Score: Raw -4712774.946786 + Penalty 5187.583207 = -4707587.363580 nChanged 10 SP:Iteration 72Q (3041.720000 sec): 3 clusters Score: Raw -4712775.871358 + Penalty 5187.583207 = -4707588.288151 nChanged 8 SP:Iteration 73Q (3042.080000 sec): 3 clusters Score: Raw -4712776.572887 + Penalty 5187.583207 = -4707588.989680 nChanged 6 SP:Iteration 74Q (3042.480000 sec): 3 clusters Score: Raw -4712777.260630 + Penalty 5187.583207 = -4707589.677423 nChanged 5 SP:Iteration 75Q (3042.880000 sec): 3 clusters Score: Raw -4712777.949962 + Penalty 5187.583207 = -4707590.366756 nChanged 3 SP:Iteration 76Q (3043.290000 sec): 3 clusters Score: Raw -4712778.482002 + Penalty 5187.583207 = -4707590.898795 nChanged 2 SP:Iteration 77Q (3043.660000 sec): 3 clusters Score: Raw -4712778.711369 + Penalty 5187.583207 = -4707591.128162 nChanged 2 SP:Iteration 78Q (3044.000000 sec): 3 clusters Score: Raw -4712778.921726 + Penalty 5187.583207 = -4707591.338519 nChanged 0 SP:Iteration 79F (3044.430000 sec): 3 clusters Score: Raw -4712778.921726 + Penalty 5187.583207 = -4707591.338519 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.570000 sec): 2 clusters Score: Raw -1368428.696794 + Penalty 2282.022388 = -1366146.674406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.840000 sec): 3 clusters Score: Raw -1363120.344236 + Penalty 4564.044777 = -1358556.299459 nChanged 4112 SP:Iteration 1F (3045.010000 sec): 3 clusters Score: Raw -1365402.343030 + Penalty 4564.044777 = -1360838.298254 nChanged 746 SP:Iteration 2F (3045.260000 sec): 3 clusters Score: Raw -1365881.124449 + Penalty 4564.044777 = -1361317.079673 nChanged 661 SP:Iteration 3F (3045.520000 sec): 3 clusters Score: Raw -1366278.966312 + Penalty 4564.044777 = -1361714.921535 nChanged 581 SP:Iteration 4F (3045.750000 sec): 3 clusters Score: Raw -1366619.100418 + Penalty 4564.044777 = -1362055.055641 nChanged 511 SP:Iteration 5F (3045.980000 sec): 3 clusters Score: Raw -1366921.565083 + Penalty 4564.044777 = -1362357.520306 nChanged 453 SP:Iteration 6Q (3046.270000 sec): 3 clusters Score: Raw -1367182.287901 + Penalty 4564.044777 = -1362618.243124 nChanged 392 SP:Iteration 7Q (3046.470000 sec): 3 clusters Score: Raw -1367380.543192 + Penalty 4564.044777 = -1362816.498415 nChanged 326 SP:Iteration 8Q (3046.750000 sec): 3 clusters Score: Raw -1367529.749006 + Penalty 4564.044777 = -1362965.704230 nChanged 259 SP:Iteration 9Q (3047.000000 sec): 3 clusters Score: Raw -1367629.076462 + Penalty 4564.044777 = -1363065.031685 nChanged 203 SP:Iteration 10Q (3047.270000 sec): 3 clusters Score: Raw -1367704.025338 + Penalty 4564.044777 = -1363139.980561 nChanged 145 SP:Iteration 11Q (3047.530000 sec): 3 clusters Score: Raw -1367748.700538 + Penalty 4564.044777 = -1363184.655761 nChanged 116 SP:Iteration 12Q (3047.810000 sec): 3 clusters Score: Raw -1367777.877196 + Penalty 4564.044777 = -1363213.832420 nChanged 78 SP:Iteration 13Q (3048.070000 sec): 3 clusters Score: Raw -1367796.616886 + Penalty 4564.044777 = -1363232.572110 nChanged 71 SP:Iteration 14Q (3048.330000 sec): 3 clusters Score: Raw -1367813.350640 + Penalty 4564.044777 = -1363249.305863 nChanged 67 SP:Iteration 15Q (3048.580000 sec): 3 clusters Score: Raw -1367829.703194 + Penalty 4564.044777 = -1363265.658417 nChanged 56 SP:Iteration 16Q (3048.820000 sec): 3 clusters Score: Raw -1367841.690987 + Penalty 4564.044777 = -1363277.646211 nChanged 47 SP:Iteration 17Q (3049.040000 sec): 3 clusters Score: Raw -1367852.721534 + Penalty 4564.044777 = -1363288.676758 nChanged 43 SP:Iteration 18Q (3049.260000 sec): 3 clusters Score: Raw -1367861.803116 + Penalty 4564.044777 = -1363297.758339 nChanged 34 SP:Iteration 19Q (3049.510000 sec): 3 clusters Score: Raw -1367868.437803 + Penalty 4564.044777 = -1363304.393027 nChanged 25 SP:Iteration 20F (3049.720000 sec): 3 clusters Score: Raw -1367872.941854 + Penalty 4564.044777 = -1363308.897077 nChanged 19 SP:Iteration 21Q (3049.970000 sec): 3 clusters Score: Raw -1367876.028972 + Penalty 4564.044777 = -1363311.984195 nChanged 17 SP:Iteration 22Q (3050.190000 sec): 3 clusters Score: Raw -1367879.295547 + Penalty 4564.044777 = -1363315.250771 nChanged 17 SP:Iteration 23Q (3050.410000 sec): 3 clusters Score: Raw -1367883.586673 + Penalty 4564.044777 = -1363319.541896 nChanged 20 SP:Iteration 24Q (3050.630000 sec): 3 clusters Score: Raw -1367887.066829 + Penalty 4564.044777 = -1363323.022052 nChanged 19 SP:Iteration 25Q (3050.890000 sec): 3 clusters Score: Raw -1367890.142163 + Penalty 4564.044777 = -1363326.097387 nChanged 12 SP:Iteration 26Q (3051.120000 sec): 3 clusters Score: Raw -1367892.206817 + Penalty 4564.044777 = -1363328.162041 nChanged 13 SP:Iteration 27Q (3051.350000 sec): 3 clusters Score: Raw -1367894.493398 + Penalty 4564.044777 = -1363330.448621 nChanged 8 SP:Iteration 28Q (3051.590000 sec): 3 clusters Score: Raw -1367895.809448 + Penalty 4564.044777 = -1363331.764672 nChanged 9 SP:Iteration 29Q (3051.860000 sec): 3 clusters Score: Raw -1367897.024018 + Penalty 4564.044777 = -1363332.979242 nChanged 6 SP:Iteration 30Q (3052.070000 sec): 3 clusters Score: Raw -1367898.114767 + Penalty 4564.044777 = -1363334.069990 nChanged 10 SP:Iteration 31Q (3052.340000 sec): 3 clusters Score: Raw -1367900.051336 + Penalty 4564.044777 = -1363336.006560 nChanged 10 SP:Iteration 32Q (3052.570000 sec): 3 clusters Score: Raw -1367901.868144 + Penalty 4564.044777 = -1363337.823367 nChanged 9 SP:Iteration 33Q (3052.810000 sec): 3 clusters Score: Raw -1367903.610558 + Penalty 4564.044777 = -1363339.565782 nChanged 7 SP:Iteration 34Q (3053.070000 sec): 3 clusters Score: Raw -1367905.201675 + Penalty 4564.044777 = -1363341.156898 nChanged 7 SP:Iteration 35Q (3053.360000 sec): 3 clusters Score: Raw -1367906.359503 + Penalty 4564.044777 = -1363342.314726 nChanged 8 SP:Iteration 36Q (3053.610000 sec): 3 clusters Score: Raw -1367907.479384 + Penalty 4564.044777 = -1363343.434607 nChanged 8 SP:Iteration 37Q (3053.820000 sec): 3 clusters Score: Raw -1367908.461411 + Penalty 4564.044777 = -1363344.416634 nChanged 6 SP:Iteration 38Q (3054.070000 sec): 3 clusters Score: Raw -1367909.353376 + Penalty 4564.044777 = -1363345.308600 nChanged 6 SP:Iteration 39Q (3054.330000 sec): 3 clusters Score: Raw -1367910.318075 + Penalty 4564.044777 = -1363346.273298 nChanged 4 SP:Iteration 40F (3054.540000 sec): 3 clusters Score: Raw -1367910.956229 + Penalty 4564.044777 = -1363346.911452 nChanged 3 SP:Iteration 41Q (3054.840000 sec): 3 clusters Score: Raw -1367911.416645 + Penalty 4564.044777 = -1363347.371868 nChanged 1 SP:Iteration 42Q (3055.080000 sec): 3 clusters Score: Raw -1367911.631809 + Penalty 4564.044777 = -1363347.587032 nChanged 0 SP:Iteration 43F (3055.330000 sec): 3 clusters Score: Raw -1367911.631809 + Penalty 4564.044777 = -1363347.587032 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.410000 sec): 2 clusters Score: Raw -426423.704097 + Penalty 2004.742026 = -424418.962071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.620000 sec): 3 clusters Score: Raw -425036.180215 + Penalty 4009.484053 = -421026.696163 nChanged 1132 SP:Iteration 1F (3055.790000 sec): 3 clusters Score: Raw -425796.101906 + Penalty 4009.484053 = -421786.617854 nChanged 266 SP:Iteration 2F (3056.010000 sec): 3 clusters Score: Raw -426037.496680 + Penalty 4009.484053 = -422028.012628 nChanged 175 SP:Iteration 3F (3056.180000 sec): 3 clusters Score: Raw -426204.217795 + Penalty 4009.484053 = -422194.733743 nChanged 139 SP:Iteration 4Q (3056.440000 sec): 3 clusters Score: Raw -426355.802628 + Penalty 4009.484053 = -422346.318575 nChanged 132 SP:Iteration 5Q (3056.620000 sec): 3 clusters Score: Raw -426466.456875 + Penalty 4009.484053 = -422456.972822 nChanged 111 SP:Iteration 6Q (3056.810000 sec): 3 clusters Score: Raw -426559.733905 + Penalty 4009.484053 = -422550.249852 nChanged 87 SP:Iteration 7Q (3057.010000 sec): 3 clusters Score: Raw -426614.598499 + Penalty 4009.484053 = -422605.114447 nChanged 60 SP:Iteration 8Q (3057.190000 sec): 3 clusters Score: Raw -426649.628981 + Penalty 4009.484053 = -422640.144928 nChanged 56 SP:Iteration 9Q (3057.370000 sec): 3 clusters Score: Raw -426679.410772 + Penalty 4009.484053 = -422669.926719 nChanged 59 SP:Iteration 10Q (3057.580000 sec): 3 clusters Score: Raw -426714.323671 + Penalty 4009.484053 = -422704.839618 nChanged 52 SP:Iteration 11Q (3057.820000 sec): 3 clusters Score: Raw -426738.787677 + Penalty 4009.484053 = -422729.303624 nChanged 40 SP:Iteration 12Q (3058.040000 sec): 3 clusters Score: Raw -426755.364639 + Penalty 4009.484053 = -422745.880587 nChanged 31 SP:Iteration 13Q (3058.220000 sec): 3 clusters Score: Raw -426768.105961 + Penalty 4009.484053 = -422758.621908 nChanged 24 SP:Iteration 14Q (3058.420000 sec): 3 clusters Score: Raw -426777.158059 + Penalty 4009.484053 = -422767.674006 nChanged 18 SP:Iteration 15Q (3058.650000 sec): 3 clusters Score: Raw -426785.440036 + Penalty 4009.484053 = -422775.955984 nChanged 19 SP:Iteration 16Q (3058.820000 sec): 3 clusters Score: Raw -426794.392787 + Penalty 4009.484053 = -422784.908735 nChanged 16 SP:Iteration 17Q (3059.030000 sec): 3 clusters Score: Raw -426802.044306 + Penalty 4009.484053 = -422792.560253 nChanged 18 SP:Iteration 18Q (3059.230000 sec): 3 clusters Score: Raw -426810.977557 + Penalty 4009.484053 = -422801.493504 nChanged 18 SP:Iteration 19Q (3059.380000 sec): 3 clusters Score: Raw -426819.357570 + Penalty 4009.484053 = -422809.873517 nChanged 23 SP:Iteration 20F (3059.570000 sec): 3 clusters Score: Raw -426830.440517 + Penalty 4009.484053 = -422820.956464 nChanged 34 SP:Iteration 21Q (3059.790000 sec): 3 clusters Score: Raw -426844.868409 + Penalty 4009.484053 = -422835.384356 nChanged 20 SP:Iteration 22Q (3059.980000 sec): 3 clusters Score: Raw -426855.121428 + Penalty 4009.484053 = -422845.637375 nChanged 23 SP:Iteration 23Q (3060.140000 sec): 3 clusters Score: Raw -426864.507367 + Penalty 4009.484053 = -422855.023314 nChanged 29 SP:Iteration 24Q (3060.330000 sec): 3 clusters Score: Raw -426876.832306 + Penalty 4009.484053 = -422867.348253 nChanged 40 SP:Iteration 25Q (3060.520000 sec): 3 clusters Score: Raw -426900.353538 + Penalty 4009.484053 = -422890.869485 nChanged 38 SP:Iteration 26Q (3060.730000 sec): 3 clusters Score: Raw -426919.204792 + Penalty 4009.484053 = -422909.720740 nChanged 37 SP:Iteration 27Q (3060.940000 sec): 3 clusters Score: Raw -426939.378946 + Penalty 4009.484053 = -422929.894893 nChanged 38 SP:Iteration 28Q (3061.130000 sec): 3 clusters Score: Raw -426963.454424 + Penalty 4009.484053 = -422953.970372 nChanged 44 SP:Iteration 29Q (3061.310000 sec): 3 clusters Score: Raw -426988.847752 + Penalty 4009.484053 = -422979.363699 nChanged 35 SP:Iteration 30Q (3061.500000 sec): 3 clusters Score: Raw -427006.804269 + Penalty 4009.484053 = -422997.320217 nChanged 39 SP:Iteration 31Q (3061.710000 sec): 3 clusters Score: Raw -427024.771854 + Penalty 4009.484053 = -423015.287801 nChanged 38 SP:Iteration 32Q (3061.850000 sec): 3 clusters Score: Raw -427042.785454 + Penalty 4009.484053 = -423033.301402 nChanged 40 SP:Iteration 33Q (3062.080000 sec): 3 clusters Score: Raw -427068.364612 + Penalty 4009.484053 = -423058.880559 nChanged 42 SP:Iteration 34Q (3062.250000 sec): 3 clusters Score: Raw -427093.987776 + Penalty 4009.484053 = -423084.503723 nChanged 40 SP:Iteration 35Q (3062.470000 sec): 3 clusters Score: Raw -427118.255560 + Penalty 4009.484053 = -423108.771508 nChanged 38 SP:Iteration 36Q (3062.680000 sec): 3 clusters Score: Raw -427138.707244 + Penalty 4009.484053 = -423129.223192 nChanged 34 SP:Iteration 37Q (3062.890000 sec): 3 clusters Score: Raw -427159.106010 + Penalty 4009.484053 = -423149.621957 nChanged 32 SP:Iteration 38Q (3063.110000 sec): 3 clusters Score: Raw -427177.461358 + Penalty 4009.484053 = -423167.977305 nChanged 25 SP:Iteration 39Q (3063.320000 sec): 3 clusters Score: Raw -427190.709563 + Penalty 4009.484053 = -423181.225511 nChanged 16 SP:Iteration 40F (3063.470000 sec): 3 clusters Score: Raw -427197.012991 + Penalty 4009.484053 = -423187.528938 nChanged 7 SP:Iteration 41Q (3063.620000 sec): 3 clusters Score: Raw -427200.759233 + Penalty 4009.484053 = -423191.275180 nChanged 6 SP:Iteration 42Q (3063.840000 sec): 3 clusters Score: Raw -427204.451269 + Penalty 4009.484053 = -423194.967216 nChanged 9 SP:Iteration 43Q (3064.080000 sec): 3 clusters Score: Raw -427209.439777 + Penalty 4009.484053 = -423199.955724 nChanged 6 SP:Iteration 44Q (3064.320000 sec): 3 clusters Score: Raw -427213.335494 + Penalty 4009.484053 = -423203.851442 nChanged 9 SP:Iteration 45Q (3064.570000 sec): 3 clusters Score: Raw -427219.270916 + Penalty 4009.484053 = -423209.786863 nChanged 7 SP:Iteration 46Q (3064.810000 sec): 3 clusters Score: Raw -427222.361706 + Penalty 4009.484053 = -423212.877654 nChanged 3 SP:Iteration 47Q (3064.990000 sec): 3 clusters Score: Raw -427223.363150 + Penalty 4009.484053 = -423213.879098 nChanged 1 SP:Iteration 48Q (3065.160000 sec): 3 clusters Score: Raw -427223.772204 + Penalty 4009.484053 = -423214.288151 nChanged 1 SP:Iteration 49Q (3065.410000 sec): 3 clusters Score: Raw -427224.547154 + Penalty 4009.484053 = -423215.063101 nChanged 3 SP:Iteration 50Q (3065.640000 sec): 3 clusters Score: Raw -427226.304355 + Penalty 4009.484053 = -423216.820303 nChanged 4 SP:Iteration 51Q (3065.850000 sec): 3 clusters Score: Raw -427228.706164 + Penalty 4009.484053 = -423219.222111 nChanged 4 SP:Iteration 52Q (3066.080000 sec): 3 clusters Score: Raw -427230.114737 + Penalty 4009.484053 = -423220.630684 nChanged 1 SP:Iteration 53Q (3066.240000 sec): 3 clusters Score: Raw -427230.563223 + Penalty 4009.484053 = -423221.079171 nChanged 2 SP:Iteration 54Q (3066.480000 sec): 3 clusters Score: Raw -427231.210004 + Penalty 4009.484053 = -423221.725951 nChanged 1 SP:Iteration 55Q (3066.710000 sec): 3 clusters Score: Raw -427231.393484 + Penalty 4009.484053 = -423221.909431 nChanged 0 SP:Iteration 56F (3066.920000 sec): 3 clusters Score: Raw -427231.393484 + Penalty 4009.484053 = -423221.909431 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.920000 sec): 2 clusters Score: Raw -23878327.176042 + Penalty 2990.938850 = -23875336.237192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.000000 sec): 3 clusters Score: Raw -23765341.502823 + Penalty 5981.877699 = -23759359.625124 nChanged 82771 SP:Iteration 1F (3070.060000 sec): 3 clusters Score: Raw -23814410.223787 + Penalty 5981.877699 = -23808428.346088 nChanged 7881 SP:Iteration 2Q (3071.150000 sec): 3 clusters Score: Raw -23817687.987717 + Penalty 5981.877699 = -23811706.110017 nChanged 10557 SP:Iteration 3F (3072.190000 sec): 3 clusters Score: Raw -23823636.010326 + Penalty 5981.877699 = -23817654.132626 nChanged 13467 SP:Iteration 4F (3073.180000 sec): 3 clusters Score: Raw -23833310.812630 + Penalty 5981.877699 = -23827328.934931 nChanged 14950 SP:Iteration 5F (3074.240000 sec): 3 clusters Score: Raw -23845782.407928 + Penalty 5981.877699 = -23839800.530229 nChanged 13663 SP:Iteration 6F (3075.360000 sec): 3 clusters Score: Raw -23858071.755203 + Penalty 5981.877699 = -23852089.877504 nChanged 10473 SP:Iteration 7F (3076.530000 sec): 3 clusters Score: Raw -23867485.593092 + Penalty 5981.877699 = -23861503.715392 nChanged 6781 SP:Iteration 8Q (3077.760000 sec): 3 clusters Score: Raw -23873281.204098 + Penalty 5981.877699 = -23867299.326398 nChanged 3836 SP:Iteration 9Q (3079.000000 sec): 3 clusters Score: Raw -23876301.247831 + Penalty 5981.877699 = -23870319.370131 nChanged 1924 SP:Iteration 10Q (3080.050000 sec): 3 clusters Score: Raw -23877696.867540 + Penalty 5981.877699 = -23871714.989840 nChanged 976 SP:Iteration 11Q (3081.020000 sec): 3 clusters Score: Raw -23878347.078315 + Penalty 5981.877699 = -23872365.200616 nChanged 472 SP:Iteration 12Q (3082.020000 sec): 3 clusters Score: Raw -23878654.218463 + Penalty 5981.877699 = -23872672.340763 nChanged 249 SP:Iteration 13Q (3083.090000 sec): 3 clusters Score: Raw -23878834.605464 + Penalty 5981.877699 = -23872852.727765 nChanged 154 SP:Iteration 14Q (3084.130000 sec): 3 clusters Score: Raw -23878936.206669 + Penalty 5981.877699 = -23872954.328970 nChanged 86 SP:Iteration 15Q (3085.150000 sec): 3 clusters Score: Raw -23878994.365657 + Penalty 5981.877699 = -23873012.487958 nChanged 71 SP:Iteration 16Q (3086.180000 sec): 3 clusters Score: Raw -23879048.809745 + Penalty 5981.877699 = -23873066.932046 nChanged 63 SP:Iteration 17Q (3087.380000 sec): 3 clusters Score: Raw -23879090.714460 + Penalty 5981.877699 = -23873108.836761 nChanged 51 SP:Iteration 18Q (3088.420000 sec): 3 clusters Score: Raw -23879115.866666 + Penalty 5981.877699 = -23873133.988966 nChanged 34 SP:Iteration 19Q (3089.390000 sec): 3 clusters Score: Raw -23879138.074051 + Penalty 5981.877699 = -23873156.196351 nChanged 43 SP:Iteration 20F (3090.450000 sec): 3 clusters Score: Raw -23879161.518846 + Penalty 5981.877699 = -23873179.641147 nChanged 27 SP:Iteration 21Q (3091.430000 sec): 3 clusters Score: Raw -23879175.187130 + Penalty 5981.877699 = -23873193.309430 nChanged 22 SP:Iteration 22Q (3092.470000 sec): 3 clusters Score: Raw -23879184.538383 + Penalty 5981.877699 = -23873202.660684 nChanged 19 SP:Iteration 23Q (3093.510000 sec): 3 clusters Score: Raw -23879192.125066 + Penalty 5981.877699 = -23873210.247366 nChanged 18 SP:Iteration 24Q (3094.490000 sec): 3 clusters Score: Raw -23879200.405602 + Penalty 5981.877699 = -23873218.527902 nChanged 12 SP:Iteration 25Q (3095.470000 sec): 3 clusters Score: Raw -23879203.981789 + Penalty 5981.877699 = -23873222.104090 nChanged 6 SP:Iteration 26Q (3096.410000 sec): 3 clusters Score: Raw -23879206.138127 + Penalty 5981.877699 = -23873224.260428 nChanged 7 SP:Iteration 27Q (3097.380000 sec): 3 clusters Score: Raw -23879208.389679 + Penalty 5981.877699 = -23873226.511979 nChanged 5 SP:Iteration 28Q (3098.370000 sec): 3 clusters Score: Raw -23879210.736075 + Penalty 5981.877699 = -23873228.858375 nChanged 5 SP:Iteration 29Q (3099.330000 sec): 3 clusters Score: Raw -23879212.961016 + Penalty 5981.877699 = -23873231.083317 nChanged 6 SP:Iteration 30Q (3100.280000 sec): 3 clusters Score: Raw -23879215.717650 + Penalty 5981.877699 = -23873233.839951 nChanged 6 SP:Iteration 31Q (3101.260000 sec): 3 clusters Score: Raw -23879218.423521 + Penalty 5981.877699 = -23873236.545822 nChanged 4 SP:Iteration 32Q (3102.190000 sec): 3 clusters Score: Raw -23879220.357665 + Penalty 5981.877699 = -23873238.479966 nChanged 2 SP:Iteration 33Q (3103.150000 sec): 3 clusters Score: Raw -23879220.759426 + Penalty 5981.877699 = -23873238.881726 nChanged 0 SP:Iteration 34F (3104.260000 sec): 3 clusters Score: Raw -23879220.759426 + Penalty 5981.877699 = -23873238.881726 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3104.450000 sec): 2 clusters Score: Raw -21915.276061 + Penalty 1336.489789 = -20578.786272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3104.620000 sec): 3 clusters Score: Raw -22224.380826 + Penalty 2672.979578 = -19551.401248 nChanged 41 SP:Iteration 1F (3104.840000 sec): 3 clusters Score: Raw -22466.130553 + Penalty 2672.979578 = -19793.150975 nChanged 16 SP:Iteration 2F (3104.990000 sec): 3 clusters Score: Raw -22633.758470 + Penalty 2672.979578 = -19960.778892 nChanged 11 SP:Iteration 3F (3105.180000 sec): 3 clusters Score: Raw -22752.132984 + Penalty 2672.979578 = -20079.153406 nChanged 4 SP:Iteration 4Q (3105.330000 sec): 3 clusters Score: Raw -22820.166329 + Penalty 2672.979578 = -20147.186751 nChanged 6 SP:Iteration 5Q (3105.490000 sec): 3 clusters Score: Raw -22876.895957 + Penalty 2672.979578 = -20203.916379 nChanged 4 SP:Iteration 6Q (3105.700000 sec): 3 clusters Score: Raw -22906.567576 + Penalty 2672.979578 = -20233.587998 nChanged 4 SP:Iteration 7Q (3105.880000 sec): 3 clusters Score: Raw -22945.325160 + Penalty 2672.979578 = -20272.345582 nChanged 2 SP:Iteration 8Q (3106.040000 sec): 3 clusters Score: Raw -22966.494998 + Penalty 2672.979578 = -20293.515420 nChanged 1 SP:Iteration 9Q (3106.260000 sec): 3 clusters Score: Raw -23023.857861 + Penalty 2672.979578 = -20350.878283 nChanged 0 SP:Iteration 10F (3106.430000 sec): 3 clusters Score: Raw -23023.857861 + Penalty 2672.979578 = -20350.878283 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (3077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3106.540000 sec): 2 clusters Score: Raw -398565.725541 + Penalty 1991.864173 = -396573.861367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3106.760000 sec): 3 clusters Score: Raw -397223.544283 + Penalty 3983.728346 = -393239.815937 nChanged 1077 SP:Iteration 1F (3106.960000 sec): 3 clusters Score: Raw -397894.839296 + Penalty 3983.728346 = -393911.110950 nChanged 228 SP:Iteration 2F (3107.130000 sec): 3 clusters Score: Raw -398058.663317 + Penalty 3983.728346 = -394074.934971 nChanged 145 SP:Iteration 3Q (3107.310000 sec): 3 clusters Score: Raw -398157.576399 + Penalty 3983.728346 = -394173.848053 nChanged 106 SP:Iteration 4Q (3107.530000 sec): 3 clusters Score: Raw -398226.238926 + Penalty 3983.728346 = -394242.510580 nChanged 65 SP:Iteration 5Q (3107.700000 sec): 3 clusters Score: Raw -398263.942018 + Penalty 3983.728346 = -394280.213672 nChanged 53 SP:Iteration 6Q (3107.890000 sec): 3 clusters Score: Raw -398295.980650 + Penalty 3983.728346 = -394312.252304 nChanged 58 SP:Iteration 7Q (3108.130000 sec): 3 clusters Score: Raw -398326.573245 + Penalty 3983.728346 = -394342.844899 nChanged 44 SP:Iteration 8Q (3108.300000 sec): 3 clusters Score: Raw -398350.780655 + Penalty 3983.728346 = -394367.052309 nChanged 45 SP:Iteration 9Q (3108.530000 sec): 3 clusters Score: Raw -398376.565548 + Penalty 3983.728346 = -394392.837202 nChanged 32 SP:Iteration 10Q (3108.720000 sec): 3 clusters Score: Raw -398393.636775 + Penalty 3983.728346 = -394409.908429 nChanged 35 SP:Iteration 11Q (3108.920000 sec): 3 clusters Score: Raw -398409.468727 + Penalty 3983.728346 = -394425.740381 nChanged 23 SP:Iteration 12Q (3109.080000 sec): 3 clusters Score: Raw -398422.560609 + Penalty 3983.728346 = -394438.832263 nChanged 31 SP:Iteration 13Q (3109.270000 sec): 3 clusters Score: Raw -398438.846874 + Penalty 3983.728346 = -394455.118527 nChanged 28 SP:Iteration 14Q (3109.430000 sec): 3 clusters Score: Raw -398455.522461 + Penalty 3983.728346 = -394471.794115 nChanged 29 SP:Iteration 15Q (3109.660000 sec): 3 clusters Score: Raw -398471.766992 + Penalty 3983.728346 = -394488.038646 nChanged 31 SP:Iteration 16Q (3109.860000 sec): 3 clusters Score: Raw -398487.658077 + Penalty 3983.728346 = -394503.929730 nChanged 26 SP:Iteration 17Q (3110.070000 sec): 3 clusters Score: Raw -398499.212809 + Penalty 3983.728346 = -394515.484463 nChanged 17 SP:Iteration 18Q (3110.260000 sec): 3 clusters Score: Raw -398507.030717 + Penalty 3983.728346 = -394523.302371 nChanged 15 SP:Iteration 19Q (3110.450000 sec): 3 clusters Score: Raw -398512.650032 + Penalty 3983.728346 = -394528.921686 nChanged 11 SP:Iteration 20F (3110.660000 sec): 3 clusters Score: Raw -398517.249414 + Penalty 3983.728346 = -394533.521068 nChanged 12 SP:Iteration 21Q (3110.810000 sec): 3 clusters Score: Raw -398522.220349 + Penalty 3983.728346 = -394538.492003 nChanged 16 SP:Iteration 22Q (3111.010000 sec): 3 clusters Score: Raw -398529.059351 + Penalty 3983.728346 = -394545.331005 nChanged 16 SP:Iteration 23Q (3111.240000 sec): 3 clusters Score: Raw -398535.387451 + Penalty 3983.728346 = -394551.659104 nChanged 14 SP:Iteration 24Q (3111.440000 sec): 3 clusters Score: Raw -398544.575145 + Penalty 3983.728346 = -394560.846799 nChanged 16 SP:Iteration 25Q (3111.630000 sec): 3 clusters Score: Raw -398553.063794 + Penalty 3983.728346 = -394569.335447 nChanged 16 SP:Iteration 26Q (3111.770000 sec): 3 clusters Score: Raw -398560.119074 + Penalty 3983.728346 = -394576.390728 nChanged 14 SP:Iteration 27Q (3112.050000 sec): 3 clusters Score: Raw -398568.741685 + Penalty 3983.728346 = -394585.013339 nChanged 13 SP:Iteration 28Q (3112.220000 sec): 3 clusters Score: Raw -398574.417127 + Penalty 3983.728346 = -394590.688781 nChanged 14 SP:Iteration 29Q (3112.460000 sec): 3 clusters Score: Raw -398581.425491 + Penalty 3983.728346 = -394597.697145 nChanged 13 SP:Iteration 30Q (3112.690000 sec): 3 clusters Score: Raw -398587.935763 + Penalty 3983.728346 = -394604.207417 nChanged 14 SP:Iteration 31Q (3112.870000 sec): 3 clusters Score: Raw -398595.237160 + Penalty 3983.728346 = -394611.508814 nChanged 12 SP:Iteration 32Q (3113.110000 sec): 3 clusters Score: Raw -398601.573222 + Penalty 3983.728346 = -394617.844876 nChanged 17 SP:Iteration 33Q (3113.330000 sec): 3 clusters Score: Raw -398608.270432 + Penalty 3983.728346 = -394624.542086 nChanged 11 SP:Iteration 34Q (3113.500000 sec): 3 clusters Score: Raw -398612.787340 + Penalty 3983.728346 = -394629.058994 nChanged 12 SP:Iteration 35Q (3113.700000 sec): 3 clusters Score: Raw -398618.767975 + Penalty 3983.728346 = -394635.039629 nChanged 15 SP:Iteration 36Q (3113.890000 sec): 3 clusters Score: Raw -398629.503818 + Penalty 3983.728346 = -394645.775472 nChanged 21 SP:Iteration 37Q (3114.070000 sec): 3 clusters Score: Raw -398642.243879 + Penalty 3983.728346 = -394658.515533 nChanged 27 SP:Iteration 38Q (3114.270000 sec): 3 clusters Score: Raw -398659.574686 + Penalty 3983.728346 = -394675.846339 nChanged 31 SP:Iteration 39Q (3114.460000 sec): 3 clusters Score: Raw -398679.587959 + Penalty 3983.728346 = -394695.859613 nChanged 31 SP:Iteration 40F (3114.620000 sec): 3 clusters Score: Raw -398696.004047 + Penalty 3983.728346 = -394712.275701 nChanged 25 SP:Iteration 41Q (3114.830000 sec): 3 clusters Score: Raw -398707.466940 + Penalty 3983.728346 = -394723.738593 nChanged 17 SP:Iteration 42Q (3115.030000 sec): 3 clusters Score: Raw -398714.862543 + Penalty 3983.728346 = -394731.134197 nChanged 14 SP:Iteration 43Q (3115.210000 sec): 3 clusters Score: Raw -398723.953351 + Penalty 3983.728346 = -394740.225005 nChanged 20 SP:Iteration 44Q (3115.390000 sec): 3 clusters Score: Raw -398733.049204 + Penalty 3983.728346 = -394749.320858 nChanged 18 SP:Iteration 45Q (3115.610000 sec): 3 clusters Score: Raw -398740.944109 + Penalty 3983.728346 = -394757.215763 nChanged 11 SP:Iteration 46Q (3115.800000 sec): 3 clusters Score: Raw -398745.073730 + Penalty 3983.728346 = -394761.345384 nChanged 11 SP:Iteration 47Q (3116.010000 sec): 3 clusters Score: Raw -398750.529121 + Penalty 3983.728346 = -394766.800775 nChanged 13 SP:Iteration 48Q (3116.210000 sec): 3 clusters Score: Raw -398757.288809 + Penalty 3983.728346 = -394773.560463 nChanged 10 SP:Iteration 49Q (3116.450000 sec): 3 clusters Score: Raw -398761.844114 + Penalty 3983.728346 = -394778.115768 nChanged 9 SP:Iteration 50Q (3116.680000 sec): 3 clusters Score: Raw -398767.300224 + Penalty 3983.728346 = -394783.571878 nChanged 7 SP:Iteration 51Q (3116.910000 sec): 3 clusters Score: Raw -398771.588343 + Penalty 3983.728346 = -394787.859996 nChanged 14 SP:Iteration 52Q (3117.100000 sec): 3 clusters Score: Raw -398778.490743 + Penalty 3983.728346 = -394794.762397 nChanged 10 SP:Iteration 53Q (3117.350000 sec): 3 clusters Score: Raw -398783.221030 + Penalty 3983.728346 = -394799.492683 nChanged 8 SP:Iteration 54Q (3117.520000 sec): 3 clusters Score: Raw -398787.364559 + Penalty 3983.728346 = -394803.636213 nChanged 6 SP:Iteration 55Q (3117.760000 sec): 3 clusters Score: Raw -398790.064874 + Penalty 3983.728346 = -394806.336528 nChanged 7 SP:Iteration 56Q (3118.020000 sec): 3 clusters Score: Raw -398793.360182 + Penalty 3983.728346 = -394809.631836 nChanged 7 SP:Iteration 57Q (3118.190000 sec): 3 clusters Score: Raw -398796.986119 + Penalty 3983.728346 = -394813.257773 nChanged 13 SP:Iteration 58Q (3118.400000 sec): 3 clusters Score: Raw -398806.189976 + Penalty 3983.728346 = -394822.461630 nChanged 16 SP:Iteration 59Q (3118.610000 sec): 3 clusters Score: Raw -398817.103197 + Penalty 3983.728346 = -394833.374851 nChanged 19 SP:Iteration 60F (3118.780000 sec): 3 clusters Score: Raw -398827.850648 + Penalty 3983.728346 = -394844.122302 nChanged 13 SP:Iteration 61Q (3118.970000 sec): 3 clusters Score: Raw -398834.437568 + Penalty 3983.728346 = -394850.709221 nChanged 12 SP:Iteration 62Q (3119.190000 sec): 3 clusters Score: Raw -398839.691753 + Penalty 3983.728346 = -394855.963407 nChanged 6 SP:Iteration 63Q (3119.360000 sec): 3 clusters Score: Raw -398843.104754 + Penalty 3983.728346 = -394859.376408 nChanged 9 SP:Iteration 64Q (3119.510000 sec): 3 clusters Score: Raw -398847.156606 + Penalty 3983.728346 = -394863.428260 nChanged 3 SP:Iteration 65Q (3119.720000 sec): 3 clusters Score: Raw -398848.391840 + Penalty 3983.728346 = -394864.663494 nChanged 2 SP:Iteration 66Q (3119.910000 sec): 3 clusters Score: Raw -398848.808190 + Penalty 3983.728346 = -394865.079844 nChanged 3 SP:Iteration 67Q (3120.100000 sec): 3 clusters Score: Raw -398849.806794 + Penalty 3983.728346 = -394866.078448 nChanged 9 SP:Iteration 68Q (3120.270000 sec): 3 clusters Score: Raw -398854.211488 + Penalty 3983.728346 = -394870.483142 nChanged 11 SP:Iteration 69Q (3120.450000 sec): 3 clusters Score: Raw -398859.367678 + Penalty 3983.728346 = -394875.639332 nChanged 5 SP:Iteration 70Q (3120.670000 sec): 3 clusters Score: Raw -398862.706343 + Penalty 3983.728346 = -394878.977996 nChanged 5 SP:Iteration 71Q (3120.860000 sec): 3 clusters Score: Raw -398865.813312 + Penalty 3983.728346 = -394882.084966 nChanged 7 SP:Iteration 72Q (3121.030000 sec): 3 clusters Score: Raw -398869.467634 + Penalty 3983.728346 = -394885.739288 nChanged 6 SP:Iteration 73Q (3121.220000 sec): 3 clusters Score: Raw -398872.440797 + Penalty 3983.728346 = -394888.712450 nChanged 6 SP:Iteration 74Q (3121.400000 sec): 3 clusters Score: Raw -398875.371784 + Penalty 3983.728346 = -394891.643438 nChanged 3 SP:Iteration 75Q (3121.620000 sec): 3 clusters Score: Raw -398878.622401 + Penalty 3983.728346 = -394894.894054 nChanged 9 SP:Iteration 76Q (3121.820000 sec): 3 clusters Score: Raw -398885.055430 + Penalty 3983.728346 = -394901.327084 nChanged 11 SP:Iteration 77Q (3122.000000 sec): 3 clusters Score: Raw -398890.154861 + Penalty 3983.728346 = -394906.426515 nChanged 10 SP:Iteration 78Q (3122.250000 sec): 3 clusters Score: Raw -398894.631571 + Penalty 3983.728346 = -394910.903225 nChanged 11 SP:Iteration 79Q (3122.410000 sec): 3 clusters Score: Raw -398898.895816 + Penalty 3983.728346 = -394915.167469 nChanged 8 SP:Iteration 80F (3122.630000 sec): 3 clusters Score: Raw -398903.362327 + Penalty 3983.728346 = -394919.633981 nChanged 8 SP:Iteration 81Q (3122.790000 sec): 3 clusters Score: Raw -398907.845514 + Penalty 3983.728346 = -394924.117168 nChanged 8 SP:Iteration 82Q (3123.000000 sec): 3 clusters Score: Raw -398912.877980 + Penalty 3983.728346 = -394929.149634 nChanged 8 SP:Iteration 83Q (3123.190000 sec): 3 clusters Score: Raw -398915.975309 + Penalty 3983.728346 = -394932.246963 nChanged 5 SP:Iteration 84Q (3123.410000 sec): 3 clusters Score: Raw -398918.591171 + Penalty 3983.728346 = -394934.862825 nChanged 4 SP:Iteration 85Q (3123.590000 sec): 3 clusters Score: Raw -398920.350520 + Penalty 3983.728346 = -394936.622173 nChanged 2 SP:Iteration 86Q (3123.830000 sec): 3 clusters Score: Raw -398921.501038 + Penalty 3983.728346 = -394937.772692 nChanged 7 SP:Iteration 87Q (3124.030000 sec): 3 clusters Score: Raw -398923.794965 + Penalty 3983.728346 = -394940.066618 nChanged 4 SP:Iteration 88Q (3124.240000 sec): 3 clusters Score: Raw -398924.922351 + Penalty 3983.728346 = -394941.194005 nChanged 2 SP:Iteration 89Q (3124.460000 sec): 3 clusters Score: Raw -398926.106445 + Penalty 3983.728346 = -394942.378099 nChanged 4 SP:Iteration 90Q (3124.640000 sec): 3 clusters Score: Raw -398927.837279 + Penalty 3983.728346 = -394944.108933 nChanged 3 SP:Iteration 91Q (3124.830000 sec): 3 clusters Score: Raw -398929.685093 + Penalty 3983.728346 = -394945.956747 nChanged 3 SP:Iteration 92Q (3125.030000 sec): 3 clusters Score: Raw -398930.733904 + Penalty 3983.728346 = -394947.005557 nChanged 2 SP:Iteration 93Q (3125.210000 sec): 3 clusters Score: Raw -398931.580289 + Penalty 3983.728346 = -394947.851943 nChanged 1 SP:Iteration 94Q (3125.400000 sec): 3 clusters Score: Raw -398932.056618 + Penalty 3983.728346 = -394948.328272 nChanged 1 SP:Iteration 95Q (3125.570000 sec): 3 clusters Score: Raw -398932.652335 + Penalty 3983.728346 = -394948.923989 nChanged 0 SP:Iteration 96F (3125.750000 sec): 3 clusters Score: Raw -398932.652335 + Penalty 3983.728346 = -394948.923989 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3125.840000 sec): 2 clusters Score: Raw -36528.348262 + Penalty 1422.669930 = -35105.678332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3126.030000 sec): 3 clusters Score: Raw -36662.886901 + Penalty 2845.339860 = -33817.547042 nChanged 29 SP:Iteration 1F (3126.190000 sec): 3 clusters Score: Raw -36761.802908 + Penalty 2845.339860 = -33916.463048 nChanged 9 SP:Iteration 2Q (3126.380000 sec): 3 clusters Score: Raw -36785.609129 + Penalty 2845.339860 = -33940.269269 nChanged 3 SP:Iteration 3Q (3126.580000 sec): 3 clusters Score: Raw -36797.270805 + Penalty 2845.339860 = -33951.930945 nChanged 0 SP:Iteration 4F (3126.750000 sec): 3 clusters Score: Raw -36797.270805 + Penalty 2845.339860 = -33951.930945 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3126.850000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.020000 sec): 3 clusters Score: Raw -79915.247486 + Penalty 3198.649139 = -76716.598347 nChanged 127 SP:Iteration 1F (3127.210000 sec): 3 clusters Score: Raw -80213.325592 + Penalty 3198.649139 = -77014.676452 nChanged 51 SP:Iteration 2F (3127.410000 sec): 3 clusters Score: Raw -80367.474530 + Penalty 3198.649139 = -77168.825391 nChanged 31 SP:Iteration 3Q (3127.610000 sec): 3 clusters Score: Raw -80494.586526 + Penalty 3198.649139 = -77295.937387 nChanged 27 SP:Iteration 4Q (3127.810000 sec): 3 clusters Score: Raw -80609.464650 + Penalty 3198.649139 = -77410.815511 nChanged 22 SP:Iteration 5Q (3128.020000 sec): 3 clusters Score: Raw -80696.428703 + Penalty 3198.649139 = -77497.779563 nChanged 15 SP:Iteration 6Q (3128.230000 sec): 3 clusters Score: Raw -80726.316957 + Penalty 3198.649139 = -77527.667817 nChanged 4 SP:Iteration 7Q (3128.390000 sec): 3 clusters Score: Raw -80732.721668 + Penalty 3198.649139 = -77534.072528 nChanged 1 SP:Iteration 8Q (3128.570000 sec): 3 clusters Score: Raw -80733.916520 + Penalty 3198.649139 = -77535.267380 nChanged 1 SP:Iteration 9Q (3128.810000 sec): 3 clusters Score: Raw -80735.143633 + Penalty 3198.649139 = -77536.494493 nChanged 3 SP:Iteration 10Q (3128.950000 sec): 3 clusters Score: Raw -80740.668824 + Penalty 3198.649139 = -77542.019684 nChanged 2 SP:Iteration 11Q (3129.110000 sec): 3 clusters Score: Raw -80743.233875 + Penalty 3198.649139 = -77544.584736 nChanged 3 SP:Iteration 12Q (3129.270000 sec): 3 clusters Score: Raw -80749.646521 + Penalty 3198.649139 = -77550.997381 nChanged 6 SP:Iteration 13Q (3129.460000 sec): 3 clusters Score: Raw -80771.223374 + Penalty 3198.649139 = -77572.574235 nChanged 5 SP:Iteration 14Q (3129.650000 sec): 3 clusters Score: Raw -80784.431846 + Penalty 3198.649139 = -77585.782707 nChanged 4 SP:Iteration 15Q (3129.850000 sec): 3 clusters Score: Raw -80800.649432 + Penalty 3198.649139 = -77602.000292 nChanged 6 SP:Iteration 16Q (3130.070000 sec): 3 clusters Score: Raw -80816.264426 + Penalty 3198.649139 = -77617.615286 nChanged 4 SP:Iteration 17Q (3130.260000 sec): 3 clusters Score: Raw -80824.330780 + Penalty 3198.649139 = -77625.681640 nChanged 4 SP:Iteration 18Q (3130.450000 sec): 3 clusters Score: Raw -80833.154295 + Penalty 3198.649139 = -77634.505156 nChanged 2 SP:Iteration 19Q (3130.650000 sec): 3 clusters Score: Raw -80841.287989 + Penalty 3198.649139 = -77642.638850 nChanged 1 SP:Iteration 20F (3130.850000 sec): 3 clusters Score: Raw -80842.385043 + Penalty 3198.649139 = -77643.735903 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3130.940000 sec): 2 clusters Score: Raw -181744.657261 + Penalty 1784.220339 = -179960.436922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.160000 sec): 3 clusters Score: Raw -181339.061438 + Penalty 3568.440678 = -177770.620760 nChanged 355 SP:Iteration 1F (3131.330000 sec): 3 clusters Score: Raw -181672.946035 + Penalty 3568.440678 = -178104.505357 nChanged 96 SP:Iteration 2F (3131.520000 sec): 3 clusters Score: Raw -181797.122425 + Penalty 3568.440678 = -178228.681747 nChanged 51 SP:Iteration 3Q (3131.670000 sec): 3 clusters Score: Raw -181854.866903 + Penalty 3568.440678 = -178286.426224 nChanged 32 SP:Iteration 4Q (3131.920000 sec): 3 clusters Score: Raw -181893.160318 + Penalty 3568.440678 = -178324.719640 nChanged 18 SP:Iteration 5Q (3132.070000 sec): 3 clusters Score: Raw -181914.847611 + Penalty 3568.440678 = -178346.406932 nChanged 19 SP:Iteration 6Q (3132.300000 sec): 3 clusters Score: Raw -181935.786544 + Penalty 3568.440678 = -178367.345866 nChanged 13 SP:Iteration 7Q (3132.510000 sec): 3 clusters Score: Raw -181947.808000 + Penalty 3568.440678 = -178379.367322 nChanged 13 SP:Iteration 8Q (3132.690000 sec): 3 clusters Score: Raw -181956.525629 + Penalty 3568.440678 = -178388.084951 nChanged 6 SP:Iteration 9Q (3132.920000 sec): 3 clusters Score: Raw -181960.885471 + Penalty 3568.440678 = -178392.444792 nChanged 2 SP:Iteration 10Q (3133.090000 sec): 3 clusters Score: Raw -181963.451099 + Penalty 3568.440678 = -178395.010420 nChanged 2 SP:Iteration 11Q (3133.330000 sec): 3 clusters Score: Raw -181965.107606 + Penalty 3568.440678 = -178396.666927 nChanged 3 SP:Iteration 12Q (3133.550000 sec): 3 clusters Score: Raw -181967.504357 + Penalty 3568.440678 = -178399.063679 nChanged 4 SP:Iteration 13Q (3133.720000 sec): 3 clusters Score: Raw -181970.226620 + Penalty 3568.440678 = -178401.785942 nChanged 3 SP:Iteration 14Q (3133.920000 sec): 3 clusters Score: Raw -181973.498704 + Penalty 3568.440678 = -178405.058026 nChanged 2 SP:Iteration 15Q (3134.150000 sec): 3 clusters Score: Raw -181974.715312 + Penalty 3568.440678 = -178406.274634 nChanged 0 SP:Iteration 16F (3134.330000 sec): 3 clusters Score: Raw -181974.715312 + Penalty 3568.440678 = -178406.274634 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3134.440000 sec): 2 clusters Score: Raw -12868.135177 + Penalty 1216.508145 = -11651.627032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3134.590000 sec): 3 clusters Score: Raw -13374.582802 + Penalty 2433.016290 = -10941.566512 nChanged 18 SP:Iteration 1F (3134.850000 sec): 3 clusters Score: Raw -13521.093115 + Penalty 2433.016290 = -11088.076825 nChanged 4 SP:Iteration 2Q (3135.010000 sec): 3 clusters Score: Raw -13543.282915 + Penalty 2433.016290 = -11110.266625 nChanged 1 SP:Iteration 3Q (3135.220000 sec): 3 clusters Score: Raw -13550.502076 + Penalty 2433.016290 = -11117.485786 nChanged 1 SP:Iteration 4Q (3135.370000 sec): 3 clusters Score: Raw -13553.738051 + Penalty 2433.016290 = -11120.721761 nChanged 0 SP:Iteration 5F (3135.530000 sec): 3 clusters Score: Raw -13553.738051 + Penalty 2433.016290 = -11120.721761 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 14 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3135.650000 sec): 2 clusters Score: Raw -42478.197182 + Penalty 1463.853067 = -41014.344115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3135.910000 sec): 3 clusters Score: Raw -42659.320223 + Penalty 2927.706133 = -39731.614090 nChanged 73 SP:Iteration 1F (3136.110000 sec): 3 clusters Score: Raw -42898.980209 + Penalty 2927.706133 = -39971.274076 nChanged 35 SP:Iteration 2F (3136.310000 sec): 3 clusters Score: Raw -43170.782037 + Penalty 2927.706133 = -40243.075903 nChanged 26 SP:Iteration 3F (3136.450000 sec): 3 clusters Score: Raw -43380.272222 + Penalty 2927.706133 = -40452.566089 nChanged 23 SP:Iteration 4F (3136.640000 sec): 3 clusters Score: Raw -43683.532223 + Penalty 2927.706133 = -40755.826090 nChanged 14 SP:Iteration 5Q (3136.780000 sec): 3 clusters Score: Raw -44111.407090 + Penalty 2927.706133 = -41183.700956 nChanged 9 SP:Iteration 6Q (3136.950000 sec): 3 clusters Score: Raw -44202.462159 + Penalty 2927.706133 = -41274.756026 nChanged 3 SP:Iteration 7Q (3137.120000 sec): 3 clusters Score: Raw -44233.966829 + Penalty 2927.706133 = -41306.260695 nChanged 0 SP:Iteration 8F (3137.330000 sec): 3 clusters Score: Raw -44233.966829 + Penalty 2927.706133 = -41306.260695 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 4.30 GB. Trying to split cluster 15 (234078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3138.600000 sec): 2 clusters Score: Raw -32013873.277707 + Penalty 3066.125599 = -32010807.152108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.880000 sec): 3 clusters Score: Raw -31859763.775021 + Penalty 6132.251197 = -31853631.523824 nChanged 112820 SP:Iteration 1F (3141.120000 sec): 3 clusters Score: Raw -31926239.968315 + Penalty 6132.251197 = -31920107.717117 nChanged 7037 SP:Iteration 2Q (3142.540000 sec): 3 clusters Score: Raw -31928142.137418 + Penalty 6132.251197 = -31922009.886221 nChanged 9178 SP:Iteration 3Q (3144.070000 sec): 3 clusters Score: Raw -31931602.335394 + Penalty 6132.251197 = -31925470.084197 nChanged 13191 SP:Iteration 4F (3145.510000 sec): 3 clusters Score: Raw -31938639.735279 + Penalty 6132.251197 = -31932507.484082 nChanged 18541 SP:Iteration 5F (3146.940000 sec): 3 clusters Score: Raw -31952181.827834 + Penalty 6132.251197 = -31946049.576636 nChanged 22731 SP:Iteration 6F (3148.350000 sec): 3 clusters Score: Raw -31973221.005608 + Penalty 6132.251197 = -31967088.754411 nChanged 21191 SP:Iteration 7F (3149.740000 sec): 3 clusters Score: Raw -31995203.183260 + Penalty 6132.251197 = -31989070.932063 nChanged 12787 SP:Iteration 8F (3151.230000 sec): 3 clusters Score: Raw -32008404.796864 + Penalty 6132.251197 = -32002272.545667 nChanged 4533 SP:Iteration 9Q (3152.660000 sec): 3 clusters Score: Raw -32012746.510988 + Penalty 6132.251197 = -32006614.259790 nChanged 1038 SP:Iteration 10Q (3154.020000 sec): 3 clusters Score: Raw -32013730.762135 + Penalty 6132.251197 = -32007598.510938 nChanged 229 SP:Iteration 11Q (3155.280000 sec): 3 clusters Score: Raw -32013993.978476 + Penalty 6132.251197 = -32007861.727278 nChanged 66 SP:Iteration 12Q (3156.630000 sec): 3 clusters Score: Raw -32014092.975408 + Penalty 6132.251197 = -32007960.724210 nChanged 29 SP:Iteration 13Q (3157.890000 sec): 3 clusters Score: Raw -32014130.140012 + Penalty 6132.251197 = -32007997.888814 nChanged 10 SP:Iteration 14Q (3159.140000 sec): 3 clusters Score: Raw -32014144.335310 + Penalty 6132.251197 = -32008012.084113 nChanged 9 SP:Iteration 15Q (3160.500000 sec): 3 clusters Score: Raw -32014155.791511 + Penalty 6132.251197 = -32008023.540313 nChanged 5 SP:Iteration 16Q (3161.910000 sec): 3 clusters Score: Raw -32014161.079697 + Penalty 6132.251197 = -32008028.828500 nChanged 2 SP:Iteration 17Q (3163.120000 sec): 3 clusters Score: Raw -32014163.497697 + Penalty 6132.251197 = -32008031.246500 nChanged 3 SP:Iteration 18Q (3164.400000 sec): 3 clusters Score: Raw -32014167.442777 + Penalty 6132.251197 = -32008035.191579 nChanged 2 SP:Iteration 19Q (3165.690000 sec): 3 clusters Score: Raw -32014172.585566 + Penalty 6132.251197 = -32008040.334369 nChanged 2 SP:Iteration 20F (3167.090000 sec): 3 clusters Score: Raw -32014175.924223 + Penalty 6132.251197 = -32008043.673026 nChanged 2 SP:Iteration 21Q (3168.300000 sec): 3 clusters Score: Raw -32014178.216493 + Penalty 6132.251197 = -32008045.965295 nChanged 0 SP:Iteration 22F (3169.610000 sec): 3 clusters Score: Raw -32014178.216493 + Penalty 6132.251197 = -32008045.965295 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3169.860000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3170.080000 sec): 3 clusters Score: Raw -102357.087568 + Penalty 3304.279951 = -99052.807616 nChanged 167 SP:Iteration 1F (3170.290000 sec): 3 clusters Score: Raw -102576.396118 + Penalty 3304.279951 = -99272.116167 nChanged 42 SP:Iteration 2F (3170.500000 sec): 3 clusters Score: Raw -102634.917965 + Penalty 3304.279951 = -99330.638014 nChanged 15 SP:Iteration 3Q (3170.710000 sec): 3 clusters Score: Raw -102669.727089 + Penalty 3304.279951 = -99365.447138 nChanged 10 SP:Iteration 4Q (3170.930000 sec): 3 clusters Score: Raw -102691.027733 + Penalty 3304.279951 = -99386.747782 nChanged 8 SP:Iteration 5Q (3171.110000 sec): 3 clusters Score: Raw -102704.316005 + Penalty 3304.279951 = -99400.036054 nChanged 7 SP:Iteration 6Q (3171.290000 sec): 3 clusters Score: Raw -102715.021651 + Penalty 3304.279951 = -99410.741700 nChanged 6 SP:Iteration 7Q (3171.480000 sec): 3 clusters Score: Raw -102727.468495 + Penalty 3304.279951 = -99423.188543 nChanged 1 SP:Iteration 8Q (3171.640000 sec): 3 clusters Score: Raw -102728.732353 + Penalty 3304.279951 = -99424.452401 nChanged 0 SP:Iteration 9F (3171.820000 sec): 3 clusters Score: Raw -102728.732353 + Penalty 3304.279951 = -99424.452401 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3171.930000 sec): 2 clusters Score: Raw -520497.795625 + Penalty 2055.743504 = -518442.052121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3172.180000 sec): 3 clusters Score: Raw -518677.430620 + Penalty 4111.487008 = -514565.943612 nChanged 1456 SP:Iteration 1F (3172.380000 sec): 3 clusters Score: Raw -519608.174465 + Penalty 4111.487008 = -515496.687456 nChanged 333 SP:Iteration 2F (3172.610000 sec): 3 clusters Score: Raw -519885.547865 + Penalty 4111.487008 = -515774.060857 nChanged 253 SP:Iteration 3F (3172.820000 sec): 3 clusters Score: Raw -520092.040780 + Penalty 4111.487008 = -515980.553772 nChanged 199 SP:Iteration 4Q (3173.020000 sec): 3 clusters Score: Raw -520263.580729 + Penalty 4111.487008 = -516152.093721 nChanged 156 SP:Iteration 5Q (3173.230000 sec): 3 clusters Score: Raw -520400.696088 + Penalty 4111.487008 = -516289.209080 nChanged 152 SP:Iteration 6Q (3173.410000 sec): 3 clusters Score: Raw -520511.223402 + Penalty 4111.487008 = -516399.736394 nChanged 110 SP:Iteration 7Q (3173.610000 sec): 3 clusters Score: Raw -520593.666729 + Penalty 4111.487008 = -516482.179721 nChanged 99 SP:Iteration 8Q (3173.810000 sec): 3 clusters Score: Raw -520661.626289 + Penalty 4111.487008 = -516550.139281 nChanged 122 SP:Iteration 9Q (3174.010000 sec): 3 clusters Score: Raw -520760.169433 + Penalty 4111.487008 = -516648.682425 nChanged 119 SP:Iteration 10Q (3174.270000 sec): 3 clusters Score: Raw -520849.200446 + Penalty 4111.487008 = -516737.713438 nChanged 102 SP:Iteration 11Q (3174.470000 sec): 3 clusters Score: Raw -520923.806902 + Penalty 4111.487008 = -516812.319894 nChanged 94 SP:Iteration 12Q (3174.660000 sec): 3 clusters Score: Raw -520992.715966 + Penalty 4111.487008 = -516881.228957 nChanged 91 SP:Iteration 13Q (3174.910000 sec): 3 clusters Score: Raw -521058.458476 + Penalty 4111.487008 = -516946.971468 nChanged 81 SP:Iteration 14Q (3175.160000 sec): 3 clusters Score: Raw -521128.811507 + Penalty 4111.487008 = -517017.324498 nChanged 98 SP:Iteration 15Q (3175.400000 sec): 3 clusters Score: Raw -521200.088845 + Penalty 4111.487008 = -517088.601836 nChanged 75 SP:Iteration 16Q (3175.570000 sec): 3 clusters Score: Raw -521255.514550 + Penalty 4111.487008 = -517144.027542 nChanged 65 SP:Iteration 17Q (3175.820000 sec): 3 clusters Score: Raw -521295.687002 + Penalty 4111.487008 = -517184.199994 nChanged 51 SP:Iteration 18Q (3176.020000 sec): 3 clusters Score: Raw -521331.088659 + Penalty 4111.487008 = -517219.601651 nChanged 57 SP:Iteration 19Q (3176.250000 sec): 3 clusters Score: Raw -521365.422087 + Penalty 4111.487008 = -517253.935079 nChanged 45 SP:Iteration 20F (3176.420000 sec): 3 clusters Score: Raw -521393.978332 + Penalty 4111.487008 = -517282.491324 nChanged 50 SP:Iteration 21Q (3176.620000 sec): 3 clusters Score: Raw -521424.006797 + Penalty 4111.487008 = -517312.519789 nChanged 38 SP:Iteration 22Q (3176.860000 sec): 3 clusters Score: Raw -521443.749697 + Penalty 4111.487008 = -517332.262689 nChanged 31 SP:Iteration 23Q (3177.100000 sec): 3 clusters Score: Raw -521461.267683 + Penalty 4111.487008 = -517349.780675 nChanged 21 SP:Iteration 24Q (3177.280000 sec): 3 clusters Score: Raw -521469.631617 + Penalty 4111.487008 = -517358.144609 nChanged 17 SP:Iteration 25Q (3177.580000 sec): 3 clusters Score: Raw -521480.005160 + Penalty 4111.487008 = -517368.518152 nChanged 25 SP:Iteration 26Q (3177.770000 sec): 3 clusters Score: Raw -521492.722683 + Penalty 4111.487008 = -517381.235675 nChanged 23 SP:Iteration 27Q (3178.000000 sec): 3 clusters Score: Raw -521505.135544 + Penalty 4111.487008 = -517393.648536 nChanged 22 SP:Iteration 28Q (3178.200000 sec): 3 clusters Score: Raw -521518.814822 + Penalty 4111.487008 = -517407.327814 nChanged 22 SP:Iteration 29Q (3178.410000 sec): 3 clusters Score: Raw -521531.051847 + Penalty 4111.487008 = -517419.564838 nChanged 17 SP:Iteration 30Q (3178.610000 sec): 3 clusters Score: Raw -521538.626031 + Penalty 4111.487008 = -517427.139023 nChanged 15 SP:Iteration 31Q (3178.850000 sec): 3 clusters Score: Raw -521547.517620 + Penalty 4111.487008 = -517436.030612 nChanged 22 SP:Iteration 32Q (3179.030000 sec): 3 clusters Score: Raw -521559.688749 + Penalty 4111.487008 = -517448.201741 nChanged 13 SP:Iteration 33Q (3179.240000 sec): 3 clusters Score: Raw -521564.709767 + Penalty 4111.487008 = -517453.222759 nChanged 16 SP:Iteration 34Q (3179.430000 sec): 3 clusters Score: Raw -521570.409918 + Penalty 4111.487008 = -517458.922910 nChanged 13 SP:Iteration 35Q (3179.630000 sec): 3 clusters Score: Raw -521576.201059 + Penalty 4111.487008 = -517464.714051 nChanged 8 SP:Iteration 36Q (3179.820000 sec): 3 clusters Score: Raw -521579.376594 + Penalty 4111.487008 = -517467.889585 nChanged 7 SP:Iteration 37Q (3180.070000 sec): 3 clusters Score: Raw -521581.673502 + Penalty 4111.487008 = -517470.186494 nChanged 5 SP:Iteration 38Q (3180.240000 sec): 3 clusters Score: Raw -521583.418175 + Penalty 4111.487008 = -517471.931166 nChanged 1 SP:Iteration 39Q (3180.470000 sec): 3 clusters Score: Raw -521583.535010 + Penalty 4111.487008 = -517472.048002 nChanged 1 SP:Iteration 40F (3180.670000 sec): 3 clusters Score: Raw -521584.000003 + Penalty 4111.487008 = -517472.512995 nChanged 4 SP:Iteration 41Q (3180.840000 sec): 3 clusters Score: Raw -521585.521370 + Penalty 4111.487008 = -517474.034362 nChanged 8 SP:Iteration 42Q (3181.060000 sec): 3 clusters Score: Raw -521588.153830 + Penalty 4111.487008 = -517476.666822 nChanged 4 SP:Iteration 43Q (3181.300000 sec): 3 clusters Score: Raw -521591.600828 + Penalty 4111.487008 = -517480.113820 nChanged 5 SP:Iteration 44Q (3181.510000 sec): 3 clusters Score: Raw -521594.062592 + Penalty 4111.487008 = -517482.575584 nChanged 0 SP:Iteration 45F (3181.740000 sec): 3 clusters Score: Raw -521594.062592 + Penalty 4111.487008 = -517482.575584 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3181.820000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3182.010000 sec): 3 clusters Score: Raw -100649.877716 + Penalty 3272.184268 = -97377.693448 nChanged 154 SP:Iteration 1F (3182.230000 sec): 3 clusters Score: Raw -100892.348281 + Penalty 3272.184268 = -97620.164013 nChanged 35 SP:Iteration 2Q (3182.410000 sec): 3 clusters Score: Raw -100937.841793 + Penalty 3272.184268 = -97665.657525 nChanged 17 SP:Iteration 3Q (3182.600000 sec): 3 clusters Score: Raw -100959.061843 + Penalty 3272.184268 = -97686.877575 nChanged 10 SP:Iteration 4Q (3182.770000 sec): 3 clusters Score: Raw -100974.979085 + Penalty 3272.184268 = -97702.794817 nChanged 10 SP:Iteration 5Q (3182.960000 sec): 3 clusters Score: Raw -100989.073225 + Penalty 3272.184268 = -97716.888957 nChanged 3 SP:Iteration 6Q (3183.220000 sec): 3 clusters Score: Raw -100997.433732 + Penalty 3272.184268 = -97725.249464 nChanged 2 SP:Iteration 7Q (3183.410000 sec): 3 clusters Score: Raw -101001.963903 + Penalty 3272.184268 = -97729.779635 nChanged 0 SP:Iteration 8F (3183.610000 sec): 3 clusters Score: Raw -101001.963903 + Penalty 3272.184268 = -97729.779635 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (106933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3184.230000 sec): 2 clusters Score: Raw -14663024.122657 + Penalty 2871.829522 = -14660152.293136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.020000 sec): 3 clusters Score: Raw -14594409.891153 + Penalty 5743.659044 = -14588666.232110 nChanged 50358 SP:Iteration 1F (3185.820000 sec): 3 clusters Score: Raw -14623546.355146 + Penalty 5743.659044 = -14617802.696102 nChanged 4429 SP:Iteration 2Q (3186.710000 sec): 3 clusters Score: Raw -14625028.703503 + Penalty 5743.659044 = -14619285.044459 nChanged 5421 SP:Iteration 3F (3187.580000 sec): 3 clusters Score: Raw -14627475.664669 + Penalty 5743.659044 = -14621732.005625 nChanged 7051 SP:Iteration 4F (3188.450000 sec): 3 clusters Score: Raw -14631816.548430 + Penalty 5743.659044 = -14626072.889387 nChanged 8839 SP:Iteration 5F (3189.220000 sec): 3 clusters Score: Raw -14638687.708070 + Penalty 5743.659044 = -14632944.049027 nChanged 9240 SP:Iteration 6F (3190.110000 sec): 3 clusters Score: Raw -14646966.357556 + Penalty 5743.659044 = -14641222.698512 nChanged 7805 SP:Iteration 7F (3190.920000 sec): 3 clusters Score: Raw -14654346.898935 + Penalty 5743.659044 = -14648603.239891 nChanged 5163 SP:Iteration 8Q (3191.790000 sec): 3 clusters Score: Raw -14659115.524787 + Penalty 5743.659044 = -14653371.865743 nChanged 2756 SP:Iteration 9Q (3192.600000 sec): 3 clusters Score: Raw -14661512.011747 + Penalty 5743.659044 = -14655768.352704 nChanged 1262 SP:Iteration 10Q (3193.350000 sec): 3 clusters Score: Raw -14662555.452662 + Penalty 5743.659044 = -14656811.793618 nChanged 539 SP:Iteration 11Q (3194.100000 sec): 3 clusters Score: Raw -14663014.464714 + Penalty 5743.659044 = -14657270.805670 nChanged 257 SP:Iteration 12Q (3194.850000 sec): 3 clusters Score: Raw -14663232.949360 + Penalty 5743.659044 = -14657489.290316 nChanged 147 SP:Iteration 13Q (3195.670000 sec): 3 clusters Score: Raw -14663386.777950 + Penalty 5743.659044 = -14657643.118906 nChanged 98 SP:Iteration 14Q (3196.380000 sec): 3 clusters Score: Raw -14663489.470482 + Penalty 5743.659044 = -14657745.811438 nChanged 80 SP:Iteration 15Q (3197.060000 sec): 3 clusters Score: Raw -14663552.024214 + Penalty 5743.659044 = -14657808.365171 nChanged 55 SP:Iteration 16Q (3197.770000 sec): 3 clusters Score: Raw -14663591.459876 + Penalty 5743.659044 = -14657847.800832 nChanged 45 SP:Iteration 17Q (3198.460000 sec): 3 clusters Score: Raw -14663619.219626 + Penalty 5743.659044 = -14657875.560582 nChanged 30 SP:Iteration 18Q (3199.090000 sec): 3 clusters Score: Raw -14663634.229842 + Penalty 5743.659044 = -14657890.570798 nChanged 16 SP:Iteration 19Q (3199.770000 sec): 3 clusters Score: Raw -14663640.648852 + Penalty 5743.659044 = -14657896.989808 nChanged 5 SP:Iteration 20F (3200.480000 sec): 3 clusters Score: Raw -14663643.549225 + Penalty 5743.659044 = -14657899.890181 nChanged 5 SP:Iteration 21Q (3201.170000 sec): 3 clusters Score: Raw -14663645.704201 + Penalty 5743.659044 = -14657902.045158 nChanged 7 SP:Iteration 22Q (3201.870000 sec): 3 clusters Score: Raw -14663649.501540 + Penalty 5743.659044 = -14657905.842496 nChanged 3 SP:Iteration 23Q (3202.540000 sec): 3 clusters Score: Raw -14663650.262000 + Penalty 5743.659044 = -14657906.602956 nChanged 4 SP:Iteration 24Q (3203.190000 sec): 3 clusters Score: Raw -14663651.939301 + Penalty 5743.659044 = -14657908.280258 nChanged 5 SP:Iteration 25Q (3203.900000 sec): 3 clusters Score: Raw -14663654.085175 + Penalty 5743.659044 = -14657910.426132 nChanged 4 SP:Iteration 26Q (3204.610000 sec): 3 clusters Score: Raw -14663655.367640 + Penalty 5743.659044 = -14657911.708596 nChanged 3 SP:Iteration 27Q (3205.410000 sec): 3 clusters Score: Raw -14663656.559137 + Penalty 5743.659044 = -14657912.900094 nChanged 2 SP:Iteration 28Q (3206.140000 sec): 3 clusters Score: Raw -14663657.201565 + Penalty 5743.659044 = -14657913.542521 nChanged 1 SP:Iteration 29Q (3206.720000 sec): 3 clusters Score: Raw -14663657.832279 + Penalty 5743.659044 = -14657914.173235 nChanged 2 SP:Iteration 30Q (3207.300000 sec): 3 clusters Score: Raw -14663658.216455 + Penalty 5743.659044 = -14657914.557411 nChanged 1 SP:Iteration 31Q (3207.860000 sec): 3 clusters Score: Raw -14663658.749963 + Penalty 5743.659044 = -14657915.090920 nChanged 1 SP:Iteration 32Q (3208.490000 sec): 3 clusters Score: Raw -14663659.546593 + Penalty 5743.659044 = -14657915.887549 nChanged 1 SP:Iteration 33Q (3209.070000 sec): 3 clusters Score: Raw -14663659.671738 + Penalty 5743.659044 = -14657916.012694 nChanged 0 SP:Iteration 34F (3209.770000 sec): 3 clusters Score: Raw -14663659.671738 + Penalty 5743.659044 = -14657916.012694 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 20 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3209.900000 sec): 2 clusters Score: Raw -44522.795737 + Penalty 1461.811903 = -43060.983835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.080000 sec): 3 clusters Score: Raw -44654.503310 + Penalty 2923.623806 = -41730.879504 nChanged 45 SP:Iteration 1F (3210.240000 sec): 3 clusters Score: Raw -44822.595990 + Penalty 2923.623806 = -41898.972184 nChanged 16 SP:Iteration 2Q (3210.440000 sec): 3 clusters Score: Raw -44890.479266 + Penalty 2923.623806 = -41966.855460 nChanged 10 SP:Iteration 3Q (3210.590000 sec): 3 clusters Score: Raw -44932.103790 + Penalty 2923.623806 = -42008.479985 nChanged 7 SP:Iteration 4Q (3210.780000 sec): 3 clusters Score: Raw -44975.150047 + Penalty 2923.623806 = -42051.526241 nChanged 6 SP:Iteration 5Q (3210.950000 sec): 3 clusters Score: Raw -44997.409837 + Penalty 2923.623806 = -42073.786031 nChanged 7 SP:Iteration 6Q (3211.170000 sec): 3 clusters Score: Raw -45030.207937 + Penalty 2923.623806 = -42106.584131 nChanged 5 SP:Iteration 7Q (3211.360000 sec): 3 clusters Score: Raw -45052.739073 + Penalty 2923.623806 = -42129.115267 nChanged 3 SP:Iteration 8Q (3211.540000 sec): 3 clusters Score: Raw -45063.779425 + Penalty 2923.623806 = -42140.155619 nChanged 1 SP:Iteration 9Q (3211.720000 sec): 3 clusters Score: Raw -45065.578239 + Penalty 2923.623806 = -42141.954434 nChanged 0 SP:Iteration 10F (3211.930000 sec): 3 clusters Score: Raw -45065.578239 + Penalty 2923.623806 = -42141.954434 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 21 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3212.030000 sec): 2 clusters Score: Raw -150009.776763 + Penalty 1757.925377 = -148251.851386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3212.220000 sec): 3 clusters Score: Raw -149717.027726 + Penalty 3515.850754 = -146201.176972 nChanged 313 SP:Iteration 1F (3212.410000 sec): 3 clusters Score: Raw -150053.927390 + Penalty 3515.850754 = -146538.076636 nChanged 104 SP:Iteration 2F (3212.590000 sec): 3 clusters Score: Raw -150222.084899 + Penalty 3515.850754 = -146706.234145 nChanged 67 SP:Iteration 3F (3212.760000 sec): 3 clusters Score: Raw -150325.826931 + Penalty 3515.850754 = -146809.976177 nChanged 42 SP:Iteration 4Q (3212.980000 sec): 3 clusters Score: Raw -150379.465599 + Penalty 3515.850754 = -146863.614845 nChanged 29 SP:Iteration 5Q (3213.190000 sec): 3 clusters Score: Raw -150416.910608 + Penalty 3515.850754 = -146901.059854 nChanged 18 SP:Iteration 6Q (3213.360000 sec): 3 clusters Score: Raw -150436.337716 + Penalty 3515.850754 = -146920.486962 nChanged 8 SP:Iteration 7Q (3213.530000 sec): 3 clusters Score: Raw -150450.155227 + Penalty 3515.850754 = -146934.304472 nChanged 10 SP:Iteration 8Q (3213.780000 sec): 3 clusters Score: Raw -150459.162585 + Penalty 3515.850754 = -146943.311831 nChanged 2 SP:Iteration 9Q (3213.960000 sec): 3 clusters Score: Raw -150460.821899 + Penalty 3515.850754 = -146944.971144 nChanged 1 SP:Iteration 10Q (3214.170000 sec): 3 clusters Score: Raw -150462.056214 + Penalty 3515.850754 = -146946.205459 nChanged 2 SP:Iteration 11Q (3214.330000 sec): 3 clusters Score: Raw -150463.870224 + Penalty 3515.850754 = -146948.019470 nChanged 0 SP:Iteration 12F (3214.460000 sec): 3 clusters Score: Raw -150463.870224 + Penalty 3515.850754 = -146948.019470 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3214.520000 sec): 2 clusters Score: Raw -19340.850333 + Penalty 1301.261970 = -18039.588363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3214.680000 sec): 3 clusters Score: Raw -19680.088635 + Penalty 2602.523940 = -17077.564695 nChanged 21 SP:Iteration 1F (3214.860000 sec): 3 clusters Score: Raw -19899.304879 + Penalty 2602.523940 = -17296.780939 nChanged 11 SP:Iteration 2F (3214.980000 sec): 3 clusters Score: Raw -20102.081896 + Penalty 2602.523940 = -17499.557957 nChanged 12 SP:Iteration 3F (3215.190000 sec): 3 clusters Score: Raw -20200.783588 + Penalty 2602.523940 = -17598.259648 nChanged 8 SP:Iteration 4Q (3215.340000 sec): 3 clusters Score: Raw -20245.708175 + Penalty 2602.523940 = -17643.184235 nChanged 2 SP:Iteration 5Q (3215.550000 sec): 3 clusters Score: Raw -20254.649955 + Penalty 2602.523940 = -17652.126016 nChanged 2 SP:Iteration 6Q (3215.790000 sec): 3 clusters Score: Raw -20261.386734 + Penalty 2602.523940 = -17658.862795 nChanged 0 SP:Iteration 7F (3215.950000 sec): 3 clusters Score: Raw -20261.386734 + Penalty 2602.523940 = -17658.862795 nChanged 0 Iteration 139Q (3232.030000 sec): 24 clusters Score: Raw -78081964.305672 + Penalty 75663.289765 = -78006301.015907 nChanged 13 Iteration 140F (3259.980000 sec): 24 clusters Score: Raw -78081964.895178 + Penalty 75663.289765 = -78006301.605413 nChanged 10 Iteration 141Q (3273.920000 sec): 24 clusters Score: Raw -78081965.178885 + Penalty 75663.289765 = -78006301.889120 nChanged 23 Iteration 142Q (3290.300000 sec): 24 clusters Score: Raw -78081965.499661 + Penalty 75663.289765 = -78006302.209896 nChanged 17 Iteration 143Q (3305.340000 sec): 24 clusters Score: Raw -78081965.697890 + Penalty 75663.289765 = -78006302.408125 nChanged 14 Iteration 144Q (3321.740000 sec): 24 clusters Score: Raw -78081965.923735 + Penalty 75663.289765 = -78006302.633970 nChanged 8 Iteration 145Q (3337.510000 sec): 24 clusters Score: Raw -78081966.075222 + Penalty 75663.289765 = -78006302.785457 nChanged 15 Iteration 146Q (3358.220000 sec): 24 clusters Score: Raw -78081966.228705 + Penalty 75663.289765 = -78006302.938940 nChanged 17 Iteration 147Q (3373.620000 sec): 24 clusters Score: Raw -78081966.399363 + Penalty 75663.289765 = -78006303.109598 nChanged 15 Iteration 148Q (3388.490000 sec): 24 clusters Score: Raw -78081966.544582 + Penalty 75663.289765 = -78006303.254817 nChanged 14 Iteration 149Q (3403.750000 sec): 24 clusters Score: Raw -78081966.762350 + Penalty 75663.289765 = -78006303.472585 nChanged 13 Iteration 150Q (3418.660000 sec): 24 clusters Score: Raw -78081966.859587 + Penalty 75663.289765 = -78006303.569822 nChanged 15 Iteration 151Q (3434.240000 sec): 24 clusters Score: Raw -78081966.932869 + Penalty 75663.289765 = -78006303.643104 nChanged 14 Iteration 152Q (3448.810000 sec): 24 clusters Score: Raw -78081966.997936 + Penalty 75663.289765 = -78006303.708172 nChanged 9 Iteration 153Q (3464.900000 sec): 24 clusters Score: Raw -78081967.041676 + Penalty 75663.289765 = -78006303.751911 nChanged 10 Iteration 154Q (3479.080000 sec): 24 clusters Score: Raw -78081967.090316 + Penalty 75663.289765 = -78006303.800551 nChanged 15 Iteration 155Q (3494.400000 sec): 24 clusters Score: Raw -78081967.155586 + Penalty 75663.289765 = -78006303.865821 nChanged 10 Iteration 156Q (3509.590000 sec): 24 clusters Score: Raw -78081967.213222 + Penalty 75663.289765 = -78006303.923457 nChanged 11 Iteration 157Q (3524.840000 sec): 24 clusters Score: Raw -78081967.435728 + Penalty 75663.289765 = -78006304.145963 nChanged 12 Iteration 158Q (3538.380000 sec): 24 clusters Score: Raw -78081967.846487 + Penalty 75663.289765 = -78006304.556723 nChanged 12 Iteration 159Q (3553.750000 sec): 24 clusters Score: Raw -78081968.155883 + Penalty 75663.289765 = -78006304.866118 nChanged 13 Iteration 160F (3579.710000 sec): 24 clusters Score: Raw -78081968.244003 + Penalty 75663.289765 = -78006304.954239 nChanged 13 Iteration 161Q (3593.910000 sec): 24 clusters Score: Raw -78081968.344092 + Penalty 75663.289765 = -78006305.054327 nChanged 13 Iteration 162Q (3608.000000 sec): 24 clusters Score: Raw -78081968.409034 + Penalty 75663.289765 = -78006305.119270 nChanged 11 Iteration 163Q (3623.490000 sec): 24 clusters Score: Raw -78081968.473641 + Penalty 75663.289765 = -78006305.183877 nChanged 12 Iteration 164Q (3637.870000 sec): 24 clusters Score: Raw -78081968.531508 + Penalty 75663.289765 = -78006305.241743 nChanged 7 Iteration 165Q (3653.780000 sec): 24 clusters Score: Raw -78081968.567787 + Penalty 75663.289765 = -78006305.278023 nChanged 9 Iteration 166Q (3669.180000 sec): 24 clusters Score: Raw -78081968.612262 + Penalty 75663.289765 = -78006305.322497 nChanged 7 Iteration 167Q (3684.190000 sec): 24 clusters Score: Raw -78081968.651287 + Penalty 75663.289765 = -78006305.361522 nChanged 8 Iteration 168Q (3698.890000 sec): 24 clusters Score: Raw -78081968.677150 + Penalty 75663.289765 = -78006305.387385 nChanged 3 Iteration 169Q (3714.770000 sec): 24 clusters Score: Raw -78081968.691417 + Penalty 75663.289765 = -78006305.401652 nChanged 4 Iteration 170Q (3731.270000 sec): 24 clusters Score: Raw -78081968.707837 + Penalty 75663.289765 = -78006305.418073 nChanged 6 Iteration 171Q (3746.060000 sec): 24 clusters Score: Raw -78081968.733506 + Penalty 75663.289765 = -78006305.443741 nChanged 6 Iteration 172Q (3760.450000 sec): 24 clusters Score: Raw -78081968.812897 + Penalty 75663.289765 = -78006305.523133 nChanged 8 Iteration 173Q (3775.680000 sec): 24 clusters Score: Raw -78081968.859831 + Penalty 75663.289765 = -78006305.570067 nChanged 11 Iteration 174Q (3791.060000 sec): 24 clusters Score: Raw -78081968.927365 + Penalty 75663.289765 = -78006305.637601 nChanged 13 Iteration 175Q (3805.650000 sec): 24 clusters Score: Raw -78081968.985716 + Penalty 75663.289765 = -78006305.695952 nChanged 7 Iteration 176Q (3822.040000 sec): 24 clusters Score: Raw -78081969.019912 + Penalty 75663.289765 = -78006305.730147 nChanged 6 Iteration 177Q (3835.160000 sec): 24 clusters Score: Raw -78081969.045006 + Penalty 75663.289765 = -78006305.755241 nChanged 6 Iteration 178Q (3851.020000 sec): 24 clusters Score: Raw -78081969.095236 + Penalty 75663.289765 = -78006305.805471 nChanged 6 Writing temp clu file Because OldScore, -78006305.755241, is greater than current (better) Score,-78006305.805471 Compute initial score before splitting: Score: Raw -78081969.095236 + Penalty 75663.289765 = -78006305.805471 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3851.280000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3851.510000 sec): 3 clusters Score: Raw -70663.723019 + Penalty 3114.146626 = -67549.576393 nChanged 103 SP:Iteration 1F (3851.640000 sec): 3 clusters Score: Raw -70916.117979 + Penalty 3114.146626 = -67801.971353 nChanged 31 SP:Iteration 2F (3851.860000 sec): 3 clusters Score: Raw -71132.353879 + Penalty 3114.146626 = -68018.207253 nChanged 24 SP:Iteration 3Q (3852.060000 sec): 3 clusters Score: Raw -71306.553740 + Penalty 3114.146626 = -68192.407113 nChanged 29 SP:Iteration 4F (3852.220000 sec): 3 clusters Score: Raw -71693.286782 + Penalty 3114.146626 = -68579.140156 nChanged 29 SP:Iteration 5F (3852.430000 sec): 3 clusters Score: Raw -71847.209554 + Penalty 3114.146626 = -68733.062927 nChanged 21 SP:Iteration 6Q (3852.620000 sec): 3 clusters Score: Raw -71908.723019 + Penalty 3114.146626 = -68794.576393 nChanged 7 SP:Iteration 7Q (3852.800000 sec): 3 clusters Score: Raw -71925.698092 + Penalty 3114.146626 = -68811.551465 nChanged 3 SP:Iteration 8Q (3853.040000 sec): 3 clusters Score: Raw -71935.772471 + Penalty 3114.146626 = -68821.625845 nChanged 4 SP:Iteration 9Q (3853.200000 sec): 3 clusters Score: Raw -71950.192477 + Penalty 3114.146626 = -68836.045851 nChanged 4 SP:Iteration 10Q (3853.340000 sec): 3 clusters Score: Raw -71960.526313 + Penalty 3114.146626 = -68846.379687 nChanged 0 SP:Iteration 11F (3853.570000 sec): 3 clusters Score: Raw -71960.526313 + Penalty 3114.146626 = -68846.379687 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3853.710000 sec): 2 clusters Score: Raw -39549.299428 + Penalty 1428.207640 = -38121.091788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3853.910000 sec): 3 clusters Score: Raw -39708.635828 + Penalty 2856.415280 = -36852.220549 nChanged 30 SP:Iteration 1F (3854.160000 sec): 3 clusters Score: Raw -39909.385792 + Penalty 2856.415280 = -37052.970512 nChanged 16 SP:Iteration 2F (3854.380000 sec): 3 clusters Score: Raw -39975.262706 + Penalty 2856.415280 = -37118.847426 nChanged 7 SP:Iteration 3Q (3854.560000 sec): 3 clusters Score: Raw -40039.369947 + Penalty 2856.415280 = -37182.954668 nChanged 6 SP:Iteration 4Q (3854.710000 sec): 3 clusters Score: Raw -40074.332802 + Penalty 2856.415280 = -37217.917522 nChanged 3 SP:Iteration 5Q (3854.900000 sec): 3 clusters Score: Raw -40083.616842 + Penalty 2856.415280 = -37227.201562 nChanged 1 SP:Iteration 6Q (3855.090000 sec): 3 clusters Score: Raw -40086.072049 + Penalty 2856.415280 = -37229.656770 nChanged 1 SP:Iteration 7Q (3855.260000 sec): 3 clusters Score: Raw -40088.022160 + Penalty 2856.415280 = -37231.606880 nChanged 0 SP:Iteration 8F (3855.460000 sec): 3 clusters Score: Raw -40088.022160 + Penalty 2856.415280 = -37231.606880 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3855.560000 sec): 2 clusters Score: Raw -39071.009923 + Penalty 1449.916816 = -37621.093107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3855.760000 sec): 3 clusters Score: Raw -39341.386493 + Penalty 2899.833632 = -36441.552860 nChanged 66 SP:Iteration 1F (3855.950000 sec): 3 clusters Score: Raw -39494.265318 + Penalty 2899.833632 = -36594.431686 nChanged 23 SP:Iteration 2F (3856.110000 sec): 3 clusters Score: Raw -39572.654920 + Penalty 2899.833632 = -36672.821288 nChanged 19 SP:Iteration 3F (3856.270000 sec): 3 clusters Score: Raw -39645.563279 + Penalty 2899.833632 = -36745.729647 nChanged 19 SP:Iteration 4F (3856.500000 sec): 3 clusters Score: Raw -39723.593439 + Penalty 2899.833632 = -36823.759806 nChanged 13 SP:Iteration 5Q (3856.680000 sec): 3 clusters Score: Raw -39800.778540 + Penalty 2899.833632 = -36900.944908 nChanged 6 SP:Iteration 6Q (3856.850000 sec): 3 clusters Score: Raw -39847.416908 + Penalty 2899.833632 = -36947.583276 nChanged 3 SP:Iteration 7Q (3857.000000 sec): 3 clusters Score: Raw -39859.036455 + Penalty 2899.833632 = -36959.202822 nChanged 3 SP:Iteration 8Q (3857.200000 sec): 3 clusters Score: Raw -39874.460074 + Penalty 2899.833632 = -36974.626441 nChanged 3 SP:Iteration 9Q (3857.390000 sec): 3 clusters Score: Raw -39883.422886 + Penalty 2899.833632 = -36983.589253 nChanged 2 SP:Iteration 10Q (3857.580000 sec): 3 clusters Score: Raw -39890.934140 + Penalty 2899.833632 = -36991.100507 nChanged 2 SP:Iteration 11Q (3857.790000 sec): 3 clusters Score: Raw -39896.977705 + Penalty 2899.833632 = -36997.144072 nChanged 0 SP:Iteration 12F (3858.000000 sec): 3 clusters Score: Raw -39896.977705 + Penalty 2899.833632 = -36997.144072 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.320000 sec): 2 clusters Score: Raw -4711366.780896 + Penalty 2593.763138 = -4708773.017758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.760000 sec): 3 clusters Score: Raw -4690249.279782 + Penalty 5187.526275 = -4685061.753506 nChanged 15692 SP:Iteration 1F (3859.160000 sec): 3 clusters Score: Raw -4698741.219533 + Penalty 5187.526275 = -4693553.693258 nChanged 1698 SP:Iteration 2Q (3859.530000 sec): 3 clusters Score: Raw -4699363.275383 + Penalty 5187.526275 = -4694175.749108 nChanged 1701 SP:Iteration 3Q (3859.860000 sec): 3 clusters Score: Raw -4700067.126720 + Penalty 5187.526275 = -4694879.600445 nChanged 1810 SP:Iteration 4F (3860.280000 sec): 3 clusters Score: Raw -4700969.049117 + Penalty 5187.526275 = -4695781.522841 nChanged 2127 SP:Iteration 5F (3860.640000 sec): 3 clusters Score: Raw -4702219.864630 + Penalty 5187.526275 = -4697032.338355 nChanged 2389 SP:Iteration 6F (3861.070000 sec): 3 clusters Score: Raw -4703870.340090 + Penalty 5187.526275 = -4698682.813815 nChanged 2517 SP:Iteration 7F (3861.550000 sec): 3 clusters Score: Raw -4705772.396062 + Penalty 5187.526275 = -4700584.869787 nChanged 2148 SP:Iteration 8F (3861.980000 sec): 3 clusters Score: Raw -4707535.018084 + Penalty 5187.526275 = -4702347.491809 nChanged 1603 SP:Iteration 9Q (3862.400000 sec): 3 clusters Score: Raw -4709178.001157 + Penalty 5187.526275 = -4703990.474881 nChanged 1124 SP:Iteration 10Q (3862.870000 sec): 3 clusters Score: Raw -4710837.633889 + Penalty 5187.526275 = -4705650.107613 nChanged 750 SP:Iteration 11Q (3863.220000 sec): 3 clusters Score: Raw -4711674.210558 + Penalty 5187.526275 = -4706486.684283 nChanged 473 SP:Iteration 12Q (3863.580000 sec): 3 clusters Score: Raw -4711934.357618 + Penalty 5187.526275 = -4706746.831342 nChanged 246 SP:Iteration 13Q (3864.040000 sec): 3 clusters Score: Raw -4712018.199783 + Penalty 5187.526275 = -4706830.673508 nChanged 131 SP:Iteration 14Q (3864.380000 sec): 3 clusters Score: Raw -4712063.066850 + Penalty 5187.526275 = -4706875.540575 nChanged 128 SP:Iteration 15Q (3864.720000 sec): 3 clusters Score: Raw -4712099.083274 + Penalty 5187.526275 = -4706911.556999 nChanged 101 SP:Iteration 16Q (3865.050000 sec): 3 clusters Score: Raw -4712124.262009 + Penalty 5187.526275 = -4706936.735734 nChanged 77 SP:Iteration 17Q (3865.410000 sec): 3 clusters Score: Raw -4712141.852780 + Penalty 5187.526275 = -4706954.326504 nChanged 53 SP:Iteration 18Q (3865.780000 sec): 3 clusters Score: Raw -4712152.987134 + Penalty 5187.526275 = -4706965.460859 nChanged 50 SP:Iteration 19Q (3866.160000 sec): 3 clusters Score: Raw -4712160.493255 + Penalty 5187.526275 = -4706972.966980 nChanged 39 SP:Iteration 20F (3866.480000 sec): 3 clusters Score: Raw -4712166.858298 + Penalty 5187.526275 = -4706979.332023 nChanged 35 SP:Iteration 21Q (3866.840000 sec): 3 clusters Score: Raw -4712172.000178 + Penalty 5187.526275 = -4706984.473903 nChanged 36 SP:Iteration 22Q (3867.210000 sec): 3 clusters Score: Raw -4712177.694296 + Penalty 5187.526275 = -4706990.168020 nChanged 33 SP:Iteration 23Q (3867.620000 sec): 3 clusters Score: Raw -4712183.494018 + Penalty 5187.526275 = -4706995.967743 nChanged 32 SP:Iteration 24Q (3867.990000 sec): 3 clusters Score: Raw -4712190.401053 + Penalty 5187.526275 = -4707002.874778 nChanged 33 SP:Iteration 25Q (3868.330000 sec): 3 clusters Score: Raw -4712196.959521 + Penalty 5187.526275 = -4707009.433246 nChanged 35 SP:Iteration 26Q (3868.730000 sec): 3 clusters Score: Raw -4712204.103121 + Penalty 5187.526275 = -4707016.576846 nChanged 38 SP:Iteration 27Q (3869.070000 sec): 3 clusters Score: Raw -4712211.793059 + Penalty 5187.526275 = -4707024.266784 nChanged 39 SP:Iteration 28Q (3869.500000 sec): 3 clusters Score: Raw -4712217.998340 + Penalty 5187.526275 = -4707030.472065 nChanged 28 SP:Iteration 29Q (3869.870000 sec): 3 clusters Score: Raw -4712222.509673 + Penalty 5187.526275 = -4707034.983398 nChanged 20 SP:Iteration 30Q (3870.270000 sec): 3 clusters Score: Raw -4712225.309533 + Penalty 5187.526275 = -4707037.783258 nChanged 13 SP:Iteration 31Q (3870.650000 sec): 3 clusters Score: Raw -4712226.701786 + Penalty 5187.526275 = -4707039.175510 nChanged 8 SP:Iteration 32Q (3871.010000 sec): 3 clusters Score: Raw -4712227.523001 + Penalty 5187.526275 = -4707039.996725 nChanged 8 SP:Iteration 33Q (3871.450000 sec): 3 clusters Score: Raw -4712228.315114 + Penalty 5187.526275 = -4707040.788838 nChanged 5 SP:Iteration 34Q (3871.850000 sec): 3 clusters Score: Raw -4712228.746189 + Penalty 5187.526275 = -4707041.219914 nChanged 5 SP:Iteration 35Q (3872.250000 sec): 3 clusters Score: Raw -4712229.220389 + Penalty 5187.526275 = -4707041.694113 nChanged 4 SP:Iteration 36Q (3872.670000 sec): 3 clusters Score: Raw -4712229.638693 + Penalty 5187.526275 = -4707042.112417 nChanged 4 SP:Iteration 37Q (3873.030000 sec): 3 clusters Score: Raw -4712230.087373 + Penalty 5187.526275 = -4707042.561098 nChanged 3 SP:Iteration 38Q (3873.450000 sec): 3 clusters Score: Raw -4712230.330442 + Penalty 5187.526275 = -4707042.804166 nChanged 2 SP:Iteration 39Q (3873.850000 sec): 3 clusters Score: Raw -4712230.499380 + Penalty 5187.526275 = -4707042.973104 nChanged 3 SP:Iteration 40F (3874.260000 sec): 3 clusters Score: Raw -4712230.723779 + Penalty 5187.526275 = -4707043.197503 nChanged 3 SP:Iteration 41Q (3874.610000 sec): 3 clusters Score: Raw -4712231.085937 + Penalty 5187.526275 = -4707043.559661 nChanged 2 SP:Iteration 42Q (3874.990000 sec): 3 clusters Score: Raw -4712231.221603 + Penalty 5187.526275 = -4707043.695327 nChanged 2 SP:Iteration 43Q (3875.390000 sec): 3 clusters Score: Raw -4712231.494458 + Penalty 5187.526275 = -4707043.968182 nChanged 1 SP:Iteration 44Q (3875.750000 sec): 3 clusters Score: Raw -4712231.525805 + Penalty 5187.526275 = -4707043.999529 nChanged 0 SP:Iteration 45F (3876.170000 sec): 3 clusters Score: Raw -4712231.525805 + Penalty 5187.526275 = -4707043.999529 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3876.350000 sec): 2 clusters Score: Raw -1367654.988594 + Penalty 2281.872252 = -1365373.116342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3876.700000 sec): 3 clusters Score: Raw -1362334.209577 + Penalty 4563.744504 = -1357770.465073 nChanged 4105 SP:Iteration 1F (3876.950000 sec): 3 clusters Score: Raw -1364570.451927 + Penalty 4563.744504 = -1360006.707423 nChanged 716 SP:Iteration 2F (3877.180000 sec): 3 clusters Score: Raw -1364920.943438 + Penalty 4563.744504 = -1360357.198934 nChanged 555 SP:Iteration 3F (3877.430000 sec): 3 clusters Score: Raw -1365164.781694 + Penalty 4563.744504 = -1360601.037190 nChanged 423 SP:Iteration 4Q (3877.650000 sec): 3 clusters Score: Raw -1365346.672477 + Penalty 4563.744504 = -1360782.927972 nChanged 375 SP:Iteration 5Q (3877.880000 sec): 3 clusters Score: Raw -1365527.106508 + Penalty 4563.744504 = -1360963.362004 nChanged 388 SP:Iteration 6Q (3878.120000 sec): 3 clusters Score: Raw -1365721.799598 + Penalty 4563.744504 = -1361158.055094 nChanged 397 SP:Iteration 7Q (3878.380000 sec): 3 clusters Score: Raw -1365932.334560 + Penalty 4563.744504 = -1361368.590056 nChanged 379 SP:Iteration 8Q (3878.600000 sec): 3 clusters Score: Raw -1366137.950750 + Penalty 4563.744504 = -1361574.206245 nChanged 383 SP:Iteration 9Q (3878.840000 sec): 3 clusters Score: Raw -1366355.053028 + Penalty 4563.744504 = -1361791.308524 nChanged 358 SP:Iteration 10Q (3879.150000 sec): 3 clusters Score: Raw -1366565.132725 + Penalty 4563.744504 = -1362001.388221 nChanged 364 SP:Iteration 11Q (3879.320000 sec): 3 clusters Score: Raw -1366776.455527 + Penalty 4563.744504 = -1362212.711023 nChanged 325 SP:Iteration 12Q (3879.590000 sec): 3 clusters Score: Raw -1366966.399278 + Penalty 4563.744504 = -1362402.654774 nChanged 267 SP:Iteration 13Q (3879.780000 sec): 3 clusters Score: Raw -1367112.858787 + Penalty 4563.744504 = -1362549.114283 nChanged 225 SP:Iteration 14Q (3880.070000 sec): 3 clusters Score: Raw -1367244.367795 + Penalty 4563.744504 = -1362680.623291 nChanged 213 SP:Iteration 15Q (3880.300000 sec): 3 clusters Score: Raw -1367370.845569 + Penalty 4563.744504 = -1362807.101065 nChanged 184 SP:Iteration 16Q (3880.570000 sec): 3 clusters Score: Raw -1367483.283265 + Penalty 4563.744504 = -1362919.538761 nChanged 149 SP:Iteration 17Q (3880.790000 sec): 3 clusters Score: Raw -1367571.978984 + Penalty 4563.744504 = -1363008.234480 nChanged 116 SP:Iteration 18Q (3881.030000 sec): 3 clusters Score: Raw -1367632.142252 + Penalty 4563.744504 = -1363068.397748 nChanged 81 SP:Iteration 19Q (3881.270000 sec): 3 clusters Score: Raw -1367679.568761 + Penalty 4563.744504 = -1363115.824257 nChanged 72 SP:Iteration 20F (3881.510000 sec): 3 clusters Score: Raw -1367720.821091 + Penalty 4563.744504 = -1363157.076587 nChanged 63 SP:Iteration 21Q (3881.740000 sec): 3 clusters Score: Raw -1367757.302002 + Penalty 4563.744504 = -1363193.557498 nChanged 51 SP:Iteration 22Q (3882.020000 sec): 3 clusters Score: Raw -1367786.262670 + Penalty 4563.744504 = -1363222.518166 nChanged 44 SP:Iteration 23Q (3882.290000 sec): 3 clusters Score: Raw -1367818.915467 + Penalty 4563.744504 = -1363255.170963 nChanged 45 SP:Iteration 24Q (3882.540000 sec): 3 clusters Score: Raw -1367850.282661 + Penalty 4563.744504 = -1363286.538157 nChanged 35 SP:Iteration 25Q (3882.780000 sec): 3 clusters Score: Raw -1367870.889435 + Penalty 4563.744504 = -1363307.144931 nChanged 24 SP:Iteration 26Q (3883.010000 sec): 3 clusters Score: Raw -1367885.442668 + Penalty 4563.744504 = -1363321.698163 nChanged 22 SP:Iteration 27Q (3883.290000 sec): 3 clusters Score: Raw -1367899.043858 + Penalty 4563.744504 = -1363335.299354 nChanged 18 SP:Iteration 28Q (3883.510000 sec): 3 clusters Score: Raw -1367908.570397 + Penalty 4563.744504 = -1363344.825893 nChanged 17 SP:Iteration 29Q (3883.760000 sec): 3 clusters Score: Raw -1367917.828831 + Penalty 4563.744504 = -1363354.084327 nChanged 18 SP:Iteration 30Q (3883.990000 sec): 3 clusters Score: Raw -1367927.245953 + Penalty 4563.744504 = -1363363.501448 nChanged 15 SP:Iteration 31Q (3884.210000 sec): 3 clusters Score: Raw -1367935.204293 + Penalty 4563.744504 = -1363371.459789 nChanged 11 SP:Iteration 32Q (3884.450000 sec): 3 clusters Score: Raw -1367943.713393 + Penalty 4563.744504 = -1363379.968889 nChanged 14 SP:Iteration 33Q (3884.710000 sec): 3 clusters Score: Raw -1367955.110441 + Penalty 4563.744504 = -1363391.365937 nChanged 7 SP:Iteration 34Q (3884.920000 sec): 3 clusters Score: Raw -1367958.744715 + Penalty 4563.744504 = -1363395.000210 nChanged 7 SP:Iteration 35Q (3885.150000 sec): 3 clusters Score: Raw -1367962.192939 + Penalty 4563.744504 = -1363398.448435 nChanged 5 SP:Iteration 36Q (3885.450000 sec): 3 clusters Score: Raw -1367963.803267 + Penalty 4563.744504 = -1363400.058763 nChanged 3 SP:Iteration 37Q (3885.670000 sec): 3 clusters Score: Raw -1367965.983826 + Penalty 4563.744504 = -1363402.239322 nChanged 7 SP:Iteration 38Q (3885.900000 sec): 3 clusters Score: Raw -1367969.928717 + Penalty 4563.744504 = -1363406.184213 nChanged 2 SP:Iteration 39Q (3886.130000 sec): 3 clusters Score: Raw -1367970.700008 + Penalty 4563.744504 = -1363406.955504 nChanged 2 SP:Iteration 40F (3886.370000 sec): 3 clusters Score: Raw -1367971.598467 + Penalty 4563.744504 = -1363407.853963 nChanged 5 SP:Iteration 41Q (3886.550000 sec): 3 clusters Score: Raw -1367973.997158 + Penalty 4563.744504 = -1363410.252654 nChanged 2 SP:Iteration 42Q (3886.810000 sec): 3 clusters Score: Raw -1367974.315607 + Penalty 4563.744504 = -1363410.571103 nChanged 0 SP:Iteration 43F (3887.010000 sec): 3 clusters Score: Raw -1367974.315607 + Penalty 4563.744504 = -1363410.571103 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3887.140000 sec): 2 clusters Score: Raw -426423.704097 + Penalty 2004.742026 = -424418.962071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.380000 sec): 3 clusters Score: Raw -425027.813263 + Penalty 4009.484053 = -421018.329210 nChanged 1104 SP:Iteration 1F (3887.600000 sec): 3 clusters Score: Raw -425678.391327 + Penalty 4009.484053 = -421668.907274 nChanged 246 SP:Iteration 2F (3887.790000 sec): 3 clusters Score: Raw -425850.229980 + Penalty 4009.484053 = -421840.745927 nChanged 180 SP:Iteration 3F (3887.990000 sec): 3 clusters Score: Raw -425985.753149 + Penalty 4009.484053 = -421976.269096 nChanged 124 SP:Iteration 4Q (3888.190000 sec): 3 clusters Score: Raw -426106.496722 + Penalty 4009.484053 = -422097.012669 nChanged 105 SP:Iteration 5Q (3888.410000 sec): 3 clusters Score: Raw -426252.814673 + Penalty 4009.484053 = -422243.330620 nChanged 123 SP:Iteration 6Q (3888.620000 sec): 3 clusters Score: Raw -426434.782171 + Penalty 4009.484053 = -422425.298118 nChanged 134 SP:Iteration 7Q (3888.820000 sec): 3 clusters Score: Raw -426573.475926 + Penalty 4009.484053 = -422563.991873 nChanged 152 SP:Iteration 8Q (3888.990000 sec): 3 clusters Score: Raw -426727.152345 + Penalty 4009.484053 = -422717.668292 nChanged 147 SP:Iteration 9Q (3889.190000 sec): 3 clusters Score: Raw -426873.837855 + Penalty 4009.484053 = -422864.353803 nChanged 140 SP:Iteration 10Q (3889.390000 sec): 3 clusters Score: Raw -426995.007897 + Penalty 4009.484053 = -422985.523844 nChanged 130 SP:Iteration 11Q (3889.580000 sec): 3 clusters Score: Raw -427097.067277 + Penalty 4009.484053 = -423087.583224 nChanged 100 SP:Iteration 12Q (3889.810000 sec): 3 clusters Score: Raw -427175.274922 + Penalty 4009.484053 = -423165.790869 nChanged 88 SP:Iteration 13Q (3890.020000 sec): 3 clusters Score: Raw -427242.824010 + Penalty 4009.484053 = -423233.339957 nChanged 70 SP:Iteration 14Q (3890.270000 sec): 3 clusters Score: Raw -427292.845230 + Penalty 4009.484053 = -423283.361177 nChanged 58 SP:Iteration 15Q (3890.480000 sec): 3 clusters Score: Raw -427325.114755 + Penalty 4009.484053 = -423315.630702 nChanged 37 SP:Iteration 16Q (3890.630000 sec): 3 clusters Score: Raw -427350.576164 + Penalty 4009.484053 = -423341.092111 nChanged 38 SP:Iteration 17Q (3890.860000 sec): 3 clusters Score: Raw -427373.818933 + Penalty 4009.484053 = -423364.334880 nChanged 28 SP:Iteration 18Q (3891.070000 sec): 3 clusters Score: Raw -427389.425629 + Penalty 4009.484053 = -423379.941576 nChanged 16 SP:Iteration 19Q (3891.270000 sec): 3 clusters Score: Raw -427398.783169 + Penalty 4009.484053 = -423389.299117 nChanged 11 SP:Iteration 20F (3891.450000 sec): 3 clusters Score: Raw -427404.472496 + Penalty 4009.484053 = -423394.988443 nChanged 16 SP:Iteration 21Q (3891.640000 sec): 3 clusters Score: Raw -427412.869119 + Penalty 4009.484053 = -423403.385066 nChanged 9 SP:Iteration 22Q (3891.840000 sec): 3 clusters Score: Raw -427416.983678 + Penalty 4009.484053 = -423407.499625 nChanged 4 SP:Iteration 23Q (3892.040000 sec): 3 clusters Score: Raw -427418.982274 + Penalty 4009.484053 = -423409.498221 nChanged 4 SP:Iteration 24Q (3892.230000 sec): 3 clusters Score: Raw -427420.620553 + Penalty 4009.484053 = -423411.136501 nChanged 0 SP:Iteration 25F (3892.430000 sec): 3 clusters Score: Raw -427420.620553 + Penalty 4009.484053 = -423411.136501 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3893.380000 sec): 2 clusters Score: Raw -23871703.060562 + Penalty 2990.871410 = -23868712.189152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3894.500000 sec): 3 clusters Score: Raw -23758824.472463 + Penalty 5981.742821 = -23752842.729643 nChanged 82990 SP:Iteration 1F (3895.550000 sec): 3 clusters Score: Raw -23809452.766782 + Penalty 5981.742821 = -23803471.023962 nChanged 7824 SP:Iteration 2Q (3896.710000 sec): 3 clusters Score: Raw -23812777.836263 + Penalty 5981.742821 = -23806796.093443 nChanged 9856 SP:Iteration 3F (3897.830000 sec): 3 clusters Score: Raw -23818179.752746 + Penalty 5981.742821 = -23812198.009926 nChanged 11865 SP:Iteration 4F (3898.970000 sec): 3 clusters Score: Raw -23826029.777880 + Penalty 5981.742821 = -23820048.035059 nChanged 12457 SP:Iteration 5F (3900.170000 sec): 3 clusters Score: Raw -23835072.189370 + Penalty 5981.742821 = -23829090.446549 nChanged 11462 SP:Iteration 6F (3901.450000 sec): 3 clusters Score: Raw -23843333.928887 + Penalty 5981.742821 = -23837352.186067 nChanged 8906 SP:Iteration 7F (3902.710000 sec): 3 clusters Score: Raw -23849276.935424 + Penalty 5981.742821 = -23843295.192603 nChanged 6450 SP:Iteration 8Q (3903.900000 sec): 3 clusters Score: Raw -23853198.984579 + Penalty 5981.742821 = -23847217.241758 nChanged 4887 SP:Iteration 9Q (3905.090000 sec): 3 clusters Score: Raw -23855781.390725 + Penalty 5981.742821 = -23849799.647904 nChanged 4002 SP:Iteration 10Q (3906.220000 sec): 3 clusters Score: Raw -23857700.451394 + Penalty 5981.742821 = -23851718.708574 nChanged 3771 SP:Iteration 11Q (3907.380000 sec): 3 clusters Score: Raw -23859477.588064 + Penalty 5981.742821 = -23853495.845243 nChanged 3442 SP:Iteration 12Q (3908.510000 sec): 3 clusters Score: Raw -23861067.902400 + Penalty 5981.742821 = -23855086.159579 nChanged 3353 SP:Iteration 13Q (3909.590000 sec): 3 clusters Score: Raw -23862686.607482 + Penalty 5981.742821 = -23856704.864661 nChanged 3153 SP:Iteration 14Q (3910.510000 sec): 3 clusters Score: Raw -23864256.224899 + Penalty 5981.742821 = -23858274.482079 nChanged 2876 SP:Iteration 15Q (3911.520000 sec): 3 clusters Score: Raw -23865744.990648 + Penalty 5981.742821 = -23859763.247827 nChanged 2547 SP:Iteration 16Q (3912.570000 sec): 3 clusters Score: Raw -23867116.956423 + Penalty 5981.742821 = -23861135.213602 nChanged 2280 SP:Iteration 17Q (3913.670000 sec): 3 clusters Score: Raw -23868390.168945 + Penalty 5981.742821 = -23862408.426124 nChanged 1930 SP:Iteration 18Q (3914.750000 sec): 3 clusters Score: Raw -23869469.006032 + Penalty 5981.742821 = -23863487.263211 nChanged 1523 SP:Iteration 19Q (3915.890000 sec): 3 clusters Score: Raw -23870313.474494 + Penalty 5981.742821 = -23864331.731674 nChanged 1208 SP:Iteration 20F (3917.070000 sec): 3 clusters Score: Raw -23870982.554589 + Penalty 5981.742821 = -23865000.811769 nChanged 863 SP:Iteration 21Q (3918.170000 sec): 3 clusters Score: Raw -23871446.148510 + Penalty 5981.742821 = -23865464.405690 nChanged 618 SP:Iteration 22Q (3919.120000 sec): 3 clusters Score: Raw -23871749.281041 + Penalty 5981.742821 = -23865767.538221 nChanged 445 SP:Iteration 23Q (3920.000000 sec): 3 clusters Score: Raw -23871972.061454 + Penalty 5981.742821 = -23865990.318634 nChanged 294 SP:Iteration 24Q (3920.930000 sec): 3 clusters Score: Raw -23872118.733859 + Penalty 5981.742821 = -23866136.991038 nChanged 213 SP:Iteration 25Q (3921.800000 sec): 3 clusters Score: Raw -23872217.953034 + Penalty 5981.742821 = -23866236.210214 nChanged 141 SP:Iteration 26Q (3922.680000 sec): 3 clusters Score: Raw -23872284.498022 + Penalty 5981.742821 = -23866302.755202 nChanged 97 SP:Iteration 27Q (3923.640000 sec): 3 clusters Score: Raw -23872331.975882 + Penalty 5981.742821 = -23866350.233061 nChanged 97 SP:Iteration 28Q (3924.500000 sec): 3 clusters Score: Raw -23872377.667612 + Penalty 5981.742821 = -23866395.924791 nChanged 69 SP:Iteration 29Q (3925.390000 sec): 3 clusters Score: Raw -23872402.623885 + Penalty 5981.742821 = -23866420.881064 nChanged 46 SP:Iteration 30Q (3926.300000 sec): 3 clusters Score: Raw -23872422.693051 + Penalty 5981.742821 = -23866440.950230 nChanged 33 SP:Iteration 31Q (3927.230000 sec): 3 clusters Score: Raw -23872435.463013 + Penalty 5981.742821 = -23866453.720192 nChanged 24 SP:Iteration 32Q (3928.200000 sec): 3 clusters Score: Raw -23872445.438133 + Penalty 5981.742821 = -23866463.695312 nChanged 21 SP:Iteration 33Q (3929.120000 sec): 3 clusters Score: Raw -23872455.962675 + Penalty 5981.742821 = -23866474.219855 nChanged 26 SP:Iteration 34Q (3930.010000 sec): 3 clusters Score: Raw -23872467.253550 + Penalty 5981.742821 = -23866485.510729 nChanged 25 SP:Iteration 35Q (3930.890000 sec): 3 clusters Score: Raw -23872479.670277 + Penalty 5981.742821 = -23866497.927456 nChanged 23 SP:Iteration 36Q (3931.780000 sec): 3 clusters Score: Raw -23872490.269500 + Penalty 5981.742821 = -23866508.526680 nChanged 24 SP:Iteration 37Q (3932.640000 sec): 3 clusters Score: Raw -23872500.817939 + Penalty 5981.742821 = -23866519.075118 nChanged 18 SP:Iteration 38Q (3933.480000 sec): 3 clusters Score: Raw -23872507.966573 + Penalty 5981.742821 = -23866526.223753 nChanged 13 SP:Iteration 39Q (3934.360000 sec): 3 clusters Score: Raw -23872511.593543 + Penalty 5981.742821 = -23866529.850722 nChanged 8 SP:Iteration 40F (3935.380000 sec): 3 clusters Score: Raw -23872514.511776 + Penalty 5981.742821 = -23866532.768956 nChanged 6 SP:Iteration 41Q (3936.360000 sec): 3 clusters Score: Raw -23872516.142005 + Penalty 5981.742821 = -23866534.399185 nChanged 5 SP:Iteration 42Q (3937.250000 sec): 3 clusters Score: Raw -23872518.182471 + Penalty 5981.742821 = -23866536.439650 nChanged 8 SP:Iteration 43Q (3938.180000 sec): 3 clusters Score: Raw -23872521.877267 + Penalty 5981.742821 = -23866540.134446 nChanged 11 SP:Iteration 44Q (3939.010000 sec): 3 clusters Score: Raw -23872526.510981 + Penalty 5981.742821 = -23866544.768160 nChanged 5 SP:Iteration 45Q (3939.880000 sec): 3 clusters Score: Raw -23872528.774658 + Penalty 5981.742821 = -23866547.031838 nChanged 4 SP:Iteration 46Q (3940.800000 sec): 3 clusters Score: Raw -23872529.831260 + Penalty 5981.742821 = -23866548.088439 nChanged 2 SP:Iteration 47Q (3941.720000 sec): 3 clusters Score: Raw -23872530.491197 + Penalty 5981.742821 = -23866548.748377 nChanged 4 SP:Iteration 48Q (3942.630000 sec): 3 clusters Score: Raw -23872531.808593 + Penalty 5981.742821 = -23866550.065773 nChanged 3 SP:Iteration 49Q (3943.580000 sec): 3 clusters Score: Raw -23872533.618325 + Penalty 5981.742821 = -23866551.875504 nChanged 4 SP:Iteration 50Q (3944.530000 sec): 3 clusters Score: Raw -23872535.471389 + Penalty 5981.742821 = -23866553.728568 nChanged 7 SP:Iteration 51Q (3945.490000 sec): 3 clusters Score: Raw -23872539.411544 + Penalty 5981.742821 = -23866557.668724 nChanged 8 SP:Iteration 52Q (3946.430000 sec): 3 clusters Score: Raw -23872542.202152 + Penalty 5981.742821 = -23866560.459332 nChanged 6 SP:Iteration 53Q (3947.350000 sec): 3 clusters Score: Raw -23872543.647484 + Penalty 5981.742821 = -23866561.904664 nChanged 6 SP:Iteration 54Q (3948.270000 sec): 3 clusters Score: Raw -23872546.205032 + Penalty 5981.742821 = -23866564.462211 nChanged 10 SP:Iteration 55Q (3949.250000 sec): 3 clusters Score: Raw -23872549.745585 + Penalty 5981.742821 = -23866568.002764 nChanged 9 SP:Iteration 56Q (3950.190000 sec): 3 clusters Score: Raw -23872554.179096 + Penalty 5981.742821 = -23866572.436275 nChanged 11 SP:Iteration 57Q (3951.100000 sec): 3 clusters Score: Raw -23872559.887776 + Penalty 5981.742821 = -23866578.144955 nChanged 10 SP:Iteration 58Q (3951.970000 sec): 3 clusters Score: Raw -23872563.799271 + Penalty 5981.742821 = -23866582.056451 nChanged 11 SP:Iteration 59Q (3952.870000 sec): 3 clusters Score: Raw -23872566.848923 + Penalty 5981.742821 = -23866585.106102 nChanged 9 SP:Iteration 60F (3953.860000 sec): 3 clusters Score: Raw -23872568.950852 + Penalty 5981.742821 = -23866587.208031 nChanged 2 SP:Iteration 61Q (3954.770000 sec): 3 clusters Score: Raw -23872569.928299 + Penalty 5981.742821 = -23866588.185478 nChanged 1 SP:Iteration 62Q (3955.570000 sec): 3 clusters Score: Raw -23872570.117577 + Penalty 5981.742821 = -23866588.374756 nChanged 0 SP:Iteration 63F (3956.550000 sec): 3 clusters Score: Raw -23872570.117577 + Penalty 5981.742821 = -23866588.374756 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3956.750000 sec): 2 clusters Score: Raw -21915.276061 + Penalty 1336.489789 = -20578.786272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.920000 sec): 3 clusters Score: Raw -22219.094948 + Penalty 2672.979578 = -19546.115370 nChanged 26 SP:Iteration 1F (3957.060000 sec): 3 clusters Score: Raw -22312.613525 + Penalty 2672.979578 = -19639.633947 nChanged 2 SP:Iteration 2Q (3957.270000 sec): 3 clusters Score: Raw -22319.544426 + Penalty 2672.979578 = -19646.564848 nChanged 3 SP:Iteration 3Q (3957.440000 sec): 3 clusters Score: Raw -22325.268929 + Penalty 2672.979578 = -19652.289351 nChanged 2 SP:Iteration 4Q (3957.610000 sec): 3 clusters Score: Raw -22335.982854 + Penalty 2672.979578 = -19663.003276 nChanged 2 SP:Iteration 5Q (3957.800000 sec): 3 clusters Score: Raw -22339.567550 + Penalty 2672.979578 = -19666.587972 nChanged 2 SP:Iteration 6Q (3957.930000 sec): 3 clusters Score: Raw -22344.729486 + Penalty 2672.979578 = -19671.749908 nChanged 2 SP:Iteration 7Q (3958.130000 sec): 3 clusters Score: Raw -22349.911421 + Penalty 2672.979578 = -19676.931843 nChanged 1 SP:Iteration 8Q (3958.310000 sec): 3 clusters Score: Raw -22354.880256 + Penalty 2672.979578 = -19681.900678 nChanged 1 SP:Iteration 9Q (3958.480000 sec): 3 clusters Score: Raw -22358.478158 + Penalty 2672.979578 = -19685.498580 nChanged 0 SP:Iteration 10F (3958.710000 sec): 3 clusters Score: Raw -22358.478158 + Penalty 2672.979578 = -19685.498580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (3087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.780000 sec): 2 clusters Score: Raw -399879.130169 + Penalty 1992.668846 = -397886.461323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3959.010000 sec): 3 clusters Score: Raw -398515.635521 + Penalty 3985.337692 = -394530.297829 nChanged 1080 SP:Iteration 1F (3959.160000 sec): 3 clusters Score: Raw -399198.609357 + Penalty 3985.337692 = -395213.271665 nChanged 254 SP:Iteration 2F (3959.380000 sec): 3 clusters Score: Raw -399399.119007 + Penalty 3985.337692 = -395413.781314 nChanged 161 SP:Iteration 3F (3959.530000 sec): 3 clusters Score: Raw -399514.132075 + Penalty 3985.337692 = -395528.794383 nChanged 119 SP:Iteration 4Q (3959.730000 sec): 3 clusters Score: Raw -399594.191001 + Penalty 3985.337692 = -395608.853309 nChanged 89 SP:Iteration 5Q (3959.900000 sec): 3 clusters Score: Raw -399643.326891 + Penalty 3985.337692 = -395657.989198 nChanged 55 SP:Iteration 6Q (3960.130000 sec): 3 clusters Score: Raw -399670.929989 + Penalty 3985.337692 = -395685.592297 nChanged 42 SP:Iteration 7Q (3960.280000 sec): 3 clusters Score: Raw -399694.890200 + Penalty 3985.337692 = -395709.552508 nChanged 48 SP:Iteration 8Q (3960.500000 sec): 3 clusters Score: Raw -399718.015930 + Penalty 3985.337692 = -395732.678238 nChanged 31 SP:Iteration 9Q (3960.690000 sec): 3 clusters Score: Raw -399733.073199 + Penalty 3985.337692 = -395747.735507 nChanged 27 SP:Iteration 10Q (3960.910000 sec): 3 clusters Score: Raw -399750.401594 + Penalty 3985.337692 = -395765.063902 nChanged 22 SP:Iteration 11Q (3961.090000 sec): 3 clusters Score: Raw -399759.912705 + Penalty 3985.337692 = -395774.575013 nChanged 17 SP:Iteration 12Q (3961.270000 sec): 3 clusters Score: Raw -399768.909195 + Penalty 3985.337692 = -395783.571503 nChanged 19 SP:Iteration 13Q (3961.490000 sec): 3 clusters Score: Raw -399776.874932 + Penalty 3985.337692 = -395791.537240 nChanged 17 SP:Iteration 14Q (3961.720000 sec): 3 clusters Score: Raw -399786.550323 + Penalty 3985.337692 = -395801.212631 nChanged 27 SP:Iteration 15Q (3961.920000 sec): 3 clusters Score: Raw -399800.821608 + Penalty 3985.337692 = -395815.483916 nChanged 20 SP:Iteration 16Q (3962.080000 sec): 3 clusters Score: Raw -399810.321127 + Penalty 3985.337692 = -395824.983435 nChanged 25 SP:Iteration 17Q (3962.270000 sec): 3 clusters Score: Raw -399825.797994 + Penalty 3985.337692 = -395840.460302 nChanged 27 SP:Iteration 18Q (3962.440000 sec): 3 clusters Score: Raw -399840.266643 + Penalty 3985.337692 = -395854.928950 nChanged 21 SP:Iteration 19Q (3962.660000 sec): 3 clusters Score: Raw -399850.626238 + Penalty 3985.337692 = -395865.288545 nChanged 18 SP:Iteration 20F (3962.820000 sec): 3 clusters Score: Raw -399859.474775 + Penalty 3985.337692 = -395874.137083 nChanged 18 SP:Iteration 21Q (3963.050000 sec): 3 clusters Score: Raw -399870.249944 + Penalty 3985.337692 = -395884.912252 nChanged 25 SP:Iteration 22Q (3963.210000 sec): 3 clusters Score: Raw -399880.805270 + Penalty 3985.337692 = -395895.467578 nChanged 18 SP:Iteration 23Q (3963.390000 sec): 3 clusters Score: Raw -399889.865525 + Penalty 3985.337692 = -395904.527833 nChanged 16 SP:Iteration 24Q (3963.600000 sec): 3 clusters Score: Raw -399897.586709 + Penalty 3985.337692 = -395912.249017 nChanged 13 SP:Iteration 25Q (3963.780000 sec): 3 clusters Score: Raw -399905.604017 + Penalty 3985.337692 = -395920.266325 nChanged 16 SP:Iteration 26Q (3963.940000 sec): 3 clusters Score: Raw -399914.421476 + Penalty 3985.337692 = -395929.083784 nChanged 16 SP:Iteration 27Q (3964.120000 sec): 3 clusters Score: Raw -399921.701698 + Penalty 3985.337692 = -395936.364006 nChanged 12 SP:Iteration 28Q (3964.290000 sec): 3 clusters Score: Raw -399928.860148 + Penalty 3985.337692 = -395943.522456 nChanged 19 SP:Iteration 29Q (3964.520000 sec): 3 clusters Score: Raw -399937.659388 + Penalty 3985.337692 = -395952.321696 nChanged 19 SP:Iteration 30Q (3964.680000 sec): 3 clusters Score: Raw -399945.390572 + Penalty 3985.337692 = -395960.052880 nChanged 18 SP:Iteration 31Q (3964.850000 sec): 3 clusters Score: Raw -399952.928860 + Penalty 3985.337692 = -395967.591168 nChanged 25 SP:Iteration 32Q (3965.050000 sec): 3 clusters Score: Raw -399967.817070 + Penalty 3985.337692 = -395982.479377 nChanged 29 SP:Iteration 33Q (3965.230000 sec): 3 clusters Score: Raw -399981.919104 + Penalty 3985.337692 = -395996.581412 nChanged 19 SP:Iteration 34Q (3965.420000 sec): 3 clusters Score: Raw -399990.235892 + Penalty 3985.337692 = -396004.898200 nChanged 17 SP:Iteration 35Q (3965.620000 sec): 3 clusters Score: Raw -400000.179315 + Penalty 3985.337692 = -396014.841622 nChanged 14 SP:Iteration 36Q (3965.780000 sec): 3 clusters Score: Raw -400006.195538 + Penalty 3985.337692 = -396020.857846 nChanged 12 SP:Iteration 37Q (3965.970000 sec): 3 clusters Score: Raw -400011.448809 + Penalty 3985.337692 = -396026.111117 nChanged 12 SP:Iteration 38Q (3966.140000 sec): 3 clusters Score: Raw -400017.089024 + Penalty 3985.337692 = -396031.751332 nChanged 15 SP:Iteration 39Q (3966.290000 sec): 3 clusters Score: Raw -400024.419641 + Penalty 3985.337692 = -396039.081949 nChanged 17 SP:Iteration 40F (3966.490000 sec): 3 clusters Score: Raw -400033.003183 + Penalty 3985.337692 = -396047.665490 nChanged 16 SP:Iteration 41Q (3966.660000 sec): 3 clusters Score: Raw -400041.599131 + Penalty 3985.337692 = -396056.261439 nChanged 20 SP:Iteration 42Q (3966.830000 sec): 3 clusters Score: Raw -400052.118196 + Penalty 3985.337692 = -396066.780504 nChanged 17 SP:Iteration 43Q (3967.000000 sec): 3 clusters Score: Raw -400060.813284 + Penalty 3985.337692 = -396075.475591 nChanged 16 SP:Iteration 44Q (3967.220000 sec): 3 clusters Score: Raw -400068.178607 + Penalty 3985.337692 = -396082.840915 nChanged 15 SP:Iteration 45Q (3967.430000 sec): 3 clusters Score: Raw -400074.788635 + Penalty 3985.337692 = -396089.450942 nChanged 20 SP:Iteration 46Q (3967.580000 sec): 3 clusters Score: Raw -400086.029712 + Penalty 3985.337692 = -396100.692020 nChanged 15 SP:Iteration 47Q (3967.790000 sec): 3 clusters Score: Raw -400094.920093 + Penalty 3985.337692 = -396109.582401 nChanged 14 SP:Iteration 48Q (3968.000000 sec): 3 clusters Score: Raw -400101.785970 + Penalty 3985.337692 = -396116.448278 nChanged 11 SP:Iteration 49Q (3968.220000 sec): 3 clusters Score: Raw -400106.988167 + Penalty 3985.337692 = -396121.650474 nChanged 15 SP:Iteration 50Q (3968.410000 sec): 3 clusters Score: Raw -400114.721001 + Penalty 3985.337692 = -396129.383309 nChanged 16 SP:Iteration 51Q (3968.560000 sec): 3 clusters Score: Raw -400122.592345 + Penalty 3985.337692 = -396137.254653 nChanged 17 SP:Iteration 52Q (3968.780000 sec): 3 clusters Score: Raw -400131.373682 + Penalty 3985.337692 = -396146.035990 nChanged 15 SP:Iteration 53Q (3968.960000 sec): 3 clusters Score: Raw -400140.256183 + Penalty 3985.337692 = -396154.918491 nChanged 18 SP:Iteration 54Q (3969.110000 sec): 3 clusters Score: Raw -400150.358418 + Penalty 3985.337692 = -396165.020726 nChanged 16 SP:Iteration 55Q (3969.310000 sec): 3 clusters Score: Raw -400159.010840 + Penalty 3985.337692 = -396173.673147 nChanged 13 SP:Iteration 56Q (3969.520000 sec): 3 clusters Score: Raw -400166.359189 + Penalty 3985.337692 = -396181.021497 nChanged 14 SP:Iteration 57Q (3969.710000 sec): 3 clusters Score: Raw -400172.323211 + Penalty 3985.337692 = -396186.985519 nChanged 8 SP:Iteration 58Q (3969.870000 sec): 3 clusters Score: Raw -400177.376868 + Penalty 3985.337692 = -396192.039176 nChanged 9 SP:Iteration 59Q (3970.020000 sec): 3 clusters Score: Raw -400182.579199 + Penalty 3985.337692 = -396197.241507 nChanged 10 SP:Iteration 60F (3970.260000 sec): 3 clusters Score: Raw -400188.366146 + Penalty 3985.337692 = -396203.028454 nChanged 10 SP:Iteration 61Q (3970.440000 sec): 3 clusters Score: Raw -400193.312959 + Penalty 3985.337692 = -396207.975267 nChanged 7 SP:Iteration 62Q (3970.620000 sec): 3 clusters Score: Raw -400196.079663 + Penalty 3985.337692 = -396210.741971 nChanged 5 SP:Iteration 63Q (3970.840000 sec): 3 clusters Score: Raw -400198.607004 + Penalty 3985.337692 = -396213.269312 nChanged 5 SP:Iteration 64Q (3971.000000 sec): 3 clusters Score: Raw -400201.640906 + Penalty 3985.337692 = -396216.303214 nChanged 4 SP:Iteration 65Q (3971.220000 sec): 3 clusters Score: Raw -400203.488215 + Penalty 3985.337692 = -396218.150523 nChanged 3 SP:Iteration 66Q (3971.390000 sec): 3 clusters Score: Raw -400204.937380 + Penalty 3985.337692 = -396219.599688 nChanged 6 SP:Iteration 67Q (3971.620000 sec): 3 clusters Score: Raw -400207.750967 + Penalty 3985.337692 = -396222.413275 nChanged 3 SP:Iteration 68Q (3971.860000 sec): 3 clusters Score: Raw -400208.519115 + Penalty 3985.337692 = -396223.181423 nChanged 2 SP:Iteration 69Q (3972.050000 sec): 3 clusters Score: Raw -400208.936919 + Penalty 3985.337692 = -396223.599226 nChanged 1 SP:Iteration 70Q (3972.230000 sec): 3 clusters Score: Raw -400209.768329 + Penalty 3985.337692 = -396224.430637 nChanged 1 SP:Iteration 71Q (3972.430000 sec): 3 clusters Score: Raw -400210.102600 + Penalty 3985.337692 = -396224.764907 nChanged 2 SP:Iteration 72Q (3972.600000 sec): 3 clusters Score: Raw -400211.183606 + Penalty 3985.337692 = -396225.845914 nChanged 3 SP:Iteration 73Q (3972.800000 sec): 3 clusters Score: Raw -400213.155791 + Penalty 3985.337692 = -396227.818099 nChanged 1 SP:Iteration 74Q (3972.960000 sec): 3 clusters Score: Raw -400213.953049 + Penalty 3985.337692 = -396228.615357 nChanged 3 SP:Iteration 75Q (3973.160000 sec): 3 clusters Score: Raw -400215.738550 + Penalty 3985.337692 = -396230.400858 nChanged 2 SP:Iteration 76Q (3973.340000 sec): 3 clusters Score: Raw -400216.819407 + Penalty 3985.337692 = -396231.481715 nChanged 2 SP:Iteration 77Q (3973.500000 sec): 3 clusters Score: Raw -400218.474005 + Penalty 3985.337692 = -396233.136313 nChanged 2 SP:Iteration 78Q (3973.720000 sec): 3 clusters Score: Raw -400219.198541 + Penalty 3985.337692 = -396233.860849 nChanged 1 SP:Iteration 79Q (3973.880000 sec): 3 clusters Score: Raw -400219.362466 + Penalty 3985.337692 = -396234.024774 nChanged 0 SP:Iteration 80F (3974.100000 sec): 3 clusters Score: Raw -400219.362466 + Penalty 3985.337692 = -396234.024774 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3974.160000 sec): 2 clusters Score: Raw -36528.348262 + Penalty 1422.669930 = -35105.678332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3974.340000 sec): 3 clusters Score: Raw -36638.840454 + Penalty 2845.339860 = -33793.500595 nChanged 43 SP:Iteration 1F (3974.520000 sec): 3 clusters Score: Raw -36820.405218 + Penalty 2845.339860 = -33975.065358 nChanged 21 SP:Iteration 2F (3974.710000 sec): 3 clusters Score: Raw -36887.245953 + Penalty 2845.339860 = -34041.906094 nChanged 7 SP:Iteration 3Q (3974.870000 sec): 3 clusters Score: Raw -36913.640056 + Penalty 2845.339860 = -34068.300197 nChanged 3 SP:Iteration 4Q (3974.990000 sec): 3 clusters Score: Raw -36924.706264 + Penalty 2845.339860 = -34079.366404 nChanged 1 SP:Iteration 5Q (3975.210000 sec): 3 clusters Score: Raw -36926.273242 + Penalty 2845.339860 = -34080.933382 nChanged 1 SP:Iteration 6Q (3975.360000 sec): 3 clusters Score: Raw -36932.293381 + Penalty 2845.339860 = -34086.953522 nChanged 1 SP:Iteration 7Q (3975.560000 sec): 3 clusters Score: Raw -36937.270040 + Penalty 2845.339860 = -34091.930181 nChanged 0 SP:Iteration 8F (3975.710000 sec): 3 clusters Score: Raw -36937.270040 + Penalty 2845.339860 = -34091.930181 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3975.780000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3975.940000 sec): 3 clusters Score: Raw -79870.104732 + Penalty 3198.649139 = -76671.455593 nChanged 166 SP:Iteration 1F (3976.100000 sec): 3 clusters Score: Raw -80138.092160 + Penalty 3198.649139 = -76939.443020 nChanged 31 SP:Iteration 2Q (3976.280000 sec): 3 clusters Score: Raw -80209.617955 + Penalty 3198.649139 = -77010.968816 nChanged 16 SP:Iteration 3Q (3976.440000 sec): 3 clusters Score: Raw -80248.886558 + Penalty 3198.649139 = -77050.237418 nChanged 11 SP:Iteration 4Q (3976.580000 sec): 3 clusters Score: Raw -80269.462453 + Penalty 3198.649139 = -77070.813314 nChanged 2 SP:Iteration 5Q (3976.790000 sec): 3 clusters Score: Raw -80272.446640 + Penalty 3198.649139 = -77073.797500 nChanged 1 SP:Iteration 6Q (3976.910000 sec): 3 clusters Score: Raw -80276.468674 + Penalty 3198.649139 = -77077.819535 nChanged 2 SP:Iteration 7Q (3977.120000 sec): 3 clusters Score: Raw -80277.926662 + Penalty 3198.649139 = -77079.277522 nChanged 0 SP:Iteration 8F (3977.310000 sec): 3 clusters Score: Raw -80277.926662 + Penalty 3198.649139 = -77079.277522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3977.380000 sec): 2 clusters Score: Raw -181744.657261 + Penalty 1784.220339 = -179960.436922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3977.620000 sec): 3 clusters Score: Raw -181346.573495 + Penalty 3568.440678 = -177778.132817 nChanged 407 SP:Iteration 1F (3977.770000 sec): 3 clusters Score: Raw -181716.034761 + Penalty 3568.440678 = -178147.594083 nChanged 93 SP:Iteration 2F (3978.000000 sec): 3 clusters Score: Raw -181812.078960 + Penalty 3568.440678 = -178243.638282 nChanged 50 SP:Iteration 3Q (3978.190000 sec): 3 clusters Score: Raw -181858.679138 + Penalty 3568.440678 = -178290.238460 nChanged 30 SP:Iteration 4Q (3978.410000 sec): 3 clusters Score: Raw -181888.732818 + Penalty 3568.440678 = -178320.292140 nChanged 18 SP:Iteration 5Q (3978.550000 sec): 3 clusters Score: Raw -181909.581092 + Penalty 3568.440678 = -178341.140414 nChanged 16 SP:Iteration 6Q (3978.740000 sec): 3 clusters Score: Raw -181931.192189 + Penalty 3568.440678 = -178362.751511 nChanged 15 SP:Iteration 7Q (3978.970000 sec): 3 clusters Score: Raw -181941.408790 + Penalty 3568.440678 = -178372.968111 nChanged 6 SP:Iteration 8Q (3979.130000 sec): 3 clusters Score: Raw -181946.474877 + Penalty 3568.440678 = -178378.034199 nChanged 7 SP:Iteration 9Q (3979.320000 sec): 3 clusters Score: Raw -181951.893541 + Penalty 3568.440678 = -178383.452863 nChanged 4 SP:Iteration 10Q (3979.500000 sec): 3 clusters Score: Raw -181956.668582 + Penalty 3568.440678 = -178388.227903 nChanged 6 SP:Iteration 11Q (3979.710000 sec): 3 clusters Score: Raw -181963.623375 + Penalty 3568.440678 = -178395.182696 nChanged 4 SP:Iteration 12Q (3979.870000 sec): 3 clusters Score: Raw -181966.557471 + Penalty 3568.440678 = -178398.116792 nChanged 1 SP:Iteration 13Q (3980.040000 sec): 3 clusters Score: Raw -181967.460640 + Penalty 3568.440678 = -178399.019962 nChanged 0 SP:Iteration 14F (3980.230000 sec): 3 clusters Score: Raw -181967.460640 + Penalty 3568.440678 = -178399.019962 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3980.300000 sec): 2 clusters Score: Raw -12868.135177 + Penalty 1216.508145 = -11651.627032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3980.480000 sec): 3 clusters Score: Raw -13435.175308 + Penalty 2433.016290 = -11002.159018 nChanged 17 SP:Iteration 1F (3980.680000 sec): 3 clusters Score: Raw -13553.237535 + Penalty 2433.016290 = -11120.221245 nChanged 2 SP:Iteration 2Q (3980.880000 sec): 3 clusters Score: Raw -13575.269984 + Penalty 2433.016290 = -11142.253694 nChanged 0 SP:Iteration 3F (3981.060000 sec): 3 clusters Score: Raw -13575.269984 + Penalty 2433.016290 = -11142.253694 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 14 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3981.170000 sec): 2 clusters Score: Raw -7453.590133 + Penalty 1031.403005 = -6422.187128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3981.260000 sec): 2 clusters Score: Raw -4923.314718 + Penalty 1031.403005 = -3891.911713 nChanged 29 SP:Iteration 1F (3981.360000 sec): 2 clusters Score: Raw -7453.590133 + Penalty 1031.403005 = -6422.187128 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (233918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3982.510000 sec): 2 clusters Score: Raw -31992258.960307 + Penalty 3065.956025 = -31989193.004283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3983.880000 sec): 3 clusters Score: Raw -31838393.662902 + Penalty 6131.912049 = -31832261.750853 nChanged 112757 SP:Iteration 1F (3985.330000 sec): 3 clusters Score: Raw -31904717.965931 + Penalty 6131.912049 = -31898586.053882 nChanged 5834 SP:Iteration 2Q (3986.820000 sec): 3 clusters Score: Raw -31905861.309265 + Penalty 6131.912049 = -31899729.397216 nChanged 6724 SP:Iteration 3Q (3988.290000 sec): 3 clusters Score: Raw -31907499.452926 + Penalty 6131.912049 = -31901367.540877 nChanged 8253 SP:Iteration 4Q (3989.650000 sec): 3 clusters Score: Raw -31910127.654008 + Penalty 6131.912049 = -31903995.741959 nChanged 10881 SP:Iteration 5Q (3991.000000 sec): 3 clusters Score: Raw -31914847.533639 + Penalty 6131.912049 = -31908715.621590 nChanged 14617 SP:Iteration 6F (3992.310000 sec): 3 clusters Score: Raw -31923539.318256 + Penalty 6131.912049 = -31917407.406207 nChanged 19268 SP:Iteration 7F (3993.630000 sec): 3 clusters Score: Raw -31938364.294551 + Penalty 6131.912049 = -31932232.382502 nChanged 21589 SP:Iteration 8F (3994.970000 sec): 3 clusters Score: Raw -31958452.146762 + Penalty 6131.912049 = -31952320.234713 nChanged 18465 SP:Iteration 9F (3996.330000 sec): 3 clusters Score: Raw -31977025.452318 + Penalty 6131.912049 = -31970893.540269 nChanged 10453 SP:Iteration 10Q (3997.750000 sec): 3 clusters Score: Raw -31987337.903100 + Penalty 6131.912049 = -31981205.991050 nChanged 4010 SP:Iteration 11Q (3999.000000 sec): 3 clusters Score: Raw -31990986.454710 + Penalty 6131.912049 = -31984854.542661 nChanged 1156 SP:Iteration 12Q (4000.190000 sec): 3 clusters Score: Raw -31992002.645089 + Penalty 6131.912049 = -31985870.733040 nChanged 350 SP:Iteration 13Q (4001.280000 sec): 3 clusters Score: Raw -31992346.824011 + Penalty 6131.912049 = -31986214.911962 nChanged 127 SP:Iteration 14Q (4002.430000 sec): 3 clusters Score: Raw -31992497.388777 + Penalty 6131.912049 = -31986365.476728 nChanged 59 SP:Iteration 15Q (4003.490000 sec): 3 clusters Score: Raw -31992569.505789 + Penalty 6131.912049 = -31986437.593740 nChanged 28 SP:Iteration 16Q (4004.600000 sec): 3 clusters Score: Raw -31992600.483488 + Penalty 6131.912049 = -31986468.571439 nChanged 14 SP:Iteration 17Q (4005.690000 sec): 3 clusters Score: Raw -31992619.905624 + Penalty 6131.912049 = -31986487.993575 nChanged 9 SP:Iteration 18Q (4006.840000 sec): 3 clusters Score: Raw -31992631.757880 + Penalty 6131.912049 = -31986499.845831 nChanged 6 SP:Iteration 19Q (4007.970000 sec): 3 clusters Score: Raw -31992637.202123 + Penalty 6131.912049 = -31986505.290074 nChanged 2 SP:Iteration 20F (4009.310000 sec): 3 clusters Score: Raw -31992638.870516 + Penalty 6131.912049 = -31986506.958467 nChanged 3 SP:Iteration 21Q (4010.390000 sec): 3 clusters Score: Raw -31992642.493942 + Penalty 6131.912049 = -31986510.581893 nChanged 3 SP:Iteration 22Q (4011.540000 sec): 3 clusters Score: Raw -31992644.336702 + Penalty 6131.912049 = -31986512.424653 nChanged 0 SP:Iteration 23F (4012.980000 sec): 3 clusters Score: Raw -31992644.336702 + Penalty 6131.912049 = -31986512.424653 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4013.150000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4013.340000 sec): 3 clusters Score: Raw -102362.614671 + Penalty 3304.279951 = -99058.334720 nChanged 170 SP:Iteration 1F (4013.550000 sec): 3 clusters Score: Raw -102600.728451 + Penalty 3304.279951 = -99296.448500 nChanged 46 SP:Iteration 2F (4013.700000 sec): 3 clusters Score: Raw -102686.682813 + Penalty 3304.279951 = -99382.402861 nChanged 17 SP:Iteration 3Q (4013.890000 sec): 3 clusters Score: Raw -102721.674210 + Penalty 3304.279951 = -99417.394258 nChanged 12 SP:Iteration 4Q (4014.090000 sec): 3 clusters Score: Raw -102749.473012 + Penalty 3304.279951 = -99445.193061 nChanged 11 SP:Iteration 5Q (4014.280000 sec): 3 clusters Score: Raw -102771.633238 + Penalty 3304.279951 = -99467.353287 nChanged 11 SP:Iteration 6Q (4014.470000 sec): 3 clusters Score: Raw -102793.265412 + Penalty 3304.279951 = -99488.985461 nChanged 6 SP:Iteration 7Q (4014.650000 sec): 3 clusters Score: Raw -102809.438136 + Penalty 3304.279951 = -99505.158184 nChanged 7 SP:Iteration 8Q (4014.850000 sec): 3 clusters Score: Raw -102822.097340 + Penalty 3304.279951 = -99517.817389 nChanged 5 SP:Iteration 9Q (4015.040000 sec): 3 clusters Score: Raw -102829.030041 + Penalty 3304.279951 = -99524.750090 nChanged 3 SP:Iteration 10Q (4015.270000 sec): 3 clusters Score: Raw -102832.226250 + Penalty 3304.279951 = -99527.946299 nChanged 1 SP:Iteration 11Q (4015.440000 sec): 3 clusters Score: Raw -102833.199187 + Penalty 3304.279951 = -99528.919236 nChanged 0 SP:Iteration 12F (4015.660000 sec): 3 clusters Score: Raw -102833.199187 + Penalty 3304.279951 = -99528.919236 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4015.750000 sec): 2 clusters Score: Raw -521183.322014 + Penalty 2056.054788 = -519127.267226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4015.950000 sec): 3 clusters Score: Raw -519398.178035 + Penalty 4112.109576 = -515286.068458 nChanged 1452 SP:Iteration 1F (4016.150000 sec): 3 clusters Score: Raw -520284.015339 + Penalty 4112.109576 = -516171.905763 nChanged 331 SP:Iteration 2F (4016.370000 sec): 3 clusters Score: Raw -520537.301004 + Penalty 4112.109576 = -516425.191428 nChanged 222 SP:Iteration 3F (4016.520000 sec): 3 clusters Score: Raw -520725.470917 + Penalty 4112.109576 = -516613.361341 nChanged 192 SP:Iteration 4Q (4016.740000 sec): 3 clusters Score: Raw -520893.090820 + Penalty 4112.109576 = -516780.981244 nChanged 171 SP:Iteration 5Q (4016.940000 sec): 3 clusters Score: Raw -521032.550074 + Penalty 4112.109576 = -516920.440498 nChanged 160 SP:Iteration 6Q (4017.140000 sec): 3 clusters Score: Raw -521167.611780 + Penalty 4112.109576 = -517055.502203 nChanged 145 SP:Iteration 7Q (4017.330000 sec): 3 clusters Score: Raw -521293.408313 + Penalty 4112.109576 = -517181.298736 nChanged 135 SP:Iteration 8Q (4017.510000 sec): 3 clusters Score: Raw -521412.709180 + Penalty 4112.109576 = -517300.599604 nChanged 115 SP:Iteration 9Q (4017.710000 sec): 3 clusters Score: Raw -521520.516940 + Penalty 4112.109576 = -517408.407363 nChanged 104 SP:Iteration 10Q (4017.910000 sec): 3 clusters Score: Raw -521611.734320 + Penalty 4112.109576 = -517499.624744 nChanged 81 SP:Iteration 11Q (4018.100000 sec): 3 clusters Score: Raw -521684.818933 + Penalty 4112.109576 = -517572.709357 nChanged 82 SP:Iteration 12Q (4018.290000 sec): 3 clusters Score: Raw -521759.423256 + Penalty 4112.109576 = -517647.313680 nChanged 72 SP:Iteration 13Q (4018.510000 sec): 3 clusters Score: Raw -521827.747238 + Penalty 4112.109576 = -517715.637662 nChanged 61 SP:Iteration 14Q (4018.700000 sec): 3 clusters Score: Raw -521873.529250 + Penalty 4112.109576 = -517761.419673 nChanged 53 SP:Iteration 15Q (4018.910000 sec): 3 clusters Score: Raw -521914.972376 + Penalty 4112.109576 = -517802.862799 nChanged 37 SP:Iteration 16Q (4019.070000 sec): 3 clusters Score: Raw -521940.402224 + Penalty 4112.109576 = -517828.292648 nChanged 32 SP:Iteration 17Q (4019.290000 sec): 3 clusters Score: Raw -521958.119042 + Penalty 4112.109576 = -517846.009466 nChanged 15 SP:Iteration 18Q (4019.480000 sec): 3 clusters Score: Raw -521968.060383 + Penalty 4112.109576 = -517855.950807 nChanged 4 SP:Iteration 19Q (4019.700000 sec): 3 clusters Score: Raw -521970.958616 + Penalty 4112.109576 = -517858.849040 nChanged 5 SP:Iteration 20F (4019.870000 sec): 3 clusters Score: Raw -521972.965947 + Penalty 4112.109576 = -517860.856370 nChanged 4 SP:Iteration 21Q (4020.030000 sec): 3 clusters Score: Raw -521975.743074 + Penalty 4112.109576 = -517863.633498 nChanged 3 SP:Iteration 22Q (4020.200000 sec): 3 clusters Score: Raw -521978.118417 + Penalty 4112.109576 = -517866.008841 nChanged 4 SP:Iteration 23Q (4020.410000 sec): 3 clusters Score: Raw -521981.316441 + Penalty 4112.109576 = -517869.206864 nChanged 7 SP:Iteration 24Q (4020.580000 sec): 3 clusters Score: Raw -521985.570655 + Penalty 4112.109576 = -517873.461078 nChanged 4 SP:Iteration 25Q (4020.790000 sec): 3 clusters Score: Raw -521989.409693 + Penalty 4112.109576 = -517877.300117 nChanged 5 SP:Iteration 26Q (4020.970000 sec): 3 clusters Score: Raw -521991.860343 + Penalty 4112.109576 = -517879.750767 nChanged 2 SP:Iteration 27Q (4021.170000 sec): 3 clusters Score: Raw -521992.572138 + Penalty 4112.109576 = -517880.462561 nChanged 0 SP:Iteration 28F (4021.390000 sec): 3 clusters Score: Raw -521992.572138 + Penalty 4112.109576 = -517880.462561 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4021.500000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4021.630000 sec): 3 clusters Score: Raw -100694.992872 + Penalty 3272.184268 = -97422.808604 nChanged 145 SP:Iteration 1F (4021.810000 sec): 3 clusters Score: Raw -100899.380829 + Penalty 3272.184268 = -97627.196561 nChanged 31 SP:Iteration 2Q (4022.010000 sec): 3 clusters Score: Raw -100951.200386 + Penalty 3272.184268 = -97679.016118 nChanged 16 SP:Iteration 3Q (4022.190000 sec): 3 clusters Score: Raw -100974.065717 + Penalty 3272.184268 = -97701.881449 nChanged 8 SP:Iteration 4Q (4022.360000 sec): 3 clusters Score: Raw -100988.282367 + Penalty 3272.184268 = -97716.098099 nChanged 8 SP:Iteration 5Q (4022.550000 sec): 3 clusters Score: Raw -100999.680795 + Penalty 3272.184268 = -97727.496527 nChanged 6 SP:Iteration 6Q (4022.730000 sec): 3 clusters Score: Raw -101010.892374 + Penalty 3272.184268 = -97738.708105 nChanged 0 SP:Iteration 7F (4022.890000 sec): 3 clusters Score: Raw -101010.892374 + Penalty 3272.184268 = -97738.708105 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (107135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4023.500000 sec): 2 clusters Score: Raw -14690771.997029 + Penalty 2872.297560 = -14687899.699468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4024.290000 sec): 3 clusters Score: Raw -14621783.672084 + Penalty 5744.595120 = -14616039.076963 nChanged 50927 SP:Iteration 1F (4024.970000 sec): 3 clusters Score: Raw -14650886.451248 + Penalty 5744.595120 = -14645141.856128 nChanged 3368 SP:Iteration 2Q (4025.710000 sec): 3 clusters Score: Raw -14651609.625951 + Penalty 5744.595120 = -14645865.030831 nChanged 3476 SP:Iteration 3Q (4026.460000 sec): 3 clusters Score: Raw -14652480.353008 + Penalty 5744.595120 = -14646735.757888 nChanged 3955 SP:Iteration 4Q (4027.260000 sec): 3 clusters Score: Raw -14653702.043634 + Penalty 5744.595120 = -14647957.448514 nChanged 4808 SP:Iteration 5Q (4028.100000 sec): 3 clusters Score: Raw -14655656.912307 + Penalty 5744.595120 = -14649912.317187 nChanged 5962 SP:Iteration 6F (4028.840000 sec): 3 clusters Score: Raw -14658691.882682 + Penalty 5744.595120 = -14652947.287562 nChanged 7323 SP:Iteration 7F (4029.600000 sec): 3 clusters Score: Raw -14663442.456754 + Penalty 5744.595120 = -14657697.861634 nChanged 8239 SP:Iteration 8F (4030.400000 sec): 3 clusters Score: Raw -14669796.617966 + Penalty 5744.595120 = -14664052.022846 nChanged 7980 SP:Iteration 9F (4031.160000 sec): 3 clusters Score: Raw -14676705.286998 + Penalty 5744.595120 = -14670960.691878 nChanged 6473 SP:Iteration 10F (4031.910000 sec): 3 clusters Score: Raw -14682604.363913 + Penalty 5744.595120 = -14676859.768793 nChanged 4316 SP:Iteration 11Q (4032.710000 sec): 3 clusters Score: Raw -14686693.667271 + Penalty 5744.595120 = -14680949.072151 nChanged 2441 SP:Iteration 12Q (4033.470000 sec): 3 clusters Score: Raw -14689092.774400 + Penalty 5744.595120 = -14683348.179280 nChanged 1208 SP:Iteration 13Q (4034.160000 sec): 3 clusters Score: Raw -14690212.082549 + Penalty 5744.595120 = -14684467.487429 nChanged 700 SP:Iteration 14Q (4034.860000 sec): 3 clusters Score: Raw -14690711.843732 + Penalty 5744.595120 = -14684967.248612 nChanged 459 SP:Iteration 15Q (4035.510000 sec): 3 clusters Score: Raw -14690975.007306 + Penalty 5744.595120 = -14685230.412186 nChanged 329 SP:Iteration 16Q (4036.160000 sec): 3 clusters Score: Raw -14691135.794970 + Penalty 5744.595120 = -14685391.199850 nChanged 212 SP:Iteration 17Q (4036.780000 sec): 3 clusters Score: Raw -14691222.372369 + Penalty 5744.595120 = -14685477.777248 nChanged 167 SP:Iteration 18Q (4037.390000 sec): 3 clusters Score: Raw -14691287.091551 + Penalty 5744.595120 = -14685542.496431 nChanged 127 SP:Iteration 19Q (4037.990000 sec): 3 clusters Score: Raw -14691331.537340 + Penalty 5744.595120 = -14685586.942220 nChanged 98 SP:Iteration 20F (4038.720000 sec): 3 clusters Score: Raw -14691359.937176 + Penalty 5744.595120 = -14685615.342055 nChanged 72 SP:Iteration 21Q (4039.360000 sec): 3 clusters Score: Raw -14691378.507689 + Penalty 5744.595120 = -14685633.912569 nChanged 50 SP:Iteration 22Q (4039.970000 sec): 3 clusters Score: Raw -14691391.614465 + Penalty 5744.595120 = -14685647.019345 nChanged 38 SP:Iteration 23Q (4040.630000 sec): 3 clusters Score: Raw -14691400.653341 + Penalty 5744.595120 = -14685656.058220 nChanged 33 SP:Iteration 24Q (4041.210000 sec): 3 clusters Score: Raw -14691409.130633 + Penalty 5744.595120 = -14685664.535513 nChanged 28 SP:Iteration 25Q (4041.790000 sec): 3 clusters Score: Raw -14691415.318344 + Penalty 5744.595120 = -14685670.723223 nChanged 21 SP:Iteration 26Q (4042.350000 sec): 3 clusters Score: Raw -14691419.865763 + Penalty 5744.595120 = -14685675.270642 nChanged 14 SP:Iteration 27Q (4042.950000 sec): 3 clusters Score: Raw -14691422.537963 + Penalty 5744.595120 = -14685677.942843 nChanged 10 SP:Iteration 28Q (4043.590000 sec): 3 clusters Score: Raw -14691424.170924 + Penalty 5744.595120 = -14685679.575804 nChanged 7 SP:Iteration 29Q (4044.210000 sec): 3 clusters Score: Raw -14691425.502727 + Penalty 5744.595120 = -14685680.907607 nChanged 8 SP:Iteration 30Q (4044.850000 sec): 3 clusters Score: Raw -14691426.758244 + Penalty 5744.595120 = -14685682.163124 nChanged 6 SP:Iteration 31Q (4045.510000 sec): 3 clusters Score: Raw -14691427.989957 + Penalty 5744.595120 = -14685683.394837 nChanged 6 SP:Iteration 32Q (4046.160000 sec): 3 clusters Score: Raw -14691429.142027 + Penalty 5744.595120 = -14685684.546907 nChanged 3 SP:Iteration 33Q (4046.730000 sec): 3 clusters Score: Raw -14691429.563873 + Penalty 5744.595120 = -14685684.968753 nChanged 3 SP:Iteration 34Q (4047.360000 sec): 3 clusters Score: Raw -14691429.854552 + Penalty 5744.595120 = -14685685.259432 nChanged 1 SP:Iteration 35Q (4047.970000 sec): 3 clusters Score: Raw -14691429.888292 + Penalty 5744.595120 = -14685685.293172 nChanged 0 SP:Iteration 36F (4048.650000 sec): 3 clusters Score: Raw -14691429.888292 + Penalty 5744.595120 = -14685685.293172 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 20 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4048.800000 sec): 2 clusters Score: Raw -44522.795737 + Penalty 1461.811903 = -43060.983835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4048.970000 sec): 3 clusters Score: Raw -44584.485678 + Penalty 2923.623806 = -41660.861872 nChanged 51 SP:Iteration 1F (4049.140000 sec): 3 clusters Score: Raw -44718.414755 + Penalty 2923.623806 = -41794.790949 nChanged 13 SP:Iteration 2Q (4049.330000 sec): 3 clusters Score: Raw -44762.519156 + Penalty 2923.623806 = -41838.895350 nChanged 8 SP:Iteration 3Q (4049.500000 sec): 3 clusters Score: Raw -44791.622202 + Penalty 2923.623806 = -41867.998397 nChanged 4 SP:Iteration 4Q (4049.700000 sec): 3 clusters Score: Raw -44813.279873 + Penalty 2923.623806 = -41889.656067 nChanged 4 SP:Iteration 5Q (4049.830000 sec): 3 clusters Score: Raw -44836.495361 + Penalty 2923.623806 = -41912.871555 nChanged 2 SP:Iteration 6Q (4050.020000 sec): 3 clusters Score: Raw -44842.051793 + Penalty 2923.623806 = -41918.427987 nChanged 2 SP:Iteration 7Q (4050.210000 sec): 3 clusters Score: Raw -44846.718577 + Penalty 2923.623806 = -41923.094771 nChanged 1 SP:Iteration 8Q (4050.390000 sec): 3 clusters Score: Raw -44849.374578 + Penalty 2923.623806 = -41925.750773 nChanged 1 SP:Iteration 9Q (4050.540000 sec): 3 clusters Score: Raw -44853.512839 + Penalty 2923.623806 = -41929.889033 nChanged 1 SP:Iteration 10Q (4050.710000 sec): 3 clusters Score: Raw -44860.787764 + Penalty 2923.623806 = -41937.163959 nChanged 2 SP:Iteration 11Q (4050.880000 sec): 3 clusters Score: Raw -44866.159925 + Penalty 2923.623806 = -41942.536120 nChanged 0 SP:Iteration 12F (4051.090000 sec): 3 clusters Score: Raw -44866.159925 + Penalty 2923.623806 = -41942.536120 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 21 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4051.170000 sec): 2 clusters Score: Raw -150009.776763 + Penalty 1757.925377 = -148251.851386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4051.360000 sec): 3 clusters Score: Raw -149650.734689 + Penalty 3515.850754 = -146134.883935 nChanged 299 SP:Iteration 1F (4051.530000 sec): 3 clusters Score: Raw -150047.435068 + Penalty 3515.850754 = -146531.584314 nChanged 104 SP:Iteration 2F (4051.680000 sec): 3 clusters Score: Raw -150203.775729 + Penalty 3515.850754 = -146687.924975 nChanged 53 SP:Iteration 3Q (4051.870000 sec): 3 clusters Score: Raw -150285.134422 + Penalty 3515.850754 = -146769.283668 nChanged 35 SP:Iteration 4Q (4052.030000 sec): 3 clusters Score: Raw -150349.620974 + Penalty 3515.850754 = -146833.770220 nChanged 30 SP:Iteration 5Q (4052.190000 sec): 3 clusters Score: Raw -150388.275904 + Penalty 3515.850754 = -146872.425149 nChanged 23 SP:Iteration 6Q (4052.400000 sec): 3 clusters Score: Raw -150419.116749 + Penalty 3515.850754 = -146903.265995 nChanged 13 SP:Iteration 7Q (4052.590000 sec): 3 clusters Score: Raw -150436.939419 + Penalty 3515.850754 = -146921.088665 nChanged 12 SP:Iteration 8Q (4052.770000 sec): 3 clusters Score: Raw -150454.264384 + Penalty 3515.850754 = -146938.413630 nChanged 11 SP:Iteration 9Q (4052.950000 sec): 3 clusters Score: Raw -150467.395371 + Penalty 3515.850754 = -146951.544617 nChanged 9 SP:Iteration 10Q (4053.110000 sec): 3 clusters Score: Raw -150477.446105 + Penalty 3515.850754 = -146961.595350 nChanged 8 SP:Iteration 11Q (4053.300000 sec): 3 clusters Score: Raw -150486.593946 + Penalty 3515.850754 = -146970.743192 nChanged 3 SP:Iteration 12Q (4053.450000 sec): 3 clusters Score: Raw -150490.229925 + Penalty 3515.850754 = -146974.379171 nChanged 0 SP:Iteration 13F (4053.660000 sec): 3 clusters Score: Raw -150490.229925 + Penalty 3515.850754 = -146974.379171 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4053.710000 sec): 2 clusters Score: Raw -19340.850333 + Penalty 1301.261970 = -18039.588363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4053.900000 sec): 3 clusters Score: Raw -19659.193138 + Penalty 2602.523940 = -17056.669199 nChanged 21 SP:Iteration 1F (4054.070000 sec): 3 clusters Score: Raw -19775.833855 + Penalty 2602.523940 = -17173.309915 nChanged 2 SP:Iteration 2Q (4054.260000 sec): 3 clusters Score: Raw -19795.175311 + Penalty 2602.523940 = -17192.651371 nChanged 3 SP:Iteration 3Q (4054.440000 sec): 3 clusters Score: Raw -19811.371263 + Penalty 2602.523940 = -17208.847323 nChanged 0 SP:Iteration 4F (4054.610000 sec): 3 clusters Score: Raw -19811.371263 + Penalty 2602.523940 = -17208.847323 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 23 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4054.740000 sec): 2 clusters Score: Raw -36949.031040 + Penalty 1416.185900 = -35532.845140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4054.900000 sec): 3 clusters Score: Raw -37098.038591 + Penalty 2832.371801 = -34265.666790 nChanged 36 SP:Iteration 1F (4055.070000 sec): 3 clusters Score: Raw -37224.792416 + Penalty 2832.371801 = -34392.420615 nChanged 9 SP:Iteration 2Q (4055.240000 sec): 3 clusters Score: Raw -37268.286848 + Penalty 2832.371801 = -34435.915047 nChanged 0 SP:Iteration 3F (4055.400000 sec): 3 clusters Score: Raw -37268.286848 + Penalty 2832.371801 = -34435.915047 nChanged 0 Iteration 179Q (4070.240000 sec): 24 clusters Score: Raw -78081969.144636 + Penalty 75663.289765 = -78006305.854872 nChanged 14 Iteration 180F (4096.900000 sec): 24 clusters Score: Raw -78081969.247941 + Penalty 75663.289765 = -78006305.958176 nChanged 7 Iteration 181Q (4111.040000 sec): 24 clusters Score: Raw -78081969.276036 + Penalty 75663.289765 = -78006305.986271 nChanged 11 Iteration 182Q (4124.510000 sec): 24 clusters Score: Raw -78081969.354346 + Penalty 75663.289765 = -78006306.064581 nChanged 13 Iteration 183Q (4138.880000 sec): 24 clusters Score: Raw -78081969.456526 + Penalty 75663.289765 = -78006306.166762 nChanged 17 Iteration 184Q (4152.590000 sec): 24 clusters Score: Raw -78081969.557074 + Penalty 75663.289765 = -78006306.267309 nChanged 19 Iteration 185Q (4166.390000 sec): 24 clusters Score: Raw -78081969.685046 + Penalty 75663.289765 = -78006306.395281 nChanged 21 Iteration 186Q (4180.320000 sec): 24 clusters Score: Raw -78081970.102495 + Penalty 75663.289765 = -78006306.812731 nChanged 34 Iteration 187Q (4195.790000 sec): 24 clusters Score: Raw -78081971.067612 + Penalty 75663.289765 = -78006307.777848 nChanged 42 Iteration 188Q (4209.600000 sec): 24 clusters Score: Raw -78081971.672870 + Penalty 75663.289765 = -78006308.383106 nChanged 43 Iteration 189Q (4223.100000 sec): 24 clusters Score: Raw -78081973.765298 + Penalty 75663.289765 = -78006310.475533 nChanged 35 Iteration 190Q (4236.760000 sec): 24 clusters Score: Raw -78081974.100938 + Penalty 75663.289765 = -78006310.811174 nChanged 29 Iteration 191Q (4250.110000 sec): 24 clusters Score: Raw -78081974.294401 + Penalty 75663.289765 = -78006311.004637 nChanged 37 Iteration 192Q (4263.300000 sec): 24 clusters Score: Raw -78081974.529911 + Penalty 75663.289765 = -78006311.240146 nChanged 33 Iteration 193Q (4275.700000 sec): 24 clusters Score: Raw -78081974.741808 + Penalty 75663.289765 = -78006311.452043 nChanged 35 Iteration 194Q (4289.640000 sec): 24 clusters Score: Raw -78081975.076149 + Penalty 75663.289765 = -78006311.786385 nChanged 37 Iteration 195Q (4303.620000 sec): 24 clusters Score: Raw -78081975.346569 + Penalty 75663.289765 = -78006312.056804 nChanged 39 Iteration 196Q (4319.020000 sec): 24 clusters Score: Raw -78081975.675990 + Penalty 75663.289765 = -78006312.386226 nChanged 56 Iteration 197Q (4332.710000 sec): 24 clusters Score: Raw -78081976.173252 + Penalty 75663.289765 = -78006312.883487 nChanged 64 Iteration 198Q (4348.110000 sec): 24 clusters Score: Raw -78081976.771279 + Penalty 75663.289765 = -78006313.481515 nChanged 68 Iteration 199Q (4362.560000 sec): 24 clusters Score: Raw -78081977.349809 + Penalty 75663.289765 = -78006314.060044 nChanged 79 Iteration 200F (4390.180000 sec): 24 clusters Score: Raw -78081977.974211 + Penalty 75663.289765 = -78006314.684447 nChanged 73 Iteration 201Q (4404.310000 sec): 24 clusters Score: Raw -78081978.617168 + Penalty 75663.289765 = -78006315.327403 nChanged 60 Iteration 202Q (4418.810000 sec): 24 clusters Score: Raw -78081979.226704 + Penalty 75663.289765 = -78006315.936939 nChanged 70 Iteration 203Q (4443.870000 sec): 24 clusters Score: Raw -78081979.972429 + Penalty 75663.289765 = -78006316.682664 nChanged 57 Iteration 204Q (4460.580000 sec): 24 clusters Score: Raw -78081980.490670 + Penalty 75663.289765 = -78006317.200905 nChanged 48 Iteration 205Q (4476.370000 sec): 24 clusters Score: Raw -78081980.902368 + Penalty 75663.289765 = -78006317.612603 nChanged 44 Iteration 206Q (4491.790000 sec): 24 clusters Score: Raw -78081981.413734 + Penalty 75663.289765 = -78006318.123969 nChanged 37 Iteration 207Q (4507.090000 sec): 24 clusters Score: Raw -78081981.857385 + Penalty 75663.289765 = -78006318.567621 nChanged 37 Iteration 208Q (4522.310000 sec): 24 clusters Score: Raw -78081982.365267 + Penalty 75663.289765 = -78006319.075502 nChanged 38 Iteration 209Q (4538.310000 sec): 24 clusters Score: Raw -78081982.805639 + Penalty 75663.289765 = -78006319.515874 nChanged 43 Iteration 210Q (4553.100000 sec): 24 clusters Score: Raw -78081983.725527 + Penalty 75663.289765 = -78006320.435763 nChanged 39 Iteration 211Q (4568.650000 sec): 24 clusters Score: Raw -78081984.242852 + Penalty 75663.289765 = -78006320.953088 nChanged 30 Iteration 212Q (4583.330000 sec): 24 clusters Score: Raw -78081984.592425 + Penalty 75663.289765 = -78006321.302660 nChanged 35 Iteration 213Q (4598.580000 sec): 24 clusters Score: Raw -78081985.163758 + Penalty 75663.289765 = -78006321.873993 nChanged 36 Iteration 214Q (4614.590000 sec): 24 clusters Score: Raw -78081985.840363 + Penalty 75663.289765 = -78006322.550598 nChanged 34 Iteration 215Q (4631.150000 sec): 24 clusters Score: Raw -78081986.258109 + Penalty 75663.289765 = -78006322.968344 nChanged 36 Iteration 216Q (4646.260000 sec): 24 clusters Score: Raw -78081986.802689 + Penalty 75663.289765 = -78006323.512924 nChanged 21 Iteration 217Q (4660.510000 sec): 24 clusters Score: Raw -78081987.262074 + Penalty 75663.289765 = -78006323.972310 nChanged 18 Iteration 218Q (4674.910000 sec): 24 clusters Score: Raw -78081987.526114 + Penalty 75663.289765 = -78006324.236349 nChanged 25 Writing temp clu file Because OldScore, -78006323.972310, is greater than current (better) Score,-78006324.236349 Compute initial score before splitting: Score: Raw -78081987.526114 + Penalty 75663.289765 = -78006324.236349 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4675.160000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4675.330000 sec): 3 clusters Score: Raw -70630.102330 + Penalty 3114.146626 = -67515.955704 nChanged 93 SP:Iteration 1F (4675.520000 sec): 3 clusters Score: Raw -70806.018679 + Penalty 3114.146626 = -67691.872053 nChanged 19 SP:Iteration 2Q (4675.680000 sec): 3 clusters Score: Raw -70838.798052 + Penalty 3114.146626 = -67724.651425 nChanged 13 SP:Iteration 3Q (4675.890000 sec): 3 clusters Score: Raw -70859.398219 + Penalty 3114.146626 = -67745.251593 nChanged 7 SP:Iteration 4Q (4676.040000 sec): 3 clusters Score: Raw -70898.782331 + Penalty 3114.146626 = -67784.635704 nChanged 5 SP:Iteration 5Q (4676.250000 sec): 3 clusters Score: Raw -70909.491346 + Penalty 3114.146626 = -67795.344720 nChanged 3 SP:Iteration 6Q (4676.450000 sec): 3 clusters Score: Raw -70915.218352 + Penalty 3114.146626 = -67801.071726 nChanged 3 SP:Iteration 7Q (4676.590000 sec): 3 clusters Score: Raw -70918.381929 + Penalty 3114.146626 = -67804.235303 nChanged 1 SP:Iteration 8Q (4676.790000 sec): 3 clusters Score: Raw -70920.947355 + Penalty 3114.146626 = -67806.800729 nChanged 0 SP:Iteration 9F (4676.980000 sec): 3 clusters Score: Raw -70920.947355 + Penalty 3114.146626 = -67806.800729 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4677.070000 sec): 2 clusters Score: Raw -39668.198875 + Penalty 1428.988743 = -38239.210132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4677.270000 sec): 3 clusters Score: Raw -39755.481073 + Penalty 2857.977486 = -36897.503588 nChanged 48 SP:Iteration 1F (4677.460000 sec): 3 clusters Score: Raw -39895.965621 + Penalty 2857.977486 = -37037.988135 nChanged 14 SP:Iteration 2Q (4677.660000 sec): 3 clusters Score: Raw -39939.203865 + Penalty 2857.977486 = -37081.226379 nChanged 1 SP:Iteration 3Q (4677.830000 sec): 3 clusters Score: Raw -39941.069901 + Penalty 2857.977486 = -37083.092415 nChanged 0 SP:Iteration 4F (4678.040000 sec): 3 clusters Score: Raw -39941.069901 + Penalty 2857.977486 = -37083.092415 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4678.140000 sec): 2 clusters Score: Raw -39071.009923 + Penalty 1449.916816 = -37621.093107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4678.320000 sec): 3 clusters Score: Raw -39333.334718 + Penalty 2899.833632 = -36433.501085 nChanged 68 SP:Iteration 1F (4678.480000 sec): 3 clusters Score: Raw -39531.829995 + Penalty 2899.833632 = -36631.996362 nChanged 31 SP:Iteration 2F (4678.650000 sec): 3 clusters Score: Raw -39680.020693 + Penalty 2899.833632 = -36780.187061 nChanged 17 SP:Iteration 3Q (4678.860000 sec): 3 clusters Score: Raw -39773.311403 + Penalty 2899.833632 = -36873.477770 nChanged 13 SP:Iteration 4Q (4679.090000 sec): 3 clusters Score: Raw -39828.621364 + Penalty 2899.833632 = -36928.787731 nChanged 8 SP:Iteration 5Q (4679.240000 sec): 3 clusters Score: Raw -39877.697772 + Penalty 2899.833632 = -36977.864140 nChanged 2 SP:Iteration 6Q (4679.410000 sec): 3 clusters Score: Raw -39887.329858 + Penalty 2899.833632 = -36987.496225 nChanged 2 SP:Iteration 7Q (4679.560000 sec): 3 clusters Score: Raw -39904.933192 + Penalty 2899.833632 = -37005.099560 nChanged 2 SP:Iteration 8Q (4679.740000 sec): 3 clusters Score: Raw -39908.256916 + Penalty 2899.833632 = -37008.423284 nChanged 1 SP:Iteration 9Q (4679.950000 sec): 3 clusters Score: Raw -39910.125502 + Penalty 2899.833632 = -37010.291869 nChanged 0 SP:Iteration 10F (4680.100000 sec): 3 clusters Score: Raw -39910.125502 + Penalty 2899.833632 = -37010.291869 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4680.430000 sec): 2 clusters Score: Raw -4707675.542892 + Penalty 2593.570909 = -4705081.971983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4680.800000 sec): 3 clusters Score: Raw -4686592.235494 + Penalty 5187.141818 = -4681405.093676 nChanged 15848 SP:Iteration 1F (4681.160000 sec): 3 clusters Score: Raw -4695318.874436 + Penalty 5187.141818 = -4690131.732618 nChanged 1733 SP:Iteration 2Q (4681.550000 sec): 3 clusters Score: Raw -4696013.124587 + Penalty 5187.141818 = -4690825.982770 nChanged 1741 SP:Iteration 3Q (4681.910000 sec): 3 clusters Score: Raw -4696803.689179 + Penalty 5187.141818 = -4691616.547361 nChanged 1806 SP:Iteration 4F (4682.250000 sec): 3 clusters Score: Raw -4697720.374649 + Penalty 5187.141818 = -4692533.232831 nChanged 1907 SP:Iteration 5F (4682.630000 sec): 3 clusters Score: Raw -4698814.829137 + Penalty 5187.141818 = -4693627.687320 nChanged 2003 SP:Iteration 6F (4682.970000 sec): 3 clusters Score: Raw -4700058.985276 + Penalty 5187.141818 = -4694871.843458 nChanged 2060 SP:Iteration 7F (4683.300000 sec): 3 clusters Score: Raw -4701512.019693 + Penalty 5187.141818 = -4696324.877875 nChanged 2133 SP:Iteration 8F (4683.660000 sec): 3 clusters Score: Raw -4703177.411994 + Penalty 5187.141818 = -4697990.270176 nChanged 1986 SP:Iteration 9F (4684.050000 sec): 3 clusters Score: Raw -4704776.041491 + Penalty 5187.141818 = -4699588.899673 nChanged 1617 SP:Iteration 10Q (4684.420000 sec): 3 clusters Score: Raw -4706086.361041 + Penalty 5187.141818 = -4700899.219223 nChanged 1118 SP:Iteration 11Q (4684.790000 sec): 3 clusters Score: Raw -4706962.369724 + Penalty 5187.141818 = -4701775.227906 nChanged 665 SP:Iteration 12Q (4685.190000 sec): 3 clusters Score: Raw -4707467.735204 + Penalty 5187.141818 = -4702280.593386 nChanged 365 SP:Iteration 13Q (4685.570000 sec): 3 clusters Score: Raw -4707738.321717 + Penalty 5187.141818 = -4702551.179899 nChanged 206 SP:Iteration 14Q (4685.960000 sec): 3 clusters Score: Raw -4707889.739893 + Penalty 5187.141818 = -4702702.598076 nChanged 133 SP:Iteration 15Q (4686.300000 sec): 3 clusters Score: Raw -4707994.686691 + Penalty 5187.141818 = -4702807.544873 nChanged 78 SP:Iteration 16Q (4686.640000 sec): 3 clusters Score: Raw -4708057.599429 + Penalty 5187.141818 = -4702870.457611 nChanged 45 SP:Iteration 17Q (4687.030000 sec): 3 clusters Score: Raw -4708091.439274 + Penalty 5187.141818 = -4702904.297456 nChanged 26 SP:Iteration 18Q (4687.410000 sec): 3 clusters Score: Raw -4708111.235959 + Penalty 5187.141818 = -4702924.094141 nChanged 16 SP:Iteration 19Q (4687.750000 sec): 3 clusters Score: Raw -4708125.358026 + Penalty 5187.141818 = -4702938.216208 nChanged 14 SP:Iteration 20F (4688.130000 sec): 3 clusters Score: Raw -4708136.524421 + Penalty 5187.141818 = -4702949.382603 nChanged 15 SP:Iteration 21Q (4688.470000 sec): 3 clusters Score: Raw -4708149.404067 + Penalty 5187.141818 = -4702962.262249 nChanged 13 SP:Iteration 22Q (4688.850000 sec): 3 clusters Score: Raw -4708162.712947 + Penalty 5187.141818 = -4702975.571129 nChanged 13 SP:Iteration 23Q (4689.210000 sec): 3 clusters Score: Raw -4708175.924145 + Penalty 5187.141818 = -4702988.782328 nChanged 11 SP:Iteration 24Q (4689.690000 sec): 3 clusters Score: Raw -4708187.623141 + Penalty 5187.141818 = -4703000.481323 nChanged 4 SP:Iteration 25Q (4690.020000 sec): 3 clusters Score: Raw -4708191.650059 + Penalty 5187.141818 = -4703004.508241 nChanged 4 SP:Iteration 26Q (4690.320000 sec): 3 clusters Score: Raw -4708194.934250 + Penalty 5187.141818 = -4703007.792432 nChanged 4 SP:Iteration 27Q (4690.700000 sec): 3 clusters Score: Raw -4708198.934886 + Penalty 5187.141818 = -4703011.793068 nChanged 4 SP:Iteration 28Q (4691.040000 sec): 3 clusters Score: Raw -4708202.291116 + Penalty 5187.141818 = -4703015.149298 nChanged 2 SP:Iteration 29Q (4691.370000 sec): 3 clusters Score: Raw -4708204.405885 + Penalty 5187.141818 = -4703017.264067 nChanged 1 SP:Iteration 30Q (4691.750000 sec): 3 clusters Score: Raw -4708205.395882 + Penalty 5187.141818 = -4703018.254065 nChanged 3 SP:Iteration 31Q (4692.080000 sec): 3 clusters Score: Raw -4708207.476525 + Penalty 5187.141818 = -4703020.334707 nChanged 3 SP:Iteration 32Q (4692.420000 sec): 3 clusters Score: Raw -4708209.400387 + Penalty 5187.141818 = -4703022.258569 nChanged 4 SP:Iteration 33Q (4692.760000 sec): 3 clusters Score: Raw -4708212.384599 + Penalty 5187.141818 = -4703025.242781 nChanged 3 SP:Iteration 34Q (4693.170000 sec): 3 clusters Score: Raw -4708215.706870 + Penalty 5187.141818 = -4703028.565053 nChanged 4 SP:Iteration 35Q (4693.530000 sec): 3 clusters Score: Raw -4708219.116268 + Penalty 5187.141818 = -4703031.974450 nChanged 3 SP:Iteration 36Q (4693.880000 sec): 3 clusters Score: Raw -4708222.732145 + Penalty 5187.141818 = -4703035.590327 nChanged 2 SP:Iteration 37Q (4694.220000 sec): 3 clusters Score: Raw -4708225.447503 + Penalty 5187.141818 = -4703038.305686 nChanged 1 SP:Iteration 38Q (4694.570000 sec): 3 clusters Score: Raw -4708226.356923 + Penalty 5187.141818 = -4703039.215105 nChanged 1 SP:Iteration 39Q (4694.960000 sec): 3 clusters Score: Raw -4708227.697260 + Penalty 5187.141818 = -4703040.555442 nChanged 3 SP:Iteration 40F (4695.290000 sec): 3 clusters Score: Raw -4708233.999896 + Penalty 5187.141818 = -4703046.858078 nChanged 2 SP:Iteration 41Q (4695.650000 sec): 3 clusters Score: Raw -4708235.455444 + Penalty 5187.141818 = -4703048.313626 nChanged 2 SP:Iteration 42Q (4696.050000 sec): 3 clusters Score: Raw -4708236.210847 + Penalty 5187.141818 = -4703049.069029 nChanged 1 SP:Iteration 43Q (4696.410000 sec): 3 clusters Score: Raw -4708236.791949 + Penalty 5187.141818 = -4703049.650131 nChanged 0 SP:Iteration 44F (4696.820000 sec): 3 clusters Score: Raw -4708236.791949 + Penalty 5187.141818 = -4703049.650131 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4696.950000 sec): 2 clusters Score: Raw -1367378.357791 + Penalty 2281.822186 = -1365096.535605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4697.230000 sec): 3 clusters Score: Raw -1361966.904832 + Penalty 4563.644373 = -1357403.260459 nChanged 4158 SP:Iteration 1F (4697.470000 sec): 3 clusters Score: Raw -1364117.068801 + Penalty 4563.644373 = -1359553.424428 nChanged 623 SP:Iteration 2F (4697.810000 sec): 3 clusters Score: Raw -1364380.332857 + Penalty 4563.644373 = -1359816.688484 nChanged 426 SP:Iteration 3Q (4698.050000 sec): 3 clusters Score: Raw -1364537.741773 + Penalty 4563.644373 = -1359974.097400 nChanged 350 SP:Iteration 4Q (4698.310000 sec): 3 clusters Score: Raw -1364666.829550 + Penalty 4563.644373 = -1360103.185177 nChanged 334 SP:Iteration 5Q (4698.590000 sec): 3 clusters Score: Raw -1364807.034366 + Penalty 4563.644373 = -1360243.389993 nChanged 323 SP:Iteration 6Q (4698.820000 sec): 3 clusters Score: Raw -1364945.388674 + Penalty 4563.644373 = -1360381.744302 nChanged 307 SP:Iteration 7Q (4699.090000 sec): 3 clusters Score: Raw -1365062.242431 + Penalty 4563.644373 = -1360498.598058 nChanged 305 SP:Iteration 8Q (4699.340000 sec): 3 clusters Score: Raw -1365192.289163 + Penalty 4563.644373 = -1360628.644790 nChanged 351 SP:Iteration 9Q (4699.610000 sec): 3 clusters Score: Raw -1365367.706451 + Penalty 4563.644373 = -1360804.062078 nChanged 417 SP:Iteration 10Q (4699.910000 sec): 3 clusters Score: Raw -1365596.957037 + Penalty 4563.644373 = -1361033.312664 nChanged 431 SP:Iteration 11Q (4700.150000 sec): 3 clusters Score: Raw -1365883.377428 + Penalty 4563.644373 = -1361319.733055 nChanged 495 SP:Iteration 12Q (4700.390000 sec): 3 clusters Score: Raw -1366245.165458 + Penalty 4563.644373 = -1361681.521086 nChanged 460 SP:Iteration 13Q (4700.660000 sec): 3 clusters Score: Raw -1366604.076025 + Penalty 4563.644373 = -1362040.431652 nChanged 378 SP:Iteration 14Q (4700.920000 sec): 3 clusters Score: Raw -1366920.675679 + Penalty 4563.644373 = -1362357.031306 nChanged 311 SP:Iteration 15Q (4701.200000 sec): 3 clusters Score: Raw -1367182.964616 + Penalty 4563.644373 = -1362619.320243 nChanged 204 SP:Iteration 16Q (4701.500000 sec): 3 clusters Score: Raw -1367349.227105 + Penalty 4563.644373 = -1362785.582732 nChanged 116 SP:Iteration 17Q (4701.690000 sec): 3 clusters Score: Raw -1367450.634313 + Penalty 4563.644373 = -1362886.989940 nChanged 76 SP:Iteration 18Q (4701.990000 sec): 3 clusters Score: Raw -1367516.641523 + Penalty 4563.644373 = -1362952.997150 nChanged 52 SP:Iteration 19Q (4702.260000 sec): 3 clusters Score: Raw -1367564.909232 + Penalty 4563.644373 = -1363001.264859 nChanged 36 SP:Iteration 20F (4702.480000 sec): 3 clusters Score: Raw -1367596.019372 + Penalty 4563.644373 = -1363032.374999 nChanged 23 SP:Iteration 21Q (4702.700000 sec): 3 clusters Score: Raw -1367612.693451 + Penalty 4563.644373 = -1363049.049078 nChanged 14 SP:Iteration 22Q (4702.970000 sec): 3 clusters Score: Raw -1367625.544857 + Penalty 4563.644373 = -1363061.900484 nChanged 14 SP:Iteration 23Q (4703.220000 sec): 3 clusters Score: Raw -1367635.530860 + Penalty 4563.644373 = -1363071.886488 nChanged 8 SP:Iteration 24Q (4703.440000 sec): 3 clusters Score: Raw -1367641.398750 + Penalty 4563.644373 = -1363077.754377 nChanged 5 SP:Iteration 25Q (4703.710000 sec): 3 clusters Score: Raw -1367645.715356 + Penalty 4563.644373 = -1363082.070983 nChanged 7 SP:Iteration 26Q (4703.950000 sec): 3 clusters Score: Raw -1367651.563683 + Penalty 4563.644373 = -1363087.919310 nChanged 9 SP:Iteration 27Q (4704.190000 sec): 3 clusters Score: Raw -1367661.646665 + Penalty 4563.644373 = -1363098.002292 nChanged 6 SP:Iteration 28Q (4704.470000 sec): 3 clusters Score: Raw -1367668.764821 + Penalty 4563.644373 = -1363105.120448 nChanged 3 SP:Iteration 29Q (4704.700000 sec): 3 clusters Score: Raw -1367671.032974 + Penalty 4563.644373 = -1363107.388601 nChanged 3 SP:Iteration 30Q (4705.000000 sec): 3 clusters Score: Raw -1367673.383046 + Penalty 4563.644373 = -1363109.738673 nChanged 4 SP:Iteration 31Q (4705.260000 sec): 3 clusters Score: Raw -1367676.572082 + Penalty 4563.644373 = -1363112.927709 nChanged 6 SP:Iteration 32Q (4705.480000 sec): 3 clusters Score: Raw -1367680.795819 + Penalty 4563.644373 = -1363117.151446 nChanged 3 SP:Iteration 33Q (4705.720000 sec): 3 clusters Score: Raw -1367684.205313 + Penalty 4563.644373 = -1363120.560940 nChanged 7 SP:Iteration 34Q (4705.960000 sec): 3 clusters Score: Raw -1367691.351148 + Penalty 4563.644373 = -1363127.706775 nChanged 3 SP:Iteration 35Q (4706.210000 sec): 3 clusters Score: Raw -1367693.840101 + Penalty 4563.644373 = -1363130.195728 nChanged 3 SP:Iteration 36Q (4706.420000 sec): 3 clusters Score: Raw -1367697.195513 + Penalty 4563.644373 = -1363133.551140 nChanged 3 SP:Iteration 37Q (4706.650000 sec): 3 clusters Score: Raw -1367700.564671 + Penalty 4563.644373 = -1363136.920298 nChanged 3 SP:Iteration 38Q (4706.830000 sec): 3 clusters Score: Raw -1367703.127609 + Penalty 4563.644373 = -1363139.483236 nChanged 1 SP:Iteration 39Q (4707.090000 sec): 3 clusters Score: Raw -1367703.811140 + Penalty 4563.644373 = -1363140.166767 nChanged 1 SP:Iteration 40F (4707.330000 sec): 3 clusters Score: Raw -1367705.141254 + Penalty 4563.644373 = -1363141.496882 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4707.420000 sec): 2 clusters Score: Raw -426557.936465 + Penalty 2004.818534 = -424553.117931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4707.600000 sec): 3 clusters Score: Raw -425174.193914 + Penalty 4009.637068 = -421164.556846 nChanged 1130 SP:Iteration 1F (4707.800000 sec): 3 clusters Score: Raw -425839.019880 + Penalty 4009.637068 = -421829.382812 nChanged 245 SP:Iteration 2F (4707.990000 sec): 3 clusters Score: Raw -426015.585329 + Penalty 4009.637068 = -422005.948260 nChanged 146 SP:Iteration 3Q (4708.170000 sec): 3 clusters Score: Raw -426134.055481 + Penalty 4009.637068 = -422124.418413 nChanged 126 SP:Iteration 4Q (4708.380000 sec): 3 clusters Score: Raw -426240.268020 + Penalty 4009.637068 = -422230.630952 nChanged 111 SP:Iteration 5Q (4708.520000 sec): 3 clusters Score: Raw -426343.792232 + Penalty 4009.637068 = -422334.155164 nChanged 124 SP:Iteration 6Q (4708.710000 sec): 3 clusters Score: Raw -426461.744481 + Penalty 4009.637068 = -422452.107412 nChanged 112 SP:Iteration 7Q (4708.930000 sec): 3 clusters Score: Raw -426587.941941 + Penalty 4009.637068 = -422578.304872 nChanged 134 SP:Iteration 8Q (4709.120000 sec): 3 clusters Score: Raw -426716.903997 + Penalty 4009.637068 = -422707.266929 nChanged 115 SP:Iteration 9Q (4709.380000 sec): 3 clusters Score: Raw -426823.980118 + Penalty 4009.637068 = -422814.343050 nChanged 124 SP:Iteration 10Q (4709.560000 sec): 3 clusters Score: Raw -426929.617299 + Penalty 4009.637068 = -422919.980230 nChanged 122 SP:Iteration 11Q (4709.760000 sec): 3 clusters Score: Raw -427035.352513 + Penalty 4009.637068 = -423025.715445 nChanged 100 SP:Iteration 12Q (4709.960000 sec): 3 clusters Score: Raw -427124.086385 + Penalty 4009.637068 = -423114.449316 nChanged 95 SP:Iteration 13Q (4710.130000 sec): 3 clusters Score: Raw -427200.573337 + Penalty 4009.637068 = -423190.936268 nChanged 79 SP:Iteration 14Q (4710.300000 sec): 3 clusters Score: Raw -427267.807878 + Penalty 4009.637068 = -423258.170809 nChanged 56 SP:Iteration 15Q (4710.500000 sec): 3 clusters Score: Raw -427320.150026 + Penalty 4009.637068 = -423310.512958 nChanged 38 SP:Iteration 16Q (4710.700000 sec): 3 clusters Score: Raw -427348.457838 + Penalty 4009.637068 = -423338.820769 nChanged 30 SP:Iteration 17Q (4710.900000 sec): 3 clusters Score: Raw -427370.848393 + Penalty 4009.637068 = -423361.211325 nChanged 14 SP:Iteration 18Q (4711.030000 sec): 3 clusters Score: Raw -427382.262942 + Penalty 4009.637068 = -423372.625873 nChanged 12 SP:Iteration 19Q (4711.200000 sec): 3 clusters Score: Raw -427389.754970 + Penalty 4009.637068 = -423380.117902 nChanged 15 SP:Iteration 20F (4711.400000 sec): 3 clusters Score: Raw -427399.005791 + Penalty 4009.637068 = -423389.368722 nChanged 11 SP:Iteration 21Q (4711.580000 sec): 3 clusters Score: Raw -427406.389909 + Penalty 4009.637068 = -423396.752840 nChanged 5 SP:Iteration 22Q (4711.830000 sec): 3 clusters Score: Raw -427411.620630 + Penalty 4009.637068 = -423401.983562 nChanged 8 SP:Iteration 23Q (4712.010000 sec): 3 clusters Score: Raw -427419.062780 + Penalty 4009.637068 = -423409.425712 nChanged 8 SP:Iteration 24Q (4712.200000 sec): 3 clusters Score: Raw -427425.612156 + Penalty 4009.637068 = -423415.975088 nChanged 5 SP:Iteration 25Q (4712.430000 sec): 3 clusters Score: Raw -427429.022576 + Penalty 4009.637068 = -423419.385508 nChanged 7 SP:Iteration 26Q (4712.610000 sec): 3 clusters Score: Raw -427433.051718 + Penalty 4009.637068 = -423423.414649 nChanged 4 SP:Iteration 27Q (4712.760000 sec): 3 clusters Score: Raw -427434.620141 + Penalty 4009.637068 = -423424.983073 nChanged 1 SP:Iteration 28Q (4712.940000 sec): 3 clusters Score: Raw -427435.401377 + Penalty 4009.637068 = -423425.764309 nChanged 1 SP:Iteration 29Q (4713.150000 sec): 3 clusters Score: Raw -427435.954430 + Penalty 4009.637068 = -423426.317361 nChanged 1 SP:Iteration 30Q (4713.300000 sec): 3 clusters Score: Raw -427436.826196 + Penalty 4009.637068 = -423427.189128 nChanged 2 SP:Iteration 31Q (4713.490000 sec): 3 clusters Score: Raw -427438.407130 + Penalty 4009.637068 = -423428.770061 nChanged 2 SP:Iteration 32Q (4713.680000 sec): 3 clusters Score: Raw -427439.528261 + Penalty 4009.637068 = -423429.891192 nChanged 1 SP:Iteration 33Q (4713.820000 sec): 3 clusters Score: Raw -427440.807206 + Penalty 4009.637068 = -423431.170137 nChanged 2 SP:Iteration 34Q (4714.000000 sec): 3 clusters Score: Raw -427443.155510 + Penalty 4009.637068 = -423433.518442 nChanged 1 SP:Iteration 35Q (4714.200000 sec): 3 clusters Score: Raw -427444.265192 + Penalty 4009.637068 = -423434.628124 nChanged 0 SP:Iteration 36F (4714.420000 sec): 3 clusters Score: Raw -427444.265192 + Penalty 4009.637068 = -423434.628124 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4715.360000 sec): 2 clusters Score: Raw -23785124.303606 + Penalty 2989.958458 = -23782134.345148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4716.370000 sec): 3 clusters Score: Raw -23672545.835657 + Penalty 5979.916916 = -23666565.918741 nChanged 82450 SP:Iteration 1F (4717.400000 sec): 3 clusters Score: Raw -23720629.597121 + Penalty 5979.916916 = -23714649.680206 nChanged 5661 SP:Iteration 2Q (4718.510000 sec): 3 clusters Score: Raw -23722096.742810 + Penalty 5979.916916 = -23716116.825894 nChanged 6544 SP:Iteration 3Q (4719.660000 sec): 3 clusters Score: Raw -23724158.002210 + Penalty 5979.916916 = -23718178.085294 nChanged 7813 SP:Iteration 4Q (4720.750000 sec): 3 clusters Score: Raw -23727312.268351 + Penalty 5979.916916 = -23721332.351435 nChanged 9430 SP:Iteration 5F (4721.770000 sec): 3 clusters Score: Raw -23732110.669236 + Penalty 5979.916916 = -23726130.752320 nChanged 11196 SP:Iteration 6F (4722.850000 sec): 3 clusters Score: Raw -23738908.842719 + Penalty 5979.916916 = -23732928.925803 nChanged 12045 SP:Iteration 7F (4723.890000 sec): 3 clusters Score: Raw -23747221.541976 + Penalty 5979.916916 = -23741241.625060 nChanged 11464 SP:Iteration 8F (4724.990000 sec): 3 clusters Score: Raw -23755886.143599 + Penalty 5979.916916 = -23749906.226684 nChanged 9991 SP:Iteration 9F (4726.140000 sec): 3 clusters Score: Raw -23763583.217984 + Penalty 5979.916916 = -23757603.301069 nChanged 7715 SP:Iteration 10Q (4727.330000 sec): 3 clusters Score: Raw -23769253.180029 + Penalty 5979.916916 = -23763273.263113 nChanged 5780 SP:Iteration 11Q (4728.440000 sec): 3 clusters Score: Raw -23773040.452437 + Penalty 5979.916916 = -23767060.535521 nChanged 4434 SP:Iteration 12Q (4729.450000 sec): 3 clusters Score: Raw -23775701.417579 + Penalty 5979.916916 = -23769721.500663 nChanged 3625 SP:Iteration 13Q (4730.470000 sec): 3 clusters Score: Raw -23777740.996350 + Penalty 5979.916916 = -23771761.079434 nChanged 3098 SP:Iteration 14Q (4731.460000 sec): 3 clusters Score: Raw -23779392.205647 + Penalty 5979.916916 = -23773412.288732 nChanged 2636 SP:Iteration 15Q (4732.530000 sec): 3 clusters Score: Raw -23780766.949974 + Penalty 5979.916916 = -23774787.033058 nChanged 2273 SP:Iteration 16Q (4733.510000 sec): 3 clusters Score: Raw -23781969.290092 + Penalty 5979.916916 = -23775989.373176 nChanged 1925 SP:Iteration 17Q (4734.480000 sec): 3 clusters Score: Raw -23782991.862589 + Penalty 5979.916916 = -23777011.945674 nChanged 1532 SP:Iteration 18Q (4735.460000 sec): 3 clusters Score: Raw -23783806.680047 + Penalty 5979.916916 = -23777826.763131 nChanged 1176 SP:Iteration 19Q (4736.410000 sec): 3 clusters Score: Raw -23784430.061181 + Penalty 5979.916916 = -23778450.144266 nChanged 833 SP:Iteration 20F (4737.510000 sec): 3 clusters Score: Raw -23784866.296884 + Penalty 5979.916916 = -23778886.379968 nChanged 562 SP:Iteration 21Q (4738.410000 sec): 3 clusters Score: Raw -23785157.942316 + Penalty 5979.916916 = -23779178.025400 nChanged 412 SP:Iteration 22Q (4739.370000 sec): 3 clusters Score: Raw -23785370.681850 + Penalty 5979.916916 = -23779390.764935 nChanged 279 SP:Iteration 23Q (4740.210000 sec): 3 clusters Score: Raw -23785514.236355 + Penalty 5979.916916 = -23779534.319439 nChanged 184 SP:Iteration 24Q (4741.130000 sec): 3 clusters Score: Raw -23785598.506832 + Penalty 5979.916916 = -23779618.589917 nChanged 147 SP:Iteration 25Q (4742.040000 sec): 3 clusters Score: Raw -23785666.521050 + Penalty 5979.916916 = -23779686.604134 nChanged 121 SP:Iteration 26Q (4743.000000 sec): 3 clusters Score: Raw -23785721.840821 + Penalty 5979.916916 = -23779741.923905 nChanged 100 SP:Iteration 27Q (4743.950000 sec): 3 clusters Score: Raw -23785768.999630 + Penalty 5979.916916 = -23779789.082715 nChanged 78 SP:Iteration 28Q (4744.890000 sec): 3 clusters Score: Raw -23785803.366005 + Penalty 5979.916916 = -23779823.449089 nChanged 50 SP:Iteration 29Q (4745.920000 sec): 3 clusters Score: Raw -23785823.011001 + Penalty 5979.916916 = -23779843.094085 nChanged 36 SP:Iteration 30Q (4747.000000 sec): 3 clusters Score: Raw -23785838.225850 + Penalty 5979.916916 = -23779858.308934 nChanged 36 SP:Iteration 31Q (4748.040000 sec): 3 clusters Score: Raw -23785856.283347 + Penalty 5979.916916 = -23779876.366431 nChanged 19 SP:Iteration 32Q (4748.940000 sec): 3 clusters Score: Raw -23785864.276122 + Penalty 5979.916916 = -23779884.359207 nChanged 14 SP:Iteration 33Q (4749.860000 sec): 3 clusters Score: Raw -23785870.275921 + Penalty 5979.916916 = -23779890.359005 nChanged 14 SP:Iteration 34Q (4750.920000 sec): 3 clusters Score: Raw -23785876.393535 + Penalty 5979.916916 = -23779896.476619 nChanged 13 SP:Iteration 35Q (4751.860000 sec): 3 clusters Score: Raw -23785882.577281 + Penalty 5979.916916 = -23779902.660365 nChanged 19 SP:Iteration 36Q (4752.810000 sec): 3 clusters Score: Raw -23785891.786324 + Penalty 5979.916916 = -23779911.869408 nChanged 26 SP:Iteration 37Q (4753.800000 sec): 3 clusters Score: Raw -23785902.601849 + Penalty 5979.916916 = -23779922.684934 nChanged 15 SP:Iteration 38Q (4754.800000 sec): 3 clusters Score: Raw -23785908.652673 + Penalty 5979.916916 = -23779928.735757 nChanged 11 SP:Iteration 39Q (4755.720000 sec): 3 clusters Score: Raw -23785913.740400 + Penalty 5979.916916 = -23779933.823484 nChanged 11 SP:Iteration 40F (4756.770000 sec): 3 clusters Score: Raw -23785918.083133 + Penalty 5979.916916 = -23779938.166217 nChanged 6 SP:Iteration 41Q (4757.670000 sec): 3 clusters Score: Raw -23785920.998125 + Penalty 5979.916916 = -23779941.081210 nChanged 5 SP:Iteration 42Q (4758.640000 sec): 3 clusters Score: Raw -23785922.516955 + Penalty 5979.916916 = -23779942.600039 nChanged 3 SP:Iteration 43Q (4759.650000 sec): 3 clusters Score: Raw -23785923.741494 + Penalty 5979.916916 = -23779943.824578 nChanged 4 SP:Iteration 44Q (4760.720000 sec): 3 clusters Score: Raw -23785925.869369 + Penalty 5979.916916 = -23779945.952453 nChanged 8 SP:Iteration 45Q (4761.690000 sec): 3 clusters Score: Raw -23785928.578952 + Penalty 5979.916916 = -23779948.662036 nChanged 9 SP:Iteration 46Q (4762.600000 sec): 3 clusters Score: Raw -23785931.996452 + Penalty 5979.916916 = -23779952.079536 nChanged 3 SP:Iteration 47Q (4763.610000 sec): 3 clusters Score: Raw -23785933.016788 + Penalty 5979.916916 = -23779953.099872 nChanged 2 SP:Iteration 48Q (4764.570000 sec): 3 clusters Score: Raw -23785933.867571 + Penalty 5979.916916 = -23779953.950655 nChanged 3 SP:Iteration 49Q (4765.480000 sec): 3 clusters Score: Raw -23785935.016269 + Penalty 5979.916916 = -23779955.099354 nChanged 2 SP:Iteration 50Q (4766.410000 sec): 3 clusters Score: Raw -23785937.004897 + Penalty 5979.916916 = -23779957.087981 nChanged 6 SP:Iteration 51Q (4767.420000 sec): 3 clusters Score: Raw -23785938.547802 + Penalty 5979.916916 = -23779958.630887 nChanged 6 SP:Iteration 52Q (4768.340000 sec): 3 clusters Score: Raw -23785942.000242 + Penalty 5979.916916 = -23779962.083326 nChanged 6 SP:Iteration 53Q (4769.270000 sec): 3 clusters Score: Raw -23785944.216113 + Penalty 5979.916916 = -23779964.299197 nChanged 0 SP:Iteration 54F (4770.420000 sec): 3 clusters Score: Raw -23785944.216113 + Penalty 5979.916916 = -23779964.299197 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4770.630000 sec): 2 clusters Score: Raw -21915.276061 + Penalty 1336.489789 = -20578.786272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4770.780000 sec): 3 clusters Score: Raw -22259.286071 + Penalty 2672.979578 = -19586.306493 nChanged 28 SP:Iteration 1F (4770.990000 sec): 3 clusters Score: Raw -22427.289955 + Penalty 2672.979578 = -19754.310377 nChanged 15 SP:Iteration 2F (4771.160000 sec): 3 clusters Score: Raw -22521.468648 + Penalty 2672.979578 = -19848.489070 nChanged 13 SP:Iteration 3F (4771.340000 sec): 3 clusters Score: Raw -22613.725644 + Penalty 2672.979578 = -19940.746066 nChanged 7 SP:Iteration 4Q (4771.560000 sec): 3 clusters Score: Raw -22657.316543 + Penalty 2672.979578 = -19984.336965 nChanged 4 SP:Iteration 5Q (4771.740000 sec): 3 clusters Score: Raw -22704.961154 + Penalty 2672.979578 = -20031.981576 nChanged 5 SP:Iteration 6Q (4771.900000 sec): 3 clusters Score: Raw -22735.842921 + Penalty 2672.979578 = -20062.863343 nChanged 4 SP:Iteration 7Q (4772.080000 sec): 3 clusters Score: Raw -22786.516287 + Penalty 2672.979578 = -20113.536709 nChanged 2 SP:Iteration 8Q (4772.240000 sec): 3 clusters Score: Raw -22838.426621 + Penalty 2672.979578 = -20165.447043 nChanged 1 SP:Iteration 9Q (4772.480000 sec): 3 clusters Score: Raw -22850.515406 + Penalty 2672.979578 = -20177.535828 nChanged 0 SP:Iteration 10F (4772.640000 sec): 3 clusters Score: Raw -22850.515406 + Penalty 2672.979578 = -20177.535828 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (3112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4772.810000 sec): 2 clusters Score: Raw -403202.989362 + Penalty 1994.669180 = -401208.320183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4772.990000 sec): 3 clusters Score: Raw -401836.425963 + Penalty 3989.338359 = -397847.087604 nChanged 1112 SP:Iteration 1F (4773.180000 sec): 3 clusters Score: Raw -402540.830043 + Penalty 3989.338359 = -398551.491684 nChanged 247 SP:Iteration 2F (4773.370000 sec): 3 clusters Score: Raw -402719.731863 + Penalty 3989.338359 = -398730.393504 nChanged 150 SP:Iteration 3Q (4773.600000 sec): 3 clusters Score: Raw -402829.177174 + Penalty 3989.338359 = -398839.838815 nChanged 114 SP:Iteration 4Q (4773.820000 sec): 3 clusters Score: Raw -402896.454535 + Penalty 3989.338359 = -398907.116176 nChanged 79 SP:Iteration 5Q (4774.060000 sec): 3 clusters Score: Raw -402947.313396 + Penalty 3989.338359 = -398957.975037 nChanged 65 SP:Iteration 6Q (4774.250000 sec): 3 clusters Score: Raw -402987.000787 + Penalty 3989.338359 = -398997.662428 nChanged 52 SP:Iteration 7Q (4774.470000 sec): 3 clusters Score: Raw -403017.686773 + Penalty 3989.338359 = -399028.348414 nChanged 46 SP:Iteration 8Q (4774.760000 sec): 3 clusters Score: Raw -403044.130311 + Penalty 3989.338359 = -399054.791951 nChanged 37 SP:Iteration 9Q (4774.980000 sec): 3 clusters Score: Raw -403064.407273 + Penalty 3989.338359 = -399075.068914 nChanged 35 SP:Iteration 10Q (4775.220000 sec): 3 clusters Score: Raw -403076.252996 + Penalty 3989.338359 = -399086.914637 nChanged 25 SP:Iteration 11Q (4775.450000 sec): 3 clusters Score: Raw -403086.895418 + Penalty 3989.338359 = -399097.557059 nChanged 20 SP:Iteration 12Q (4775.690000 sec): 3 clusters Score: Raw -403096.804635 + Penalty 3989.338359 = -399107.466276 nChanged 18 SP:Iteration 13Q (4775.860000 sec): 3 clusters Score: Raw -403105.161979 + Penalty 3989.338359 = -399115.823620 nChanged 12 SP:Iteration 14Q (4776.070000 sec): 3 clusters Score: Raw -403109.241803 + Penalty 3989.338359 = -399119.903444 nChanged 9 SP:Iteration 15Q (4776.260000 sec): 3 clusters Score: Raw -403113.672874 + Penalty 3989.338359 = -399124.334515 nChanged 8 SP:Iteration 16Q (4776.480000 sec): 3 clusters Score: Raw -403117.826075 + Penalty 3989.338359 = -399128.487716 nChanged 8 SP:Iteration 17Q (4776.640000 sec): 3 clusters Score: Raw -403122.430058 + Penalty 3989.338359 = -399133.091699 nChanged 10 SP:Iteration 18Q (4776.820000 sec): 3 clusters Score: Raw -403128.232774 + Penalty 3989.338359 = -399138.894415 nChanged 12 SP:Iteration 19Q (4777.020000 sec): 3 clusters Score: Raw -403135.623852 + Penalty 3989.338359 = -399146.285493 nChanged 16 SP:Iteration 20F (4777.220000 sec): 3 clusters Score: Raw -403141.983779 + Penalty 3989.338359 = -399152.645420 nChanged 11 SP:Iteration 21Q (4777.440000 sec): 3 clusters Score: Raw -403146.083715 + Penalty 3989.338359 = -399156.745356 nChanged 7 SP:Iteration 22Q (4777.630000 sec): 3 clusters Score: Raw -403148.534010 + Penalty 3989.338359 = -399159.195650 nChanged 6 SP:Iteration 23Q (4777.810000 sec): 3 clusters Score: Raw -403151.363331 + Penalty 3989.338359 = -399162.024972 nChanged 7 SP:Iteration 24Q (4778.020000 sec): 3 clusters Score: Raw -403154.207819 + Penalty 3989.338359 = -399164.869460 nChanged 9 SP:Iteration 25Q (4778.240000 sec): 3 clusters Score: Raw -403157.911194 + Penalty 3989.338359 = -399168.572835 nChanged 7 SP:Iteration 26Q (4778.410000 sec): 3 clusters Score: Raw -403161.700504 + Penalty 3989.338359 = -399172.362145 nChanged 8 SP:Iteration 27Q (4778.660000 sec): 3 clusters Score: Raw -403164.706486 + Penalty 3989.338359 = -399175.368127 nChanged 5 SP:Iteration 28Q (4778.830000 sec): 3 clusters Score: Raw -403166.865804 + Penalty 3989.338359 = -399177.527445 nChanged 6 SP:Iteration 29Q (4779.030000 sec): 3 clusters Score: Raw -403169.438185 + Penalty 3989.338359 = -399180.099826 nChanged 8 SP:Iteration 30Q (4779.220000 sec): 3 clusters Score: Raw -403173.897879 + Penalty 3989.338359 = -399184.559520 nChanged 14 SP:Iteration 31Q (4779.410000 sec): 3 clusters Score: Raw -403179.381926 + Penalty 3989.338359 = -399190.043567 nChanged 8 SP:Iteration 32Q (4779.650000 sec): 3 clusters Score: Raw -403182.528503 + Penalty 3989.338359 = -399193.190143 nChanged 6 SP:Iteration 33Q (4779.860000 sec): 3 clusters Score: Raw -403184.521517 + Penalty 3989.338359 = -399195.183158 nChanged 2 SP:Iteration 34Q (4780.060000 sec): 3 clusters Score: Raw -403185.254756 + Penalty 3989.338359 = -399195.916397 nChanged 4 SP:Iteration 35Q (4780.280000 sec): 3 clusters Score: Raw -403187.335434 + Penalty 3989.338359 = -399197.997075 nChanged 7 SP:Iteration 36Q (4780.510000 sec): 3 clusters Score: Raw -403190.014249 + Penalty 3989.338359 = -399200.675890 nChanged 8 SP:Iteration 37Q (4780.690000 sec): 3 clusters Score: Raw -403193.174304 + Penalty 3989.338359 = -399203.835945 nChanged 7 SP:Iteration 38Q (4780.940000 sec): 3 clusters Score: Raw -403196.214091 + Penalty 3989.338359 = -399206.875732 nChanged 9 SP:Iteration 39Q (4781.170000 sec): 3 clusters Score: Raw -403199.775989 + Penalty 3989.338359 = -399210.437630 nChanged 11 SP:Iteration 40F (4781.360000 sec): 3 clusters Score: Raw -403204.551173 + Penalty 3989.338359 = -399215.212814 nChanged 11 SP:Iteration 41Q (4781.580000 sec): 3 clusters Score: Raw -403210.026844 + Penalty 3989.338359 = -399220.688485 nChanged 9 SP:Iteration 42Q (4781.790000 sec): 3 clusters Score: Raw -403214.203242 + Penalty 3989.338359 = -399224.864883 nChanged 16 SP:Iteration 43Q (4782.000000 sec): 3 clusters Score: Raw -403222.019511 + Penalty 3989.338359 = -399232.681152 nChanged 14 SP:Iteration 44Q (4782.200000 sec): 3 clusters Score: Raw -403229.939273 + Penalty 3989.338359 = -399240.600914 nChanged 16 SP:Iteration 45Q (4782.450000 sec): 3 clusters Score: Raw -403236.549798 + Penalty 3989.338359 = -399247.211438 nChanged 12 SP:Iteration 46Q (4782.620000 sec): 3 clusters Score: Raw -403243.173054 + Penalty 3989.338359 = -399253.834695 nChanged 11 SP:Iteration 47Q (4782.820000 sec): 3 clusters Score: Raw -403248.876571 + Penalty 3989.338359 = -399259.538212 nChanged 15 SP:Iteration 48Q (4783.030000 sec): 3 clusters Score: Raw -403256.777126 + Penalty 3989.338359 = -399267.438767 nChanged 11 SP:Iteration 49Q (4783.250000 sec): 3 clusters Score: Raw -403260.463149 + Penalty 3989.338359 = -399271.124790 nChanged 7 SP:Iteration 50Q (4783.440000 sec): 3 clusters Score: Raw -403263.220081 + Penalty 3989.338359 = -399273.881721 nChanged 4 SP:Iteration 51Q (4783.680000 sec): 3 clusters Score: Raw -403265.666082 + Penalty 3989.338359 = -399276.327723 nChanged 12 SP:Iteration 52Q (4783.850000 sec): 3 clusters Score: Raw -403273.941165 + Penalty 3989.338359 = -399284.602806 nChanged 11 SP:Iteration 53Q (4784.040000 sec): 3 clusters Score: Raw -403279.931098 + Penalty 3989.338359 = -399290.592739 nChanged 5 SP:Iteration 54Q (4784.260000 sec): 3 clusters Score: Raw -403282.693627 + Penalty 3989.338359 = -399293.355268 nChanged 6 SP:Iteration 55Q (4784.430000 sec): 3 clusters Score: Raw -403285.937120 + Penalty 3989.338359 = -399296.598760 nChanged 7 SP:Iteration 56Q (4784.610000 sec): 3 clusters Score: Raw -403288.903581 + Penalty 3989.338359 = -399299.565221 nChanged 5 SP:Iteration 57Q (4784.790000 sec): 3 clusters Score: Raw -403291.204389 + Penalty 3989.338359 = -399301.866030 nChanged 6 SP:Iteration 58Q (4784.960000 sec): 3 clusters Score: Raw -403294.800158 + Penalty 3989.338359 = -399305.461799 nChanged 10 SP:Iteration 59Q (4785.150000 sec): 3 clusters Score: Raw -403299.170069 + Penalty 3989.338359 = -399309.831710 nChanged 7 SP:Iteration 60F (4785.310000 sec): 3 clusters Score: Raw -403302.087596 + Penalty 3989.338359 = -399312.749237 nChanged 7 SP:Iteration 61Q (4785.500000 sec): 3 clusters Score: Raw -403304.668258 + Penalty 3989.338359 = -399315.329899 nChanged 3 SP:Iteration 62Q (4785.690000 sec): 3 clusters Score: Raw -403305.716564 + Penalty 3989.338359 = -399316.378205 nChanged 3 SP:Iteration 63Q (4785.880000 sec): 3 clusters Score: Raw -403307.483910 + Penalty 3989.338359 = -399318.145551 nChanged 5 SP:Iteration 64Q (4786.100000 sec): 3 clusters Score: Raw -403310.630108 + Penalty 3989.338359 = -399321.291749 nChanged 3 SP:Iteration 65Q (4786.280000 sec): 3 clusters Score: Raw -403313.673718 + Penalty 3989.338359 = -399324.335359 nChanged 5 SP:Iteration 66Q (4786.500000 sec): 3 clusters Score: Raw -403315.631915 + Penalty 3989.338359 = -399326.293556 nChanged 4 SP:Iteration 67Q (4786.700000 sec): 3 clusters Score: Raw -403317.299311 + Penalty 3989.338359 = -399327.960952 nChanged 6 SP:Iteration 68Q (4786.880000 sec): 3 clusters Score: Raw -403320.259219 + Penalty 3989.338359 = -399330.920860 nChanged 8 SP:Iteration 69Q (4787.090000 sec): 3 clusters Score: Raw -403324.776082 + Penalty 3989.338359 = -399335.437723 nChanged 8 SP:Iteration 70Q (4787.320000 sec): 3 clusters Score: Raw -403329.522584 + Penalty 3989.338359 = -399340.184225 nChanged 12 SP:Iteration 71Q (4787.510000 sec): 3 clusters Score: Raw -403337.856843 + Penalty 3989.338359 = -399348.518484 nChanged 9 SP:Iteration 72Q (4787.660000 sec): 3 clusters Score: Raw -403343.093857 + Penalty 3989.338359 = -399353.755498 nChanged 10 SP:Iteration 73Q (4787.870000 sec): 3 clusters Score: Raw -403350.696651 + Penalty 3989.338359 = -399361.358292 nChanged 11 SP:Iteration 74Q (4788.040000 sec): 3 clusters Score: Raw -403358.485680 + Penalty 3989.338359 = -399369.147321 nChanged 13 SP:Iteration 75Q (4788.290000 sec): 3 clusters Score: Raw -403366.797167 + Penalty 3989.338359 = -399377.458808 nChanged 7 SP:Iteration 76Q (4788.480000 sec): 3 clusters Score: Raw -403371.410407 + Penalty 3989.338359 = -399382.072048 nChanged 6 SP:Iteration 77Q (4788.690000 sec): 3 clusters Score: Raw -403376.417294 + Penalty 3989.338359 = -399387.078935 nChanged 9 SP:Iteration 78Q (4788.900000 sec): 3 clusters Score: Raw -403383.869772 + Penalty 3989.338359 = -399394.531413 nChanged 12 SP:Iteration 79Q (4789.140000 sec): 3 clusters Score: Raw -403389.770778 + Penalty 3989.338359 = -399400.432419 nChanged 9 SP:Iteration 80F (4789.330000 sec): 3 clusters Score: Raw -403396.437149 + Penalty 3989.338359 = -399407.098790 nChanged 12 SP:Iteration 81Q (4789.470000 sec): 3 clusters Score: Raw -403401.572044 + Penalty 3989.338359 = -399412.233685 nChanged 4 SP:Iteration 82Q (4789.650000 sec): 3 clusters Score: Raw -403404.334071 + Penalty 3989.338359 = -399414.995712 nChanged 5 SP:Iteration 83Q (4789.850000 sec): 3 clusters Score: Raw -403406.794531 + Penalty 3989.338359 = -399417.456172 nChanged 2 SP:Iteration 84Q (4790.050000 sec): 3 clusters Score: Raw -403408.568361 + Penalty 3989.338359 = -399419.230002 nChanged 3 SP:Iteration 85Q (4790.250000 sec): 3 clusters Score: Raw -403409.652571 + Penalty 3989.338359 = -399420.314211 nChanged 4 SP:Iteration 86Q (4790.430000 sec): 3 clusters Score: Raw -403412.278097 + Penalty 3989.338359 = -399422.939738 nChanged 5 SP:Iteration 87Q (4790.610000 sec): 3 clusters Score: Raw -403415.774265 + Penalty 3989.338359 = -399426.435906 nChanged 3 SP:Iteration 88Q (4790.730000 sec): 3 clusters Score: Raw -403418.535499 + Penalty 3989.338359 = -399429.197139 nChanged 1 SP:Iteration 89Q (4790.910000 sec): 3 clusters Score: Raw -403419.854862 + Penalty 3989.338359 = -399430.516502 nChanged 2 SP:Iteration 90Q (4791.090000 sec): 3 clusters Score: Raw -403421.183867 + Penalty 3989.338359 = -399431.845508 nChanged 3 SP:Iteration 91Q (4791.290000 sec): 3 clusters Score: Raw -403424.218760 + Penalty 3989.338359 = -399434.880401 nChanged 3 SP:Iteration 92Q (4791.510000 sec): 3 clusters Score: Raw -403426.349906 + Penalty 3989.338359 = -399437.011547 nChanged 4 SP:Iteration 93Q (4791.690000 sec): 3 clusters Score: Raw -403428.123183 + Penalty 3989.338359 = -399438.784824 nChanged 2 SP:Iteration 94Q (4791.930000 sec): 3 clusters Score: Raw -403428.826363 + Penalty 3989.338359 = -399439.488004 nChanged 4 SP:Iteration 95Q (4792.170000 sec): 3 clusters Score: Raw -403431.035364 + Penalty 3989.338359 = -399441.697005 nChanged 1 SP:Iteration 96Q (4792.380000 sec): 3 clusters Score: Raw -403432.165995 + Penalty 3989.338359 = -399442.827635 nChanged 2 SP:Iteration 97Q (4792.600000 sec): 3 clusters Score: Raw -403432.915518 + Penalty 3989.338359 = -399443.577159 nChanged 0 SP:Iteration 98F (4792.820000 sec): 3 clusters Score: Raw -403432.915518 + Penalty 3989.338359 = -399443.577159 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4792.940000 sec): 2 clusters Score: Raw -36528.348262 + Penalty 1422.669930 = -35105.678332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4793.150000 sec): 3 clusters Score: Raw -36691.079146 + Penalty 2845.339860 = -33845.739287 nChanged 35 SP:Iteration 1F (4793.410000 sec): 3 clusters Score: Raw -36816.983810 + Penalty 2845.339860 = -33971.643950 nChanged 7 SP:Iteration 2Q (4793.570000 sec): 3 clusters Score: Raw -36843.517426 + Penalty 2845.339860 = -33998.177567 nChanged 3 SP:Iteration 3Q (4793.760000 sec): 3 clusters Score: Raw -36851.485190 + Penalty 2845.339860 = -34006.145330 nChanged 0 SP:Iteration 4F (4793.950000 sec): 3 clusters Score: Raw -36851.485190 + Penalty 2845.339860 = -34006.145330 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4794.010000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4794.190000 sec): 3 clusters Score: Raw -79878.370334 + Penalty 3198.649139 = -76679.721195 nChanged 138 SP:Iteration 1F (4794.370000 sec): 3 clusters Score: Raw -80109.499664 + Penalty 3198.649139 = -76910.850524 nChanged 43 SP:Iteration 2F (4794.580000 sec): 3 clusters Score: Raw -80201.292606 + Penalty 3198.649139 = -77002.643467 nChanged 20 SP:Iteration 3Q (4794.770000 sec): 3 clusters Score: Raw -80243.619538 + Penalty 3198.649139 = -77044.970399 nChanged 15 SP:Iteration 4Q (4794.950000 sec): 3 clusters Score: Raw -80269.853193 + Penalty 3198.649139 = -77071.204054 nChanged 8 SP:Iteration 5Q (4795.150000 sec): 3 clusters Score: Raw -80285.008291 + Penalty 3198.649139 = -77086.359151 nChanged 4 SP:Iteration 6Q (4795.350000 sec): 3 clusters Score: Raw -80290.929714 + Penalty 3198.649139 = -77092.280575 nChanged 4 SP:Iteration 7Q (4795.520000 sec): 3 clusters Score: Raw -80296.819992 + Penalty 3198.649139 = -77098.170852 nChanged 5 SP:Iteration 8Q (4795.700000 sec): 3 clusters Score: Raw -80308.115850 + Penalty 3198.649139 = -77109.466711 nChanged 1 SP:Iteration 9Q (4795.860000 sec): 3 clusters Score: Raw -80308.722956 + Penalty 3198.649139 = -77110.073816 nChanged 0 SP:Iteration 10F (4796.090000 sec): 3 clusters Score: Raw -80308.722956 + Penalty 3198.649139 = -77110.073816 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4796.140000 sec): 2 clusters Score: Raw -181613.308668 + Penalty 1784.034083 = -179829.274585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4796.360000 sec): 3 clusters Score: Raw -181197.734808 + Penalty 3568.068166 = -177629.666642 nChanged 359 SP:Iteration 1F (4796.550000 sec): 3 clusters Score: Raw -181534.681068 + Penalty 3568.068166 = -177966.612902 nChanged 105 SP:Iteration 2F (4796.770000 sec): 3 clusters Score: Raw -181655.065526 + Penalty 3568.068166 = -178086.997360 nChanged 58 SP:Iteration 3Q (4796.930000 sec): 3 clusters Score: Raw -181716.345134 + Penalty 3568.068166 = -178148.276968 nChanged 42 SP:Iteration 4Q (4797.110000 sec): 3 clusters Score: Raw -181764.306942 + Penalty 3568.068166 = -178196.238776 nChanged 30 SP:Iteration 5Q (4797.300000 sec): 3 clusters Score: Raw -181799.896376 + Penalty 3568.068166 = -178231.828210 nChanged 18 SP:Iteration 6Q (4797.460000 sec): 3 clusters Score: Raw -181824.674955 + Penalty 3568.068166 = -178256.606789 nChanged 18 SP:Iteration 7Q (4797.670000 sec): 3 clusters Score: Raw -181843.742225 + Penalty 3568.068166 = -178275.674059 nChanged 13 SP:Iteration 8Q (4797.860000 sec): 3 clusters Score: Raw -181857.976080 + Penalty 3568.068166 = -178289.907914 nChanged 10 SP:Iteration 9Q (4797.980000 sec): 3 clusters Score: Raw -181872.213808 + Penalty 3568.068166 = -178304.145642 nChanged 11 SP:Iteration 10Q (4798.270000 sec): 3 clusters Score: Raw -181886.612627 + Penalty 3568.068166 = -178318.544461 nChanged 8 SP:Iteration 11Q (4798.520000 sec): 3 clusters Score: Raw -181895.561830 + Penalty 3568.068166 = -178327.493664 nChanged 4 SP:Iteration 12Q (4798.690000 sec): 3 clusters Score: Raw -181898.649355 + Penalty 3568.068166 = -178330.581189 nChanged 1 SP:Iteration 13Q (4798.930000 sec): 3 clusters Score: Raw -181899.803593 + Penalty 3568.068166 = -178331.735427 nChanged 1 SP:Iteration 14Q (4799.130000 sec): 3 clusters Score: Raw -181900.507405 + Penalty 3568.068166 = -178332.439239 nChanged 0 SP:Iteration 15F (4799.310000 sec): 3 clusters Score: Raw -181900.507405 + Penalty 3568.068166 = -178332.439239 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4799.400000 sec): 2 clusters Score: Raw -12868.135177 + Penalty 1216.508145 = -11651.627032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4799.630000 sec): 3 clusters Score: Raw -13340.555562 + Penalty 2433.016290 = -10907.539271 nChanged 20 SP:Iteration 1F (4799.810000 sec): 3 clusters Score: Raw -13484.684816 + Penalty 2433.016290 = -11051.668526 nChanged 4 SP:Iteration 2Q (4799.990000 sec): 3 clusters Score: Raw -13548.689871 + Penalty 2433.016290 = -11115.673581 nChanged 0 SP:Iteration 3F (4800.160000 sec): 3 clusters Score: Raw -13548.689871 + Penalty 2433.016290 = -11115.673581 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 14 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4800.280000 sec): 2 clusters Score: Raw -7453.590133 + Penalty 1031.403005 = -6422.187128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4800.530000 sec): 3 clusters Score: Raw -8144.335390 + Penalty 2062.806009 = -6081.529380 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (233698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4801.790000 sec): 2 clusters Score: Raw -31962313.872898 + Penalty 3065.722671 = -31959248.150227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4803.520000 sec): 3 clusters Score: Raw -31808485.543594 + Penalty 6131.445341 = -31802354.098252 nChanged 112889 SP:Iteration 1F (4805.030000 sec): 3 clusters Score: Raw -31874253.329516 + Penalty 6131.445341 = -31868121.884175 nChanged 5422 SP:Iteration 2Q (4806.690000 sec): 3 clusters Score: Raw -31875132.889889 + Penalty 6131.445341 = -31869001.444548 nChanged 5487 SP:Iteration 3Q (4808.230000 sec): 3 clusters Score: Raw -31876076.318992 + Penalty 6131.445341 = -31869944.873650 nChanged 5809 SP:Iteration 4Q (4809.670000 sec): 3 clusters Score: Raw -31877207.154077 + Penalty 6131.445341 = -31871075.708735 nChanged 6491 SP:Iteration 5Q (4811.150000 sec): 3 clusters Score: Raw -31878720.009168 + Penalty 6131.445341 = -31872588.563827 nChanged 7719 SP:Iteration 6Q (4812.700000 sec): 3 clusters Score: Raw -31880925.534980 + Penalty 6131.445341 = -31874794.089639 nChanged 9587 SP:Iteration 7Q (4814.100000 sec): 3 clusters Score: Raw -31884660.050961 + Penalty 6131.445341 = -31878528.605620 nChanged 12602 SP:Iteration 8F (4815.500000 sec): 3 clusters Score: Raw -31891219.104608 + Penalty 6131.445341 = -31885087.659266 nChanged 16350 SP:Iteration 9F (4816.950000 sec): 3 clusters Score: Raw -31902265.999943 + Penalty 6131.445341 = -31896134.554602 nChanged 19331 SP:Iteration 10F (4818.380000 sec): 3 clusters Score: Raw -31918286.554848 + Penalty 6131.445341 = -31912155.109506 nChanged 19420 SP:Iteration 11F (4819.720000 sec): 3 clusters Score: Raw -31936590.065667 + Penalty 6131.445341 = -31930458.620326 nChanged 14749 SP:Iteration 12F (4821.230000 sec): 3 clusters Score: Raw -31950904.118222 + Penalty 6131.445341 = -31944772.672881 nChanged 8054 SP:Iteration 13Q (4822.700000 sec): 3 clusters Score: Raw -31958396.343645 + Penalty 6131.445341 = -31952264.898304 nChanged 3229 SP:Iteration 14Q (4824.150000 sec): 3 clusters Score: Raw -31961227.365030 + Penalty 6131.445341 = -31955095.919688 nChanged 1062 SP:Iteration 15Q (4825.410000 sec): 3 clusters Score: Raw -31962127.810987 + Penalty 6131.445341 = -31955996.365645 nChanged 331 SP:Iteration 16Q (4826.610000 sec): 3 clusters Score: Raw -31962442.284881 + Penalty 6131.445341 = -31956310.839540 nChanged 104 SP:Iteration 17Q (4827.790000 sec): 3 clusters Score: Raw -31962547.596837 + Penalty 6131.445341 = -31956416.151495 nChanged 43 SP:Iteration 18Q (4829.210000 sec): 3 clusters Score: Raw -31962605.916705 + Penalty 6131.445341 = -31956474.471363 nChanged 29 SP:Iteration 19Q (4830.530000 sec): 3 clusters Score: Raw -31962638.754994 + Penalty 6131.445341 = -31956507.309652 nChanged 16 SP:Iteration 20F (4831.880000 sec): 3 clusters Score: Raw -31962653.204319 + Penalty 6131.445341 = -31956521.758977 nChanged 3 SP:Iteration 21Q (4833.000000 sec): 3 clusters Score: Raw -31962656.420229 + Penalty 6131.445341 = -31956524.974887 nChanged 2 SP:Iteration 22Q (4834.060000 sec): 3 clusters Score: Raw -31962658.168124 + Penalty 6131.445341 = -31956526.722783 nChanged 2 SP:Iteration 23Q (4835.230000 sec): 3 clusters Score: Raw -31962659.636577 + Penalty 6131.445341 = -31956528.191236 nChanged 0 SP:Iteration 24F (4836.590000 sec): 3 clusters Score: Raw -31962659.636577 + Penalty 6131.445341 = -31956528.191236 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4836.820000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4836.960000 sec): 3 clusters Score: Raw -102321.078661 + Penalty 3304.279951 = -99016.798710 nChanged 161 SP:Iteration 1F (4837.200000 sec): 3 clusters Score: Raw -102568.515118 + Penalty 3304.279951 = -99264.235167 nChanged 46 SP:Iteration 2F (4837.370000 sec): 3 clusters Score: Raw -102639.135341 + Penalty 3304.279951 = -99334.855390 nChanged 22 SP:Iteration 3Q (4837.540000 sec): 3 clusters Score: Raw -102678.219347 + Penalty 3304.279951 = -99373.939396 nChanged 14 SP:Iteration 4Q (4837.660000 sec): 3 clusters Score: Raw -102704.744871 + Penalty 3304.279951 = -99400.464920 nChanged 10 SP:Iteration 5Q (4837.880000 sec): 3 clusters Score: Raw -102720.712408 + Penalty 3304.279951 = -99416.432457 nChanged 11 SP:Iteration 6Q (4838.040000 sec): 3 clusters Score: Raw -102741.585601 + Penalty 3304.279951 = -99437.305649 nChanged 6 SP:Iteration 7Q (4838.220000 sec): 3 clusters Score: Raw -102751.069399 + Penalty 3304.279951 = -99446.789448 nChanged 5 SP:Iteration 8Q (4838.420000 sec): 3 clusters Score: Raw -102759.637810 + Penalty 3304.279951 = -99455.357858 nChanged 2 SP:Iteration 9Q (4838.600000 sec): 3 clusters Score: Raw -102766.356113 + Penalty 3304.279951 = -99462.076162 nChanged 1 SP:Iteration 10Q (4838.830000 sec): 3 clusters Score: Raw -102767.360354 + Penalty 3304.279951 = -99463.080403 nChanged 0 SP:Iteration 11F (4838.980000 sec): 3 clusters Score: Raw -102767.360354 + Penalty 3304.279951 = -99463.080403 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4839.110000 sec): 2 clusters Score: Raw -521574.249478 + Penalty 2056.241371 = -519518.008107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4839.310000 sec): 3 clusters Score: Raw -519724.742063 + Penalty 4112.482743 = -515612.259320 nChanged 1433 SP:Iteration 1F (4839.580000 sec): 3 clusters Score: Raw -520607.770933 + Penalty 4112.482743 = -516495.288191 nChanged 314 SP:Iteration 2F (4839.790000 sec): 3 clusters Score: Raw -520813.834908 + Penalty 4112.482743 = -516701.352166 nChanged 227 SP:Iteration 3F (4840.020000 sec): 3 clusters Score: Raw -520986.101038 + Penalty 4112.482743 = -516873.618296 nChanged 184 SP:Iteration 4Q (4840.220000 sec): 3 clusters Score: Raw -521109.142810 + Penalty 4112.482743 = -516996.660067 nChanged 134 SP:Iteration 5Q (4840.380000 sec): 3 clusters Score: Raw -521183.215961 + Penalty 4112.482743 = -517070.733218 nChanged 95 SP:Iteration 6Q (4840.570000 sec): 3 clusters Score: Raw -521247.786970 + Penalty 4112.482743 = -517135.304227 nChanged 112 SP:Iteration 7Q (4840.760000 sec): 3 clusters Score: Raw -521331.204661 + Penalty 4112.482743 = -517218.721918 nChanged 96 SP:Iteration 8Q (4841.010000 sec): 3 clusters Score: Raw -521413.090056 + Penalty 4112.482743 = -517300.607313 nChanged 111 SP:Iteration 9Q (4841.190000 sec): 3 clusters Score: Raw -521500.482875 + Penalty 4112.482743 = -517388.000132 nChanged 116 SP:Iteration 10Q (4841.370000 sec): 3 clusters Score: Raw -521596.583235 + Penalty 4112.482743 = -517484.100493 nChanged 108 SP:Iteration 11Q (4841.590000 sec): 3 clusters Score: Raw -521680.043054 + Penalty 4112.482743 = -517567.560311 nChanged 96 SP:Iteration 12Q (4841.760000 sec): 3 clusters Score: Raw -521744.205099 + Penalty 4112.482743 = -517631.722357 nChanged 88 SP:Iteration 13Q (4841.980000 sec): 3 clusters Score: Raw -521798.343296 + Penalty 4112.482743 = -517685.860553 nChanged 85 SP:Iteration 14Q (4842.150000 sec): 3 clusters Score: Raw -521847.560993 + Penalty 4112.482743 = -517735.078250 nChanged 77 SP:Iteration 15Q (4842.430000 sec): 3 clusters Score: Raw -521897.424973 + Penalty 4112.482743 = -517784.942231 nChanged 68 SP:Iteration 16Q (4842.630000 sec): 3 clusters Score: Raw -521938.162761 + Penalty 4112.482743 = -517825.680018 nChanged 54 SP:Iteration 17Q (4842.820000 sec): 3 clusters Score: Raw -521968.224133 + Penalty 4112.482743 = -517855.741390 nChanged 38 SP:Iteration 18Q (4843.030000 sec): 3 clusters Score: Raw -521988.103146 + Penalty 4112.482743 = -517875.620403 nChanged 33 SP:Iteration 19Q (4843.220000 sec): 3 clusters Score: Raw -522003.331120 + Penalty 4112.482743 = -517890.848377 nChanged 31 SP:Iteration 20F (4843.450000 sec): 3 clusters Score: Raw -522015.203359 + Penalty 4112.482743 = -517902.720616 nChanged 20 SP:Iteration 21Q (4843.630000 sec): 3 clusters Score: Raw -522024.795600 + Penalty 4112.482743 = -517912.312857 nChanged 16 SP:Iteration 22Q (4843.820000 sec): 3 clusters Score: Raw -522031.026333 + Penalty 4112.482743 = -517918.543590 nChanged 11 SP:Iteration 23Q (4844.000000 sec): 3 clusters Score: Raw -522034.812738 + Penalty 4112.482743 = -517922.329995 nChanged 10 SP:Iteration 24Q (4844.180000 sec): 3 clusters Score: Raw -522039.014356 + Penalty 4112.482743 = -517926.531613 nChanged 13 SP:Iteration 25Q (4844.340000 sec): 3 clusters Score: Raw -522045.701651 + Penalty 4112.482743 = -517933.218909 nChanged 10 SP:Iteration 26Q (4844.580000 sec): 3 clusters Score: Raw -522051.306880 + Penalty 4112.482743 = -517938.824137 nChanged 15 SP:Iteration 27Q (4844.800000 sec): 3 clusters Score: Raw -522059.365375 + Penalty 4112.482743 = -517946.882633 nChanged 10 SP:Iteration 28Q (4845.050000 sec): 3 clusters Score: Raw -522064.309626 + Penalty 4112.482743 = -517951.826883 nChanged 9 SP:Iteration 29Q (4845.240000 sec): 3 clusters Score: Raw -522067.533650 + Penalty 4112.482743 = -517955.050907 nChanged 8 SP:Iteration 30Q (4845.450000 sec): 3 clusters Score: Raw -522070.678624 + Penalty 4112.482743 = -517958.195882 nChanged 3 SP:Iteration 31Q (4845.670000 sec): 3 clusters Score: Raw -522071.827441 + Penalty 4112.482743 = -517959.344698 nChanged 5 SP:Iteration 32Q (4845.880000 sec): 3 clusters Score: Raw -522073.095780 + Penalty 4112.482743 = -517960.613038 nChanged 1 SP:Iteration 33Q (4846.140000 sec): 3 clusters Score: Raw -522073.478414 + Penalty 4112.482743 = -517960.995671 nChanged 2 SP:Iteration 34Q (4846.310000 sec): 3 clusters Score: Raw -522074.489213 + Penalty 4112.482743 = -517962.006471 nChanged 4 SP:Iteration 35Q (4846.530000 sec): 3 clusters Score: Raw -522076.179530 + Penalty 4112.482743 = -517963.696788 nChanged 3 SP:Iteration 36Q (4846.690000 sec): 3 clusters Score: Raw -522077.068404 + Penalty 4112.482743 = -517964.585662 nChanged 2 SP:Iteration 37Q (4846.930000 sec): 3 clusters Score: Raw -522077.673817 + Penalty 4112.482743 = -517965.191075 nChanged 1 SP:Iteration 38Q (4847.170000 sec): 3 clusters Score: Raw -522077.933048 + Penalty 4112.482743 = -517965.450306 nChanged 0 SP:Iteration 39F (4847.390000 sec): 3 clusters Score: Raw -522077.933048 + Penalty 4112.482743 = -517965.450306 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4847.500000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4847.740000 sec): 3 clusters Score: Raw -100669.053654 + Penalty 3272.184268 = -97396.869386 nChanged 160 SP:Iteration 1F (4847.950000 sec): 3 clusters Score: Raw -100891.470196 + Penalty 3272.184268 = -97619.285928 nChanged 39 SP:Iteration 2F (4848.150000 sec): 3 clusters Score: Raw -100937.070993 + Penalty 3272.184268 = -97664.886725 nChanged 12 SP:Iteration 3Q (4848.350000 sec): 3 clusters Score: Raw -100961.935556 + Penalty 3272.184268 = -97689.751288 nChanged 11 SP:Iteration 4Q (4848.550000 sec): 3 clusters Score: Raw -100981.729669 + Penalty 3272.184268 = -97709.545400 nChanged 8 SP:Iteration 5Q (4848.730000 sec): 3 clusters Score: Raw -100996.105514 + Penalty 3272.184268 = -97723.921245 nChanged 3 SP:Iteration 6Q (4848.940000 sec): 3 clusters Score: Raw -101000.125317 + Penalty 3272.184268 = -97727.941049 nChanged 3 SP:Iteration 7Q (4849.120000 sec): 3 clusters Score: Raw -101006.704175 + Penalty 3272.184268 = -97734.519907 nChanged 4 SP:Iteration 8Q (4849.370000 sec): 3 clusters Score: Raw -101011.733777 + Penalty 3272.184268 = -97739.549509 nChanged 2 SP:Iteration 9Q (4849.570000 sec): 3 clusters Score: Raw -101014.823701 + Penalty 3272.184268 = -97742.639433 nChanged 2 SP:Iteration 10Q (4849.750000 sec): 3 clusters Score: Raw -101016.324305 + Penalty 3272.184268 = -97744.140037 nChanged 0 SP:Iteration 11F (4850.010000 sec): 3 clusters Score: Raw -101016.324305 + Penalty 3272.184268 = -97744.140037 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (107990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4850.620000 sec): 2 clusters Score: Raw -14807984.894120 + Penalty 2874.268889 = -14805110.625231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4851.370000 sec): 3 clusters Score: Raw -14738378.427564 + Penalty 5748.537779 = -14732629.889785 nChanged 51168 SP:Iteration 1F (4852.230000 sec): 3 clusters Score: Raw -14768253.970373 + Penalty 5748.537779 = -14762505.432594 nChanged 4044 SP:Iteration 2Q (4853.070000 sec): 3 clusters Score: Raw -14769625.142006 + Penalty 5748.537779 = -14763876.604227 nChanged 4801 SP:Iteration 3Q (4853.870000 sec): 3 clusters Score: Raw -14771689.591756 + Penalty 5748.537779 = -14765941.053977 nChanged 5854 SP:Iteration 4F (4854.680000 sec): 3 clusters Score: Raw -14774854.799233 + Penalty 5748.537779 = -14769106.261454 nChanged 7052 SP:Iteration 5F (4855.520000 sec): 3 clusters Score: Raw -14779381.701228 + Penalty 5748.537779 = -14773633.163449 nChanged 7867 SP:Iteration 6F (4856.370000 sec): 3 clusters Score: Raw -14785039.113100 + Penalty 5748.537779 = -14779290.575321 nChanged 7707 SP:Iteration 7F (4857.310000 sec): 3 clusters Score: Raw -14791252.951469 + Penalty 5748.537779 = -14785504.413690 nChanged 6459 SP:Iteration 8F (4858.150000 sec): 3 clusters Score: Raw -14797110.159951 + Penalty 5748.537779 = -14791361.622172 nChanged 4527 SP:Iteration 9Q (4858.930000 sec): 3 clusters Score: Raw -14801234.359088 + Penalty 5748.537779 = -14795485.821309 nChanged 2838 SP:Iteration 10Q (4859.740000 sec): 3 clusters Score: Raw -14803298.035579 + Penalty 5748.537779 = -14797549.497800 nChanged 1881 SP:Iteration 11Q (4860.520000 sec): 3 clusters Score: Raw -14804329.723032 + Penalty 5748.537779 = -14798581.185253 nChanged 1437 SP:Iteration 12Q (4861.310000 sec): 3 clusters Score: Raw -14805030.058432 + Penalty 5748.537779 = -14799281.520653 nChanged 1217 SP:Iteration 13Q (4862.040000 sec): 3 clusters Score: Raw -14805566.812784 + Penalty 5748.537779 = -14799818.275005 nChanged 1090 SP:Iteration 14Q (4862.740000 sec): 3 clusters Score: Raw -14806031.471663 + Penalty 5748.537779 = -14800282.933884 nChanged 968 SP:Iteration 15Q (4863.550000 sec): 3 clusters Score: Raw -14806427.840592 + Penalty 5748.537779 = -14800679.302813 nChanged 883 SP:Iteration 16Q (4864.320000 sec): 3 clusters Score: Raw -14806777.424914 + Penalty 5748.537779 = -14801028.887135 nChanged 793 SP:Iteration 17Q (4865.080000 sec): 3 clusters Score: Raw -14807083.261747 + Penalty 5748.537779 = -14801334.723968 nChanged 690 SP:Iteration 18Q (4865.900000 sec): 3 clusters Score: Raw -14807339.811536 + Penalty 5748.537779 = -14801591.273757 nChanged 590 SP:Iteration 19Q (4866.670000 sec): 3 clusters Score: Raw -14807553.010770 + Penalty 5748.537779 = -14801804.472991 nChanged 545 SP:Iteration 20F (4867.390000 sec): 3 clusters Score: Raw -14807750.173385 + Penalty 5748.537779 = -14802001.635606 nChanged 479 SP:Iteration 21Q (4868.070000 sec): 3 clusters Score: Raw -14807918.702711 + Penalty 5748.537779 = -14802170.164932 nChanged 391 SP:Iteration 22Q (4868.740000 sec): 3 clusters Score: Raw -14808050.866575 + Penalty 5748.537779 = -14802302.328796 nChanged 350 SP:Iteration 23Q (4869.450000 sec): 3 clusters Score: Raw -14808159.827458 + Penalty 5748.537779 = -14802411.289679 nChanged 273 SP:Iteration 24Q (4870.240000 sec): 3 clusters Score: Raw -14808239.854665 + Penalty 5748.537779 = -14802491.316886 nChanged 240 SP:Iteration 25Q (4870.960000 sec): 3 clusters Score: Raw -14808313.663113 + Penalty 5748.537779 = -14802565.125334 nChanged 195 SP:Iteration 26Q (4871.710000 sec): 3 clusters Score: Raw -14808371.607599 + Penalty 5748.537779 = -14802623.069820 nChanged 167 SP:Iteration 27Q (4872.400000 sec): 3 clusters Score: Raw -14808417.669215 + Penalty 5748.537779 = -14802669.131436 nChanged 137 SP:Iteration 28Q (4873.100000 sec): 3 clusters Score: Raw -14808451.822678 + Penalty 5748.537779 = -14802703.284899 nChanged 116 SP:Iteration 29Q (4873.830000 sec): 3 clusters Score: Raw -14808482.163401 + Penalty 5748.537779 = -14802733.625622 nChanged 106 SP:Iteration 30Q (4874.520000 sec): 3 clusters Score: Raw -14808509.397687 + Penalty 5748.537779 = -14802760.859908 nChanged 87 SP:Iteration 31Q (4875.160000 sec): 3 clusters Score: Raw -14808530.669437 + Penalty 5748.537779 = -14802782.131658 nChanged 74 SP:Iteration 32Q (4875.750000 sec): 3 clusters Score: Raw -14808545.975896 + Penalty 5748.537779 = -14802797.438117 nChanged 65 SP:Iteration 33Q (4876.370000 sec): 3 clusters Score: Raw -14808560.866827 + Penalty 5748.537779 = -14802812.329048 nChanged 50 SP:Iteration 34Q (4876.960000 sec): 3 clusters Score: Raw -14808572.095897 + Penalty 5748.537779 = -14802823.558118 nChanged 44 SP:Iteration 35Q (4877.630000 sec): 3 clusters Score: Raw -14808580.997323 + Penalty 5748.537779 = -14802832.459544 nChanged 46 SP:Iteration 36Q (4878.250000 sec): 3 clusters Score: Raw -14808591.308693 + Penalty 5748.537779 = -14802842.770914 nChanged 44 SP:Iteration 37Q (4878.930000 sec): 3 clusters Score: Raw -14808601.561143 + Penalty 5748.537779 = -14802853.023364 nChanged 40 SP:Iteration 38Q (4879.640000 sec): 3 clusters Score: Raw -14808610.641527 + Penalty 5748.537779 = -14802862.103748 nChanged 34 SP:Iteration 39Q (4880.410000 sec): 3 clusters Score: Raw -14808618.647346 + Penalty 5748.537779 = -14802870.109567 nChanged 24 SP:Iteration 40F (4881.230000 sec): 3 clusters Score: Raw -14808622.759054 + Penalty 5748.537779 = -14802874.221275 nChanged 19 SP:Iteration 41Q (4882.080000 sec): 3 clusters Score: Raw -14808626.420735 + Penalty 5748.537779 = -14802877.882956 nChanged 10 SP:Iteration 42Q (4882.880000 sec): 3 clusters Score: Raw -14808627.989986 + Penalty 5748.537779 = -14802879.452207 nChanged 10 SP:Iteration 43Q (4883.580000 sec): 3 clusters Score: Raw -14808629.722411 + Penalty 5748.537779 = -14802881.184632 nChanged 9 SP:Iteration 44Q (4884.280000 sec): 3 clusters Score: Raw -14808631.239061 + Penalty 5748.537779 = -14802882.701282 nChanged 13 SP:Iteration 45Q (4885.060000 sec): 3 clusters Score: Raw -14808633.864770 + Penalty 5748.537779 = -14802885.326991 nChanged 14 SP:Iteration 46Q (4885.740000 sec): 3 clusters Score: Raw -14808636.027371 + Penalty 5748.537779 = -14802887.489592 nChanged 12 SP:Iteration 47Q (4886.500000 sec): 3 clusters Score: Raw -14808638.767675 + Penalty 5748.537779 = -14802890.229896 nChanged 11 SP:Iteration 48Q (4887.170000 sec): 3 clusters Score: Raw -14808640.571158 + Penalty 5748.537779 = -14802892.033379 nChanged 5 SP:Iteration 49Q (4887.860000 sec): 3 clusters Score: Raw -14808641.328604 + Penalty 5748.537779 = -14802892.790825 nChanged 8 SP:Iteration 50Q (4888.530000 sec): 3 clusters Score: Raw -14808642.698501 + Penalty 5748.537779 = -14802894.160722 nChanged 7 SP:Iteration 51Q (4889.200000 sec): 3 clusters Score: Raw -14808643.828799 + Penalty 5748.537779 = -14802895.291020 nChanged 7 SP:Iteration 52Q (4889.900000 sec): 3 clusters Score: Raw -14808644.844434 + Penalty 5748.537779 = -14802896.306655 nChanged 7 SP:Iteration 53Q (4890.550000 sec): 3 clusters Score: Raw -14808645.908481 + Penalty 5748.537779 = -14802897.370702 nChanged 4 SP:Iteration 54Q (4891.270000 sec): 3 clusters Score: Raw -14808646.704447 + Penalty 5748.537779 = -14802898.166668 nChanged 5 SP:Iteration 55Q (4892.030000 sec): 3 clusters Score: Raw -14808647.306060 + Penalty 5748.537779 = -14802898.768281 nChanged 1 SP:Iteration 56Q (4892.830000 sec): 3 clusters Score: Raw -14808647.456745 + Penalty 5748.537779 = -14802898.918966 nChanged 1 SP:Iteration 57Q (4893.510000 sec): 3 clusters Score: Raw -14808647.560719 + Penalty 5748.537779 = -14802899.022940 nChanged 1 SP:Iteration 58Q (4894.170000 sec): 3 clusters Score: Raw -14808647.746799 + Penalty 5748.537779 = -14802899.209020 nChanged 0 SP:Iteration 59F (4894.980000 sec): 3 clusters Score: Raw -14808647.746799 + Penalty 5748.537779 = -14802899.209020 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 20 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4895.090000 sec): 2 clusters Score: Raw -44522.795737 + Penalty 1461.811903 = -43060.983835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4895.340000 sec): 3 clusters Score: Raw -44613.174402 + Penalty 2923.623806 = -41689.550596 nChanged 48 SP:Iteration 1F (4895.500000 sec): 3 clusters Score: Raw -44747.136713 + Penalty 2923.623806 = -41823.512907 nChanged 15 SP:Iteration 2Q (4895.730000 sec): 3 clusters Score: Raw -44803.099394 + Penalty 2923.623806 = -41879.475588 nChanged 4 SP:Iteration 3Q (4895.930000 sec): 3 clusters Score: Raw -44822.759786 + Penalty 2923.623806 = -41899.135981 nChanged 2 SP:Iteration 4Q (4896.140000 sec): 3 clusters Score: Raw -44829.130327 + Penalty 2923.623806 = -41905.506521 nChanged 2 SP:Iteration 5Q (4896.350000 sec): 3 clusters Score: Raw -44838.213518 + Penalty 2923.623806 = -41914.589712 nChanged 1 SP:Iteration 6Q (4896.530000 sec): 3 clusters Score: Raw -44839.768086 + Penalty 2923.623806 = -41916.144280 nChanged 0 SP:Iteration 7F (4896.750000 sec): 3 clusters Score: Raw -44839.768086 + Penalty 2923.623806 = -41916.144280 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 21 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4896.850000 sec): 2 clusters Score: Raw -150009.776763 + Penalty 1757.925377 = -148251.851386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4897.060000 sec): 3 clusters Score: Raw -149666.173373 + Penalty 3515.850754 = -146150.322618 nChanged 317 SP:Iteration 1F (4897.230000 sec): 3 clusters Score: Raw -149973.946712 + Penalty 3515.850754 = -146458.095957 nChanged 67 SP:Iteration 2F (4897.450000 sec): 3 clusters Score: Raw -150065.741737 + Penalty 3515.850754 = -146549.890983 nChanged 44 SP:Iteration 3Q (4897.600000 sec): 3 clusters Score: Raw -150124.982684 + Penalty 3515.850754 = -146609.131930 nChanged 32 SP:Iteration 4Q (4897.780000 sec): 3 clusters Score: Raw -150162.024908 + Penalty 3515.850754 = -146646.174154 nChanged 17 SP:Iteration 5Q (4897.970000 sec): 3 clusters Score: Raw -150182.119740 + Penalty 3515.850754 = -146666.268986 nChanged 15 SP:Iteration 6Q (4898.110000 sec): 3 clusters Score: Raw -150199.519854 + Penalty 3515.850754 = -146683.669100 nChanged 13 SP:Iteration 7Q (4898.310000 sec): 3 clusters Score: Raw -150212.487063 + Penalty 3515.850754 = -146696.636309 nChanged 13 SP:Iteration 8Q (4898.480000 sec): 3 clusters Score: Raw -150226.649071 + Penalty 3515.850754 = -146710.798317 nChanged 11 SP:Iteration 9Q (4898.630000 sec): 3 clusters Score: Raw -150239.821520 + Penalty 3515.850754 = -146723.970766 nChanged 5 SP:Iteration 10Q (4898.830000 sec): 3 clusters Score: Raw -150245.207486 + Penalty 3515.850754 = -146729.356732 nChanged 1 SP:Iteration 11Q (4899.020000 sec): 3 clusters Score: Raw -150245.603873 + Penalty 3515.850754 = -146729.753118 nChanged 1 SP:Iteration 12Q (4899.210000 sec): 3 clusters Score: Raw -150246.139873 + Penalty 3515.850754 = -146730.289119 nChanged 1 SP:Iteration 13Q (4899.420000 sec): 3 clusters Score: Raw -150247.650833 + Penalty 3515.850754 = -146731.800078 nChanged 1 SP:Iteration 14Q (4899.590000 sec): 3 clusters Score: Raw -150248.105395 + Penalty 3515.850754 = -146732.254640 nChanged 0 SP:Iteration 15F (4899.770000 sec): 3 clusters Score: Raw -150248.105395 + Penalty 3515.850754 = -146732.254640 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4899.830000 sec): 2 clusters Score: Raw -19340.850333 + Penalty 1301.261970 = -18039.588363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4900.020000 sec): 3 clusters Score: Raw -19745.723293 + Penalty 2602.523940 = -17143.199353 nChanged 25 SP:Iteration 1F (4900.210000 sec): 3 clusters Score: Raw -19970.920966 + Penalty 2602.523940 = -17368.397026 nChanged 7 SP:Iteration 2Q (4900.430000 sec): 3 clusters Score: Raw -20009.756193 + Penalty 2602.523940 = -17407.232253 nChanged 4 SP:Iteration 3Q (4900.610000 sec): 3 clusters Score: Raw -20024.648260 + Penalty 2602.523940 = -17422.124320 nChanged 0 SP:Iteration 4F (4900.790000 sec): 3 clusters Score: Raw -20024.648260 + Penalty 2602.523940 = -17422.124320 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 23 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4900.910000 sec): 2 clusters Score: Raw -36949.031040 + Penalty 1416.185900 = -35532.845140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4901.070000 sec): 3 clusters Score: Raw -37051.581118 + Penalty 2832.371801 = -34219.209317 nChanged 34 SP:Iteration 1F (4901.280000 sec): 3 clusters Score: Raw -37206.570265 + Penalty 2832.371801 = -34374.198465 nChanged 10 SP:Iteration 2Q (4901.470000 sec): 3 clusters Score: Raw -37473.103683 + Penalty 2832.371801 = -34640.731882 nChanged 12 SP:Iteration 3Q (4901.650000 sec): 3 clusters Score: Raw -37523.856787 + Penalty 2832.371801 = -34691.484986 nChanged 9 SP:Iteration 4Q (4901.870000 sec): 3 clusters Score: Raw -37573.253436 + Penalty 2832.371801 = -34740.881636 nChanged 7 SP:Iteration 5Q (4902.030000 sec): 3 clusters Score: Raw -37595.164809 + Penalty 2832.371801 = -34762.793008 nChanged 2 SP:Iteration 6Q (4902.200000 sec): 3 clusters Score: Raw -37604.423429 + Penalty 2832.371801 = -34772.051629 nChanged 2 SP:Iteration 7Q (4902.370000 sec): 3 clusters Score: Raw -37612.418904 + Penalty 2832.371801 = -34780.047103 nChanged 1 SP:Iteration 8Q (4902.530000 sec): 3 clusters Score: Raw -37617.493618 + Penalty 2832.371801 = -34785.121817 nChanged 2 SP:Iteration 9Q (4902.750000 sec): 3 clusters Score: Raw -37631.407185 + Penalty 2832.371801 = -34799.035385 nChanged 1 SP:Iteration 10Q (4902.950000 sec): 3 clusters Score: Raw -37640.382409 + Penalty 2832.371801 = -34808.010608 nChanged 1 SP:Iteration 11Q (4903.160000 sec): 3 clusters Score: Raw -37642.457630 + Penalty 2832.371801 = -34810.085830 nChanged 0 SP:Iteration 12F (4903.290000 sec): 3 clusters Score: Raw -37642.457630 + Penalty 2832.371801 = -34810.085830 nChanged 0 Iteration 219Q (4920.760000 sec): 24 clusters Score: Raw -78081987.961692 + Penalty 75663.289765 = -78006324.671927 nChanged 29 Iteration 220F (4947.740000 sec): 24 clusters Score: Raw -78081988.410029 + Penalty 75663.289765 = -78006325.120265 nChanged 28 Iteration 221Q (4962.940000 sec): 24 clusters Score: Raw -78081988.623597 + Penalty 75663.289765 = -78006325.333833 nChanged 20 Iteration 222Q (4978.040000 sec): 24 clusters Score: Raw -78081988.941231 + Penalty 75663.289765 = -78006325.651466 nChanged 15 Iteration 223Q (4994.620000 sec): 24 clusters Score: Raw -78081989.109777 + Penalty 75663.289765 = -78006325.820012 nChanged 16 Iteration 224Q (5010.510000 sec): 24 clusters Score: Raw -78081989.236555 + Penalty 75663.289765 = -78006325.946790 nChanged 16 Iteration 225Q (5032.820000 sec): 24 clusters Score: Raw -78081989.341474 + Penalty 75663.289765 = -78006326.051710 nChanged 18 Iteration 226Q (5047.590000 sec): 24 clusters Score: Raw -78081989.425159 + Penalty 75663.289765 = -78006326.135394 nChanged 12 Iteration 227Q (5062.400000 sec): 24 clusters Score: Raw -78081989.579487 + Penalty 75663.289765 = -78006326.289722 nChanged 15 Iteration 228Q (5076.870000 sec): 24 clusters Score: Raw -78081989.714288 + Penalty 75663.289765 = -78006326.424523 nChanged 11 Iteration 229Q (5090.720000 sec): 24 clusters Score: Raw -78081989.756875 + Penalty 75663.289765 = -78006326.467111 nChanged 8 Iteration 230Q (5105.320000 sec): 24 clusters Score: Raw -78081989.783298 + Penalty 75663.289765 = -78006326.493534 nChanged 6 Iteration 231Q (5119.330000 sec): 24 clusters Score: Raw -78081989.805349 + Penalty 75663.289765 = -78006326.515584 nChanged 1 Iteration 232Q (5133.990000 sec): 24 clusters Score: Raw -78081989.807951 + Penalty 75663.289765 = -78006326.518186 nChanged 1 Iteration 233Q (5145.930000 sec): 24 clusters Score: Raw -78081989.812424 + Penalty 75663.289765 = -78006326.522659 nChanged 3 Iteration 234Q (5159.110000 sec): 24 clusters Score: Raw -78081989.821860 + Penalty 75663.289765 = -78006326.532095 nChanged 0 Iteration 235F (5186.730000 sec): 24 clusters Score: Raw -78081989.821860 + Penalty 75663.289765 = -78006326.532095 nChanged 0 Compute initial score before splitting: Score: Raw -78081989.821860 + Penalty 75663.289765 = -78006326.532095 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 1 (533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5186.830000 sec): 2 clusters Score: Raw -70628.707009 + Penalty 1557.073313 = -69071.633696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5187.010000 sec): 3 clusters Score: Raw -70591.870665 + Penalty 3114.146626 = -67477.724039 nChanged 101 SP:Iteration 1F (5187.150000 sec): 3 clusters Score: Raw -70781.491932 + Penalty 3114.146626 = -67667.345306 nChanged 32 SP:Iteration 2F (5187.390000 sec): 3 clusters Score: Raw -70845.688065 + Penalty 3114.146626 = -67731.541439 nChanged 13 SP:Iteration 3Q (5187.590000 sec): 3 clusters Score: Raw -70873.116961 + Penalty 3114.146626 = -67758.970335 nChanged 6 SP:Iteration 4Q (5187.800000 sec): 3 clusters Score: Raw -70882.249528 + Penalty 3114.146626 = -67768.102901 nChanged 6 SP:Iteration 5Q (5188.020000 sec): 3 clusters Score: Raw -70895.204649 + Penalty 3114.146626 = -67781.058023 nChanged 5 SP:Iteration 6Q (5188.180000 sec): 3 clusters Score: Raw -70907.428179 + Penalty 3114.146626 = -67793.281553 nChanged 3 SP:Iteration 7Q (5188.360000 sec): 3 clusters Score: Raw -70912.567921 + Penalty 3114.146626 = -67798.421294 nChanged 2 SP:Iteration 8Q (5188.560000 sec): 3 clusters Score: Raw -70915.148904 + Penalty 3114.146626 = -67801.002278 nChanged 0 SP:Iteration 9F (5188.700000 sec): 3 clusters Score: Raw -70915.148904 + Penalty 3114.146626 = -67801.002278 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 2 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5188.820000 sec): 2 clusters Score: Raw -39668.198875 + Penalty 1428.988743 = -38239.210132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5189.000000 sec): 3 clusters Score: Raw -39889.969945 + Penalty 2857.977486 = -37031.992459 nChanged 43 SP:Iteration 1F (5189.150000 sec): 3 clusters Score: Raw -40063.574470 + Penalty 2857.977486 = -37205.596984 nChanged 18 SP:Iteration 2F (5189.350000 sec): 3 clusters Score: Raw -40146.676863 + Penalty 2857.977486 = -37288.699377 nChanged 10 SP:Iteration 3Q (5189.590000 sec): 3 clusters Score: Raw -40178.378551 + Penalty 2857.977486 = -37320.401065 nChanged 1 SP:Iteration 4Q (5189.750000 sec): 3 clusters Score: Raw -40179.571659 + Penalty 2857.977486 = -37321.594174 nChanged 0 SP:Iteration 5F (5189.920000 sec): 3 clusters Score: Raw -40179.571659 + Penalty 2857.977486 = -37321.594174 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 3 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5190.030000 sec): 2 clusters Score: Raw -39071.009923 + Penalty 1449.916816 = -37621.093107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5190.180000 sec): 3 clusters Score: Raw -39398.297165 + Penalty 2899.833632 = -36498.463533 nChanged 89 SP:Iteration 1F (5190.340000 sec): 3 clusters Score: Raw -39783.958440 + Penalty 2899.833632 = -36884.124807 nChanged 39 SP:Iteration 2F (5190.510000 sec): 3 clusters Score: Raw -40079.769654 + Penalty 2899.833632 = -37179.936021 nChanged 19 SP:Iteration 3F (5190.700000 sec): 3 clusters Score: Raw -40208.878024 + Penalty 2899.833632 = -37309.044392 nChanged 8 SP:Iteration 4Q (5190.890000 sec): 3 clusters Score: Raw -40316.902603 + Penalty 2899.833632 = -37417.068971 nChanged 6 SP:Iteration 5Q (5191.050000 sec): 3 clusters Score: Raw -40359.391397 + Penalty 2899.833632 = -37459.557765 nChanged 2 SP:Iteration 6Q (5191.240000 sec): 3 clusters Score: Raw -40365.109723 + Penalty 2899.833632 = -37465.276091 nChanged 0 SP:Iteration 7F (5191.440000 sec): 3 clusters Score: Raw -40365.109723 + Penalty 2899.833632 = -37465.276091 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 4 (34819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5191.810000 sec): 2 clusters Score: Raw -4707538.965727 + Penalty 2593.563786 = -4704945.401941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5192.300000 sec): 3 clusters Score: Raw -4686431.987760 + Penalty 5187.127573 = -4681244.860187 nChanged 15852 SP:Iteration 1F (5192.690000 sec): 3 clusters Score: Raw -4695058.563448 + Penalty 5187.127573 = -4689871.435875 nChanged 1556 SP:Iteration 2Q (5193.080000 sec): 3 clusters Score: Raw -4695542.861430 + Penalty 5187.127573 = -4690355.733857 nChanged 1417 SP:Iteration 3Q (5193.470000 sec): 3 clusters Score: Raw -4696011.721623 + Penalty 5187.127573 = -4690824.594050 nChanged 1399 SP:Iteration 4Q (5193.880000 sec): 3 clusters Score: Raw -4696511.165849 + Penalty 5187.127573 = -4691324.038276 nChanged 1451 SP:Iteration 5Q (5194.300000 sec): 3 clusters Score: Raw -4697089.385355 + Penalty 5187.127573 = -4691902.257782 nChanged 1580 SP:Iteration 6Q (5194.820000 sec): 3 clusters Score: Raw -4697806.200412 + Penalty 5187.127573 = -4692619.072839 nChanged 1792 SP:Iteration 7F (5195.190000 sec): 3 clusters Score: Raw -4698749.344380 + Penalty 5187.127573 = -4693562.216807 nChanged 2052 SP:Iteration 8F (5195.620000 sec): 3 clusters Score: Raw -4699967.135178 + Penalty 5187.127573 = -4694780.007605 nChanged 2206 SP:Iteration 9F (5196.040000 sec): 3 clusters Score: Raw -4701519.052947 + Penalty 5187.127573 = -4696331.925374 nChanged 2170 SP:Iteration 10F (5196.460000 sec): 3 clusters Score: Raw -4703338.481712 + Penalty 5187.127573 = -4698151.354139 nChanged 1806 SP:Iteration 11F (5196.880000 sec): 3 clusters Score: Raw -4705274.384189 + Penalty 5187.127573 = -4700087.256616 nChanged 1222 SP:Iteration 12Q (5197.310000 sec): 3 clusters Score: Raw -4707064.251664 + Penalty 5187.127573 = -4701877.124091 nChanged 778 SP:Iteration 13Q (5197.670000 sec): 3 clusters Score: Raw -4707969.204578 + Penalty 5187.127573 = -4702782.077005 nChanged 482 SP:Iteration 14Q (5198.010000 sec): 3 clusters Score: Raw -4708241.741891 + Penalty 5187.127573 = -4703054.614318 nChanged 253 SP:Iteration 15Q (5198.350000 sec): 3 clusters Score: Raw -4708329.842103 + Penalty 5187.127573 = -4703142.714530 nChanged 148 SP:Iteration 16Q (5198.730000 sec): 3 clusters Score: Raw -4708371.633307 + Penalty 5187.127573 = -4703184.505734 nChanged 97 SP:Iteration 17Q (5199.110000 sec): 3 clusters Score: Raw -4708400.052912 + Penalty 5187.127573 = -4703212.925339 nChanged 71 SP:Iteration 18Q (5199.470000 sec): 3 clusters Score: Raw -4708412.926827 + Penalty 5187.127573 = -4703225.799254 nChanged 29 SP:Iteration 19Q (5199.870000 sec): 3 clusters Score: Raw -4708417.074129 + Penalty 5187.127573 = -4703229.946556 nChanged 19 SP:Iteration 20F (5200.270000 sec): 3 clusters Score: Raw -4708419.694848 + Penalty 5187.127573 = -4703232.567275 nChanged 13 SP:Iteration 21Q (5200.670000 sec): 3 clusters Score: Raw -4708421.112357 + Penalty 5187.127573 = -4703233.984784 nChanged 6 SP:Iteration 22Q (5201.070000 sec): 3 clusters Score: Raw -4708421.916619 + Penalty 5187.127573 = -4703234.789046 nChanged 4 SP:Iteration 23Q (5201.460000 sec): 3 clusters Score: Raw -4708422.173882 + Penalty 5187.127573 = -4703235.046309 nChanged 1 SP:Iteration 24Q (5201.940000 sec): 3 clusters Score: Raw -4708422.203717 + Penalty 5187.127573 = -4703235.076144 nChanged 0 SP:Iteration 25F (5202.290000 sec): 3 clusters Score: Raw -4708422.203717 + Penalty 5187.127573 = -4703235.076144 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 5 (9906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5202.450000 sec): 2 clusters Score: Raw -1367378.357791 + Penalty 2281.822186 = -1365096.535605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5202.720000 sec): 3 clusters Score: Raw -1362082.056023 + Penalty 4563.644373 = -1357518.411650 nChanged 4129 SP:Iteration 1F (5203.060000 sec): 3 clusters Score: Raw -1364268.664634 + Penalty 4563.644373 = -1359705.020261 nChanged 697 SP:Iteration 2F (5203.340000 sec): 3 clusters Score: Raw -1364594.657361 + Penalty 4563.644373 = -1360031.012988 nChanged 513 SP:Iteration 3F (5203.670000 sec): 3 clusters Score: Raw -1364817.376105 + Penalty 4563.644373 = -1360253.731732 nChanged 420 SP:Iteration 4Q (5203.890000 sec): 3 clusters Score: Raw -1364998.025815 + Penalty 4563.644373 = -1360434.381442 nChanged 393 SP:Iteration 5Q (5204.180000 sec): 3 clusters Score: Raw -1365182.989484 + Penalty 4563.644373 = -1360619.345111 nChanged 383 SP:Iteration 6Q (5204.420000 sec): 3 clusters Score: Raw -1365357.807967 + Penalty 4563.644373 = -1360794.163594 nChanged 362 SP:Iteration 7Q (5204.700000 sec): 3 clusters Score: Raw -1365545.847735 + Penalty 4563.644373 = -1360982.203362 nChanged 393 SP:Iteration 8Q (5204.940000 sec): 3 clusters Score: Raw -1365746.734885 + Penalty 4563.644373 = -1361183.090512 nChanged 359 SP:Iteration 9Q (5205.250000 sec): 3 clusters Score: Raw -1365936.012339 + Penalty 4563.644373 = -1361372.367966 nChanged 351 SP:Iteration 10Q (5205.520000 sec): 3 clusters Score: Raw -1366133.130391 + Penalty 4563.644373 = -1361569.486018 nChanged 344 SP:Iteration 11Q (5205.760000 sec): 3 clusters Score: Raw -1366312.811347 + Penalty 4563.644373 = -1361749.166974 nChanged 309 SP:Iteration 12Q (5205.980000 sec): 3 clusters Score: Raw -1366466.673936 + Penalty 4563.644373 = -1361903.029563 nChanged 284 SP:Iteration 13Q (5206.250000 sec): 3 clusters Score: Raw -1366587.937866 + Penalty 4563.644373 = -1362024.293493 nChanged 226 SP:Iteration 14Q (5206.450000 sec): 3 clusters Score: Raw -1366683.942879 + Penalty 4563.644373 = -1362120.298506 nChanged 188 SP:Iteration 15Q (5206.650000 sec): 3 clusters Score: Raw -1366762.911450 + Penalty 4563.644373 = -1362199.267077 nChanged 172 SP:Iteration 16Q (5206.900000 sec): 3 clusters Score: Raw -1366837.196419 + Penalty 4563.644373 = -1362273.552047 nChanged 145 SP:Iteration 17Q (5207.120000 sec): 3 clusters Score: Raw -1366892.581290 + Penalty 4563.644373 = -1362328.936917 nChanged 121 SP:Iteration 18Q (5207.380000 sec): 3 clusters Score: Raw -1366941.622565 + Penalty 4563.644373 = -1362377.978192 nChanged 115 SP:Iteration 19Q (5207.670000 sec): 3 clusters Score: Raw -1366986.192143 + Penalty 4563.644373 = -1362422.547770 nChanged 92 SP:Iteration 20F (5207.920000 sec): 3 clusters Score: Raw -1367017.594044 + Penalty 4563.644373 = -1362453.949671 nChanged 74 SP:Iteration 21Q (5208.180000 sec): 3 clusters Score: Raw -1367044.773798 + Penalty 4563.644373 = -1362481.129425 nChanged 78 SP:Iteration 22Q (5208.470000 sec): 3 clusters Score: Raw -1367077.515937 + Penalty 4563.644373 = -1362513.871565 nChanged 74 SP:Iteration 23Q (5208.700000 sec): 3 clusters Score: Raw -1367110.479198 + Penalty 4563.644373 = -1362546.834825 nChanged 77 SP:Iteration 24Q (5208.960000 sec): 3 clusters Score: Raw -1367143.188299 + Penalty 4563.644373 = -1362579.543926 nChanged 75 SP:Iteration 25Q (5209.260000 sec): 3 clusters Score: Raw -1367173.082560 + Penalty 4563.644373 = -1362609.438187 nChanged 72 SP:Iteration 26Q (5209.520000 sec): 3 clusters Score: Raw -1367202.281841 + Penalty 4563.644373 = -1362638.637468 nChanged 62 SP:Iteration 27Q (5209.790000 sec): 3 clusters Score: Raw -1367229.925902 + Penalty 4563.644373 = -1362666.281529 nChanged 63 SP:Iteration 28Q (5210.040000 sec): 3 clusters Score: Raw -1367258.809595 + Penalty 4563.644373 = -1362695.165222 nChanged 59 SP:Iteration 29Q (5210.340000 sec): 3 clusters Score: Raw -1367285.331807 + Penalty 4563.644373 = -1362721.687434 nChanged 57 SP:Iteration 30Q (5210.570000 sec): 3 clusters Score: Raw -1367313.482503 + Penalty 4563.644373 = -1362749.838130 nChanged 49 SP:Iteration 31Q (5210.840000 sec): 3 clusters Score: Raw -1367333.646435 + Penalty 4563.644373 = -1362770.002062 nChanged 50 SP:Iteration 32Q (5211.060000 sec): 3 clusters Score: Raw -1367357.683617 + Penalty 4563.644373 = -1362794.039244 nChanged 40 SP:Iteration 33Q (5211.260000 sec): 3 clusters Score: Raw -1367379.030710 + Penalty 4563.644373 = -1362815.386337 nChanged 48 SP:Iteration 34Q (5211.530000 sec): 3 clusters Score: Raw -1367399.869548 + Penalty 4563.644373 = -1362836.225175 nChanged 43 SP:Iteration 35Q (5211.780000 sec): 3 clusters Score: Raw -1367424.059289 + Penalty 4563.644373 = -1362860.414916 nChanged 35 SP:Iteration 36Q (5212.030000 sec): 3 clusters Score: Raw -1367441.753494 + Penalty 4563.644373 = -1362878.109121 nChanged 43 SP:Iteration 37Q (5212.270000 sec): 3 clusters Score: Raw -1367462.452002 + Penalty 4563.644373 = -1362898.807629 nChanged 36 SP:Iteration 38Q (5212.520000 sec): 3 clusters Score: Raw -1367478.403087 + Penalty 4563.644373 = -1362914.758714 nChanged 34 SP:Iteration 39Q (5212.780000 sec): 3 clusters Score: Raw -1367493.558238 + Penalty 4563.644373 = -1362929.913866 nChanged 31 SP:Iteration 40F (5213.010000 sec): 3 clusters Score: Raw -1367507.277346 + Penalty 4563.644373 = -1362943.632973 nChanged 18 SP:Iteration 41Q (5213.340000 sec): 3 clusters Score: Raw -1367515.917652 + Penalty 4563.644373 = -1362952.273279 nChanged 24 SP:Iteration 42Q (5213.580000 sec): 3 clusters Score: Raw -1367526.135739 + Penalty 4563.644373 = -1362962.491366 nChanged 21 SP:Iteration 43Q (5213.850000 sec): 3 clusters Score: Raw -1367534.320735 + Penalty 4563.644373 = -1362970.676363 nChanged 17 SP:Iteration 44Q (5214.150000 sec): 3 clusters Score: Raw -1367543.303516 + Penalty 4563.644373 = -1362979.659144 nChanged 16 SP:Iteration 45Q (5214.400000 sec): 3 clusters Score: Raw -1367549.376056 + Penalty 4563.644373 = -1362985.731683 nChanged 10 SP:Iteration 46Q (5214.680000 sec): 3 clusters Score: Raw -1367554.218694 + Penalty 4563.644373 = -1362990.574321 nChanged 12 SP:Iteration 47Q (5214.910000 sec): 3 clusters Score: Raw -1367561.051942 + Penalty 4563.644373 = -1362997.407569 nChanged 12 SP:Iteration 48Q (5215.210000 sec): 3 clusters Score: Raw -1367567.529415 + Penalty 4563.644373 = -1363003.885042 nChanged 15 SP:Iteration 49Q (5215.430000 sec): 3 clusters Score: Raw -1367575.652070 + Penalty 4563.644373 = -1363012.007697 nChanged 15 SP:Iteration 50Q (5215.680000 sec): 3 clusters Score: Raw -1367582.935216 + Penalty 4563.644373 = -1363019.290844 nChanged 11 SP:Iteration 51Q (5215.990000 sec): 3 clusters Score: Raw -1367589.100895 + Penalty 4563.644373 = -1363025.456522 nChanged 13 SP:Iteration 52Q (5216.270000 sec): 3 clusters Score: Raw -1367594.533310 + Penalty 4563.644373 = -1363030.888937 nChanged 12 SP:Iteration 53Q (5216.480000 sec): 3 clusters Score: Raw -1367599.955583 + Penalty 4563.644373 = -1363036.311210 nChanged 7 SP:Iteration 54Q (5216.750000 sec): 3 clusters Score: Raw -1367602.963162 + Penalty 4563.644373 = -1363039.318789 nChanged 4 SP:Iteration 55Q (5217.040000 sec): 3 clusters Score: Raw -1367605.439805 + Penalty 4563.644373 = -1363041.795432 nChanged 9 SP:Iteration 56Q (5217.350000 sec): 3 clusters Score: Raw -1367609.045926 + Penalty 4563.644373 = -1363045.401553 nChanged 7 SP:Iteration 57Q (5217.630000 sec): 3 clusters Score: Raw -1367612.741503 + Penalty 4563.644373 = -1363049.097130 nChanged 8 SP:Iteration 58Q (5217.900000 sec): 3 clusters Score: Raw -1367616.787486 + Penalty 4563.644373 = -1363053.143113 nChanged 10 SP:Iteration 59Q (5218.210000 sec): 3 clusters Score: Raw -1367622.101084 + Penalty 4563.644373 = -1363058.456711 nChanged 9 SP:Iteration 60F (5218.420000 sec): 3 clusters Score: Raw -1367627.341952 + Penalty 4563.644373 = -1363063.697579 nChanged 10 SP:Iteration 61Q (5218.680000 sec): 3 clusters Score: Raw -1367632.392059 + Penalty 4563.644373 = -1363068.747686 nChanged 10 SP:Iteration 62Q (5218.960000 sec): 3 clusters Score: Raw -1367638.658180 + Penalty 4563.644373 = -1363075.013807 nChanged 14 SP:Iteration 63Q (5219.250000 sec): 3 clusters Score: Raw -1367648.103475 + Penalty 4563.644373 = -1363084.459102 nChanged 16 SP:Iteration 64Q (5219.490000 sec): 3 clusters Score: Raw -1367656.719840 + Penalty 4563.644373 = -1363093.075467 nChanged 15 SP:Iteration 65Q (5219.770000 sec): 3 clusters Score: Raw -1367664.948495 + Penalty 4563.644373 = -1363101.304122 nChanged 11 SP:Iteration 66Q (5219.970000 sec): 3 clusters Score: Raw -1367670.424257 + Penalty 4563.644373 = -1363106.779884 nChanged 9 SP:Iteration 67Q (5220.240000 sec): 3 clusters Score: Raw -1367673.911516 + Penalty 4563.644373 = -1363110.267143 nChanged 8 SP:Iteration 68Q (5220.460000 sec): 3 clusters Score: Raw -1367681.331912 + Penalty 4563.644373 = -1363117.687539 nChanged 7 SP:Iteration 69Q (5220.670000 sec): 3 clusters Score: Raw -1367685.047747 + Penalty 4563.644373 = -1363121.403374 nChanged 9 SP:Iteration 70Q (5220.930000 sec): 3 clusters Score: Raw -1367690.934512 + Penalty 4563.644373 = -1363127.290139 nChanged 5 SP:Iteration 71Q (5221.200000 sec): 3 clusters Score: Raw -1367695.330183 + Penalty 4563.644373 = -1363131.685810 nChanged 10 SP:Iteration 72Q (5221.460000 sec): 3 clusters Score: Raw -1367703.822277 + Penalty 4563.644373 = -1363140.177904 nChanged 9 SP:Iteration 73Q (5221.720000 sec): 3 clusters Score: Raw -1367711.056927 + Penalty 4563.644373 = -1363147.412554 nChanged 7 SP:Iteration 74Q (5221.980000 sec): 3 clusters Score: Raw -1367716.172303 + Penalty 4563.644373 = -1363152.527930 nChanged 9 SP:Iteration 75Q (5222.270000 sec): 3 clusters Score: Raw -1367721.473603 + Penalty 4563.644373 = -1363157.829230 nChanged 7 SP:Iteration 76Q (5222.540000 sec): 3 clusters Score: Raw -1367726.875679 + Penalty 4563.644373 = -1363163.231306 nChanged 2 SP:Iteration 77Q (5222.790000 sec): 3 clusters Score: Raw -1367728.137605 + Penalty 4563.644373 = -1363164.493232 nChanged 4 SP:Iteration 78Q (5223.020000 sec): 3 clusters Score: Raw -1367729.783772 + Penalty 4563.644373 = -1363166.139399 nChanged 4 SP:Iteration 79Q (5223.240000 sec): 3 clusters Score: Raw -1367732.736182 + Penalty 4563.644373 = -1363169.091809 nChanged 3 SP:Iteration 80F (5223.470000 sec): 3 clusters Score: Raw -1367735.358178 + Penalty 4563.644373 = -1363171.713805 nChanged 5 SP:Iteration 81Q (5223.710000 sec): 3 clusters Score: Raw -1367737.706168 + Penalty 4563.644373 = -1363174.061795 nChanged 2 SP:Iteration 82Q (5223.980000 sec): 3 clusters Score: Raw -1367738.546808 + Penalty 4563.644373 = -1363174.902435 nChanged 1 SP:Iteration 83Q (5224.210000 sec): 3 clusters Score: Raw -1367738.893129 + Penalty 4563.644373 = -1363175.248756 nChanged 2 SP:Iteration 84Q (5224.430000 sec): 3 clusters Score: Raw -1367740.119783 + Penalty 4563.644373 = -1363176.475411 nChanged 2 SP:Iteration 85Q (5224.630000 sec): 3 clusters Score: Raw -1367741.046389 + Penalty 4563.644373 = -1363177.402016 nChanged 3 SP:Iteration 86Q (5224.830000 sec): 3 clusters Score: Raw -1367742.684470 + Penalty 4563.644373 = -1363179.040097 nChanged 1 SP:Iteration 87Q (5225.130000 sec): 3 clusters Score: Raw -1367743.069926 + Penalty 4563.644373 = -1363179.425553 nChanged 0 SP:Iteration 88F (5225.360000 sec): 3 clusters Score: Raw -1367743.069926 + Penalty 4563.644373 = -1363179.425553 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 6 (3242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5225.490000 sec): 2 clusters Score: Raw -426557.936465 + Penalty 2004.818534 = -424553.117931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5225.710000 sec): 3 clusters Score: Raw -425267.017577 + Penalty 4009.637068 = -421257.380509 nChanged 1118 SP:Iteration 1F (5225.930000 sec): 3 clusters Score: Raw -426156.843240 + Penalty 4009.637068 = -422147.206172 nChanged 276 SP:Iteration 2F (5226.100000 sec): 3 clusters Score: Raw -426418.564593 + Penalty 4009.637068 = -422408.927524 nChanged 207 SP:Iteration 3F (5226.320000 sec): 3 clusters Score: Raw -426624.126808 + Penalty 4009.637068 = -422614.489739 nChanged 182 SP:Iteration 4F (5226.590000 sec): 3 clusters Score: Raw -426787.603333 + Penalty 4009.637068 = -422777.966265 nChanged 150 SP:Iteration 5Q (5226.790000 sec): 3 clusters Score: Raw -426930.338536 + Penalty 4009.637068 = -422920.701467 nChanged 129 SP:Iteration 6Q (5226.990000 sec): 3 clusters Score: Raw -427025.991662 + Penalty 4009.637068 = -423016.354594 nChanged 93 SP:Iteration 7Q (5227.200000 sec): 3 clusters Score: Raw -427098.403767 + Penalty 4009.637068 = -423088.766698 nChanged 90 SP:Iteration 8Q (5227.400000 sec): 3 clusters Score: Raw -427161.323075 + Penalty 4009.637068 = -423151.686006 nChanged 76 SP:Iteration 9Q (5227.610000 sec): 3 clusters Score: Raw -427213.507016 + Penalty 4009.637068 = -423203.869947 nChanged 51 SP:Iteration 10Q (5227.790000 sec): 3 clusters Score: Raw -427249.816795 + Penalty 4009.637068 = -423240.179727 nChanged 44 SP:Iteration 11Q (5228.010000 sec): 3 clusters Score: Raw -427279.101496 + Penalty 4009.637068 = -423269.464428 nChanged 37 SP:Iteration 12Q (5228.240000 sec): 3 clusters Score: Raw -427303.195870 + Penalty 4009.637068 = -423293.558801 nChanged 27 SP:Iteration 13Q (5228.460000 sec): 3 clusters Score: Raw -427318.865893 + Penalty 4009.637068 = -423309.228825 nChanged 23 SP:Iteration 14Q (5228.650000 sec): 3 clusters Score: Raw -427331.687701 + Penalty 4009.637068 = -423322.050633 nChanged 15 SP:Iteration 15Q (5228.840000 sec): 3 clusters Score: Raw -427339.616804 + Penalty 4009.637068 = -423329.979736 nChanged 9 SP:Iteration 16Q (5229.010000 sec): 3 clusters Score: Raw -427344.766965 + Penalty 4009.637068 = -423335.129897 nChanged 13 SP:Iteration 17Q (5229.190000 sec): 3 clusters Score: Raw -427353.731755 + Penalty 4009.637068 = -423344.094687 nChanged 14 SP:Iteration 18Q (5229.370000 sec): 3 clusters Score: Raw -427359.796890 + Penalty 4009.637068 = -423350.159822 nChanged 10 SP:Iteration 19Q (5229.630000 sec): 3 clusters Score: Raw -427367.225902 + Penalty 4009.637068 = -423357.588834 nChanged 8 SP:Iteration 20F (5229.870000 sec): 3 clusters Score: Raw -427372.507248 + Penalty 4009.637068 = -423362.870180 nChanged 13 SP:Iteration 21Q (5230.080000 sec): 3 clusters Score: Raw -427380.135663 + Penalty 4009.637068 = -423370.498595 nChanged 10 SP:Iteration 22Q (5230.290000 sec): 3 clusters Score: Raw -427388.676863 + Penalty 4009.637068 = -423379.039795 nChanged 10 SP:Iteration 23Q (5230.530000 sec): 3 clusters Score: Raw -427396.018033 + Penalty 4009.637068 = -423386.380965 nChanged 10 SP:Iteration 24Q (5230.700000 sec): 3 clusters Score: Raw -427402.616424 + Penalty 4009.637068 = -423392.979356 nChanged 12 SP:Iteration 25Q (5230.900000 sec): 3 clusters Score: Raw -427416.374997 + Penalty 4009.637068 = -423406.737929 nChanged 16 SP:Iteration 26Q (5231.100000 sec): 3 clusters Score: Raw -427432.116262 + Penalty 4009.637068 = -423422.479194 nChanged 19 SP:Iteration 27Q (5231.250000 sec): 3 clusters Score: Raw -427456.451895 + Penalty 4009.637068 = -423446.814826 nChanged 27 SP:Iteration 28Q (5231.430000 sec): 3 clusters Score: Raw -427483.462703 + Penalty 4009.637068 = -423473.825635 nChanged 24 SP:Iteration 29Q (5231.640000 sec): 3 clusters Score: Raw -427498.719051 + Penalty 4009.637068 = -423489.081982 nChanged 18 SP:Iteration 30Q (5231.820000 sec): 3 clusters Score: Raw -427507.955607 + Penalty 4009.637068 = -423498.318539 nChanged 13 SP:Iteration 31Q (5232.060000 sec): 3 clusters Score: Raw -427515.071012 + Penalty 4009.637068 = -423505.433943 nChanged 12 SP:Iteration 32Q (5232.310000 sec): 3 clusters Score: Raw -427522.324991 + Penalty 4009.637068 = -423512.687922 nChanged 10 SP:Iteration 33Q (5232.520000 sec): 3 clusters Score: Raw -427527.084935 + Penalty 4009.637068 = -423517.447866 nChanged 7 SP:Iteration 34Q (5232.710000 sec): 3 clusters Score: Raw -427531.004837 + Penalty 4009.637068 = -423521.367768 nChanged 6 SP:Iteration 35Q (5232.950000 sec): 3 clusters Score: Raw -427534.302609 + Penalty 4009.637068 = -423524.665540 nChanged 3 SP:Iteration 36Q (5233.170000 sec): 3 clusters Score: Raw -427536.030273 + Penalty 4009.637068 = -423526.393205 nChanged 3 SP:Iteration 37Q (5233.360000 sec): 3 clusters Score: Raw -427537.687418 + Penalty 4009.637068 = -423528.050350 nChanged 3 SP:Iteration 38Q (5233.600000 sec): 3 clusters Score: Raw -427539.699370 + Penalty 4009.637068 = -423530.062301 nChanged 2 SP:Iteration 39Q (5233.820000 sec): 3 clusters Score: Raw -427541.136868 + Penalty 4009.637068 = -423531.499800 nChanged 3 SP:Iteration 40F (5233.950000 sec): 3 clusters Score: Raw -427542.438548 + Penalty 4009.637068 = -423532.801479 nChanged 5 SP:Iteration 41Q (5234.150000 sec): 3 clusters Score: Raw -427545.069857 + Penalty 4009.637068 = -423535.432788 nChanged 2 SP:Iteration 42Q (5234.390000 sec): 3 clusters Score: Raw -427545.760964 + Penalty 4009.637068 = -423536.123896 nChanged 2 SP:Iteration 43Q (5234.630000 sec): 3 clusters Score: Raw -427546.250294 + Penalty 4009.637068 = -423536.613226 nChanged 0 SP:Iteration 44F (5234.830000 sec): 3 clusters Score: Raw -427546.250294 + Penalty 4009.637068 = -423536.613226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 7 (172037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5235.760000 sec): 2 clusters Score: Raw -23765932.051123 + Penalty 2989.755283 = -23762942.295840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5236.800000 sec): 3 clusters Score: Raw -23653821.265239 + Penalty 5979.510565 = -23647841.754674 nChanged 82500 SP:Iteration 1F (5237.970000 sec): 3 clusters Score: Raw -23702457.920310 + Penalty 5979.510565 = -23696478.409745 nChanged 6639 SP:Iteration 2Q (5239.240000 sec): 3 clusters Score: Raw -23704644.955238 + Penalty 5979.510565 = -23698665.444673 nChanged 8384 SP:Iteration 3Q (5240.490000 sec): 3 clusters Score: Raw -23708394.637619 + Penalty 5979.510565 = -23702415.127054 nChanged 10708 SP:Iteration 4F (5241.550000 sec): 3 clusters Score: Raw -23714457.187161 + Penalty 5979.510565 = -23708477.676596 nChanged 12447 SP:Iteration 5F (5242.700000 sec): 3 clusters Score: Raw -23722633.324355 + Penalty 5979.510565 = -23716653.813790 nChanged 12928 SP:Iteration 6F (5243.790000 sec): 3 clusters Score: Raw -23732101.433924 + Penalty 5979.510565 = -23726121.923359 nChanged 12176 SP:Iteration 7F (5244.840000 sec): 3 clusters Score: Raw -23741700.774797 + Penalty 5979.510565 = -23735721.264232 nChanged 10385 SP:Iteration 8F (5246.000000 sec): 3 clusters Score: Raw -23750116.325456 + Penalty 5979.510565 = -23744136.814891 nChanged 8067 SP:Iteration 9Q (5247.160000 sec): 3 clusters Score: Raw -23756571.124344 + Penalty 5979.510565 = -23750591.613779 nChanged 5701 SP:Iteration 10Q (5248.270000 sec): 3 clusters Score: Raw -23760988.827358 + Penalty 5979.510565 = -23755009.316793 nChanged 3666 SP:Iteration 11Q (5249.450000 sec): 3 clusters Score: Raw -23763641.905985 + Penalty 5979.510565 = -23757662.395420 nChanged 2010 SP:Iteration 12Q (5250.490000 sec): 3 clusters Score: Raw -23764993.193772 + Penalty 5979.510565 = -23759013.683207 nChanged 1090 SP:Iteration 13Q (5251.530000 sec): 3 clusters Score: Raw -23765706.211690 + Penalty 5979.510565 = -23759726.701125 nChanged 604 SP:Iteration 14Q (5252.500000 sec): 3 clusters Score: Raw -23766112.134305 + Penalty 5979.510565 = -23760132.623740 nChanged 299 SP:Iteration 15Q (5253.410000 sec): 3 clusters Score: Raw -23766300.758602 + Penalty 5979.510565 = -23760321.248037 nChanged 187 SP:Iteration 16Q (5254.340000 sec): 3 clusters Score: Raw -23766410.397735 + Penalty 5979.510565 = -23760430.887170 nChanged 111 SP:Iteration 17Q (5255.370000 sec): 3 clusters Score: Raw -23766472.242843 + Penalty 5979.510565 = -23760492.732278 nChanged 73 SP:Iteration 18Q (5256.390000 sec): 3 clusters Score: Raw -23766516.324979 + Penalty 5979.510565 = -23760536.814414 nChanged 53 SP:Iteration 19Q (5257.260000 sec): 3 clusters Score: Raw -23766547.224887 + Penalty 5979.510565 = -23760567.714322 nChanged 42 SP:Iteration 20F (5258.270000 sec): 3 clusters Score: Raw -23766568.566911 + Penalty 5979.510565 = -23760589.056346 nChanged 37 SP:Iteration 21Q (5259.320000 sec): 3 clusters Score: Raw -23766586.691448 + Penalty 5979.510565 = -23760607.180883 nChanged 22 SP:Iteration 22Q (5260.370000 sec): 3 clusters Score: Raw -23766599.548526 + Penalty 5979.510565 = -23760620.037960 nChanged 33 SP:Iteration 23Q (5261.240000 sec): 3 clusters Score: Raw -23766618.485417 + Penalty 5979.510565 = -23760638.974852 nChanged 29 SP:Iteration 24Q (5262.230000 sec): 3 clusters Score: Raw -23766636.370873 + Penalty 5979.510565 = -23760656.860308 nChanged 26 SP:Iteration 25Q (5263.280000 sec): 3 clusters Score: Raw -23766648.387586 + Penalty 5979.510565 = -23760668.877020 nChanged 15 SP:Iteration 26Q (5264.320000 sec): 3 clusters Score: Raw -23766655.243069 + Penalty 5979.510565 = -23760675.732504 nChanged 14 SP:Iteration 27Q (5265.250000 sec): 3 clusters Score: Raw -23766661.936409 + Penalty 5979.510565 = -23760682.425844 nChanged 7 SP:Iteration 28Q (5266.270000 sec): 3 clusters Score: Raw -23766665.458073 + Penalty 5979.510565 = -23760685.947508 nChanged 9 SP:Iteration 29Q (5267.240000 sec): 3 clusters Score: Raw -23766670.924597 + Penalty 5979.510565 = -23760691.414032 nChanged 11 SP:Iteration 30Q (5268.160000 sec): 3 clusters Score: Raw -23766676.305861 + Penalty 5979.510565 = -23760696.795296 nChanged 5 SP:Iteration 31Q (5268.930000 sec): 3 clusters Score: Raw -23766679.507663 + Penalty 5979.510565 = -23760699.997098 nChanged 7 SP:Iteration 32Q (5269.900000 sec): 3 clusters Score: Raw -23766683.619870 + Penalty 5979.510565 = -23760704.109305 nChanged 5 SP:Iteration 33Q (5270.940000 sec): 3 clusters Score: Raw -23766685.943476 + Penalty 5979.510565 = -23760706.432910 nChanged 4 SP:Iteration 34Q (5271.910000 sec): 3 clusters Score: Raw -23766688.662111 + Penalty 5979.510565 = -23760709.151546 nChanged 3 SP:Iteration 35Q (5272.890000 sec): 3 clusters Score: Raw -23766689.807679 + Penalty 5979.510565 = -23760710.297114 nChanged 2 SP:Iteration 36Q (5273.870000 sec): 3 clusters Score: Raw -23766690.265705 + Penalty 5979.510565 = -23760710.755140 nChanged 2 SP:Iteration 37Q (5274.910000 sec): 3 clusters Score: Raw -23766690.935903 + Penalty 5979.510565 = -23760711.425337 nChanged 3 SP:Iteration 38Q (5275.880000 sec): 3 clusters Score: Raw -23766692.069702 + Penalty 5979.510565 = -23760712.559137 nChanged 1 SP:Iteration 39Q (5276.900000 sec): 3 clusters Score: Raw -23766692.399194 + Penalty 5979.510565 = -23760712.888629 nChanged 1 SP:Iteration 40F (5278.010000 sec): 3 clusters Score: Raw -23766693.243591 + Penalty 5979.510565 = -23760713.733026 nChanged 1 SP:Iteration 41Q (5279.000000 sec): 3 clusters Score: Raw -23766693.679790 + Penalty 5979.510565 = -23760714.169225 nChanged 1 SP:Iteration 42Q (5279.890000 sec): 3 clusters Score: Raw -23766694.212138 + Penalty 5979.510565 = -23760714.701573 nChanged 0 SP:Iteration 43F (5280.970000 sec): 3 clusters Score: Raw -23766694.212138 + Penalty 5979.510565 = -23760714.701573 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 8 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5281.180000 sec): 2 clusters Score: Raw -21915.276061 + Penalty 1336.489789 = -20578.786272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5281.350000 sec): 3 clusters Score: Raw -22225.896474 + Penalty 2672.979578 = -19552.916896 nChanged 34 SP:Iteration 1F (5281.570000 sec): 3 clusters Score: Raw -22445.503393 + Penalty 2672.979578 = -19772.523815 nChanged 10 SP:Iteration 2Q (5281.730000 sec): 3 clusters Score: Raw -22532.891346 + Penalty 2672.979578 = -19859.911768 nChanged 1 SP:Iteration 3Q (5281.930000 sec): 3 clusters Score: Raw -22542.390153 + Penalty 2672.979578 = -19869.410575 nChanged 0 SP:Iteration 4F (5282.120000 sec): 3 clusters Score: Raw -22542.390153 + Penalty 2672.979578 = -19869.410575 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 9 (3111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5282.270000 sec): 2 clusters Score: Raw -403076.743572 + Penalty 1994.589475 = -401082.154097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5282.490000 sec): 3 clusters Score: Raw -401743.979150 + Penalty 3989.178950 = -397754.800200 nChanged 1100 SP:Iteration 1F (5282.690000 sec): 3 clusters Score: Raw -402449.977133 + Penalty 3989.178950 = -398460.798183 nChanged 235 SP:Iteration 2F (5282.950000 sec): 3 clusters Score: Raw -402625.915498 + Penalty 3989.178950 = -398636.736548 nChanged 127 SP:Iteration 3Q (5283.140000 sec): 3 clusters Score: Raw -402700.870458 + Penalty 3989.178950 = -398711.691508 nChanged 90 SP:Iteration 4Q (5283.410000 sec): 3 clusters Score: Raw -402749.381398 + Penalty 3989.178950 = -398760.202448 nChanged 63 SP:Iteration 5Q (5283.610000 sec): 3 clusters Score: Raw -402780.060833 + Penalty 3989.178950 = -398790.881882 nChanged 39 SP:Iteration 6Q (5283.810000 sec): 3 clusters Score: Raw -402798.173952 + Penalty 3989.178950 = -398808.995002 nChanged 35 SP:Iteration 7Q (5284.050000 sec): 3 clusters Score: Raw -402815.274412 + Penalty 3989.178950 = -398826.095461 nChanged 38 SP:Iteration 8Q (5284.280000 sec): 3 clusters Score: Raw -402839.476933 + Penalty 3989.178950 = -398850.297983 nChanged 32 SP:Iteration 9Q (5284.460000 sec): 3 clusters Score: Raw -402858.086994 + Penalty 3989.178950 = -398868.908044 nChanged 41 SP:Iteration 10Q (5284.690000 sec): 3 clusters Score: Raw -402879.661178 + Penalty 3989.178950 = -398890.482227 nChanged 26 SP:Iteration 11Q (5284.880000 sec): 3 clusters Score: Raw -402892.677601 + Penalty 3989.178950 = -398903.498650 nChanged 21 SP:Iteration 12Q (5285.080000 sec): 3 clusters Score: Raw -402901.773500 + Penalty 3989.178950 = -398912.594550 nChanged 19 SP:Iteration 13Q (5285.310000 sec): 3 clusters Score: Raw -402911.511056 + Penalty 3989.178950 = -398922.332105 nChanged 16 SP:Iteration 14Q (5285.460000 sec): 3 clusters Score: Raw -402917.183908 + Penalty 3989.178950 = -398928.004958 nChanged 11 SP:Iteration 15Q (5285.720000 sec): 3 clusters Score: Raw -402921.106843 + Penalty 3989.178950 = -398931.927893 nChanged 10 SP:Iteration 16Q (5285.940000 sec): 3 clusters Score: Raw -402925.134146 + Penalty 3989.178950 = -398935.955195 nChanged 10 SP:Iteration 17Q (5286.200000 sec): 3 clusters Score: Raw -402928.756739 + Penalty 3989.178950 = -398939.577789 nChanged 8 SP:Iteration 18Q (5286.420000 sec): 3 clusters Score: Raw -402931.862989 + Penalty 3989.178950 = -398942.684038 nChanged 11 SP:Iteration 19Q (5286.630000 sec): 3 clusters Score: Raw -402936.375586 + Penalty 3989.178950 = -398947.196636 nChanged 11 SP:Iteration 20F (5286.810000 sec): 3 clusters Score: Raw -402940.181744 + Penalty 3989.178950 = -398951.002793 nChanged 8 SP:Iteration 21Q (5287.050000 sec): 3 clusters Score: Raw -402943.065004 + Penalty 3989.178950 = -398953.886054 nChanged 5 SP:Iteration 22Q (5287.240000 sec): 3 clusters Score: Raw -402945.069139 + Penalty 3989.178950 = -398955.890188 nChanged 2 SP:Iteration 23Q (5287.450000 sec): 3 clusters Score: Raw -402945.668360 + Penalty 3989.178950 = -398956.489410 nChanged 2 SP:Iteration 24Q (5287.650000 sec): 3 clusters Score: Raw -402946.175114 + Penalty 3989.178950 = -398956.996163 nChanged 1 SP:Iteration 25Q (5287.850000 sec): 3 clusters Score: Raw -402946.589737 + Penalty 3989.178950 = -398957.410786 nChanged 1 SP:Iteration 26Q (5288.070000 sec): 3 clusters Score: Raw -402946.847015 + Penalty 3989.178950 = -398957.668065 nChanged 1 SP:Iteration 27Q (5288.270000 sec): 3 clusters Score: Raw -402947.529841 + Penalty 3989.178950 = -398958.350891 nChanged 0 SP:Iteration 28F (5288.510000 sec): 3 clusters Score: Raw -402947.529841 + Penalty 3989.178950 = -398958.350891 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 10 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5288.590000 sec): 2 clusters Score: Raw -36528.348262 + Penalty 1422.669930 = -35105.678332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5288.810000 sec): 3 clusters Score: Raw -36662.889830 + Penalty 2845.339860 = -33817.549970 nChanged 39 SP:Iteration 1F (5288.980000 sec): 3 clusters Score: Raw -36804.163063 + Penalty 2845.339860 = -33958.823203 nChanged 12 SP:Iteration 2Q (5289.170000 sec): 3 clusters Score: Raw -36887.442417 + Penalty 2845.339860 = -34042.102558 nChanged 3 SP:Iteration 3Q (5289.390000 sec): 3 clusters Score: Raw -36937.768171 + Penalty 2845.339860 = -34092.428311 nChanged 2 SP:Iteration 4Q (5289.610000 sec): 3 clusters Score: Raw -36942.419428 + Penalty 2845.339860 = -34097.079569 nChanged 0 SP:Iteration 5F (5289.810000 sec): 3 clusters Score: Raw -36942.419428 + Penalty 2845.339860 = -34097.079569 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 11 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5289.930000 sec): 2 clusters Score: Raw -79913.774560 + Penalty 1599.324570 = -78314.449991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5290.160000 sec): 3 clusters Score: Raw -79880.266099 + Penalty 3198.649139 = -76681.616960 nChanged 120 SP:Iteration 1F (5290.380000 sec): 3 clusters Score: Raw -80131.643045 + Penalty 3198.649139 = -76932.993905 nChanged 47 SP:Iteration 2F (5290.570000 sec): 3 clusters Score: Raw -80263.708760 + Penalty 3198.649139 = -77065.059621 nChanged 28 SP:Iteration 3Q (5290.810000 sec): 3 clusters Score: Raw -80331.681095 + Penalty 3198.649139 = -77133.031956 nChanged 25 SP:Iteration 4Q (5290.990000 sec): 3 clusters Score: Raw -80384.626407 + Penalty 3198.649139 = -77185.977267 nChanged 27 SP:Iteration 5Q (5291.250000 sec): 3 clusters Score: Raw -80444.351488 + Penalty 3198.649139 = -77245.702348 nChanged 21 SP:Iteration 6Q (5291.410000 sec): 3 clusters Score: Raw -80490.534057 + Penalty 3198.649139 = -77291.884918 nChanged 18 SP:Iteration 7Q (5291.570000 sec): 3 clusters Score: Raw -80549.227370 + Penalty 3198.649139 = -77350.578231 nChanged 18 SP:Iteration 8Q (5291.750000 sec): 3 clusters Score: Raw -80611.658118 + Penalty 3198.649139 = -77413.008979 nChanged 16 SP:Iteration 9Q (5291.940000 sec): 3 clusters Score: Raw -80691.534789 + Penalty 3198.649139 = -77492.885650 nChanged 12 SP:Iteration 10Q (5292.150000 sec): 3 clusters Score: Raw -80730.662676 + Penalty 3198.649139 = -77532.013536 nChanged 12 SP:Iteration 11Q (5292.350000 sec): 3 clusters Score: Raw -80772.514828 + Penalty 3198.649139 = -77573.865688 nChanged 11 SP:Iteration 12Q (5292.500000 sec): 3 clusters Score: Raw -80809.527502 + Penalty 3198.649139 = -77610.878363 nChanged 1 SP:Iteration 13Q (5292.640000 sec): 3 clusters Score: Raw -80812.320999 + Penalty 3198.649139 = -77613.671860 nChanged 0 SP:Iteration 14F (5292.850000 sec): 3 clusters Score: Raw -80812.320999 + Penalty 3198.649139 = -77613.671860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 12 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5292.930000 sec): 2 clusters Score: Raw -181613.308668 + Penalty 1784.034083 = -179829.274585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5293.130000 sec): 3 clusters Score: Raw -181221.935118 + Penalty 3568.068166 = -177653.866952 nChanged 376 SP:Iteration 1F (5293.290000 sec): 3 clusters Score: Raw -181573.922615 + Penalty 3568.068166 = -178005.854449 nChanged 85 SP:Iteration 2F (5293.450000 sec): 3 clusters Score: Raw -181658.608871 + Penalty 3568.068166 = -178090.540705 nChanged 35 SP:Iteration 3Q (5293.650000 sec): 3 clusters Score: Raw -181695.833263 + Penalty 3568.068166 = -178127.765097 nChanged 20 SP:Iteration 4Q (5293.810000 sec): 3 clusters Score: Raw -181714.606492 + Penalty 3568.068166 = -178146.538326 nChanged 11 SP:Iteration 5Q (5294.010000 sec): 3 clusters Score: Raw -181724.370118 + Penalty 3568.068166 = -178156.301953 nChanged 7 SP:Iteration 6Q (5294.220000 sec): 3 clusters Score: Raw -181729.922568 + Penalty 3568.068166 = -178161.854402 nChanged 7 SP:Iteration 7Q (5294.430000 sec): 3 clusters Score: Raw -181735.432595 + Penalty 3568.068166 = -178167.364429 nChanged 5 SP:Iteration 8Q (5294.590000 sec): 3 clusters Score: Raw -181739.821086 + Penalty 3568.068166 = -178171.752920 nChanged 3 SP:Iteration 9Q (5294.770000 sec): 3 clusters Score: Raw -181741.688970 + Penalty 3568.068166 = -178173.620804 nChanged 3 SP:Iteration 10Q (5295.000000 sec): 3 clusters Score: Raw -181743.863465 + Penalty 3568.068166 = -178175.795299 nChanged 3 SP:Iteration 11Q (5295.200000 sec): 3 clusters Score: Raw -181747.568480 + Penalty 3568.068166 = -178179.500315 nChanged 1 SP:Iteration 12Q (5295.370000 sec): 3 clusters Score: Raw -181747.885545 + Penalty 3568.068166 = -178179.817379 nChanged 0 SP:Iteration 13F (5295.610000 sec): 3 clusters Score: Raw -181747.885545 + Penalty 3568.068166 = -178179.817379 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 13 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5295.710000 sec): 2 clusters Score: Raw -12868.135177 + Penalty 1216.508145 = -11651.627032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5295.890000 sec): 3 clusters Score: Raw -13382.099481 + Penalty 2433.016290 = -10949.083191 nChanged 12 SP:Iteration 1F (5296.070000 sec): 3 clusters Score: Raw -13493.033331 + Penalty 2433.016290 = -11060.017041 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 14 (64 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5296.170000 sec): 2 clusters Score: Raw -7453.590133 + Penalty 1031.403005 = -6422.187128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5296.270000 sec): 2 clusters Score: Raw -3356.658856 + Penalty 1031.403005 = -2325.255852 nChanged 30 SP:Iteration 1F (5296.320000 sec): 2 clusters Score: Raw -7453.590133 + Penalty 1031.403005 = -6422.187128 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 15 (233708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.550000 sec): 2 clusters Score: Raw -31963637.615282 + Penalty 3065.733282 = -31960571.882000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5298.920000 sec): 3 clusters Score: Raw -31810206.117209 + Penalty 6131.466565 = -31804074.650644 nChanged 112466 SP:Iteration 1F (5300.380000 sec): 3 clusters Score: Raw -31876355.448717 + Penalty 6131.466565 = -31870223.982152 nChanged 6179 SP:Iteration 2Q (5301.930000 sec): 3 clusters Score: Raw -31877609.693639 + Penalty 6131.466565 = -31871478.227074 nChanged 7178 SP:Iteration 3Q (5303.430000 sec): 3 clusters Score: Raw -31879491.233915 + Penalty 6131.466565 = -31873359.767350 nChanged 9053 SP:Iteration 4Q (5305.050000 sec): 3 clusters Score: Raw -31882737.056893 + Penalty 6131.466565 = -31876605.590328 nChanged 12219 SP:Iteration 5F (5306.550000 sec): 3 clusters Score: Raw -31888817.920082 + Penalty 6131.466565 = -31882686.453517 nChanged 16396 SP:Iteration 6F (5308.170000 sec): 3 clusters Score: Raw -31899680.359306 + Penalty 6131.466565 = -31893548.892741 nChanged 20146 SP:Iteration 7F (5309.750000 sec): 3 clusters Score: Raw -31916397.810230 + Penalty 6131.466565 = -31910266.343665 nChanged 20573 SP:Iteration 8F (5311.330000 sec): 3 clusters Score: Raw -31936104.042840 + Penalty 6131.466565 = -31929972.576275 nChanged 15681 SP:Iteration 9F (5312.890000 sec): 3 clusters Score: Raw -31952075.263509 + Penalty 6131.466565 = -31945943.796944 nChanged 8216 SP:Iteration 10Q (5314.450000 sec): 3 clusters Score: Raw -31960288.857607 + Penalty 6131.466565 = -31954157.391042 nChanged 2770 SP:Iteration 11Q (5315.890000 sec): 3 clusters Score: Raw -31962918.336801 + Penalty 6131.466565 = -31956786.870236 nChanged 663 SP:Iteration 12Q (5317.160000 sec): 3 clusters Score: Raw -31963586.068064 + Penalty 6131.466565 = -31957454.601499 nChanged 157 SP:Iteration 13Q (5318.320000 sec): 3 clusters Score: Raw -31963795.553585 + Penalty 6131.466565 = -31957664.087020 nChanged 49 SP:Iteration 14Q (5319.500000 sec): 3 clusters Score: Raw -31963865.991985 + Penalty 6131.466565 = -31957734.525420 nChanged 18 SP:Iteration 15Q (5320.770000 sec): 3 clusters Score: Raw -31963891.628329 + Penalty 6131.466565 = -31957760.161764 nChanged 4 SP:Iteration 16Q (5322.110000 sec): 3 clusters Score: Raw -31963898.375498 + Penalty 6131.466565 = -31957766.908933 nChanged 3 SP:Iteration 17Q (5323.590000 sec): 3 clusters Score: Raw -31963904.527765 + Penalty 6131.466565 = -31957773.061200 nChanged 1 SP:Iteration 18Q (5324.970000 sec): 3 clusters Score: Raw -31963906.905766 + Penalty 6131.466565 = -31957775.439201 nChanged 2 SP:Iteration 19Q (5326.330000 sec): 3 clusters Score: Raw -31963911.312070 + Penalty 6131.466565 = -31957779.845506 nChanged 3 SP:Iteration 20F (5327.670000 sec): 3 clusters Score: Raw -31963913.667982 + Penalty 6131.466565 = -31957782.201417 nChanged 1 SP:Iteration 21Q (5328.770000 sec): 3 clusters Score: Raw -31963916.350467 + Penalty 6131.466565 = -31957784.883902 nChanged 1 SP:Iteration 22Q (5329.950000 sec): 3 clusters Score: Raw -31963918.038003 + Penalty 6131.466565 = -31957786.571438 nChanged 2 SP:Iteration 23Q (5331.010000 sec): 3 clusters Score: Raw -31963922.221026 + Penalty 6131.466565 = -31957790.754461 nChanged 2 SP:Iteration 24Q (5332.230000 sec): 3 clusters Score: Raw -31963925.149979 + Penalty 6131.466565 = -31957793.683414 nChanged 3 SP:Iteration 25Q (5333.660000 sec): 3 clusters Score: Raw -31963931.576519 + Penalty 6131.466565 = -31957800.109954 nChanged 3 SP:Iteration 26Q (5335.000000 sec): 3 clusters Score: Raw -31963937.195892 + Penalty 6131.466565 = -31957805.729327 nChanged 3 SP:Iteration 27Q (5336.310000 sec): 3 clusters Score: Raw -31963942.428661 + Penalty 6131.466565 = -31957810.962096 nChanged 2 SP:Iteration 28Q (5337.660000 sec): 3 clusters Score: Raw -31963946.010456 + Penalty 6131.466565 = -31957814.543891 nChanged 1 SP:Iteration 29Q (5338.930000 sec): 3 clusters Score: Raw -31963947.822593 + Penalty 6131.466565 = -31957816.356028 nChanged 1 SP:Iteration 30Q (5340.290000 sec): 3 clusters Score: Raw -31963951.398127 + Penalty 6131.466565 = -31957819.931562 nChanged 4 SP:Iteration 31Q (5341.570000 sec): 3 clusters Score: Raw -31963960.656725 + Penalty 6131.466565 = -31957829.190160 nChanged 1 SP:Iteration 32Q (5342.830000 sec): 3 clusters Score: Raw -31963961.629760 + Penalty 6131.466565 = -31957830.163195 nChanged 1 SP:Iteration 33Q (5344.150000 sec): 3 clusters Score: Raw -31963962.656900 + Penalty 6131.466565 = -31957831.190335 nChanged 0 SP:Iteration 34F (5345.640000 sec): 3 clusters Score: Raw -31963962.656900 + Penalty 6131.466565 = -31957831.190335 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 16 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5345.870000 sec): 2 clusters Score: Raw -102468.822902 + Penalty 1652.139976 = -100816.682926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5346.080000 sec): 3 clusters Score: Raw -102336.796487 + Penalty 3304.279951 = -99032.516536 nChanged 185 SP:Iteration 1F (5346.240000 sec): 3 clusters Score: Raw -102597.210861 + Penalty 3304.279951 = -99292.930910 nChanged 37 SP:Iteration 2Q (5346.490000 sec): 3 clusters Score: Raw -102647.189609 + Penalty 3304.279951 = -99342.909657 nChanged 18 SP:Iteration 3Q (5346.680000 sec): 3 clusters Score: Raw -102672.354777 + Penalty 3304.279951 = -99368.074825 nChanged 5 SP:Iteration 4Q (5346.860000 sec): 3 clusters Score: Raw -102681.505189 + Penalty 3304.279951 = -99377.225237 nChanged 4 SP:Iteration 5Q (5347.080000 sec): 3 clusters Score: Raw -102688.967019 + Penalty 3304.279951 = -99384.687068 nChanged 6 SP:Iteration 6Q (5347.250000 sec): 3 clusters Score: Raw -102698.224470 + Penalty 3304.279951 = -99393.944519 nChanged 7 SP:Iteration 7Q (5347.470000 sec): 3 clusters Score: Raw -102713.928163 + Penalty 3304.279951 = -99409.648211 nChanged 3 SP:Iteration 8Q (5347.690000 sec): 3 clusters Score: Raw -102724.223924 + Penalty 3304.279951 = -99419.943972 nChanged 4 SP:Iteration 9Q (5347.820000 sec): 3 clusters Score: Raw -102731.842635 + Penalty 3304.279951 = -99427.562684 nChanged 2 SP:Iteration 10Q (5347.970000 sec): 3 clusters Score: Raw -102734.007494 + Penalty 3304.279951 = -99429.727543 nChanged 0 SP:Iteration 11F (5348.130000 sec): 3 clusters Score: Raw -102734.007494 + Penalty 3304.279951 = -99429.727543 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 17 (3990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5348.250000 sec): 2 clusters Score: Raw -521703.479881 + Penalty 2056.303534 = -519647.176346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5348.460000 sec): 3 clusters Score: Raw -519845.144212 + Penalty 4112.607069 = -515732.537143 nChanged 1490 SP:Iteration 1F (5348.660000 sec): 3 clusters Score: Raw -520762.844230 + Penalty 4112.607069 = -516650.237161 nChanged 306 SP:Iteration 2F (5348.930000 sec): 3 clusters Score: Raw -520980.737403 + Penalty 4112.607069 = -516868.130334 nChanged 209 SP:Iteration 3F (5349.170000 sec): 3 clusters Score: Raw -521108.516130 + Penalty 4112.607069 = -516995.909061 nChanged 148 SP:Iteration 4Q (5349.470000 sec): 3 clusters Score: Raw -521191.236142 + Penalty 4112.607069 = -517078.629073 nChanged 124 SP:Iteration 5Q (5349.670000 sec): 3 clusters Score: Raw -521258.038721 + Penalty 4112.607069 = -517145.431652 nChanged 99 SP:Iteration 6Q (5349.900000 sec): 3 clusters Score: Raw -521316.412494 + Penalty 4112.607069 = -517203.805425 nChanged 85 SP:Iteration 7Q (5350.080000 sec): 3 clusters Score: Raw -521362.208880 + Penalty 4112.607069 = -517249.601811 nChanged 78 SP:Iteration 8Q (5350.280000 sec): 3 clusters Score: Raw -521401.497783 + Penalty 4112.607069 = -517288.890714 nChanged 75 SP:Iteration 9Q (5350.570000 sec): 3 clusters Score: Raw -521443.020016 + Penalty 4112.607069 = -517330.412947 nChanged 67 SP:Iteration 10Q (5350.800000 sec): 3 clusters Score: Raw -521477.750021 + Penalty 4112.607069 = -517365.142952 nChanged 62 SP:Iteration 11Q (5351.030000 sec): 3 clusters Score: Raw -521509.090855 + Penalty 4112.607069 = -517396.483786 nChanged 57 SP:Iteration 12Q (5351.310000 sec): 3 clusters Score: Raw -521533.839059 + Penalty 4112.607069 = -517421.231990 nChanged 44 SP:Iteration 13Q (5351.570000 sec): 3 clusters Score: Raw -521554.764724 + Penalty 4112.607069 = -517442.157656 nChanged 49 SP:Iteration 14Q (5351.790000 sec): 3 clusters Score: Raw -521577.853225 + Penalty 4112.607069 = -517465.246156 nChanged 44 SP:Iteration 15Q (5352.100000 sec): 3 clusters Score: Raw -521599.604303 + Penalty 4112.607069 = -517486.997234 nChanged 36 SP:Iteration 16Q (5352.320000 sec): 3 clusters Score: Raw -521616.612863 + Penalty 4112.607069 = -517504.005794 nChanged 40 SP:Iteration 17Q (5352.540000 sec): 3 clusters Score: Raw -521638.012219 + Penalty 4112.607069 = -517525.405150 nChanged 43 SP:Iteration 18Q (5352.780000 sec): 3 clusters Score: Raw -521660.511776 + Penalty 4112.607069 = -517547.904707 nChanged 39 SP:Iteration 19Q (5353.000000 sec): 3 clusters Score: Raw -521683.032220 + Penalty 4112.607069 = -517570.425151 nChanged 44 SP:Iteration 20F (5353.210000 sec): 3 clusters Score: Raw -521709.033483 + Penalty 4112.607069 = -517596.426414 nChanged 62 SP:Iteration 21Q (5353.420000 sec): 3 clusters Score: Raw -521749.818906 + Penalty 4112.607069 = -517637.211837 nChanged 74 SP:Iteration 22Q (5353.650000 sec): 3 clusters Score: Raw -521804.850871 + Penalty 4112.607069 = -517692.243802 nChanged 82 SP:Iteration 23Q (5353.870000 sec): 3 clusters Score: Raw -521859.950823 + Penalty 4112.607069 = -517747.343754 nChanged 72 SP:Iteration 24Q (5354.070000 sec): 3 clusters Score: Raw -521909.101162 + Penalty 4112.607069 = -517796.494093 nChanged 78 SP:Iteration 25Q (5354.250000 sec): 3 clusters Score: Raw -521969.090783 + Penalty 4112.607069 = -517856.483714 nChanged 85 SP:Iteration 26Q (5354.470000 sec): 3 clusters Score: Raw -522037.421216 + Penalty 4112.607069 = -517924.814147 nChanged 87 SP:Iteration 27Q (5354.650000 sec): 3 clusters Score: Raw -522111.931686 + Penalty 4112.607069 = -517999.324617 nChanged 81 SP:Iteration 28Q (5354.870000 sec): 3 clusters Score: Raw -522174.557086 + Penalty 4112.607069 = -518061.950017 nChanged 77 SP:Iteration 29Q (5355.070000 sec): 3 clusters Score: Raw -522228.910211 + Penalty 4112.607069 = -518116.303142 nChanged 65 SP:Iteration 30Q (5355.250000 sec): 3 clusters Score: Raw -522283.429773 + Penalty 4112.607069 = -518170.822704 nChanged 72 SP:Iteration 31Q (5355.440000 sec): 3 clusters Score: Raw -522334.632473 + Penalty 4112.607069 = -518222.025404 nChanged 66 SP:Iteration 32Q (5355.690000 sec): 3 clusters Score: Raw -522380.195810 + Penalty 4112.607069 = -518267.588741 nChanged 50 SP:Iteration 33Q (5355.890000 sec): 3 clusters Score: Raw -522417.773769 + Penalty 4112.607069 = -518305.166700 nChanged 53 SP:Iteration 34Q (5356.100000 sec): 3 clusters Score: Raw -522460.277339 + Penalty 4112.607069 = -518347.670270 nChanged 50 SP:Iteration 35Q (5356.310000 sec): 3 clusters Score: Raw -522496.490829 + Penalty 4112.607069 = -518383.883760 nChanged 37 SP:Iteration 36Q (5356.550000 sec): 3 clusters Score: Raw -522525.288540 + Penalty 4112.607069 = -518412.681471 nChanged 34 SP:Iteration 37Q (5356.790000 sec): 3 clusters Score: Raw -522551.001511 + Penalty 4112.607069 = -518438.394442 nChanged 32 SP:Iteration 38Q (5356.950000 sec): 3 clusters Score: Raw -522571.523437 + Penalty 4112.607069 = -518458.916368 nChanged 36 SP:Iteration 39Q (5357.160000 sec): 3 clusters Score: Raw -522600.765002 + Penalty 4112.607069 = -518488.157933 nChanged 36 SP:Iteration 40F (5357.370000 sec): 3 clusters Score: Raw -522632.857291 + Penalty 4112.607069 = -518520.250222 nChanged 28 SP:Iteration 41Q (5357.600000 sec): 3 clusters Score: Raw -522681.634385 + Penalty 4112.607069 = -518569.027316 nChanged 31 SP:Iteration 42Q (5357.780000 sec): 3 clusters Score: Raw -522705.042689 + Penalty 4112.607069 = -518592.435620 nChanged 20 SP:Iteration 43Q (5357.980000 sec): 3 clusters Score: Raw -522717.034902 + Penalty 4112.607069 = -518604.427833 nChanged 23 SP:Iteration 44Q (5358.120000 sec): 3 clusters Score: Raw -522728.247608 + Penalty 4112.607069 = -518615.640539 nChanged 16 SP:Iteration 45Q (5358.360000 sec): 3 clusters Score: Raw -522737.555065 + Penalty 4112.607069 = -518624.947996 nChanged 11 SP:Iteration 46Q (5358.570000 sec): 3 clusters Score: Raw -522745.730785 + Penalty 4112.607069 = -518633.123716 nChanged 16 SP:Iteration 47Q (5358.740000 sec): 3 clusters Score: Raw -522753.239890 + Penalty 4112.607069 = -518640.632821 nChanged 9 SP:Iteration 48Q (5358.950000 sec): 3 clusters Score: Raw -522757.568267 + Penalty 4112.607069 = -518644.961199 nChanged 10 SP:Iteration 49Q (5359.200000 sec): 3 clusters Score: Raw -522763.562075 + Penalty 4112.607069 = -518650.955006 nChanged 18 SP:Iteration 50Q (5359.460000 sec): 3 clusters Score: Raw -522776.001862 + Penalty 4112.607069 = -518663.394793 nChanged 19 SP:Iteration 51Q (5359.650000 sec): 3 clusters Score: Raw -522787.917121 + Penalty 4112.607069 = -518675.310052 nChanged 15 SP:Iteration 52Q (5359.880000 sec): 3 clusters Score: Raw -522794.554616 + Penalty 4112.607069 = -518681.947547 nChanged 13 SP:Iteration 53Q (5360.080000 sec): 3 clusters Score: Raw -522800.089765 + Penalty 4112.607069 = -518687.482696 nChanged 6 SP:Iteration 54Q (5360.330000 sec): 3 clusters Score: Raw -522803.700049 + Penalty 4112.607069 = -518691.092980 nChanged 9 SP:Iteration 55Q (5360.500000 sec): 3 clusters Score: Raw -522807.482675 + Penalty 4112.607069 = -518694.875606 nChanged 9 SP:Iteration 56Q (5360.700000 sec): 3 clusters Score: Raw -522811.972144 + Penalty 4112.607069 = -518699.365075 nChanged 7 SP:Iteration 57Q (5360.870000 sec): 3 clusters Score: Raw -522814.956803 + Penalty 4112.607069 = -518702.349734 nChanged 9 SP:Iteration 58Q (5361.100000 sec): 3 clusters Score: Raw -522819.615793 + Penalty 4112.607069 = -518707.008724 nChanged 6 SP:Iteration 59Q (5361.230000 sec): 3 clusters Score: Raw -522821.818620 + Penalty 4112.607069 = -518709.211551 nChanged 4 SP:Iteration 60F (5361.430000 sec): 3 clusters Score: Raw -522823.075799 + Penalty 4112.607069 = -518710.468731 nChanged 3 SP:Iteration 61Q (5361.610000 sec): 3 clusters Score: Raw -522824.671609 + Penalty 4112.607069 = -518712.064540 nChanged 0 SP:Iteration 62F (5361.810000 sec): 3 clusters Score: Raw -522824.671609 + Penalty 4112.607069 = -518712.064540 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 18 (733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5361.960000 sec): 2 clusters Score: Raw -100775.938672 + Penalty 1636.092134 = -99139.846538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5362.090000 sec): 3 clusters Score: Raw -100696.284230 + Penalty 3272.184268 = -97424.099962 nChanged 142 SP:Iteration 1F (5362.320000 sec): 3 clusters Score: Raw -100908.464712 + Penalty 3272.184268 = -97636.280444 nChanged 40 SP:Iteration 2F (5362.520000 sec): 3 clusters Score: Raw -100977.729595 + Penalty 3272.184268 = -97705.545327 nChanged 23 SP:Iteration 3Q (5362.770000 sec): 3 clusters Score: Raw -101012.875963 + Penalty 3272.184268 = -97740.691695 nChanged 9 SP:Iteration 4Q (5362.980000 sec): 3 clusters Score: Raw -101032.880443 + Penalty 3272.184268 = -97760.696175 nChanged 6 SP:Iteration 5Q (5363.150000 sec): 3 clusters Score: Raw -101048.665937 + Penalty 3272.184268 = -97776.481669 nChanged 8 SP:Iteration 6Q (5363.330000 sec): 3 clusters Score: Raw -101061.845605 + Penalty 3272.184268 = -97789.661337 nChanged 3 SP:Iteration 7Q (5363.500000 sec): 3 clusters Score: Raw -101069.592999 + Penalty 3272.184268 = -97797.408731 nChanged 3 SP:Iteration 8Q (5363.690000 sec): 3 clusters Score: Raw -101075.186086 + Penalty 3272.184268 = -97803.001818 nChanged 3 SP:Iteration 9Q (5363.870000 sec): 3 clusters Score: Raw -101079.373238 + Penalty 3272.184268 = -97807.188970 nChanged 2 SP:Iteration 10Q (5364.070000 sec): 3 clusters Score: Raw -101083.759633 + Penalty 3272.184268 = -97811.575365 nChanged 2 SP:Iteration 11Q (5364.260000 sec): 3 clusters Score: Raw -101087.843826 + Penalty 3272.184268 = -97815.659558 nChanged 3 SP:Iteration 12Q (5364.430000 sec): 3 clusters Score: Raw -101093.619188 + Penalty 3272.184268 = -97821.434919 nChanged 3 SP:Iteration 13Q (5364.620000 sec): 3 clusters Score: Raw -101096.159885 + Penalty 3272.184268 = -97823.975617 nChanged 1 SP:Iteration 14Q (5364.770000 sec): 3 clusters Score: Raw -101098.650102 + Penalty 3272.184268 = -97826.465834 nChanged 0 SP:Iteration 15F (5364.930000 sec): 3 clusters Score: Raw -101098.650102 + Penalty 3272.184268 = -97826.465834 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 19 (108122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5365.600000 sec): 2 clusters Score: Raw -14826045.471269 + Penalty 2874.571844 = -14823170.899425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5366.490000 sec): 3 clusters Score: Raw -14756273.342172 + Penalty 5749.143687 = -14750524.198485 nChanged 51652 SP:Iteration 1F (5367.270000 sec): 3 clusters Score: Raw -14786079.900985 + Penalty 5749.143687 = -14780330.757298 nChanged 3263 SP:Iteration 2Q (5368.160000 sec): 3 clusters Score: Raw -14786770.404515 + Penalty 5749.143687 = -14781021.260828 nChanged 3171 SP:Iteration 3Q (5369.020000 sec): 3 clusters Score: Raw -14787484.350151 + Penalty 5749.143687 = -14781735.206464 nChanged 3227 SP:Iteration 4Q (5369.920000 sec): 3 clusters Score: Raw -14788273.802763 + Penalty 5749.143687 = -14782524.659076 nChanged 3371 SP:Iteration 5Q (5370.850000 sec): 3 clusters Score: Raw -14789188.875882 + Penalty 5749.143687 = -14783439.732195 nChanged 3577 SP:Iteration 6Q (5371.780000 sec): 3 clusters Score: Raw -14790301.467587 + Penalty 5749.143687 = -14784552.323900 nChanged 3936 SP:Iteration 7Q (5372.720000 sec): 3 clusters Score: Raw -14791737.685423 + Penalty 5749.143687 = -14785988.541736 nChanged 4445 SP:Iteration 8Q (5373.630000 sec): 3 clusters Score: Raw -14793703.330967 + Penalty 5749.143687 = -14787954.187280 nChanged 5131 SP:Iteration 9Q (5374.530000 sec): 3 clusters Score: Raw -14796397.319444 + Penalty 5749.143687 = -14790648.175757 nChanged 5954 SP:Iteration 10F (5375.350000 sec): 3 clusters Score: Raw -14800124.134084 + Penalty 5749.143687 = -14794374.990397 nChanged 6596 SP:Iteration 11F (5376.140000 sec): 3 clusters Score: Raw -14804878.578149 + Penalty 5749.143687 = -14799129.434462 nChanged 6722 SP:Iteration 12F (5376.960000 sec): 3 clusters Score: Raw -14810120.161477 + Penalty 5749.143687 = -14804371.017790 nChanged 5773 SP:Iteration 13F (5377.780000 sec): 3 clusters Score: Raw -14814688.596622 + Penalty 5749.143687 = -14808939.452935 nChanged 4563 SP:Iteration 14Q (5378.600000 sec): 3 clusters Score: Raw -14818222.111512 + Penalty 5749.143687 = -14812472.967825 nChanged 3300 SP:Iteration 15Q (5379.400000 sec): 3 clusters Score: Raw -14820737.690359 + Penalty 5749.143687 = -14814988.546672 nChanged 2416 SP:Iteration 16Q (5380.150000 sec): 3 clusters Score: Raw -14822562.759337 + Penalty 5749.143687 = -14816813.615650 nChanged 1731 SP:Iteration 17Q (5380.920000 sec): 3 clusters Score: Raw -14823772.571539 + Penalty 5749.143687 = -14818023.427852 nChanged 1357 SP:Iteration 18Q (5381.630000 sec): 3 clusters Score: Raw -14824581.231428 + Penalty 5749.143687 = -14818832.087741 nChanged 1004 SP:Iteration 19Q (5382.300000 sec): 3 clusters Score: Raw -14825104.767441 + Penalty 5749.143687 = -14819355.623754 nChanged 808 SP:Iteration 20F (5382.990000 sec): 3 clusters Score: Raw -14825482.521032 + Penalty 5749.143687 = -14819733.377345 nChanged 651 SP:Iteration 21Q (5383.710000 sec): 3 clusters Score: Raw -14825758.333670 + Penalty 5749.143687 = -14820009.189983 nChanged 537 SP:Iteration 22Q (5384.480000 sec): 3 clusters Score: Raw -14825960.922182 + Penalty 5749.143687 = -14820211.778495 nChanged 400 SP:Iteration 23Q (5385.150000 sec): 3 clusters Score: Raw -14826095.307400 + Penalty 5749.143687 = -14820346.163713 nChanged 326 SP:Iteration 24Q (5385.810000 sec): 3 clusters Score: Raw -14826203.825007 + Penalty 5749.143687 = -14820454.681320 nChanged 288 SP:Iteration 25Q (5386.520000 sec): 3 clusters Score: Raw -14826305.470221 + Penalty 5749.143687 = -14820556.326534 nChanged 254 SP:Iteration 26Q (5387.170000 sec): 3 clusters Score: Raw -14826385.631817 + Penalty 5749.143687 = -14820636.488130 nChanged 201 SP:Iteration 27Q (5387.940000 sec): 3 clusters Score: Raw -14826445.047069 + Penalty 5749.143687 = -14820695.903382 nChanged 161 SP:Iteration 28Q (5388.610000 sec): 3 clusters Score: Raw -14826488.582397 + Penalty 5749.143687 = -14820739.438710 nChanged 140 SP:Iteration 29Q (5389.270000 sec): 3 clusters Score: Raw -14826529.490424 + Penalty 5749.143687 = -14820780.346737 nChanged 120 SP:Iteration 30Q (5390.000000 sec): 3 clusters Score: Raw -14826563.866193 + Penalty 5749.143687 = -14820814.722506 nChanged 113 SP:Iteration 31Q (5390.680000 sec): 3 clusters Score: Raw -14826592.185392 + Penalty 5749.143687 = -14820843.041705 nChanged 79 SP:Iteration 32Q (5391.360000 sec): 3 clusters Score: Raw -14826609.914804 + Penalty 5749.143687 = -14820860.771116 nChanged 63 SP:Iteration 33Q (5392.130000 sec): 3 clusters Score: Raw -14826622.597267 + Penalty 5749.143687 = -14820873.453580 nChanged 54 SP:Iteration 34Q (5392.770000 sec): 3 clusters Score: Raw -14826633.221548 + Penalty 5749.143687 = -14820884.077861 nChanged 47 SP:Iteration 35Q (5393.500000 sec): 3 clusters Score: Raw -14826642.542578 + Penalty 5749.143687 = -14820893.398891 nChanged 34 SP:Iteration 36Q (5394.290000 sec): 3 clusters Score: Raw -14826649.270015 + Penalty 5749.143687 = -14820900.126328 nChanged 34 SP:Iteration 37Q (5394.970000 sec): 3 clusters Score: Raw -14826656.976120 + Penalty 5749.143687 = -14820907.832433 nChanged 33 SP:Iteration 38Q (5395.750000 sec): 3 clusters Score: Raw -14826664.086547 + Penalty 5749.143687 = -14820914.942860 nChanged 32 SP:Iteration 39Q (5396.460000 sec): 3 clusters Score: Raw -14826673.811285 + Penalty 5749.143687 = -14820924.667598 nChanged 37 SP:Iteration 40F (5397.230000 sec): 3 clusters Score: Raw -14826683.806599 + Penalty 5749.143687 = -14820934.662912 nChanged 25 SP:Iteration 41Q (5397.970000 sec): 3 clusters Score: Raw -14826688.066694 + Penalty 5749.143687 = -14820938.923007 nChanged 22 SP:Iteration 42Q (5398.660000 sec): 3 clusters Score: Raw -14826691.832767 + Penalty 5749.143687 = -14820942.689080 nChanged 12 SP:Iteration 43Q (5399.430000 sec): 3 clusters Score: Raw -14826694.403527 + Penalty 5749.143687 = -14820945.259840 nChanged 11 SP:Iteration 44Q (5400.160000 sec): 3 clusters Score: Raw -14826697.110675 + Penalty 5749.143687 = -14820947.966987 nChanged 14 SP:Iteration 45Q (5400.950000 sec): 3 clusters Score: Raw -14826699.669618 + Penalty 5749.143687 = -14820950.525931 nChanged 12 SP:Iteration 46Q (5401.680000 sec): 3 clusters Score: Raw -14826701.669885 + Penalty 5749.143687 = -14820952.526198 nChanged 4 SP:Iteration 47Q (5402.330000 sec): 3 clusters Score: Raw -14826702.310276 + Penalty 5749.143687 = -14820953.166588 nChanged 4 SP:Iteration 48Q (5403.100000 sec): 3 clusters Score: Raw -14826702.944700 + Penalty 5749.143687 = -14820953.801013 nChanged 4 SP:Iteration 49Q (5403.760000 sec): 3 clusters Score: Raw -14826703.946043 + Penalty 5749.143687 = -14820954.802356 nChanged 8 SP:Iteration 50Q (5404.460000 sec): 3 clusters Score: Raw -14826705.403731 + Penalty 5749.143687 = -14820956.260044 nChanged 7 SP:Iteration 51Q (5405.120000 sec): 3 clusters Score: Raw -14826706.995619 + Penalty 5749.143687 = -14820957.851932 nChanged 3 SP:Iteration 52Q (5405.740000 sec): 3 clusters Score: Raw -14826707.476861 + Penalty 5749.143687 = -14820958.333174 nChanged 2 SP:Iteration 53Q (5406.440000 sec): 3 clusters Score: Raw -14826707.844790 + Penalty 5749.143687 = -14820958.701103 nChanged 3 SP:Iteration 54Q (5407.120000 sec): 3 clusters Score: Raw -14826708.425839 + Penalty 5749.143687 = -14820959.282152 nChanged 1 SP:Iteration 55Q (5407.730000 sec): 3 clusters Score: Raw -14826708.560358 + Penalty 5749.143687 = -14820959.416671 nChanged 1 SP:Iteration 56Q (5408.530000 sec): 3 clusters Score: Raw -14826708.803876 + Penalty 5749.143687 = -14820959.660189 nChanged 2 SP:Iteration 57Q (5409.170000 sec): 3 clusters Score: Raw -14826709.139479 + Penalty 5749.143687 = -14820959.995792 nChanged 0 SP:Iteration 58F (5409.920000 sec): 3 clusters Score: Raw -14826709.139479 + Penalty 5749.143687 = -14820959.995792 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 20 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5410.060000 sec): 2 clusters Score: Raw -44522.795737 + Penalty 1461.811903 = -43060.983835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5410.230000 sec): 3 clusters Score: Raw -44623.200779 + Penalty 2923.623806 = -41699.576973 nChanged 49 SP:Iteration 1F (5410.420000 sec): 3 clusters Score: Raw -44767.542538 + Penalty 2923.623806 = -41843.918732 nChanged 11 SP:Iteration 2Q (5410.590000 sec): 3 clusters Score: Raw -44818.501079 + Penalty 2923.623806 = -41894.877273 nChanged 11 SP:Iteration 3Q (5410.780000 sec): 3 clusters Score: Raw -44868.340696 + Penalty 2923.623806 = -41944.716890 nChanged 9 SP:Iteration 4Q (5410.960000 sec): 3 clusters Score: Raw -44906.499843 + Penalty 2923.623806 = -41982.876037 nChanged 4 SP:Iteration 5Q (5411.130000 sec): 3 clusters Score: Raw -44929.879885 + Penalty 2923.623806 = -42006.256079 nChanged 5 SP:Iteration 6Q (5411.340000 sec): 3 clusters Score: Raw -44951.665792 + Penalty 2923.623806 = -42028.041987 nChanged 0 SP:Iteration 7F (5411.610000 sec): 3 clusters Score: Raw -44951.665792 + Penalty 2923.623806 = -42028.041987 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 21 (1198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.690000 sec): 2 clusters Score: Raw -150009.776763 + Penalty 1757.925377 = -148251.851386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5411.900000 sec): 3 clusters Score: Raw -149730.295864 + Penalty 3515.850754 = -146214.445110 nChanged 298 SP:Iteration 1F (5412.080000 sec): 3 clusters Score: Raw -150060.304766 + Penalty 3515.850754 = -146544.454012 nChanged 67 SP:Iteration 2F (5412.270000 sec): 3 clusters Score: Raw -150147.593785 + Penalty 3515.850754 = -146631.743030 nChanged 38 SP:Iteration 3Q (5412.530000 sec): 3 clusters Score: Raw -150191.664886 + Penalty 3515.850754 = -146675.814131 nChanged 18 SP:Iteration 4Q (5412.740000 sec): 3 clusters Score: Raw -150205.913587 + Penalty 3515.850754 = -146690.062833 nChanged 7 SP:Iteration 5Q (5412.910000 sec): 3 clusters Score: Raw -150212.824010 + Penalty 3515.850754 = -146696.973256 nChanged 7 SP:Iteration 6Q (5413.160000 sec): 3 clusters Score: Raw -150223.345415 + Penalty 3515.850754 = -146707.494660 nChanged 11 SP:Iteration 7Q (5413.330000 sec): 3 clusters Score: Raw -150236.202695 + Penalty 3515.850754 = -146720.351941 nChanged 6 SP:Iteration 8Q (5413.530000 sec): 3 clusters Score: Raw -150242.331614 + Penalty 3515.850754 = -146726.480859 nChanged 9 SP:Iteration 9Q (5413.720000 sec): 3 clusters Score: Raw -150250.446046 + Penalty 3515.850754 = -146734.595291 nChanged 9 SP:Iteration 10Q (5413.890000 sec): 3 clusters Score: Raw -150258.496612 + Penalty 3515.850754 = -146742.645858 nChanged 2 SP:Iteration 11Q (5414.050000 sec): 3 clusters Score: Raw -150261.280352 + Penalty 3515.850754 = -146745.429598 nChanged 2 SP:Iteration 12Q (5414.210000 sec): 3 clusters Score: Raw -150264.271241 + Penalty 3515.850754 = -146748.420487 nChanged 3 SP:Iteration 13Q (5414.410000 sec): 3 clusters Score: Raw -150267.070256 + Penalty 3515.850754 = -146751.219501 nChanged 2 SP:Iteration 14Q (5414.630000 sec): 3 clusters Score: Raw -150268.030303 + Penalty 3515.850754 = -146752.179548 nChanged 1 SP:Iteration 15Q (5414.820000 sec): 3 clusters Score: Raw -150268.513875 + Penalty 3515.850754 = -146752.663120 nChanged 1 SP:Iteration 16Q (5415.020000 sec): 3 clusters Score: Raw -150269.604545 + Penalty 3515.850754 = -146753.753791 nChanged 0 SP:Iteration 17F (5415.190000 sec): 3 clusters Score: Raw -150269.604545 + Penalty 3515.850754 = -146753.753791 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 22 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5415.240000 sec): 2 clusters Score: Raw -19340.850333 + Penalty 1301.261970 = -18039.588363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5415.410000 sec): 3 clusters Score: Raw -19722.526093 + Penalty 2602.523940 = -17120.002153 nChanged 19 SP:Iteration 1F (5415.590000 sec): 3 clusters Score: Raw -19825.666343 + Penalty 2602.523940 = -17223.142403 nChanged 7 SP:Iteration 2Q (5415.700000 sec): 3 clusters Score: Raw -19869.634171 + Penalty 2602.523940 = -17267.110231 nChanged 2 SP:Iteration 3Q (5415.850000 sec): 3 clusters Score: Raw -19906.187389 + Penalty 2602.523940 = -17303.663450 nChanged 2 SP:Iteration 4Q (5416.030000 sec): 3 clusters Score: Raw -19929.126573 + Penalty 2602.523940 = -17326.602634 nChanged 2 SP:Iteration 5Q (5416.220000 sec): 3 clusters Score: Raw -19953.680101 + Penalty 2602.523940 = -17351.156161 nChanged 0 SP:Iteration 6F (5416.430000 sec): 3 clusters Score: Raw -19953.680101 + Penalty 2602.523940 = -17351.156161 nChanged 0 Memory request: 0.00 GB would take us to total of 4.30 GB. Trying to split cluster 23 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5416.500000 sec): 2 clusters Score: Raw -36949.031040 + Penalty 1416.185900 = -35532.845140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5416.620000 sec): 3 clusters Score: Raw -37085.733206 + Penalty 2832.371801 = -34253.361405 nChanged 38 SP:Iteration 1F (5416.820000 sec): 3 clusters Score: Raw -37226.067218 + Penalty 2832.371801 = -34393.695418 nChanged 9 SP:Iteration 2Q (5417.000000 sec): 3 clusters Score: Raw -37257.544639 + Penalty 2832.371801 = -34425.172838 nChanged 3 SP:Iteration 3Q (5417.180000 sec): 3 clusters Score: Raw -37265.047969 + Penalty 2832.371801 = -34432.676169 nChanged 0 SP:Iteration 4F (5417.370000 sec): 3 clusters Score: Raw -37265.047969 + Penalty 2832.371801 = -34432.676169 nChanged 0 ------ Evaluating fit on full set of 1729886 points ------ Score: Raw -234207624.198446 + Penalty 81929.780854 = -234125694.417592 Time taken for this iteration:5464.030000 seconds. 20->24 Clusters: Score -234125694.417592, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.08 GB would take us to total of 4.30 GB. ------ Running on subset of 576628 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 14 (4576 points): Lose 1052.392022 but Gain 3289.708251 Iteration 0F (5526.480000 sec): 20 clusters Score: Raw -73455227.014846 + Penalty 62504.456762 = -73392722.558084 nChanged 547356 Deleting Class 18 (949 points): Lose 976.709793 but Gain 3289.708251 Iteration 1F (5556.480000 sec): 19 clusters Score: Raw -76943510.787645 + Penalty 59214.748511 = -76884296.039133 nChanged 215414 Deleting Class 11 (1154 points): Lose 1150.983221 but Gain 3289.708251 Iteration 2F (5579.540000 sec): 18 clusters Score: Raw -77438122.594234 + Penalty 55925.040261 = -77382197.553974 nChanged 127372 Deleting Class 13 (1834 points): Lose 1877.370544 but Gain 3289.708251 Iteration 3F (5601.200000 sec): 17 clusters Score: Raw -77713844.630723 + Penalty 52635.332010 = -77661209.298713 nChanged 77717 Deleting Class 8 (781 points): Lose 1943.608240 but Gain 3289.708251 Iteration 4F (5622.220000 sec): 16 clusters Score: Raw -77917275.627776 + Penalty 49345.623760 = -77867930.004017 nChanged 43173 Deleting Class 16 (937 points): Lose 1338.595850 but Gain 3289.708251 Iteration 5F (5642.750000 sec): 15 clusters Score: Raw -77962496.397599 + Penalty 46055.915509 = -77916440.482091 nChanged 25682 Deleting Class 2 (933 points): Lose 1132.973252 but Gain 3289.708251 Iteration 6Q (5654.150000 sec): 14 clusters Score: Raw -77980564.337205 + Penalty 42766.207258 = -77937798.129947 nChanged 16255 Deleting Class 15 (1351 points): Lose 2938.902212 but Gain 3289.708251 Iteration 7Q (5664.430000 sec): 13 clusters Score: Raw -77988581.041040 + Penalty 39476.499008 = -77949104.542032 nChanged 11810 Iteration 8Q (5673.480000 sec): 13 clusters Score: Raw -77993584.377546 + Penalty 39476.499008 = -77954107.878539 nChanged 8447 Iteration 9Q (5681.830000 sec): 13 clusters Score: Raw -77996018.928706 + Penalty 39476.499008 = -77956542.429699 nChanged 7081 Iteration 10Q (5690.390000 sec): 13 clusters Score: Raw -77997735.301018 + Penalty 39476.499008 = -77958258.802010 nChanged 6094 Iteration 11Q (5698.560000 sec): 13 clusters Score: Raw -77998991.663970 + Penalty 39476.499008 = -77959515.164962 nChanged 5569 Iteration 12Q (5707.460000 sec): 13 clusters Score: Raw -77999988.167393 + Penalty 39476.499008 = -77960511.668385 nChanged 4968 Iteration 13Q (5716.860000 sec): 13 clusters Score: Raw -78000755.230424 + Penalty 39476.499008 = -77961278.731417 nChanged 4513 Iteration 14Q (5725.600000 sec): 13 clusters Score: Raw -78001368.114075 + Penalty 39476.499008 = -77961891.615068 nChanged 4100 Iteration 15Q (5733.940000 sec): 13 clusters Score: Raw -78001876.393696 + Penalty 39476.499008 = -77962399.894688 nChanged 3850 Iteration 16Q (5741.520000 sec): 13 clusters Score: Raw -78002335.096866 + Penalty 39476.499008 = -77962858.597858 nChanged 3589 Iteration 17Q (5750.050000 sec): 13 clusters Score: Raw -78002734.033931 + Penalty 39476.499008 = -77963257.534923 nChanged 3356 Iteration 18Q (5758.900000 sec): 13 clusters Score: Raw -78003088.859330 + Penalty 39476.499008 = -77963612.360322 nChanged 3284 Iteration 19Q (5768.220000 sec): 13 clusters Score: Raw -78003420.261887 + Penalty 39476.499008 = -77963943.762880 nChanged 3175 Writing temp clu file Because OldScore, -77963612.360322, is greater than current (better) Score,-77963943.762880 Compute initial score before splitting: Score: Raw -78003420.261887 + Penalty 39476.499008 = -77963943.762880 Memory request: 0.27 GB would take us to total of 4.57 GB. Trying to split cluster 1 (145680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5769.260000 sec): 2 clusters Score: Raw -19882542.530198 + Penalty 2948.513593 = -19879594.016605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5770.230000 sec): 3 clusters Score: Raw -19788077.154241 + Penalty 5897.027186 = -19782180.127054 nChanged 69381 SP:Iteration 1F (5771.160000 sec): 3 clusters Score: Raw -19827492.354798 + Penalty 5897.027186 = -19821595.327611 nChanged 3773 SP:Iteration 2Q (5772.150000 sec): 3 clusters Score: Raw -19828147.781729 + Penalty 5897.027186 = -19822250.754542 nChanged 3609 SP:Iteration 3Q (5773.160000 sec): 3 clusters Score: Raw -19828762.512985 + Penalty 5897.027186 = -19822865.485798 nChanged 3481 SP:Iteration 4Q (5774.100000 sec): 3 clusters Score: Raw -19829378.098197 + Penalty 5897.027186 = -19823481.071011 nChanged 3542 SP:Iteration 5Q (5775.060000 sec): 3 clusters Score: Raw -19830037.879136 + Penalty 5897.027186 = -19824140.851950 nChanged 3600 SP:Iteration 6Q (5776.020000 sec): 3 clusters Score: Raw -19830767.432112 + Penalty 5897.027186 = -19824870.404926 nChanged 3856 SP:Iteration 7Q (5776.980000 sec): 3 clusters Score: Raw -19831661.841148 + Penalty 5897.027186 = -19825764.813962 nChanged 4360 SP:Iteration 8Q (5777.970000 sec): 3 clusters Score: Raw -19832922.837316 + Penalty 5897.027186 = -19827025.810130 nChanged 5407 SP:Iteration 9Q (5779.010000 sec): 3 clusters Score: Raw -19834937.801452 + Penalty 5897.027186 = -19829040.774266 nChanged 6989 SP:Iteration 10Q (5780.000000 sec): 3 clusters Score: Raw -19838313.587029 + Penalty 5897.027186 = -19832416.559843 nChanged 9166 SP:Iteration 11F (5780.930000 sec): 3 clusters Score: Raw -19844054.836565 + Penalty 5897.027186 = -19838157.809379 nChanged 11174 SP:Iteration 12F (5781.850000 sec): 3 clusters Score: Raw -19852677.441312 + Penalty 5897.027186 = -19846780.414125 nChanged 11864 SP:Iteration 13F (5782.800000 sec): 3 clusters Score: Raw -19863255.216677 + Penalty 5897.027186 = -19857358.189491 nChanged 9788 SP:Iteration 14F (5783.710000 sec): 3 clusters Score: Raw -19872547.330445 + Penalty 5897.027186 = -19866650.303259 nChanged 6070 SP:Iteration 15Q (5784.570000 sec): 3 clusters Score: Raw -19878271.442465 + Penalty 5897.027186 = -19872374.415278 nChanged 2891 SP:Iteration 16Q (5785.400000 sec): 3 clusters Score: Raw -19880979.197462 + Penalty 5897.027186 = -19875082.170275 nChanged 1187 SP:Iteration 17Q (5786.250000 sec): 3 clusters Score: Raw -19882116.916553 + Penalty 5897.027186 = -19876219.889367 nChanged 424 SP:Iteration 18Q (5787.070000 sec): 3 clusters Score: Raw -19882563.607342 + Penalty 5897.027186 = -19876666.580155 nChanged 145 SP:Iteration 19Q (5787.790000 sec): 3 clusters Score: Raw -19882736.032881 + Penalty 5897.027186 = -19876839.005695 nChanged 57 SP:Iteration 20F (5788.630000 sec): 3 clusters Score: Raw -19882807.680495 + Penalty 5897.027186 = -19876910.653309 nChanged 25 SP:Iteration 21Q (5789.360000 sec): 3 clusters Score: Raw -19882841.137719 + Penalty 5897.027186 = -19876944.110533 nChanged 18 SP:Iteration 22Q (5790.090000 sec): 3 clusters Score: Raw -19882872.082035 + Penalty 5897.027186 = -19876975.054849 nChanged 14 SP:Iteration 23Q (5790.900000 sec): 3 clusters Score: Raw -19882894.459746 + Penalty 5897.027186 = -19876997.432560 nChanged 11 SP:Iteration 24Q (5791.730000 sec): 3 clusters Score: Raw -19882915.109377 + Penalty 5897.027186 = -19877018.082191 nChanged 5 SP:Iteration 25Q (5792.560000 sec): 3 clusters Score: Raw -19882921.287946 + Penalty 5897.027186 = -19877024.260760 nChanged 2 SP:Iteration 26Q (5793.420000 sec): 3 clusters Score: Raw -19882923.792630 + Penalty 5897.027186 = -19877026.765443 nChanged 1 SP:Iteration 27Q (5794.300000 sec): 3 clusters Score: Raw -19882924.268577 + Penalty 5897.027186 = -19877027.241391 nChanged 0 SP:Iteration 28F (5795.250000 sec): 3 clusters Score: Raw -19882924.268577 + Penalty 5897.027186 = -19877027.241391 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (361229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5797.890000 sec): 2 clusters Score: Raw -49460477.768552 + Penalty 3173.722312 = -49457304.046240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5799.870000 sec): 3 clusters Score: Raw -49220016.542711 + Penalty 6347.444623 = -49213669.098088 nChanged 175736 SP:Iteration 1F (5801.780000 sec): 3 clusters Score: Raw -49325157.601093 + Penalty 6347.444623 = -49318810.156470 nChanged 10713 SP:Iteration 2Q (5803.780000 sec): 3 clusters Score: Raw -49327944.730275 + Penalty 6347.444623 = -49321597.285652 nChanged 13105 SP:Iteration 3Q (5805.940000 sec): 3 clusters Score: Raw -49332212.976697 + Penalty 6347.444623 = -49325865.532074 nChanged 16258 SP:Iteration 4Q (5808.370000 sec): 3 clusters Score: Raw -49338869.155901 + Penalty 6347.444623 = -49332521.711278 nChanged 20003 SP:Iteration 5F (5810.620000 sec): 3 clusters Score: Raw -49349086.038682 + Penalty 6347.444623 = -49342738.594059 nChanged 23807 SP:Iteration 6F (5813.240000 sec): 3 clusters Score: Raw -49363573.108021 + Penalty 6347.444623 = -49357225.663398 nChanged 25943 SP:Iteration 7F (5815.590000 sec): 3 clusters Score: Raw -49381744.937237 + Penalty 6347.444623 = -49375397.492614 nChanged 25980 SP:Iteration 8F (5817.790000 sec): 3 clusters Score: Raw -49401862.536010 + Penalty 6347.444623 = -49395515.091387 nChanged 23534 SP:Iteration 9F (5820.130000 sec): 3 clusters Score: Raw -49421579.286310 + Penalty 6347.444623 = -49415231.841687 nChanged 19129 SP:Iteration 10F (5822.410000 sec): 3 clusters Score: Raw -49437998.543970 + Penalty 6347.444623 = -49431651.099347 nChanged 13373 SP:Iteration 11Q (5824.840000 sec): 3 clusters Score: Raw -49449452.141271 + Penalty 6347.444623 = -49443104.696648 nChanged 7806 SP:Iteration 12Q (5827.360000 sec): 3 clusters Score: Raw -49455827.919824 + Penalty 6347.444623 = -49449480.475201 nChanged 3727 SP:Iteration 13Q (5829.720000 sec): 3 clusters Score: Raw -49458717.075165 + Penalty 6347.444623 = -49452369.630542 nChanged 1567 SP:Iteration 14Q (5832.000000 sec): 3 clusters Score: Raw -49459903.912285 + Penalty 6347.444623 = -49453556.467662 nChanged 577 SP:Iteration 15Q (5834.170000 sec): 3 clusters Score: Raw -49460335.565541 + Penalty 6347.444623 = -49453988.120918 nChanged 221 SP:Iteration 16Q (5836.260000 sec): 3 clusters Score: Raw -49460520.976316 + Penalty 6347.444623 = -49454173.531693 nChanged 128 SP:Iteration 17Q (5838.080000 sec): 3 clusters Score: Raw -49460635.844463 + Penalty 6347.444623 = -49454288.399840 nChanged 69 SP:Iteration 18Q (5839.980000 sec): 3 clusters Score: Raw -49460709.253755 + Penalty 6347.444623 = -49454361.809132 nChanged 46 SP:Iteration 19Q (5842.300000 sec): 3 clusters Score: Raw -49460762.699895 + Penalty 6347.444623 = -49454415.255272 nChanged 30 SP:Iteration 20F (5844.530000 sec): 3 clusters Score: Raw -49460795.486925 + Penalty 6347.444623 = -49454448.042302 nChanged 18 SP:Iteration 21Q (5846.700000 sec): 3 clusters Score: Raw -49460814.596663 + Penalty 6347.444623 = -49454467.152040 nChanged 12 SP:Iteration 22Q (5848.520000 sec): 3 clusters Score: Raw -49460825.528761 + Penalty 6347.444623 = -49454478.084138 nChanged 7 SP:Iteration 23Q (5850.480000 sec): 3 clusters Score: Raw -49460830.311266 + Penalty 6347.444623 = -49454482.866643 nChanged 4 SP:Iteration 24Q (5852.270000 sec): 3 clusters Score: Raw -49460833.569093 + Penalty 6347.444623 = -49454486.124470 nChanged 4 SP:Iteration 25Q (5854.040000 sec): 3 clusters Score: Raw -49460836.350996 + Penalty 6347.444623 = -49454488.906373 nChanged 1 SP:Iteration 26Q (5855.990000 sec): 3 clusters Score: Raw -49460836.624794 + Penalty 6347.444623 = -49454489.180171 nChanged 1 SP:Iteration 27Q (5857.830000 sec): 3 clusters Score: Raw -49460839.248757 + Penalty 6347.444623 = -49454491.804134 nChanged 1 SP:Iteration 28Q (5859.890000 sec): 3 clusters Score: Raw -49460840.378890 + Penalty 6347.444623 = -49454492.934267 nChanged 1 SP:Iteration 29Q (5861.530000 sec): 3 clusters Score: Raw -49460842.048398 + Penalty 6347.444623 = -49454494.603775 nChanged 0 SP:Iteration 30F (5863.720000 sec): 3 clusters Score: Raw -49460842.048398 + Penalty 6347.444623 = -49454494.603775 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5864.130000 sec): 2 clusters Score: Raw -412301.969748 + Penalty 2000.185772 = -410301.783976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5864.320000 sec): 3 clusters Score: Raw -410888.744180 + Penalty 4000.371544 = -406888.372636 nChanged 1111 SP:Iteration 1F (5864.530000 sec): 3 clusters Score: Raw -411603.415321 + Penalty 4000.371544 = -407603.043777 nChanged 272 SP:Iteration 2F (5864.690000 sec): 3 clusters Score: Raw -411830.932350 + Penalty 4000.371544 = -407830.560806 nChanged 187 SP:Iteration 3F (5864.920000 sec): 3 clusters Score: Raw -411983.048228 + Penalty 4000.371544 = -407982.676684 nChanged 121 SP:Iteration 4Q (5865.120000 sec): 3 clusters Score: Raw -412084.955834 + Penalty 4000.371544 = -408084.584290 nChanged 125 SP:Iteration 5Q (5865.290000 sec): 3 clusters Score: Raw -412193.874683 + Penalty 4000.371544 = -408193.503139 nChanged 108 SP:Iteration 6Q (5865.510000 sec): 3 clusters Score: Raw -412268.593800 + Penalty 4000.371544 = -408268.222257 nChanged 77 SP:Iteration 7Q (5865.680000 sec): 3 clusters Score: Raw -412320.995458 + Penalty 4000.371544 = -408320.623915 nChanged 58 SP:Iteration 8Q (5865.880000 sec): 3 clusters Score: Raw -412362.766663 + Penalty 4000.371544 = -408362.395120 nChanged 55 SP:Iteration 9Q (5866.070000 sec): 3 clusters Score: Raw -412403.220377 + Penalty 4000.371544 = -408402.848834 nChanged 52 SP:Iteration 10Q (5866.270000 sec): 3 clusters Score: Raw -412434.512633 + Penalty 4000.371544 = -408434.141090 nChanged 36 SP:Iteration 11Q (5866.500000 sec): 3 clusters Score: Raw -412454.312317 + Penalty 4000.371544 = -408453.940773 nChanged 26 SP:Iteration 12Q (5866.690000 sec): 3 clusters Score: Raw -412468.526664 + Penalty 4000.371544 = -408468.155120 nChanged 21 SP:Iteration 13Q (5866.870000 sec): 3 clusters Score: Raw -412480.770046 + Penalty 4000.371544 = -408480.398502 nChanged 26 SP:Iteration 14Q (5867.060000 sec): 3 clusters Score: Raw -412494.181252 + Penalty 4000.371544 = -408493.809709 nChanged 29 SP:Iteration 15Q (5867.240000 sec): 3 clusters Score: Raw -412508.597010 + Penalty 4000.371544 = -408508.225466 nChanged 35 SP:Iteration 16Q (5867.460000 sec): 3 clusters Score: Raw -412522.952936 + Penalty 4000.371544 = -408522.581392 nChanged 23 SP:Iteration 17Q (5867.620000 sec): 3 clusters Score: Raw -412536.562297 + Penalty 4000.371544 = -408536.190753 nChanged 16 SP:Iteration 18Q (5867.800000 sec): 3 clusters Score: Raw -412544.471257 + Penalty 4000.371544 = -408544.099713 nChanged 11 SP:Iteration 19Q (5868.000000 sec): 3 clusters Score: Raw -412549.970975 + Penalty 4000.371544 = -408549.599432 nChanged 8 SP:Iteration 20F (5868.190000 sec): 3 clusters Score: Raw -412553.832836 + Penalty 4000.371544 = -408553.461293 nChanged 11 SP:Iteration 21Q (5868.360000 sec): 3 clusters Score: Raw -412560.690189 + Penalty 4000.371544 = -408560.318645 nChanged 12 SP:Iteration 22Q (5868.570000 sec): 3 clusters Score: Raw -412565.506783 + Penalty 4000.371544 = -408565.135239 nChanged 11 SP:Iteration 23Q (5868.760000 sec): 3 clusters Score: Raw -412571.177310 + Penalty 4000.371544 = -408570.805767 nChanged 7 SP:Iteration 24Q (5869.000000 sec): 3 clusters Score: Raw -412573.572741 + Penalty 4000.371544 = -408573.201198 nChanged 4 SP:Iteration 25Q (5869.200000 sec): 3 clusters Score: Raw -412575.066988 + Penalty 4000.371544 = -408574.695444 nChanged 6 SP:Iteration 26Q (5869.410000 sec): 3 clusters Score: Raw -412578.192098 + Penalty 4000.371544 = -408577.820554 nChanged 6 SP:Iteration 27Q (5869.600000 sec): 3 clusters Score: Raw -412580.881191 + Penalty 4000.371544 = -408580.509647 nChanged 4 SP:Iteration 28Q (5869.810000 sec): 3 clusters Score: Raw -412583.235764 + Penalty 4000.371544 = -408582.864220 nChanged 9 SP:Iteration 29Q (5869.990000 sec): 3 clusters Score: Raw -412587.385497 + Penalty 4000.371544 = -408587.013953 nChanged 10 SP:Iteration 30Q (5870.170000 sec): 3 clusters Score: Raw -412593.384645 + Penalty 4000.371544 = -408593.013102 nChanged 11 SP:Iteration 31Q (5870.330000 sec): 3 clusters Score: Raw -412598.673562 + Penalty 4000.371544 = -408598.302018 nChanged 10 SP:Iteration 32Q (5870.470000 sec): 3 clusters Score: Raw -412602.895571 + Penalty 4000.371544 = -408602.524028 nChanged 9 SP:Iteration 33Q (5870.640000 sec): 3 clusters Score: Raw -412606.757280 + Penalty 4000.371544 = -408606.385737 nChanged 13 SP:Iteration 34Q (5870.890000 sec): 3 clusters Score: Raw -412611.616026 + Penalty 4000.371544 = -408611.244483 nChanged 7 SP:Iteration 35Q (5871.090000 sec): 3 clusters Score: Raw -412616.743928 + Penalty 4000.371544 = -408616.372384 nChanged 12 SP:Iteration 36Q (5871.300000 sec): 3 clusters Score: Raw -412623.209948 + Penalty 4000.371544 = -408622.838404 nChanged 8 SP:Iteration 37Q (5871.420000 sec): 3 clusters Score: Raw -412627.716015 + Penalty 4000.371544 = -408627.344471 nChanged 8 SP:Iteration 38Q (5871.600000 sec): 3 clusters Score: Raw -412631.404180 + Penalty 4000.371544 = -408631.032637 nChanged 7 SP:Iteration 39Q (5871.850000 sec): 3 clusters Score: Raw -412634.664217 + Penalty 4000.371544 = -408634.292673 nChanged 7 SP:Iteration 40F (5872.030000 sec): 3 clusters Score: Raw -412637.997635 + Penalty 4000.371544 = -408637.626091 nChanged 11 SP:Iteration 41Q (5872.180000 sec): 3 clusters Score: Raw -412643.083147 + Penalty 4000.371544 = -408642.711604 nChanged 10 SP:Iteration 42Q (5872.390000 sec): 3 clusters Score: Raw -412648.061305 + Penalty 4000.371544 = -408647.689761 nChanged 11 SP:Iteration 43Q (5872.540000 sec): 3 clusters Score: Raw -412653.967840 + Penalty 4000.371544 = -408653.596296 nChanged 10 SP:Iteration 44Q (5872.740000 sec): 3 clusters Score: Raw -412658.731871 + Penalty 4000.371544 = -408658.360327 nChanged 10 SP:Iteration 45Q (5872.970000 sec): 3 clusters Score: Raw -412661.835636 + Penalty 4000.371544 = -408661.464093 nChanged 6 SP:Iteration 46Q (5873.150000 sec): 3 clusters Score: Raw -412664.041939 + Penalty 4000.371544 = -408663.670396 nChanged 2 SP:Iteration 47Q (5873.370000 sec): 3 clusters Score: Raw -412664.806085 + Penalty 4000.371544 = -408664.434541 nChanged 5 SP:Iteration 48Q (5873.580000 sec): 3 clusters Score: Raw -412666.120576 + Penalty 4000.371544 = -408665.749032 nChanged 2 SP:Iteration 49Q (5873.730000 sec): 3 clusters Score: Raw -412666.915320 + Penalty 4000.371544 = -408666.543777 nChanged 2 SP:Iteration 50Q (5873.940000 sec): 3 clusters Score: Raw -412667.236035 + Penalty 4000.371544 = -408666.864491 nChanged 0 SP:Iteration 51F (5874.130000 sec): 3 clusters Score: Raw -412667.236035 + Penalty 4000.371544 = -408666.864491 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5874.200000 sec): 2 clusters Score: Raw -228807.079640 + Penalty 1888.593988 = -226918.485652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5874.410000 sec): 3 clusters Score: Raw -228909.395240 + Penalty 3777.187977 = -225132.207264 nChanged 833 SP:Iteration 1F (5874.580000 sec): 3 clusters Score: Raw -234226.096296 + Penalty 3777.187977 = -230448.908320 nChanged 274 SP:Iteration 2F (5874.830000 sec): 3 clusters Score: Raw -235940.344687 + Penalty 3777.187977 = -232163.156710 nChanged 90 SP:Iteration 3Q (5875.010000 sec): 3 clusters Score: Raw -236966.792684 + Penalty 3777.187977 = -233189.604707 nChanged 26 SP:Iteration 4Q (5875.220000 sec): 3 clusters Score: Raw -238174.887181 + Penalty 3777.187977 = -234397.699205 nChanged 6 SP:Iteration 5Q (5875.430000 sec): 3 clusters Score: Raw -238291.825763 + Penalty 3777.187977 = -234514.637786 nChanged 4 SP:Iteration 6Q (5875.620000 sec): 3 clusters Score: Raw -238294.769725 + Penalty 3777.187977 = -234517.581748 nChanged 3 SP:Iteration 7Q (5875.800000 sec): 3 clusters Score: Raw -238298.098011 + Penalty 3777.187977 = -234520.910035 nChanged 3 SP:Iteration 8Q (5876.000000 sec): 3 clusters Score: Raw -238301.745563 + Penalty 3777.187977 = -234524.557586 nChanged 4 SP:Iteration 9Q (5876.200000 sec): 3 clusters Score: Raw -238311.029288 + Penalty 3777.187977 = -234533.841311 nChanged 7 SP:Iteration 10Q (5876.370000 sec): 3 clusters Score: Raw -238341.995367 + Penalty 3777.187977 = -234564.807390 nChanged 16 SP:Iteration 11Q (5876.560000 sec): 3 clusters Score: Raw -238517.617610 + Penalty 3777.187977 = -234740.429633 nChanged 27 SP:Iteration 12Q (5876.730000 sec): 3 clusters Score: Raw -239115.525825 + Penalty 3777.187977 = -235338.337848 nChanged 7 SP:Iteration 13Q (5876.900000 sec): 3 clusters Score: Raw -239141.880620 + Penalty 3777.187977 = -235364.692644 nChanged 3 SP:Iteration 14Q (5877.090000 sec): 3 clusters Score: Raw -239145.636246 + Penalty 3777.187977 = -235368.448269 nChanged 1 SP:Iteration 15Q (5877.300000 sec): 3 clusters Score: Raw -239147.373191 + Penalty 3777.187977 = -235370.185214 nChanged 3 SP:Iteration 16Q (5877.420000 sec): 3 clusters Score: Raw -239149.914838 + Penalty 3777.187977 = -235372.726861 nChanged 0 SP:Iteration 17F (5877.630000 sec): 3 clusters Score: Raw -239150.048105 + Penalty 3777.187977 = -235372.860128 nChanged 1 SP:Iteration 18Q (5877.810000 sec): 3 clusters Score: Raw -239152.004488 + Penalty 3777.187977 = -235374.816511 nChanged 1 SP:Iteration 19Q (5877.950000 sec): 3 clusters Score: Raw -239153.898892 + Penalty 3777.187977 = -235376.710916 nChanged 1 SP:Iteration 20F (5878.140000 sec): 3 clusters Score: Raw -239154.527790 + Penalty 3777.187977 = -235377.339814 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 4.57 GB. Trying to split cluster 6 (1812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5878.270000 sec): 2 clusters Score: Raw -213047.213855 + Penalty 1860.542249 = -211186.671606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5878.470000 sec): 3 clusters Score: Raw -212736.903205 + Penalty 3721.084497 = -209015.818707 nChanged 687 SP:Iteration 1F (5878.630000 sec): 3 clusters Score: Raw -216335.405363 + Penalty 3721.084497 = -212614.320866 nChanged 378 SP:Iteration 2F (5878.820000 sec): 3 clusters Score: Raw -218913.126275 + Penalty 3721.084497 = -215192.041778 nChanged 117 SP:Iteration 3F (5879.000000 sec): 3 clusters Score: Raw -220498.036937 + Penalty 3721.084497 = -216776.952440 nChanged 51 SP:Iteration 4Q (5879.220000 sec): 3 clusters Score: Raw -221286.973989 + Penalty 3721.084497 = -217565.889492 nChanged 48 SP:Iteration 5Q (5879.390000 sec): 3 clusters Score: Raw -222093.306809 + Penalty 3721.084497 = -218372.222312 nChanged 18 SP:Iteration 6Q (5879.600000 sec): 3 clusters Score: Raw -222930.178891 + Penalty 3721.084497 = -219209.094394 nChanged 2 SP:Iteration 7Q (5879.750000 sec): 3 clusters Score: Raw -222935.455950 + Penalty 3721.084497 = -219214.371453 nChanged 0 SP:Iteration 8F (5879.940000 sec): 3 clusters Score: Raw -222935.455950 + Penalty 3721.084497 = -219214.371453 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 4.57 GB. Trying to split cluster 7 (29266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5880.210000 sec): 2 clusters Score: Raw -4031354.623268 + Penalty 2550.477064 = -4028804.146203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5880.620000 sec): 3 clusters Score: Raw -4013815.401857 + Penalty 5100.954129 = -4008714.447728 nChanged 13109 SP:Iteration 1F (5880.990000 sec): 3 clusters Score: Raw -4020859.685668 + Penalty 5100.954129 = -4015758.731539 nChanged 1370 SP:Iteration 2Q (5881.420000 sec): 3 clusters Score: Raw -4021287.559325 + Penalty 5100.954129 = -4016186.605196 nChanged 1232 SP:Iteration 3Q (5881.810000 sec): 3 clusters Score: Raw -4021674.955749 + Penalty 5100.954129 = -4016574.001620 nChanged 1119 SP:Iteration 4Q (5882.190000 sec): 3 clusters Score: Raw -4022034.919364 + Penalty 5100.954129 = -4016933.965235 nChanged 1074 SP:Iteration 5Q (5882.580000 sec): 3 clusters Score: Raw -4022385.115028 + Penalty 5100.954129 = -4017284.160899 nChanged 1008 SP:Iteration 6Q (5883.010000 sec): 3 clusters Score: Raw -4022724.256800 + Penalty 5100.954129 = -4017623.302671 nChanged 1028 SP:Iteration 7Q (5883.360000 sec): 3 clusters Score: Raw -4023111.488559 + Penalty 5100.954129 = -4018010.534430 nChanged 1046 SP:Iteration 8Q (5883.750000 sec): 3 clusters Score: Raw -4023623.587502 + Penalty 5100.954129 = -4018522.633373 nChanged 1258 SP:Iteration 9Q (5884.170000 sec): 3 clusters Score: Raw -4024414.675869 + Penalty 5100.954129 = -4019313.721740 nChanged 1450 SP:Iteration 10Q (5884.490000 sec): 3 clusters Score: Raw -4025454.747094 + Penalty 5100.954129 = -4020353.792965 nChanged 1485 SP:Iteration 11F (5884.910000 sec): 3 clusters Score: Raw -4026524.059211 + Penalty 5100.954129 = -4021423.105082 nChanged 1470 SP:Iteration 12F (5885.290000 sec): 3 clusters Score: Raw -4027395.648160 + Penalty 5100.954129 = -4022294.694031 nChanged 1164 SP:Iteration 13Q (5885.650000 sec): 3 clusters Score: Raw -4027868.346352 + Penalty 5100.954129 = -4022767.392223 nChanged 805 SP:Iteration 14Q (5886.050000 sec): 3 clusters Score: Raw -4028107.492435 + Penalty 5100.954129 = -4023006.538306 nChanged 584 SP:Iteration 15Q (5886.420000 sec): 3 clusters Score: Raw -4028249.604581 + Penalty 5100.954129 = -4023148.650452 nChanged 415 SP:Iteration 16Q (5886.770000 sec): 3 clusters Score: Raw -4028335.665668 + Penalty 5100.954129 = -4023234.711539 nChanged 362 SP:Iteration 17Q (5887.150000 sec): 3 clusters Score: Raw -4028401.712021 + Penalty 5100.954129 = -4023300.757892 nChanged 297 SP:Iteration 18Q (5887.580000 sec): 3 clusters Score: Raw -4028456.834360 + Penalty 5100.954129 = -4023355.880231 nChanged 272 SP:Iteration 19Q (5887.960000 sec): 3 clusters Score: Raw -4028503.483480 + Penalty 5100.954129 = -4023402.529351 nChanged 241 SP:Iteration 20F (5888.290000 sec): 3 clusters Score: Raw -4028541.039311 + Penalty 5100.954129 = -4023440.085182 nChanged 209 SP:Iteration 21Q (5888.660000 sec): 3 clusters Score: Raw -4028575.275496 + Penalty 5100.954129 = -4023474.321367 nChanged 217 SP:Iteration 22Q (5889.020000 sec): 3 clusters Score: Raw -4028611.099124 + Penalty 5100.954129 = -4023510.144995 nChanged 191 SP:Iteration 23Q (5889.330000 sec): 3 clusters Score: Raw -4028641.619418 + Penalty 5100.954129 = -4023540.665289 nChanged 202 SP:Iteration 24Q (5889.730000 sec): 3 clusters Score: Raw -4028675.533395 + Penalty 5100.954129 = -4023574.579266 nChanged 210 SP:Iteration 25Q (5890.090000 sec): 3 clusters Score: Raw -4028712.291639 + Penalty 5100.954129 = -4023611.337510 nChanged 183 SP:Iteration 26Q (5890.470000 sec): 3 clusters Score: Raw -4028740.662253 + Penalty 5100.954129 = -4023639.708124 nChanged 183 SP:Iteration 27Q (5890.830000 sec): 3 clusters Score: Raw -4028769.456980 + Penalty 5100.954129 = -4023668.502851 nChanged 190 SP:Iteration 28Q (5891.270000 sec): 3 clusters Score: Raw -4028799.934635 + Penalty 5100.954129 = -4023698.980506 nChanged 191 SP:Iteration 29Q (5891.690000 sec): 3 clusters Score: Raw -4028832.289393 + Penalty 5100.954129 = -4023731.335264 nChanged 211 SP:Iteration 30Q (5892.040000 sec): 3 clusters Score: Raw -4028867.218253 + Penalty 5100.954129 = -4023766.264124 nChanged 211 SP:Iteration 31Q (5892.420000 sec): 3 clusters Score: Raw -4028905.901303 + Penalty 5100.954129 = -4023804.947174 nChanged 226 SP:Iteration 32Q (5892.830000 sec): 3 clusters Score: Raw -4028946.056633 + Penalty 5100.954129 = -4023845.102504 nChanged 211 SP:Iteration 33Q (5893.170000 sec): 3 clusters Score: Raw -4028985.103920 + Penalty 5100.954129 = -4023884.149791 nChanged 238 SP:Iteration 34Q (5893.600000 sec): 3 clusters Score: Raw -4029035.584174 + Penalty 5100.954129 = -4023934.630045 nChanged 273 SP:Iteration 35Q (5893.950000 sec): 3 clusters Score: Raw -4029100.744470 + Penalty 5100.954129 = -4023999.790341 nChanged 290 SP:Iteration 36Q (5894.300000 sec): 3 clusters Score: Raw -4029172.631831 + Penalty 5100.954129 = -4024071.677702 nChanged 287 SP:Iteration 37Q (5894.670000 sec): 3 clusters Score: Raw -4029241.143188 + Penalty 5100.954129 = -4024140.189059 nChanged 287 SP:Iteration 38Q (5895.010000 sec): 3 clusters Score: Raw -4029311.446802 + Penalty 5100.954129 = -4024210.492673 nChanged 302 SP:Iteration 39Q (5895.340000 sec): 3 clusters Score: Raw -4029385.873742 + Penalty 5100.954129 = -4024284.919613 nChanged 315 SP:Iteration 40F (5895.670000 sec): 3 clusters Score: Raw -4029473.008588 + Penalty 5100.954129 = -4024372.054459 nChanged 347 SP:Iteration 41Q (5895.990000 sec): 3 clusters Score: Raw -4029569.142872 + Penalty 5100.954129 = -4024468.188743 nChanged 335 SP:Iteration 42Q (5896.340000 sec): 3 clusters Score: Raw -4029663.804661 + Penalty 5100.954129 = -4024562.850532 nChanged 350 SP:Iteration 43Q (5896.690000 sec): 3 clusters Score: Raw -4029769.937147 + Penalty 5100.954129 = -4024668.983018 nChanged 353 SP:Iteration 44Q (5897.070000 sec): 3 clusters Score: Raw -4029878.451899 + Penalty 5100.954129 = -4024777.497770 nChanged 345 SP:Iteration 45Q (5897.420000 sec): 3 clusters Score: Raw -4029991.294382 + Penalty 5100.954129 = -4024890.340253 nChanged 345 SP:Iteration 46Q (5897.840000 sec): 3 clusters Score: Raw -4030103.360037 + Penalty 5100.954129 = -4025002.405908 nChanged 328 SP:Iteration 47Q (5898.260000 sec): 3 clusters Score: Raw -4030215.074708 + Penalty 5100.954129 = -4025114.120579 nChanged 316 SP:Iteration 48Q (5898.650000 sec): 3 clusters Score: Raw -4030332.039511 + Penalty 5100.954129 = -4025231.085382 nChanged 324 SP:Iteration 49Q (5899.020000 sec): 3 clusters Score: Raw -4030456.706351 + Penalty 5100.954129 = -4025355.752222 nChanged 279 SP:Iteration 50Q (5899.360000 sec): 3 clusters Score: Raw -4030558.773519 + Penalty 5100.954129 = -4025457.819390 nChanged 253 SP:Iteration 51Q (5899.690000 sec): 3 clusters Score: Raw -4030653.237777 + Penalty 5100.954129 = -4025552.283648 nChanged 258 SP:Iteration 52Q (5900.020000 sec): 3 clusters Score: Raw -4030762.611702 + Penalty 5100.954129 = -4025661.657573 nChanged 261 SP:Iteration 53Q (5900.360000 sec): 3 clusters Score: Raw -4030880.794517 + Penalty 5100.954129 = -4025779.840388 nChanged 250 SP:Iteration 54Q (5900.770000 sec): 3 clusters Score: Raw -4030993.011968 + Penalty 5100.954129 = -4025892.057839 nChanged 216 SP:Iteration 55Q (5901.060000 sec): 3 clusters Score: Raw -4031082.126502 + Penalty 5100.954129 = -4025981.172373 nChanged 183 SP:Iteration 56Q (5901.360000 sec): 3 clusters Score: Raw -4031168.566043 + Penalty 5100.954129 = -4026067.611914 nChanged 159 SP:Iteration 57Q (5901.700000 sec): 3 clusters Score: Raw -4031249.646338 + Penalty 5100.954129 = -4026148.692209 nChanged 150 SP:Iteration 58Q (5902.030000 sec): 3 clusters Score: Raw -4031321.251832 + Penalty 5100.954129 = -4026220.297703 nChanged 141 SP:Iteration 59Q (5902.450000 sec): 3 clusters Score: Raw -4031391.244887 + Penalty 5100.954129 = -4026290.290758 nChanged 112 SP:Iteration 60F (5902.840000 sec): 3 clusters Score: Raw -4031446.522056 + Penalty 5100.954129 = -4026345.567927 nChanged 93 SP:Iteration 61Q (5903.200000 sec): 3 clusters Score: Raw -4031496.005341 + Penalty 5100.954129 = -4026395.051212 nChanged 77 SP:Iteration 62Q (5903.580000 sec): 3 clusters Score: Raw -4031532.587896 + Penalty 5100.954129 = -4026431.633767 nChanged 76 SP:Iteration 63Q (5903.930000 sec): 3 clusters Score: Raw -4031567.220285 + Penalty 5100.954129 = -4026466.266156 nChanged 72 SP:Iteration 64Q (5904.280000 sec): 3 clusters Score: Raw -4031599.587721 + Penalty 5100.954129 = -4026498.633592 nChanged 61 SP:Iteration 65Q (5904.700000 sec): 3 clusters Score: Raw -4031632.482540 + Penalty 5100.954129 = -4026531.528411 nChanged 58 SP:Iteration 66Q (5905.040000 sec): 3 clusters Score: Raw -4031664.670778 + Penalty 5100.954129 = -4026563.716649 nChanged 51 SP:Iteration 67Q (5905.360000 sec): 3 clusters Score: Raw -4031687.997392 + Penalty 5100.954129 = -4026587.043263 nChanged 45 SP:Iteration 68Q (5905.680000 sec): 3 clusters Score: Raw -4031708.543601 + Penalty 5100.954129 = -4026607.589472 nChanged 24 SP:Iteration 69Q (5906.040000 sec): 3 clusters Score: Raw -4031719.173546 + Penalty 5100.954129 = -4026618.219417 nChanged 19 SP:Iteration 70Q (5906.370000 sec): 3 clusters Score: Raw -4031725.146512 + Penalty 5100.954129 = -4026624.192383 nChanged 16 SP:Iteration 71Q (5906.680000 sec): 3 clusters Score: Raw -4031733.520543 + Penalty 5100.954129 = -4026632.566414 nChanged 11 SP:Iteration 72Q (5907.030000 sec): 3 clusters Score: Raw -4031740.007729 + Penalty 5100.954129 = -4026639.053600 nChanged 21 SP:Iteration 73Q (5907.390000 sec): 3 clusters Score: Raw -4031751.596231 + Penalty 5100.954129 = -4026650.642102 nChanged 15 SP:Iteration 74Q (5907.680000 sec): 3 clusters Score: Raw -4031757.862505 + Penalty 5100.954129 = -4026656.908377 nChanged 12 SP:Iteration 75Q (5908.040000 sec): 3 clusters Score: Raw -4031764.011002 + Penalty 5100.954129 = -4026663.056873 nChanged 11 SP:Iteration 76Q (5908.370000 sec): 3 clusters Score: Raw -4031769.423705 + Penalty 5100.954129 = -4026668.469576 nChanged 7 SP:Iteration 77Q (5908.720000 sec): 3 clusters Score: Raw -4031772.653545 + Penalty 5100.954129 = -4026671.699416 nChanged 5 SP:Iteration 78Q (5909.050000 sec): 3 clusters Score: Raw -4031774.636967 + Penalty 5100.954129 = -4026673.682838 nChanged 3 SP:Iteration 79Q (5909.390000 sec): 3 clusters Score: Raw -4031776.356271 + Penalty 5100.954129 = -4026675.402142 nChanged 3 SP:Iteration 80F (5909.730000 sec): 3 clusters Score: Raw -4031776.993116 + Penalty 5100.954129 = -4026676.038987 nChanged 2 SP:Iteration 81Q (5910.110000 sec): 3 clusters Score: Raw -4031777.518941 + Penalty 5100.954129 = -4026676.564812 nChanged 0 SP:Iteration 82F (5910.450000 sec): 3 clusters Score: Raw -4031777.518941 + Penalty 5100.954129 = -4026676.564812 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (3334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5910.620000 sec): 2 clusters Score: Raw -437783.575634 + Penalty 2011.758160 = -435771.817474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5910.830000 sec): 3 clusters Score: Raw -436330.365682 + Penalty 4023.516319 = -432306.849363 nChanged 1168 SP:Iteration 1F (5910.970000 sec): 3 clusters Score: Raw -437123.359105 + Penalty 4023.516319 = -433099.842786 nChanged 264 SP:Iteration 2F (5911.140000 sec): 3 clusters Score: Raw -437300.545046 + Penalty 4023.516319 = -433277.028727 nChanged 142 SP:Iteration 3Q (5911.310000 sec): 3 clusters Score: Raw -437383.433810 + Penalty 4023.516319 = -433359.917491 nChanged 88 SP:Iteration 4Q (5911.520000 sec): 3 clusters Score: Raw -437434.989765 + Penalty 4023.516319 = -433411.473445 nChanged 71 SP:Iteration 5Q (5911.690000 sec): 3 clusters Score: Raw -437473.914545 + Penalty 4023.516319 = -433450.398226 nChanged 49 SP:Iteration 6Q (5911.850000 sec): 3 clusters Score: Raw -437496.177950 + Penalty 4023.516319 = -433472.661631 nChanged 40 SP:Iteration 7Q (5912.060000 sec): 3 clusters Score: Raw -437514.053716 + Penalty 4023.516319 = -433490.537397 nChanged 34 SP:Iteration 8Q (5912.270000 sec): 3 clusters Score: Raw -437531.735113 + Penalty 4023.516319 = -433508.218793 nChanged 31 SP:Iteration 9Q (5912.470000 sec): 3 clusters Score: Raw -437543.370851 + Penalty 4023.516319 = -433519.854532 nChanged 25 SP:Iteration 10Q (5912.680000 sec): 3 clusters Score: Raw -437553.698975 + Penalty 4023.516319 = -433530.182656 nChanged 19 SP:Iteration 11Q (5912.890000 sec): 3 clusters Score: Raw -437563.398697 + Penalty 4023.516319 = -433539.882378 nChanged 22 SP:Iteration 12Q (5913.130000 sec): 3 clusters Score: Raw -437575.437214 + Penalty 4023.516319 = -433551.920895 nChanged 19 SP:Iteration 13Q (5913.350000 sec): 3 clusters Score: Raw -437583.684075 + Penalty 4023.516319 = -433560.167756 nChanged 18 SP:Iteration 14Q (5913.540000 sec): 3 clusters Score: Raw -437592.694957 + Penalty 4023.516319 = -433569.178637 nChanged 20 SP:Iteration 15Q (5913.730000 sec): 3 clusters Score: Raw -437601.817239 + Penalty 4023.516319 = -433578.300920 nChanged 22 SP:Iteration 16Q (5913.940000 sec): 3 clusters Score: Raw -437611.295126 + Penalty 4023.516319 = -433587.778807 nChanged 16 SP:Iteration 17Q (5914.130000 sec): 3 clusters Score: Raw -437619.092674 + Penalty 4023.516319 = -433595.576355 nChanged 13 SP:Iteration 18Q (5914.310000 sec): 3 clusters Score: Raw -437628.621458 + Penalty 4023.516319 = -433605.105139 nChanged 18 SP:Iteration 19Q (5914.530000 sec): 3 clusters Score: Raw -437637.845122 + Penalty 4023.516319 = -433614.328803 nChanged 17 SP:Iteration 20F (5914.750000 sec): 3 clusters Score: Raw -437647.115443 + Penalty 4023.516319 = -433623.599124 nChanged 20 SP:Iteration 21Q (5914.980000 sec): 3 clusters Score: Raw -437656.532298 + Penalty 4023.516319 = -433633.015978 nChanged 18 SP:Iteration 22Q (5915.160000 sec): 3 clusters Score: Raw -437666.269829 + Penalty 4023.516319 = -433642.753510 nChanged 19 SP:Iteration 23Q (5915.330000 sec): 3 clusters Score: Raw -437673.737056 + Penalty 4023.516319 = -433650.220736 nChanged 15 SP:Iteration 24Q (5915.580000 sec): 3 clusters Score: Raw -437678.784982 + Penalty 4023.516319 = -433655.268663 nChanged 8 SP:Iteration 25Q (5915.810000 sec): 3 clusters Score: Raw -437681.228045 + Penalty 4023.516319 = -433657.711726 nChanged 6 SP:Iteration 26Q (5916.010000 sec): 3 clusters Score: Raw -437684.000671 + Penalty 4023.516319 = -433660.484352 nChanged 6 SP:Iteration 27Q (5916.190000 sec): 3 clusters Score: Raw -437686.646586 + Penalty 4023.516319 = -433663.130266 nChanged 5 SP:Iteration 28Q (5916.390000 sec): 3 clusters Score: Raw -437688.762383 + Penalty 4023.516319 = -433665.246064 nChanged 8 SP:Iteration 29Q (5916.600000 sec): 3 clusters Score: Raw -437691.983997 + Penalty 4023.516319 = -433668.467678 nChanged 8 SP:Iteration 30Q (5916.840000 sec): 3 clusters Score: Raw -437695.266216 + Penalty 4023.516319 = -433671.749896 nChanged 9 SP:Iteration 31Q (5917.060000 sec): 3 clusters Score: Raw -437699.551573 + Penalty 4023.516319 = -433676.035254 nChanged 6 SP:Iteration 32Q (5917.240000 sec): 3 clusters Score: Raw -437702.154337 + Penalty 4023.516319 = -433678.638017 nChanged 9 SP:Iteration 33Q (5917.440000 sec): 3 clusters Score: Raw -437705.751356 + Penalty 4023.516319 = -433682.235036 nChanged 7 SP:Iteration 34Q (5917.670000 sec): 3 clusters Score: Raw -437708.452423 + Penalty 4023.516319 = -433684.936103 nChanged 4 SP:Iteration 35Q (5917.870000 sec): 3 clusters Score: Raw -437709.971512 + Penalty 4023.516319 = -433686.455193 nChanged 3 SP:Iteration 36Q (5918.020000 sec): 3 clusters Score: Raw -437710.771924 + Penalty 4023.516319 = -433687.255605 nChanged 1 SP:Iteration 37Q (5918.200000 sec): 3 clusters Score: Raw -437710.969002 + Penalty 4023.516319 = -433687.452683 nChanged 0 SP:Iteration 38F (5918.390000 sec): 3 clusters Score: Raw -437710.969002 + Penalty 4023.516319 = -433687.452683 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (1792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5918.500000 sec): 2 clusters Score: Raw -238721.381006 + Penalty 1857.789723 = -236863.591282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5918.720000 sec): 3 clusters Score: Raw -238080.795239 + Penalty 3715.579446 = -234365.215793 nChanged 512 SP:Iteration 1F (5918.890000 sec): 3 clusters Score: Raw -238487.207958 + Penalty 3715.579446 = -234771.628512 nChanged 123 SP:Iteration 2F (5919.140000 sec): 3 clusters Score: Raw -238598.140449 + Penalty 3715.579446 = -234882.561002 nChanged 76 SP:Iteration 3Q (5919.320000 sec): 3 clusters Score: Raw -238672.343477 + Penalty 3715.579446 = -234956.764030 nChanged 62 SP:Iteration 4Q (5919.490000 sec): 3 clusters Score: Raw -238719.023643 + Penalty 3715.579446 = -235003.444197 nChanged 36 SP:Iteration 5Q (5919.680000 sec): 3 clusters Score: Raw -238752.461290 + Penalty 3715.579446 = -235036.881843 nChanged 32 SP:Iteration 6Q (5919.920000 sec): 3 clusters Score: Raw -238774.797106 + Penalty 3715.579446 = -235059.217660 nChanged 16 SP:Iteration 7Q (5920.120000 sec): 3 clusters Score: Raw -238786.786769 + Penalty 3715.579446 = -235071.207322 nChanged 13 SP:Iteration 8Q (5920.300000 sec): 3 clusters Score: Raw -238797.542058 + Penalty 3715.579446 = -235081.962612 nChanged 11 SP:Iteration 9Q (5920.520000 sec): 3 clusters Score: Raw -238805.623994 + Penalty 3715.579446 = -235090.044547 nChanged 8 SP:Iteration 10Q (5920.700000 sec): 3 clusters Score: Raw -238813.635226 + Penalty 3715.579446 = -235098.055780 nChanged 15 SP:Iteration 11Q (5920.890000 sec): 3 clusters Score: Raw -238823.112681 + Penalty 3715.579446 = -235107.533234 nChanged 7 SP:Iteration 12Q (5921.070000 sec): 3 clusters Score: Raw -238826.424617 + Penalty 3715.579446 = -235110.845170 nChanged 2 SP:Iteration 13Q (5921.260000 sec): 3 clusters Score: Raw -238827.913609 + Penalty 3715.579446 = -235112.334163 nChanged 2 SP:Iteration 14Q (5921.450000 sec): 3 clusters Score: Raw -238829.204105 + Penalty 3715.579446 = -235113.624659 nChanged 3 SP:Iteration 15Q (5921.640000 sec): 3 clusters Score: Raw -238830.684222 + Penalty 3715.579446 = -235115.104775 nChanged 1 SP:Iteration 16Q (5921.830000 sec): 3 clusters Score: Raw -238830.932611 + Penalty 3715.579446 = -235115.353165 nChanged 0 SP:Iteration 17F (5921.990000 sec): 3 clusters Score: Raw -238830.932611 + Penalty 3715.579446 = -235115.353165 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5922.080000 sec): 2 clusters Score: Raw -94831.535666 + Penalty 1667.212189 = -93164.323477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5922.250000 sec): 3 clusters Score: Raw -95002.610618 + Penalty 3334.424378 = -91668.186239 nChanged 260 SP:Iteration 1F (5922.460000 sec): 3 clusters Score: Raw -95995.395726 + Penalty 3334.424378 = -92660.971348 nChanged 129 SP:Iteration 2F (5922.620000 sec): 3 clusters Score: Raw -96693.710877 + Penalty 3334.424378 = -93359.286499 nChanged 68 SP:Iteration 3F (5922.770000 sec): 3 clusters Score: Raw -97057.202010 + Penalty 3334.424378 = -93722.777632 nChanged 37 SP:Iteration 4Q (5922.930000 sec): 3 clusters Score: Raw -97427.610135 + Penalty 3334.424378 = -94093.185757 nChanged 40 SP:Iteration 5Q (5923.140000 sec): 3 clusters Score: Raw -97679.229970 + Penalty 3334.424378 = -94344.805591 nChanged 20 SP:Iteration 6Q (5923.320000 sec): 3 clusters Score: Raw -97770.263238 + Penalty 3334.424378 = -94435.838859 nChanged 9 SP:Iteration 7Q (5923.500000 sec): 3 clusters Score: Raw -97796.159500 + Penalty 3334.424378 = -94461.735122 nChanged 2 SP:Iteration 8Q (5923.650000 sec): 3 clusters Score: Raw -97800.946221 + Penalty 3334.424378 = -94466.521843 nChanged 0 SP:Iteration 9F (5923.850000 sec): 3 clusters Score: Raw -97800.946221 + Penalty 3334.424378 = -94466.521843 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 4.57 GB. Trying to split cluster 17 (14179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5924.020000 sec): 2 clusters Score: Raw -1894792.655630 + Penalty 2370.760284 = -1892421.895346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5924.370000 sec): 3 clusters Score: Raw -1886889.387296 + Penalty 4741.520569 = -1882147.866727 nChanged 6120 SP:Iteration 1F (5924.590000 sec): 3 clusters Score: Raw -1889949.069647 + Penalty 4741.520569 = -1885207.549078 nChanged 817 SP:Iteration 2F (5924.900000 sec): 3 clusters Score: Raw -1890284.496734 + Penalty 4741.520569 = -1885542.976166 nChanged 665 SP:Iteration 3Q (5925.210000 sec): 3 clusters Score: Raw -1890541.453782 + Penalty 4741.520569 = -1885799.933213 nChanged 577 SP:Iteration 4Q (5925.480000 sec): 3 clusters Score: Raw -1890812.319484 + Penalty 4741.520569 = -1886070.798916 nChanged 560 SP:Iteration 5Q (5925.830000 sec): 3 clusters Score: Raw -1891206.738376 + Penalty 4741.520569 = -1886465.217807 nChanged 571 SP:Iteration 6Q (5926.100000 sec): 3 clusters Score: Raw -1891745.046365 + Penalty 4741.520569 = -1887003.525796 nChanged 722 SP:Iteration 7F (5926.370000 sec): 3 clusters Score: Raw -1892307.734614 + Penalty 4741.520569 = -1887566.214046 nChanged 789 SP:Iteration 8F (5926.680000 sec): 3 clusters Score: Raw -1892838.615844 + Penalty 4741.520569 = -1888097.095275 nChanged 842 SP:Iteration 9F (5926.980000 sec): 3 clusters Score: Raw -1893397.552034 + Penalty 4741.520569 = -1888656.031465 nChanged 857 SP:Iteration 10F (5927.260000 sec): 3 clusters Score: Raw -1893982.253185 + Penalty 4741.520569 = -1889240.732617 nChanged 874 SP:Iteration 11F (5927.540000 sec): 3 clusters Score: Raw -1894582.809941 + Penalty 4741.520569 = -1889841.289373 nChanged 802 SP:Iteration 12F (5927.790000 sec): 3 clusters Score: Raw -1895115.460459 + Penalty 4741.520569 = -1890373.939890 nChanged 682 SP:Iteration 13Q (5928.050000 sec): 3 clusters Score: Raw -1895529.477743 + Penalty 4741.520569 = -1890787.957174 nChanged 514 SP:Iteration 14Q (5928.350000 sec): 3 clusters Score: Raw -1895806.229311 + Penalty 4741.520569 = -1891064.708742 nChanged 376 SP:Iteration 15Q (5928.620000 sec): 3 clusters Score: Raw -1895994.023682 + Penalty 4741.520569 = -1891252.503113 nChanged 278 SP:Iteration 16Q (5928.970000 sec): 3 clusters Score: Raw -1896117.205661 + Penalty 4741.520569 = -1891375.685093 nChanged 205 SP:Iteration 17Q (5929.270000 sec): 3 clusters Score: Raw -1896197.127248 + Penalty 4741.520569 = -1891455.606680 nChanged 176 SP:Iteration 18Q (5929.500000 sec): 3 clusters Score: Raw -1896263.931853 + Penalty 4741.520569 = -1891522.411285 nChanged 186 SP:Iteration 19Q (5929.770000 sec): 3 clusters Score: Raw -1896329.685538 + Penalty 4741.520569 = -1891588.164969 nChanged 162 SP:Iteration 20F (5930.010000 sec): 3 clusters Score: Raw -1896386.815641 + Penalty 4741.520569 = -1891645.295072 nChanged 142 SP:Iteration 21Q (5930.270000 sec): 3 clusters Score: Raw -1896434.685811 + Penalty 4741.520569 = -1891693.165243 nChanged 124 SP:Iteration 22Q (5930.590000 sec): 3 clusters Score: Raw -1896477.964583 + Penalty 4741.520569 = -1891736.444014 nChanged 109 SP:Iteration 23Q (5930.850000 sec): 3 clusters Score: Raw -1896517.548308 + Penalty 4741.520569 = -1891776.027739 nChanged 103 SP:Iteration 24Q (5931.120000 sec): 3 clusters Score: Raw -1896556.236655 + Penalty 4741.520569 = -1891814.716086 nChanged 98 SP:Iteration 25Q (5931.390000 sec): 3 clusters Score: Raw -1896589.059109 + Penalty 4741.520569 = -1891847.538540 nChanged 73 SP:Iteration 26Q (5931.660000 sec): 3 clusters Score: Raw -1896612.291812 + Penalty 4741.520569 = -1891870.771243 nChanged 64 SP:Iteration 27Q (5932.000000 sec): 3 clusters Score: Raw -1896631.291164 + Penalty 4741.520569 = -1891889.770595 nChanged 55 SP:Iteration 28Q (5932.290000 sec): 3 clusters Score: Raw -1896642.494123 + Penalty 4741.520569 = -1891900.973555 nChanged 31 SP:Iteration 29Q (5932.620000 sec): 3 clusters Score: Raw -1896649.414730 + Penalty 4741.520569 = -1891907.894161 nChanged 22 SP:Iteration 30Q (5932.910000 sec): 3 clusters Score: Raw -1896654.315271 + Penalty 4741.520569 = -1891912.794702 nChanged 23 SP:Iteration 31Q (5933.190000 sec): 3 clusters Score: Raw -1896659.107114 + Penalty 4741.520569 = -1891917.586545 nChanged 19 SP:Iteration 32Q (5933.440000 sec): 3 clusters Score: Raw -1896662.599561 + Penalty 4741.520569 = -1891921.078992 nChanged 16 SP:Iteration 33Q (5933.720000 sec): 3 clusters Score: Raw -1896665.512306 + Penalty 4741.520569 = -1891923.991737 nChanged 19 SP:Iteration 34Q (5933.980000 sec): 3 clusters Score: Raw -1896669.578508 + Penalty 4741.520569 = -1891928.057939 nChanged 24 SP:Iteration 35Q (5934.250000 sec): 3 clusters Score: Raw -1896674.630074 + Penalty 4741.520569 = -1891933.109505 nChanged 25 SP:Iteration 36Q (5934.570000 sec): 3 clusters Score: Raw -1896679.614425 + Penalty 4741.520569 = -1891938.093857 nChanged 19 SP:Iteration 37Q (5934.850000 sec): 3 clusters Score: Raw -1896682.746551 + Penalty 4741.520569 = -1891941.225983 nChanged 12 SP:Iteration 38Q (5935.150000 sec): 3 clusters Score: Raw -1896684.946283 + Penalty 4741.520569 = -1891943.425714 nChanged 13 SP:Iteration 39Q (5935.390000 sec): 3 clusters Score: Raw -1896688.130415 + Penalty 4741.520569 = -1891946.609846 nChanged 10 SP:Iteration 40F (5935.710000 sec): 3 clusters Score: Raw -1896689.801777 + Penalty 4741.520569 = -1891948.281208 nChanged 10 SP:Iteration 41Q (5935.950000 sec): 3 clusters Score: Raw -1896691.939415 + Penalty 4741.520569 = -1891950.418847 nChanged 14 SP:Iteration 42Q (5936.250000 sec): 3 clusters Score: Raw -1896694.554622 + Penalty 4741.520569 = -1891953.034053 nChanged 7 SP:Iteration 43Q (5936.490000 sec): 3 clusters Score: Raw -1896695.749247 + Penalty 4741.520569 = -1891954.228679 nChanged 5 SP:Iteration 44Q (5936.790000 sec): 3 clusters Score: Raw -1896696.944831 + Penalty 4741.520569 = -1891955.424262 nChanged 5 SP:Iteration 45Q (5937.040000 sec): 3 clusters Score: Raw -1896697.688786 + Penalty 4741.520569 = -1891956.168217 nChanged 3 SP:Iteration 46Q (5937.290000 sec): 3 clusters Score: Raw -1896697.965345 + Penalty 4741.520569 = -1891956.444777 nChanged 0 SP:Iteration 47F (5937.540000 sec): 3 clusters Score: Raw -1896697.965345 + Penalty 4741.520569 = -1891956.444777 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (2636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5937.630000 sec): 2 clusters Score: Raw -349463.857228 + Penalty 1953.500438 = -347510.356790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5937.850000 sec): 3 clusters Score: Raw -348574.774397 + Penalty 3907.000876 = -344667.773521 nChanged 889 SP:Iteration 1F (5938.050000 sec): 3 clusters Score: Raw -350321.544071 + Penalty 3907.000876 = -346414.543195 nChanged 372 SP:Iteration 2F (5938.210000 sec): 3 clusters Score: Raw -351761.335130 + Penalty 3907.000876 = -347854.334254 nChanged 310 SP:Iteration 3F (5938.370000 sec): 3 clusters Score: Raw -352588.794768 + Penalty 3907.000876 = -348681.793892 nChanged 166 SP:Iteration 4F (5938.530000 sec): 3 clusters Score: Raw -352898.349937 + Penalty 3907.000876 = -348991.349061 nChanged 71 SP:Iteration 5Q (5938.710000 sec): 3 clusters Score: Raw -352979.242785 + Penalty 3907.000876 = -349072.241909 nChanged 24 SP:Iteration 6Q (5938.890000 sec): 3 clusters Score: Raw -352994.176974 + Penalty 3907.000876 = -349087.176098 nChanged 7 SP:Iteration 7Q (5939.090000 sec): 3 clusters Score: Raw -352999.080406 + Penalty 3907.000876 = -349092.079530 nChanged 3 SP:Iteration 8Q (5939.270000 sec): 3 clusters Score: Raw -353000.808000 + Penalty 3907.000876 = -349093.807124 nChanged 0 SP:Iteration 9F (5939.460000 sec): 3 clusters Score: Raw -353000.808000 + Penalty 3907.000876 = -349093.807124 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 4.57 GB. Trying to split cluster 20 (10141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5939.650000 sec): 2 clusters Score: Raw -1398811.654568 + Penalty 2287.636789 = -1396524.017779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5939.890000 sec): 3 clusters Score: Raw -1393347.096311 + Penalty 4575.273578 = -1388771.822733 nChanged 4173 SP:Iteration 1F (5940.110000 sec): 3 clusters Score: Raw -1395600.864059 + Penalty 4575.273578 = -1391025.590480 nChanged 659 SP:Iteration 2F (5940.390000 sec): 3 clusters Score: Raw -1395879.120970 + Penalty 4575.273578 = -1391303.847391 nChanged 474 SP:Iteration 3Q (5940.570000 sec): 3 clusters Score: Raw -1396053.267719 + Penalty 4575.273578 = -1391477.994141 nChanged 377 SP:Iteration 4Q (5940.810000 sec): 3 clusters Score: Raw -1396184.326181 + Penalty 4575.273578 = -1391609.052602 nChanged 282 SP:Iteration 5Q (5941.010000 sec): 3 clusters Score: Raw -1396275.758560 + Penalty 4575.273578 = -1391700.484982 nChanged 235 SP:Iteration 6Q (5941.260000 sec): 3 clusters Score: Raw -1396359.814444 + Penalty 4575.273578 = -1391784.540866 nChanged 225 SP:Iteration 7Q (5941.520000 sec): 3 clusters Score: Raw -1396433.447806 + Penalty 4575.273578 = -1391858.174228 nChanged 206 SP:Iteration 8Q (5941.710000 sec): 3 clusters Score: Raw -1396501.960865 + Penalty 4575.273578 = -1391926.687287 nChanged 222 SP:Iteration 9Q (5941.910000 sec): 3 clusters Score: Raw -1396578.687158 + Penalty 4575.273578 = -1392003.413580 nChanged 216 SP:Iteration 10Q (5942.170000 sec): 3 clusters Score: Raw -1396675.446387 + Penalty 4575.273578 = -1392100.172809 nChanged 242 SP:Iteration 11Q (5942.440000 sec): 3 clusters Score: Raw -1396781.120022 + Penalty 4575.273578 = -1392205.846444 nChanged 260 SP:Iteration 12Q (5942.700000 sec): 3 clusters Score: Raw -1396892.999148 + Penalty 4575.273578 = -1392317.725570 nChanged 278 SP:Iteration 13Q (5942.980000 sec): 3 clusters Score: Raw -1397012.273016 + Penalty 4575.273578 = -1392436.999438 nChanged 266 SP:Iteration 14Q (5943.240000 sec): 3 clusters Score: Raw -1397145.107345 + Penalty 4575.273578 = -1392569.833767 nChanged 289 SP:Iteration 15Q (5943.480000 sec): 3 clusters Score: Raw -1397279.931190 + Penalty 4575.273578 = -1392704.657612 nChanged 297 SP:Iteration 16Q (5943.710000 sec): 3 clusters Score: Raw -1397440.264825 + Penalty 4575.273578 = -1392864.991247 nChanged 307 SP:Iteration 17Q (5943.930000 sec): 3 clusters Score: Raw -1397608.945138 + Penalty 4575.273578 = -1393033.671560 nChanged 299 SP:Iteration 18Q (5944.180000 sec): 3 clusters Score: Raw -1397772.337535 + Penalty 4575.273578 = -1393197.063957 nChanged 293 SP:Iteration 19Q (5944.420000 sec): 3 clusters Score: Raw -1397944.880179 + Penalty 4575.273578 = -1393369.606601 nChanged 291 SP:Iteration 20F (5944.670000 sec): 3 clusters Score: Raw -1398096.200932 + Penalty 4575.273578 = -1393520.927354 nChanged 268 SP:Iteration 21Q (5944.880000 sec): 3 clusters Score: Raw -1398233.354056 + Penalty 4575.273578 = -1393658.080478 nChanged 228 SP:Iteration 22Q (5945.110000 sec): 3 clusters Score: Raw -1398332.249108 + Penalty 4575.273578 = -1393756.975530 nChanged 176 SP:Iteration 23Q (5945.300000 sec): 3 clusters Score: Raw -1398414.212073 + Penalty 4575.273578 = -1393838.938495 nChanged 191 SP:Iteration 24Q (5945.540000 sec): 3 clusters Score: Raw -1398492.186383 + Penalty 4575.273578 = -1393916.912805 nChanged 160 SP:Iteration 25Q (5945.780000 sec): 3 clusters Score: Raw -1398552.474621 + Penalty 4575.273578 = -1393977.201043 nChanged 145 SP:Iteration 26Q (5946.000000 sec): 3 clusters Score: Raw -1398599.843943 + Penalty 4575.273578 = -1394024.570365 nChanged 134 SP:Iteration 27Q (5946.200000 sec): 3 clusters Score: Raw -1398648.880778 + Penalty 4575.273578 = -1394073.607200 nChanged 114 SP:Iteration 28Q (5946.420000 sec): 3 clusters Score: Raw -1398684.594850 + Penalty 4575.273578 = -1394109.321271 nChanged 94 SP:Iteration 29Q (5946.640000 sec): 3 clusters Score: Raw -1398716.388401 + Penalty 4575.273578 = -1394141.114823 nChanged 84 SP:Iteration 30Q (5946.930000 sec): 3 clusters Score: Raw -1398742.379732 + Penalty 4575.273578 = -1394167.106154 nChanged 72 SP:Iteration 31Q (5947.180000 sec): 3 clusters Score: Raw -1398766.643926 + Penalty 4575.273578 = -1394191.370348 nChanged 82 SP:Iteration 32Q (5947.380000 sec): 3 clusters Score: Raw -1398792.095886 + Penalty 4575.273578 = -1394216.822308 nChanged 73 SP:Iteration 33Q (5947.680000 sec): 3 clusters Score: Raw -1398812.561889 + Penalty 4575.273578 = -1394237.288311 nChanged 64 SP:Iteration 34Q (5947.870000 sec): 3 clusters Score: Raw -1398829.054776 + Penalty 4575.273578 = -1394253.781198 nChanged 44 SP:Iteration 35Q (5948.100000 sec): 3 clusters Score: Raw -1398840.258871 + Penalty 4575.273578 = -1394264.985293 nChanged 46 SP:Iteration 36Q (5948.360000 sec): 3 clusters Score: Raw -1398851.522234 + Penalty 4575.273578 = -1394276.248656 nChanged 35 SP:Iteration 37Q (5948.610000 sec): 3 clusters Score: Raw -1398861.427531 + Penalty 4575.273578 = -1394286.153953 nChanged 36 SP:Iteration 38Q (5948.880000 sec): 3 clusters Score: Raw -1398870.593457 + Penalty 4575.273578 = -1394295.319878 nChanged 30 SP:Iteration 39Q (5949.110000 sec): 3 clusters Score: Raw -1398877.849161 + Penalty 4575.273578 = -1394302.575583 nChanged 33 SP:Iteration 40F (5949.300000 sec): 3 clusters Score: Raw -1398886.329878 + Penalty 4575.273578 = -1394311.056300 nChanged 33 SP:Iteration 41Q (5949.570000 sec): 3 clusters Score: Raw -1398894.870335 + Penalty 4575.273578 = -1394319.596757 nChanged 31 SP:Iteration 42Q (5949.810000 sec): 3 clusters Score: Raw -1398903.492059 + Penalty 4575.273578 = -1394328.218480 nChanged 35 SP:Iteration 43Q (5950.020000 sec): 3 clusters Score: Raw -1398912.339640 + Penalty 4575.273578 = -1394337.066062 nChanged 31 SP:Iteration 44Q (5950.230000 sec): 3 clusters Score: Raw -1398920.923414 + Penalty 4575.273578 = -1394345.649836 nChanged 31 SP:Iteration 45Q (5950.450000 sec): 3 clusters Score: Raw -1398929.664695 + Penalty 4575.273578 = -1394354.391117 nChanged 24 SP:Iteration 46Q (5950.660000 sec): 3 clusters Score: Raw -1398935.489842 + Penalty 4575.273578 = -1394360.216264 nChanged 23 SP:Iteration 47Q (5950.910000 sec): 3 clusters Score: Raw -1398940.806992 + Penalty 4575.273578 = -1394365.533413 nChanged 29 SP:Iteration 48Q (5951.120000 sec): 3 clusters Score: Raw -1398947.682594 + Penalty 4575.273578 = -1394372.409016 nChanged 28 SP:Iteration 49Q (5951.330000 sec): 3 clusters Score: Raw -1398955.632720 + Penalty 4575.273578 = -1394380.359142 nChanged 38 SP:Iteration 50Q (5951.540000 sec): 3 clusters Score: Raw -1398965.871869 + Penalty 4575.273578 = -1394390.598290 nChanged 28 SP:Iteration 51Q (5951.750000 sec): 3 clusters Score: Raw -1398974.319892 + Penalty 4575.273578 = -1394399.046313 nChanged 32 SP:Iteration 52Q (5951.930000 sec): 3 clusters Score: Raw -1398983.988209 + Penalty 4575.273578 = -1394408.714631 nChanged 31 SP:Iteration 53Q (5952.190000 sec): 3 clusters Score: Raw -1398992.398473 + Penalty 4575.273578 = -1394417.124895 nChanged 24 SP:Iteration 54Q (5952.420000 sec): 3 clusters Score: Raw -1398999.037686 + Penalty 4575.273578 = -1394423.764108 nChanged 21 SP:Iteration 55Q (5952.700000 sec): 3 clusters Score: Raw -1399004.332389 + Penalty 4575.273578 = -1394429.058810 nChanged 15 SP:Iteration 56Q (5952.970000 sec): 3 clusters Score: Raw -1399007.977967 + Penalty 4575.273578 = -1394432.704389 nChanged 19 SP:Iteration 57Q (5953.220000 sec): 3 clusters Score: Raw -1399012.788079 + Penalty 4575.273578 = -1394437.514501 nChanged 17 SP:Iteration 58Q (5953.450000 sec): 3 clusters Score: Raw -1399016.319186 + Penalty 4575.273578 = -1394441.045608 nChanged 11 SP:Iteration 59Q (5953.680000 sec): 3 clusters Score: Raw -1399018.883536 + Penalty 4575.273578 = -1394443.609958 nChanged 20 SP:Iteration 60F (5953.950000 sec): 3 clusters Score: Raw -1399023.756318 + Penalty 4575.273578 = -1394448.482740 nChanged 26 SP:Iteration 61Q (5954.260000 sec): 3 clusters Score: Raw -1399030.006112 + Penalty 4575.273578 = -1394454.732534 nChanged 25 SP:Iteration 62Q (5954.500000 sec): 3 clusters Score: Raw -1399035.769645 + Penalty 4575.273578 = -1394460.496067 nChanged 18 SP:Iteration 63Q (5954.780000 sec): 3 clusters Score: Raw -1399040.247125 + Penalty 4575.273578 = -1394464.973547 nChanged 20 SP:Iteration 64Q (5954.980000 sec): 3 clusters Score: Raw -1399046.221823 + Penalty 4575.273578 = -1394470.948245 nChanged 19 SP:Iteration 65Q (5955.230000 sec): 3 clusters Score: Raw -1399050.463631 + Penalty 4575.273578 = -1394475.190053 nChanged 19 SP:Iteration 66Q (5955.420000 sec): 3 clusters Score: Raw -1399055.887879 + Penalty 4575.273578 = -1394480.614301 nChanged 19 SP:Iteration 67Q (5955.680000 sec): 3 clusters Score: Raw -1399060.904241 + Penalty 4575.273578 = -1394485.630663 nChanged 11 SP:Iteration 68Q (5955.900000 sec): 3 clusters Score: Raw -1399063.471168 + Penalty 4575.273578 = -1394488.197590 nChanged 9 SP:Iteration 69Q (5956.120000 sec): 3 clusters Score: Raw -1399065.785882 + Penalty 4575.273578 = -1394490.512304 nChanged 9 SP:Iteration 70Q (5956.380000 sec): 3 clusters Score: Raw -1399068.574483 + Penalty 4575.273578 = -1394493.300905 nChanged 15 SP:Iteration 71Q (5956.620000 sec): 3 clusters Score: Raw -1399072.367944 + Penalty 4575.273578 = -1394497.094366 nChanged 13 SP:Iteration 72Q (5956.850000 sec): 3 clusters Score: Raw -1399075.856574 + Penalty 4575.273578 = -1394500.582995 nChanged 10 SP:Iteration 73Q (5957.100000 sec): 3 clusters Score: Raw -1399078.299106 + Penalty 4575.273578 = -1394503.025528 nChanged 12 SP:Iteration 74Q (5957.350000 sec): 3 clusters Score: Raw -1399081.016660 + Penalty 4575.273578 = -1394505.743082 nChanged 10 SP:Iteration 75Q (5957.560000 sec): 3 clusters Score: Raw -1399083.205880 + Penalty 4575.273578 = -1394507.932301 nChanged 9 SP:Iteration 76Q (5957.770000 sec): 3 clusters Score: Raw -1399085.064056 + Penalty 4575.273578 = -1394509.790478 nChanged 8 SP:Iteration 77Q (5958.000000 sec): 3 clusters Score: Raw -1399086.528773 + Penalty 4575.273578 = -1394511.255195 nChanged 5 SP:Iteration 78Q (5958.220000 sec): 3 clusters Score: Raw -1399087.556522 + Penalty 4575.273578 = -1394512.282944 nChanged 7 SP:Iteration 79Q (5958.450000 sec): 3 clusters Score: Raw -1399089.280572 + Penalty 4575.273578 = -1394514.006993 nChanged 6 SP:Iteration 80F (5958.680000 sec): 3 clusters Score: Raw -1399090.860136 + Penalty 4575.273578 = -1394515.586557 nChanged 9 SP:Iteration 81Q (5958.870000 sec): 3 clusters Score: Raw -1399092.656442 + Penalty 4575.273578 = -1394517.382864 nChanged 2 SP:Iteration 82Q (5959.160000 sec): 3 clusters Score: Raw -1399093.250760 + Penalty 4575.273578 = -1394517.977181 nChanged 2 SP:Iteration 83Q (5959.360000 sec): 3 clusters Score: Raw -1399093.977547 + Penalty 4575.273578 = -1394518.703969 nChanged 3 SP:Iteration 84Q (5959.600000 sec): 3 clusters Score: Raw -1399094.866211 + Penalty 4575.273578 = -1394519.592633 nChanged 3 SP:Iteration 85Q (5959.840000 sec): 3 clusters Score: Raw -1399095.540847 + Penalty 4575.273578 = -1394520.267268 nChanged 3 SP:Iteration 86Q (5960.060000 sec): 3 clusters Score: Raw -1399096.236860 + Penalty 4575.273578 = -1394520.963281 nChanged 2 SP:Iteration 87Q (5960.280000 sec): 3 clusters Score: Raw -1399096.673676 + Penalty 4575.273578 = -1394521.400098 nChanged 4 SP:Iteration 88Q (5960.520000 sec): 3 clusters Score: Raw -1399097.291405 + Penalty 4575.273578 = -1394522.017827 nChanged 1 SP:Iteration 89Q (5960.780000 sec): 3 clusters Score: Raw -1399097.492248 + Penalty 4575.273578 = -1394522.218670 nChanged 1 SP:Iteration 90Q (5961.020000 sec): 3 clusters Score: Raw -1399097.658413 + Penalty 4575.273578 = -1394522.384835 nChanged 1 SP:Iteration 91Q (5961.280000 sec): 3 clusters Score: Raw -1399097.836234 + Penalty 4575.273578 = -1394522.562656 nChanged 0 SP:Iteration 92F (5961.490000 sec): 3 clusters Score: Raw -1399097.836234 + Penalty 4575.273578 = -1394522.562656 nChanged 0 Iteration 20F (5979.940000 sec): 17 clusters Score: Raw -78033141.490094 + Penalty 52635.332010 = -77980506.158084 nChanged 3212 Iteration 21Q (5991.360000 sec): 17 clusters Score: Raw -78035425.554006 + Penalty 52635.332010 = -77982790.221996 nChanged 2879 Iteration 22Q (6003.630000 sec): 17 clusters Score: Raw -78035899.556056 + Penalty 52635.332010 = -77983264.224046 nChanged 2703 Iteration 23Q (6014.800000 sec): 17 clusters Score: Raw -78036204.832711 + Penalty 52635.332010 = -77983569.500701 nChanged 2616 Iteration 24Q (6027.320000 sec): 17 clusters Score: Raw -78036489.276858 + Penalty 52635.332010 = -77983853.944848 nChanged 2506 Iteration 25Q (6039.740000 sec): 17 clusters Score: Raw -78036704.197312 + Penalty 52635.332010 = -77984068.865302 nChanged 2343 Iteration 26Q (6051.740000 sec): 17 clusters Score: Raw -78036898.795373 + Penalty 52635.332010 = -77984263.463363 nChanged 2212 Iteration 27Q (6063.370000 sec): 17 clusters Score: Raw -78037074.270486 + Penalty 52635.332010 = -77984438.938475 nChanged 2118 Iteration 28Q (6075.470000 sec): 17 clusters Score: Raw -78037226.650300 + Penalty 52635.332010 = -77984591.318290 nChanged 2020 Iteration 29Q (6088.950000 sec): 17 clusters Score: Raw -78037361.174219 + Penalty 52635.332010 = -77984725.842209 nChanged 1929 Iteration 30Q (6101.970000 sec): 17 clusters Score: Raw -78037484.137655 + Penalty 52635.332010 = -77984848.805644 nChanged 1828 Iteration 31Q (6113.020000 sec): 17 clusters Score: Raw -78037597.320666 + Penalty 52635.332010 = -77984961.988656 nChanged 1708 Iteration 32Q (6128.770000 sec): 17 clusters Score: Raw -78037698.258664 + Penalty 52635.332010 = -77985062.926653 nChanged 1642 Iteration 33Q (6142.640000 sec): 17 clusters Score: Raw -78037794.315108 + Penalty 52635.332010 = -77985158.983098 nChanged 1522 Iteration 34Q (6153.760000 sec): 17 clusters Score: Raw -78037875.920921 + Penalty 52635.332010 = -77985240.588911 nChanged 1437 Iteration 35Q (6165.360000 sec): 17 clusters Score: Raw -78037950.328856 + Penalty 52635.332010 = -77985314.996846 nChanged 1305 Iteration 36Q (6178.530000 sec): 17 clusters Score: Raw -78038013.419588 + Penalty 52635.332010 = -77985378.087578 nChanged 1247 Iteration 37Q (6191.400000 sec): 17 clusters Score: Raw -78038073.179932 + Penalty 52635.332010 = -77985437.847922 nChanged 1143 Iteration 38Q (6203.740000 sec): 17 clusters Score: Raw -78038126.003739 + Penalty 52635.332010 = -77985490.671728 nChanged 1133 Iteration 39Q (6215.900000 sec): 17 clusters Score: Raw -78038177.927386 + Penalty 52635.332010 = -77985542.595376 nChanged 1085 Iteration 40F (6235.410000 sec): 17 clusters Score: Raw -78038656.172205 + Penalty 52635.332010 = -77986020.840195 nChanged 1119 Iteration 41Q (6248.550000 sec): 17 clusters Score: Raw -78039927.782009 + Penalty 52635.332010 = -77987292.449999 nChanged 1069 Iteration 42Q (6261.900000 sec): 17 clusters Score: Raw -78040056.540067 + Penalty 52635.332010 = -77987421.208057 nChanged 983 Iteration 43Q (6274.620000 sec): 17 clusters Score: Raw -78040107.233450 + Penalty 52635.332010 = -77987471.901439 nChanged 910 Iteration 44Q (6287.290000 sec): 17 clusters Score: Raw -78040145.518610 + Penalty 52635.332010 = -77987510.186600 nChanged 840 Iteration 45Q (6300.150000 sec): 17 clusters Score: Raw -78040174.707076 + Penalty 52635.332010 = -77987539.375066 nChanged 748 Iteration 46Q (6312.680000 sec): 17 clusters Score: Raw -78040198.678742 + Penalty 52635.332010 = -77987563.346732 nChanged 749 Iteration 47Q (6324.810000 sec): 17 clusters Score: Raw -78040224.323777 + Penalty 52635.332010 = -77987588.991767 nChanged 735 Iteration 48Q (6337.520000 sec): 17 clusters Score: Raw -78040248.765783 + Penalty 52635.332010 = -77987613.433772 nChanged 712 Iteration 49Q (6350.250000 sec): 17 clusters Score: Raw -78040270.683991 + Penalty 52635.332010 = -77987635.351981 nChanged 688 Iteration 50Q (6362.380000 sec): 17 clusters Score: Raw -78040292.094566 + Penalty 52635.332010 = -77987656.762556 nChanged 681 Iteration 51Q (6375.520000 sec): 17 clusters Score: Raw -78040313.893255 + Penalty 52635.332010 = -77987678.561244 nChanged 645 Iteration 52Q (6388.130000 sec): 17 clusters Score: Raw -78040334.124479 + Penalty 52635.332010 = -77987698.792469 nChanged 584 Iteration 53Q (6400.710000 sec): 17 clusters Score: Raw -78040351.512967 + Penalty 52635.332010 = -77987716.180957 nChanged 567 Iteration 54Q (6412.630000 sec): 17 clusters Score: Raw -78040367.370808 + Penalty 52635.332010 = -77987732.038798 nChanged 544 Iteration 55Q (6425.000000 sec): 17 clusters Score: Raw -78040382.115059 + Penalty 52635.332010 = -77987746.783049 nChanged 526 Iteration 56Q (6437.380000 sec): 17 clusters Score: Raw -78040396.688666 + Penalty 52635.332010 = -77987761.356656 nChanged 560 Iteration 57Q (6448.380000 sec): 17 clusters Score: Raw -78040411.033990 + Penalty 52635.332010 = -77987775.701980 nChanged 525 Iteration 58Q (6460.880000 sec): 17 clusters Score: Raw -78040424.454629 + Penalty 52635.332010 = -77987789.122618 nChanged 489 Writing temp clu file Because OldScore, -77987775.701980, is greater than current (better) Score,-77987789.122618 Compute initial score before splitting: Score: Raw -78040424.454629 + Penalty 52635.332010 = -77987789.122618 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (174769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6462.140000 sec): 2 clusters Score: Raw -23883825.294549 + Penalty 2993.662654 = -23880831.631895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6463.270000 sec): 3 clusters Score: Raw -23769704.842632 + Penalty 5987.325309 = -23763717.517323 nChanged 83874 SP:Iteration 1F (6464.340000 sec): 3 clusters Score: Raw -23818696.369973 + Penalty 5987.325309 = -23812709.044665 nChanged 5256 SP:Iteration 2Q (6465.540000 sec): 3 clusters Score: Raw -23819928.652219 + Penalty 5987.325309 = -23813941.326910 nChanged 6224 SP:Iteration 3Q (6466.810000 sec): 3 clusters Score: Raw -23821785.185946 + Penalty 5987.325309 = -23815797.860637 nChanged 7833 SP:Iteration 4Q (6468.000000 sec): 3 clusters Score: Raw -23824902.037701 + Penalty 5987.325309 = -23818914.712392 nChanged 10371 SP:Iteration 5F (6469.060000 sec): 3 clusters Score: Raw -23830627.793053 + Penalty 5987.325309 = -23824640.467744 nChanged 13400 SP:Iteration 6F (6470.220000 sec): 3 clusters Score: Raw -23840482.737996 + Penalty 5987.325309 = -23834495.412687 nChanged 15522 SP:Iteration 7F (6471.500000 sec): 3 clusters Score: Raw -23854695.795178 + Penalty 5987.325309 = -23848708.469869 nChanged 14413 SP:Iteration 8F (6472.580000 sec): 3 clusters Score: Raw -23869490.784140 + Penalty 5987.325309 = -23863503.458831 nChanged 9229 SP:Iteration 9F (6473.750000 sec): 3 clusters Score: Raw -23878872.450180 + Penalty 5987.325309 = -23872885.124871 nChanged 3887 SP:Iteration 10Q (6474.830000 sec): 3 clusters Score: Raw -23882559.959167 + Penalty 5987.325309 = -23876572.633859 nChanged 1154 SP:Iteration 11Q (6476.030000 sec): 3 clusters Score: Raw -23883616.000692 + Penalty 5987.325309 = -23877628.675383 nChanged 314 SP:Iteration 12Q (6476.980000 sec): 3 clusters Score: Raw -23883958.665132 + Penalty 5987.325309 = -23877971.339823 nChanged 106 SP:Iteration 13Q (6477.900000 sec): 3 clusters Score: Raw -23884111.476274 + Penalty 5987.325309 = -23878124.150965 nChanged 70 SP:Iteration 14Q (6478.860000 sec): 3 clusters Score: Raw -23884220.716166 + Penalty 5987.325309 = -23878233.390857 nChanged 43 SP:Iteration 15Q (6480.070000 sec): 3 clusters Score: Raw -23884280.875698 + Penalty 5987.325309 = -23878293.550389 nChanged 18 SP:Iteration 16Q (6481.050000 sec): 3 clusters Score: Raw -23884307.760006 + Penalty 5987.325309 = -23878320.434698 nChanged 21 SP:Iteration 17Q (6482.140000 sec): 3 clusters Score: Raw -23884338.964187 + Penalty 5987.325309 = -23878351.638878 nChanged 16 SP:Iteration 18Q (6483.180000 sec): 3 clusters Score: Raw -23884358.331641 + Penalty 5987.325309 = -23878371.006332 nChanged 5 SP:Iteration 19Q (6484.240000 sec): 3 clusters Score: Raw -23884368.091871 + Penalty 5987.325309 = -23878380.766562 nChanged 6 SP:Iteration 20F (6485.480000 sec): 3 clusters Score: Raw -23884380.951388 + Penalty 5987.325309 = -23878393.626079 nChanged 5 SP:Iteration 21Q (6486.420000 sec): 3 clusters Score: Raw -23884384.765958 + Penalty 5987.325309 = -23878397.440649 nChanged 1 SP:Iteration 22Q (6487.470000 sec): 3 clusters Score: Raw -23884385.177017 + Penalty 5987.325309 = -23878397.851708 nChanged 0 SP:Iteration 23F (6488.540000 sec): 3 clusters Score: Raw -23884385.177017 + Penalty 5987.325309 = -23878397.851708 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6488.730000 sec): 2 clusters Score: Raw -64791.414571 + Penalty 1598.538515 = -63192.876056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6488.940000 sec): 3 clusters Score: Raw -65116.021724 + Penalty 3197.077030 = -61918.944693 nChanged 173 SP:Iteration 1F (6489.200000 sec): 3 clusters Score: Raw -65996.099182 + Penalty 3197.077030 = -62799.022152 nChanged 90 SP:Iteration 2F (6489.380000 sec): 3 clusters Score: Raw -66644.565761 + Penalty 3197.077030 = -63447.488730 nChanged 65 SP:Iteration 3F (6489.600000 sec): 3 clusters Score: Raw -66980.477120 + Penalty 3197.077030 = -63783.400089 nChanged 29 SP:Iteration 4Q (6489.810000 sec): 3 clusters Score: Raw -67216.926921 + Penalty 3197.077030 = -64019.849891 nChanged 7 SP:Iteration 5Q (6490.010000 sec): 3 clusters Score: Raw -67260.317508 + Penalty 3197.077030 = -64063.240477 nChanged 5 SP:Iteration 6Q (6490.180000 sec): 3 clusters Score: Raw -67287.819933 + Penalty 3197.077030 = -64090.742903 nChanged 0 SP:Iteration 7F (6490.350000 sec): 3 clusters Score: Raw -67289.453997 + Penalty 3197.077030 = -64092.376967 nChanged 1 SP:Iteration 8Q (6490.540000 sec): 3 clusters Score: Raw -67297.616158 + Penalty 3197.077030 = -64100.539128 nChanged 0 SP:Iteration 9F (6490.740000 sec): 3 clusters Score: Raw -67297.616158 + Penalty 3197.077030 = -64100.539128 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (320470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.590000 sec): 2 clusters Score: Raw -43932620.089242 + Penalty 3144.030899 = -43929476.058343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6494.710000 sec): 3 clusters Score: Raw -43720430.805055 + Penalty 6288.061798 = -43714142.743258 nChanged 155314 SP:Iteration 1F (6496.590000 sec): 3 clusters Score: Raw -43813725.284942 + Penalty 6288.061798 = -43807437.223144 nChanged 11976 SP:Iteration 2Q (6498.660000 sec): 3 clusters Score: Raw -43817980.049051 + Penalty 6288.061798 = -43811691.987253 nChanged 16066 SP:Iteration 3F (6500.680000 sec): 3 clusters Score: Raw -43825964.282059 + Penalty 6288.061798 = -43819676.220261 nChanged 22103 SP:Iteration 4F (6502.550000 sec): 3 clusters Score: Raw -43841102.431059 + Penalty 6288.061798 = -43834814.369262 nChanged 28657 SP:Iteration 5F (6504.350000 sec): 3 clusters Score: Raw -43866135.417151 + Penalty 6288.061798 = -43859847.355354 nChanged 29662 SP:Iteration 6F (6506.160000 sec): 3 clusters Score: Raw -43895628.722803 + Penalty 6288.061798 = -43889340.661005 nChanged 21829 SP:Iteration 7F (6508.200000 sec): 3 clusters Score: Raw -43917809.790859 + Penalty 6288.061798 = -43911521.729061 nChanged 10783 SP:Iteration 8Q (6509.950000 sec): 3 clusters Score: Raw -43928225.361698 + Penalty 6288.061798 = -43921937.299900 nChanged 3747 SP:Iteration 9Q (6511.890000 sec): 3 clusters Score: Raw -43931599.377571 + Penalty 6288.061798 = -43925311.315773 nChanged 1131 SP:Iteration 10Q (6513.380000 sec): 3 clusters Score: Raw -43932618.411753 + Penalty 6288.061798 = -43926330.349955 nChanged 445 SP:Iteration 11Q (6514.920000 sec): 3 clusters Score: Raw -43933034.753137 + Penalty 6288.061798 = -43926746.691339 nChanged 227 SP:Iteration 12Q (6516.540000 sec): 3 clusters Score: Raw -43933219.096664 + Penalty 6288.061798 = -43926931.034866 nChanged 165 SP:Iteration 13Q (6518.130000 sec): 3 clusters Score: Raw -43933346.207982 + Penalty 6288.061798 = -43927058.146184 nChanged 120 SP:Iteration 14Q (6519.850000 sec): 3 clusters Score: Raw -43933420.235491 + Penalty 6288.061798 = -43927132.173693 nChanged 86 SP:Iteration 15Q (6521.570000 sec): 3 clusters Score: Raw -43933474.618613 + Penalty 6288.061798 = -43927186.556815 nChanged 74 SP:Iteration 16Q (6523.240000 sec): 3 clusters Score: Raw -43933510.187576 + Penalty 6288.061798 = -43927222.125778 nChanged 69 SP:Iteration 17Q (6524.870000 sec): 3 clusters Score: Raw -43933544.052191 + Penalty 6288.061798 = -43927255.990393 nChanged 49 SP:Iteration 18Q (6526.490000 sec): 3 clusters Score: Raw -43933566.846252 + Penalty 6288.061798 = -43927278.784455 nChanged 44 SP:Iteration 19Q (6528.230000 sec): 3 clusters Score: Raw -43933584.879863 + Penalty 6288.061798 = -43927296.818065 nChanged 49 SP:Iteration 20F (6530.170000 sec): 3 clusters Score: Raw -43933609.227726 + Penalty 6288.061798 = -43927321.165928 nChanged 39 SP:Iteration 21Q (6531.970000 sec): 3 clusters Score: Raw -43933627.397887 + Penalty 6288.061798 = -43927339.336089 nChanged 43 SP:Iteration 22Q (6533.750000 sec): 3 clusters Score: Raw -43933650.893510 + Penalty 6288.061798 = -43927362.831712 nChanged 52 SP:Iteration 23Q (6535.230000 sec): 3 clusters Score: Raw -43933674.767793 + Penalty 6288.061798 = -43927386.705995 nChanged 42 SP:Iteration 24Q (6536.910000 sec): 3 clusters Score: Raw -43933694.088093 + Penalty 6288.061798 = -43927406.026295 nChanged 38 SP:Iteration 25Q (6538.430000 sec): 3 clusters Score: Raw -43933713.934248 + Penalty 6288.061798 = -43927425.872450 nChanged 41 SP:Iteration 26Q (6539.950000 sec): 3 clusters Score: Raw -43933734.752867 + Penalty 6288.061798 = -43927446.691069 nChanged 42 SP:Iteration 27Q (6541.670000 sec): 3 clusters Score: Raw -43933757.004476 + Penalty 6288.061798 = -43927468.942678 nChanged 41 SP:Iteration 28Q (6543.370000 sec): 3 clusters Score: Raw -43933773.696880 + Penalty 6288.061798 = -43927485.635082 nChanged 34 SP:Iteration 29Q (6545.010000 sec): 3 clusters Score: Raw -43933785.132781 + Penalty 6288.061798 = -43927497.070983 nChanged 32 SP:Iteration 30Q (6546.750000 sec): 3 clusters Score: Raw -43933795.628357 + Penalty 6288.061798 = -43927507.566559 nChanged 22 SP:Iteration 31Q (6548.130000 sec): 3 clusters Score: Raw -43933804.744085 + Penalty 6288.061798 = -43927516.682287 nChanged 32 SP:Iteration 32Q (6549.790000 sec): 3 clusters Score: Raw -43933815.047314 + Penalty 6288.061798 = -43927526.985516 nChanged 26 SP:Iteration 33Q (6551.410000 sec): 3 clusters Score: Raw -43933825.603339 + Penalty 6288.061798 = -43927537.541541 nChanged 28 SP:Iteration 34Q (6553.020000 sec): 3 clusters Score: Raw -43933837.412934 + Penalty 6288.061798 = -43927549.351136 nChanged 26 SP:Iteration 35Q (6554.770000 sec): 3 clusters Score: Raw -43933846.691834 + Penalty 6288.061798 = -43927558.630037 nChanged 21 SP:Iteration 36Q (6556.400000 sec): 3 clusters Score: Raw -43933854.767124 + Penalty 6288.061798 = -43927566.705327 nChanged 18 SP:Iteration 37Q (6558.040000 sec): 3 clusters Score: Raw -43933860.638642 + Penalty 6288.061798 = -43927572.576844 nChanged 14 SP:Iteration 38Q (6559.670000 sec): 3 clusters Score: Raw -43933864.226729 + Penalty 6288.061798 = -43927576.164932 nChanged 15 SP:Iteration 39Q (6561.140000 sec): 3 clusters Score: Raw -43933868.508498 + Penalty 6288.061798 = -43927580.446700 nChanged 17 SP:Iteration 40F (6562.940000 sec): 3 clusters Score: Raw -43933872.905896 + Penalty 6288.061798 = -43927584.844098 nChanged 16 SP:Iteration 41Q (6564.440000 sec): 3 clusters Score: Raw -43933876.794086 + Penalty 6288.061798 = -43927588.732288 nChanged 13 SP:Iteration 42Q (6566.120000 sec): 3 clusters Score: Raw -43933880.940936 + Penalty 6288.061798 = -43927592.879139 nChanged 15 SP:Iteration 43Q (6567.770000 sec): 3 clusters Score: Raw -43933884.284585 + Penalty 6288.061798 = -43927596.222788 nChanged 15 SP:Iteration 44Q (6569.400000 sec): 3 clusters Score: Raw -43933888.659227 + Penalty 6288.061798 = -43927600.597429 nChanged 13 SP:Iteration 45Q (6571.280000 sec): 3 clusters Score: Raw -43933892.026299 + Penalty 6288.061798 = -43927603.964502 nChanged 8 SP:Iteration 46Q (6572.900000 sec): 3 clusters Score: Raw -43933895.672188 + Penalty 6288.061798 = -43927607.610391 nChanged 13 SP:Iteration 47Q (6574.570000 sec): 3 clusters Score: Raw -43933899.246674 + Penalty 6288.061798 = -43927611.184876 nChanged 9 SP:Iteration 48Q (6576.090000 sec): 3 clusters Score: Raw -43933901.601837 + Penalty 6288.061798 = -43927613.540039 nChanged 13 SP:Iteration 49Q (6577.710000 sec): 3 clusters Score: Raw -43933904.149789 + Penalty 6288.061798 = -43927616.087991 nChanged 8 SP:Iteration 50Q (6579.370000 sec): 3 clusters Score: Raw -43933906.147116 + Penalty 6288.061798 = -43927618.085318 nChanged 11 SP:Iteration 51Q (6580.970000 sec): 3 clusters Score: Raw -43933908.620092 + Penalty 6288.061798 = -43927620.558294 nChanged 12 SP:Iteration 52Q (6582.520000 sec): 3 clusters Score: Raw -43933911.683198 + Penalty 6288.061798 = -43927623.621400 nChanged 7 SP:Iteration 53Q (6584.120000 sec): 3 clusters Score: Raw -43933914.223015 + Penalty 6288.061798 = -43927626.161218 nChanged 9 SP:Iteration 54Q (6585.850000 sec): 3 clusters Score: Raw -43933916.525012 + Penalty 6288.061798 = -43927628.463215 nChanged 9 SP:Iteration 55Q (6587.690000 sec): 3 clusters Score: Raw -43933919.269822 + Penalty 6288.061798 = -43927631.208024 nChanged 7 SP:Iteration 56Q (6589.440000 sec): 3 clusters Score: Raw -43933920.589685 + Penalty 6288.061798 = -43927632.527887 nChanged 5 SP:Iteration 57Q (6591.220000 sec): 3 clusters Score: Raw -43933921.778655 + Penalty 6288.061798 = -43927633.716858 nChanged 3 SP:Iteration 58Q (6592.870000 sec): 3 clusters Score: Raw -43933922.611045 + Penalty 6288.061798 = -43927634.549247 nChanged 4 SP:Iteration 59Q (6594.390000 sec): 3 clusters Score: Raw -43933923.212845 + Penalty 6288.061798 = -43927635.151047 nChanged 1 SP:Iteration 60F (6596.220000 sec): 3 clusters Score: Raw -43933923.546170 + Penalty 6288.061798 = -43927635.484373 nChanged 1 SP:Iteration 61Q (6597.750000 sec): 3 clusters Score: Raw -43933924.036614 + Penalty 6288.061798 = -43927635.974816 nChanged 1 SP:Iteration 62Q (6599.490000 sec): 3 clusters Score: Raw -43933924.137805 + Penalty 6288.061798 = -43927636.076007 nChanged 0 SP:Iteration 63F (6601.390000 sec): 3 clusters Score: Raw -43933924.137805 + Penalty 6288.061798 = -43927636.076007 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6601.640000 sec): 2 clusters Score: Raw -476805.767755 + Penalty 2036.380418 = -474769.387337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6601.830000 sec): 3 clusters Score: Raw -475127.729907 + Penalty 4072.760835 = -471054.969072 nChanged 1349 SP:Iteration 1F (6602.060000 sec): 3 clusters Score: Raw -475945.101889 + Penalty 4072.760835 = -471872.341054 nChanged 318 SP:Iteration 2F (6602.260000 sec): 3 clusters Score: Raw -476224.148182 + Penalty 4072.760835 = -472151.387347 nChanged 254 SP:Iteration 3F (6602.390000 sec): 3 clusters Score: Raw -476456.781407 + Penalty 4072.760835 = -472384.020571 nChanged 189 SP:Iteration 4F (6602.580000 sec): 3 clusters Score: Raw -476628.121325 + Penalty 4072.760835 = -472555.360489 nChanged 144 SP:Iteration 5Q (6602.770000 sec): 3 clusters Score: Raw -476729.991527 + Penalty 4072.760835 = -472657.230691 nChanged 121 SP:Iteration 6Q (6602.970000 sec): 3 clusters Score: Raw -476807.674046 + Penalty 4072.760835 = -472734.913210 nChanged 97 SP:Iteration 7Q (6603.190000 sec): 3 clusters Score: Raw -476868.453942 + Penalty 4072.760835 = -472795.693107 nChanged 74 SP:Iteration 8Q (6603.360000 sec): 3 clusters Score: Raw -476921.511061 + Penalty 4072.760835 = -472848.750225 nChanged 82 SP:Iteration 9Q (6603.570000 sec): 3 clusters Score: Raw -476971.251789 + Penalty 4072.760835 = -472898.490953 nChanged 68 SP:Iteration 10Q (6603.820000 sec): 3 clusters Score: Raw -477014.942315 + Penalty 4072.760835 = -472942.181480 nChanged 50 SP:Iteration 11Q (6604.030000 sec): 3 clusters Score: Raw -477043.352717 + Penalty 4072.760835 = -472970.591881 nChanged 44 SP:Iteration 12Q (6604.240000 sec): 3 clusters Score: Raw -477068.190905 + Penalty 4072.760835 = -472995.430069 nChanged 40 SP:Iteration 13Q (6604.440000 sec): 3 clusters Score: Raw -477087.859467 + Penalty 4072.760835 = -473015.098632 nChanged 33 SP:Iteration 14Q (6604.610000 sec): 3 clusters Score: Raw -477105.006840 + Penalty 4072.760835 = -473032.246004 nChanged 29 SP:Iteration 15Q (6604.810000 sec): 3 clusters Score: Raw -477118.616338 + Penalty 4072.760835 = -473045.855502 nChanged 23 SP:Iteration 16Q (6605.010000 sec): 3 clusters Score: Raw -477129.241626 + Penalty 4072.760835 = -473056.480791 nChanged 22 SP:Iteration 17Q (6605.220000 sec): 3 clusters Score: Raw -477140.748461 + Penalty 4072.760835 = -473067.987626 nChanged 27 SP:Iteration 18Q (6605.380000 sec): 3 clusters Score: Raw -477154.946469 + Penalty 4072.760835 = -473082.185633 nChanged 24 SP:Iteration 19Q (6605.570000 sec): 3 clusters Score: Raw -477166.103499 + Penalty 4072.760835 = -473093.342663 nChanged 20 SP:Iteration 20F (6605.730000 sec): 3 clusters Score: Raw -477176.288074 + Penalty 4072.760835 = -473103.527239 nChanged 20 SP:Iteration 21Q (6605.950000 sec): 3 clusters Score: Raw -477186.083621 + Penalty 4072.760835 = -473113.322786 nChanged 24 SP:Iteration 22Q (6606.160000 sec): 3 clusters Score: Raw -477199.526941 + Penalty 4072.760835 = -473126.766105 nChanged 26 SP:Iteration 23Q (6606.400000 sec): 3 clusters Score: Raw -477214.218139 + Penalty 4072.760835 = -473141.457303 nChanged 31 SP:Iteration 24Q (6606.550000 sec): 3 clusters Score: Raw -477234.545792 + Penalty 4072.760835 = -473161.784956 nChanged 26 SP:Iteration 25Q (6606.800000 sec): 3 clusters Score: Raw -477246.155124 + Penalty 4072.760835 = -473173.394289 nChanged 20 SP:Iteration 26Q (6606.990000 sec): 3 clusters Score: Raw -477255.574576 + Penalty 4072.760835 = -473182.813741 nChanged 22 SP:Iteration 27Q (6607.190000 sec): 3 clusters Score: Raw -477266.403083 + Penalty 4072.760835 = -473193.642248 nChanged 25 SP:Iteration 28Q (6607.470000 sec): 3 clusters Score: Raw -477281.504732 + Penalty 4072.760835 = -473208.743897 nChanged 24 SP:Iteration 29Q (6607.710000 sec): 3 clusters Score: Raw -477292.461624 + Penalty 4072.760835 = -473219.700789 nChanged 19 SP:Iteration 30Q (6607.930000 sec): 3 clusters Score: Raw -477303.165381 + Penalty 4072.760835 = -473230.404546 nChanged 19 SP:Iteration 31Q (6608.110000 sec): 3 clusters Score: Raw -477312.221006 + Penalty 4072.760835 = -473239.460171 nChanged 20 SP:Iteration 32Q (6608.270000 sec): 3 clusters Score: Raw -477325.183710 + Penalty 4072.760835 = -473252.422875 nChanged 28 SP:Iteration 33Q (6608.480000 sec): 3 clusters Score: Raw -477341.122058 + Penalty 4072.760835 = -473268.361223 nChanged 26 SP:Iteration 34Q (6608.680000 sec): 3 clusters Score: Raw -477353.632930 + Penalty 4072.760835 = -473280.872095 nChanged 24 SP:Iteration 35Q (6608.970000 sec): 3 clusters Score: Raw -477369.167018 + Penalty 4072.760835 = -473296.406182 nChanged 27 SP:Iteration 36Q (6609.200000 sec): 3 clusters Score: Raw -477388.326239 + Penalty 4072.760835 = -473315.565404 nChanged 28 SP:Iteration 37Q (6609.530000 sec): 3 clusters Score: Raw -477410.712355 + Penalty 4072.760835 = -473337.951519 nChanged 28 SP:Iteration 38Q (6609.780000 sec): 3 clusters Score: Raw -477427.514775 + Penalty 4072.760835 = -473354.753940 nChanged 20 SP:Iteration 39Q (6610.010000 sec): 3 clusters Score: Raw -477440.589658 + Penalty 4072.760835 = -473367.828822 nChanged 24 SP:Iteration 40F (6610.270000 sec): 3 clusters Score: Raw -477455.633721 + Penalty 4072.760835 = -473382.872885 nChanged 21 SP:Iteration 41Q (6610.510000 sec): 3 clusters Score: Raw -477472.437953 + Penalty 4072.760835 = -473399.677117 nChanged 19 SP:Iteration 42Q (6610.710000 sec): 3 clusters Score: Raw -477484.954969 + Penalty 4072.760835 = -473412.194133 nChanged 19 SP:Iteration 43Q (6610.920000 sec): 3 clusters Score: Raw -477501.747560 + Penalty 4072.760835 = -473428.986725 nChanged 27 SP:Iteration 44Q (6611.120000 sec): 3 clusters Score: Raw -477517.847413 + Penalty 4072.760835 = -473445.086578 nChanged 18 SP:Iteration 45Q (6611.300000 sec): 3 clusters Score: Raw -477528.880440 + Penalty 4072.760835 = -473456.119604 nChanged 20 SP:Iteration 46Q (6611.500000 sec): 3 clusters Score: Raw -477544.225392 + Penalty 4072.760835 = -473471.464557 nChanged 23 SP:Iteration 47Q (6611.690000 sec): 3 clusters Score: Raw -477565.689721 + Penalty 4072.760835 = -473492.928886 nChanged 26 SP:Iteration 48Q (6611.870000 sec): 3 clusters Score: Raw -477583.773357 + Penalty 4072.760835 = -473511.012522 nChanged 25 SP:Iteration 49Q (6612.070000 sec): 3 clusters Score: Raw -477600.500497 + Penalty 4072.760835 = -473527.739661 nChanged 17 SP:Iteration 50Q (6612.300000 sec): 3 clusters Score: Raw -477609.337327 + Penalty 4072.760835 = -473536.576492 nChanged 11 SP:Iteration 51Q (6612.510000 sec): 3 clusters Score: Raw -477613.772236 + Penalty 4072.760835 = -473541.011401 nChanged 5 SP:Iteration 52Q (6612.710000 sec): 3 clusters Score: Raw -477615.934950 + Penalty 4072.760835 = -473543.174114 nChanged 5 SP:Iteration 53Q (6612.920000 sec): 3 clusters Score: Raw -477619.477473 + Penalty 4072.760835 = -473546.716637 nChanged 2 SP:Iteration 54Q (6613.140000 sec): 3 clusters Score: Raw -477620.479728 + Penalty 4072.760835 = -473547.718893 nChanged 2 SP:Iteration 55Q (6613.340000 sec): 3 clusters Score: Raw -477622.336851 + Penalty 4072.760835 = -473549.576015 nChanged 3 SP:Iteration 56Q (6613.510000 sec): 3 clusters Score: Raw -477624.619989 + Penalty 4072.760835 = -473551.859153 nChanged 2 SP:Iteration 57Q (6613.750000 sec): 3 clusters Score: Raw -477625.745478 + Penalty 4072.760835 = -473552.984643 nChanged 2 SP:Iteration 58Q (6613.970000 sec): 3 clusters Score: Raw -477626.369371 + Penalty 4072.760835 = -473553.608536 nChanged 0 SP:Iteration 59F (6614.160000 sec): 3 clusters Score: Raw -477626.369371 + Penalty 4072.760835 = -473553.608536 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6614.280000 sec): 2 clusters Score: Raw -179055.985743 + Penalty 1806.805624 = -177249.180119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6614.440000 sec): 3 clusters Score: Raw -178650.828271 + Penalty 3613.611248 = -175037.217023 nChanged 409 SP:Iteration 1F (6614.650000 sec): 3 clusters Score: Raw -179150.359218 + Penalty 3613.611248 = -175536.747970 nChanged 133 SP:Iteration 2F (6614.850000 sec): 3 clusters Score: Raw -179659.916576 + Penalty 3613.611248 = -176046.305328 nChanged 105 SP:Iteration 3F (6615.020000 sec): 3 clusters Score: Raw -179843.399969 + Penalty 3613.611248 = -176229.788721 nChanged 92 SP:Iteration 4F (6615.290000 sec): 3 clusters Score: Raw -179984.125314 + Penalty 3613.611248 = -176370.514066 nChanged 81 SP:Iteration 5F (6615.470000 sec): 3 clusters Score: Raw -180118.118207 + Penalty 3613.611248 = -176504.506958 nChanged 60 SP:Iteration 6Q (6615.640000 sec): 3 clusters Score: Raw -180207.159053 + Penalty 3613.611248 = -176593.547805 nChanged 54 SP:Iteration 7Q (6615.790000 sec): 3 clusters Score: Raw -180285.198625 + Penalty 3613.611248 = -176671.587377 nChanged 48 SP:Iteration 8Q (6615.940000 sec): 3 clusters Score: Raw -180356.353310 + Penalty 3613.611248 = -176742.742062 nChanged 34 SP:Iteration 9Q (6616.170000 sec): 3 clusters Score: Raw -180399.452309 + Penalty 3613.611248 = -176785.841061 nChanged 25 SP:Iteration 10Q (6616.360000 sec): 3 clusters Score: Raw -180438.841470 + Penalty 3613.611248 = -176825.230222 nChanged 21 SP:Iteration 11Q (6616.520000 sec): 3 clusters Score: Raw -180468.317053 + Penalty 3613.611248 = -176854.705805 nChanged 12 SP:Iteration 12Q (6616.690000 sec): 3 clusters Score: Raw -180485.726190 + Penalty 3613.611248 = -176872.114942 nChanged 13 SP:Iteration 13Q (6616.850000 sec): 3 clusters Score: Raw -180499.262684 + Penalty 3613.611248 = -176885.651436 nChanged 5 SP:Iteration 14Q (6617.030000 sec): 3 clusters Score: Raw -180503.869613 + Penalty 3613.611248 = -176890.258365 nChanged 6 SP:Iteration 15Q (6617.200000 sec): 3 clusters Score: Raw -180509.949449 + Penalty 3613.611248 = -176896.338201 nChanged 4 SP:Iteration 16Q (6617.410000 sec): 3 clusters Score: Raw -180514.461467 + Penalty 3613.611248 = -176900.850219 nChanged 4 SP:Iteration 17Q (6617.600000 sec): 3 clusters Score: Raw -180517.407911 + Penalty 3613.611248 = -176903.796663 nChanged 1 SP:Iteration 18Q (6617.750000 sec): 3 clusters Score: Raw -180517.727822 + Penalty 3613.611248 = -176904.116574 nChanged 1 SP:Iteration 19Q (6617.930000 sec): 3 clusters Score: Raw -180518.322601 + Penalty 3613.611248 = -176904.711353 nChanged 1 SP:Iteration 20F (6618.110000 sec): 3 clusters Score: Raw -180518.825885 + Penalty 3613.611248 = -176905.214637 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6618.180000 sec): 2 clusters Score: Raw -55958.011565 + Penalty 1539.730326 = -54418.281238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6618.370000 sec): 3 clusters Score: Raw -56111.991753 + Penalty 3079.460653 = -53032.531100 nChanged 118 SP:Iteration 1F (6618.560000 sec): 3 clusters Score: Raw -56411.856530 + Penalty 3079.460653 = -53332.395877 nChanged 35 SP:Iteration 2F (6618.720000 sec): 3 clusters Score: Raw -56528.738127 + Penalty 3079.460653 = -53449.277475 nChanged 17 SP:Iteration 3Q (6618.910000 sec): 3 clusters Score: Raw -56571.572621 + Penalty 3079.460653 = -53492.111968 nChanged 14 SP:Iteration 4Q (6619.070000 sec): 3 clusters Score: Raw -56611.812236 + Penalty 3079.460653 = -53532.351583 nChanged 17 SP:Iteration 5Q (6619.210000 sec): 3 clusters Score: Raw -56666.566206 + Penalty 3079.460653 = -53587.105553 nChanged 19 SP:Iteration 6Q (6619.350000 sec): 3 clusters Score: Raw -56715.782753 + Penalty 3079.460653 = -53636.322100 nChanged 13 SP:Iteration 7Q (6619.510000 sec): 3 clusters Score: Raw -56747.829018 + Penalty 3079.460653 = -53668.368365 nChanged 15 SP:Iteration 8Q (6619.670000 sec): 3 clusters Score: Raw -56786.520773 + Penalty 3079.460653 = -53707.060120 nChanged 6 SP:Iteration 9Q (6619.860000 sec): 3 clusters Score: Raw -56798.660973 + Penalty 3079.460653 = -53719.200320 nChanged 5 SP:Iteration 10Q (6620.040000 sec): 3 clusters Score: Raw -56811.593242 + Penalty 3079.460653 = -53732.132589 nChanged 10 SP:Iteration 11Q (6620.220000 sec): 3 clusters Score: Raw -56855.109663 + Penalty 3079.460653 = -53775.649010 nChanged 9 SP:Iteration 12Q (6620.420000 sec): 3 clusters Score: Raw -56902.400451 + Penalty 3079.460653 = -53822.939798 nChanged 12 SP:Iteration 13Q (6620.570000 sec): 3 clusters Score: Raw -56982.241751 + Penalty 3079.460653 = -53902.781098 nChanged 10 SP:Iteration 14Q (6620.790000 sec): 3 clusters Score: Raw -57042.641001 + Penalty 3079.460653 = -53963.180348 nChanged 5 SP:Iteration 15Q (6620.940000 sec): 3 clusters Score: Raw -57057.506196 + Penalty 3079.460653 = -53978.045543 nChanged 2 SP:Iteration 16Q (6621.140000 sec): 3 clusters Score: Raw -57061.173042 + Penalty 3079.460653 = -53981.712389 nChanged 0 SP:Iteration 17F (6621.300000 sec): 3 clusters Score: Raw -57082.978499 + Penalty 3079.460653 = -54003.517846 nChanged 2 SP:Iteration 18Q (6621.500000 sec): 3 clusters Score: Raw -57168.061376 + Penalty 3079.460653 = -54088.600723 nChanged 7 SP:Iteration 19Q (6621.760000 sec): 3 clusters Score: Raw -57205.512422 + Penalty 3079.460653 = -54126.051769 nChanged 4 SP:Iteration 20F (6621.900000 sec): 3 clusters Score: Raw -57229.235459 + Penalty 3079.460653 = -54149.774806 nChanged 2 SP:Iteration 21Q (6622.120000 sec): 3 clusters Score: Raw -57241.596045 + Penalty 3079.460653 = -54162.135392 nChanged 3 SP:Iteration 22Q (6622.320000 sec): 3 clusters Score: Raw -57335.370371 + Penalty 3079.460653 = -54255.909718 nChanged 9 SP:Iteration 23Q (6622.500000 sec): 3 clusters Score: Raw -57441.648785 + Penalty 3079.460653 = -54362.188132 nChanged 9 SP:Iteration 24Q (6622.720000 sec): 3 clusters Score: Raw -57520.558272 + Penalty 3079.460653 = -54441.097619 nChanged 7 SP:Iteration 25Q (6622.880000 sec): 3 clusters Score: Raw -57552.332794 + Penalty 3079.460653 = -54472.872141 nChanged 4 SP:Iteration 26Q (6623.050000 sec): 3 clusters Score: Raw -57567.636026 + Penalty 3079.460653 = -54488.175373 nChanged 0 SP:Iteration 27F (6623.220000 sec): 3 clusters Score: Raw -57567.636026 + Penalty 3079.460653 = -54488.175373 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 4.57 GB. Trying to split cluster 7 (33605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6623.500000 sec): 2 clusters Score: Raw -4626887.393199 + Penalty 2584.762676 = -4624302.630524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6623.890000 sec): 3 clusters Score: Raw -4606611.389998 + Penalty 5169.525352 = -4601441.864647 nChanged 15180 SP:Iteration 1F (6624.300000 sec): 3 clusters Score: Raw -4614960.340024 + Penalty 5169.525352 = -4609790.814673 nChanged 1570 SP:Iteration 2Q (6624.620000 sec): 3 clusters Score: Raw -4615545.452632 + Penalty 5169.525352 = -4610375.927280 nChanged 1476 SP:Iteration 3Q (6625.020000 sec): 3 clusters Score: Raw -4616184.745821 + Penalty 5169.525352 = -4611015.220470 nChanged 1533 SP:Iteration 4Q (6625.440000 sec): 3 clusters Score: Raw -4616868.794922 + Penalty 5169.525352 = -4611699.269570 nChanged 1570 SP:Iteration 5Q (6625.820000 sec): 3 clusters Score: Raw -4617622.596371 + Penalty 5169.525352 = -4612453.071020 nChanged 1715 SP:Iteration 6F (6626.270000 sec): 3 clusters Score: Raw -4618527.274238 + Penalty 5169.525352 = -4613357.748886 nChanged 1871 SP:Iteration 7F (6626.650000 sec): 3 clusters Score: Raw -4619576.523535 + Penalty 5169.525352 = -4614406.998183 nChanged 1857 SP:Iteration 8F (6626.980000 sec): 3 clusters Score: Raw -4620645.098457 + Penalty 5169.525352 = -4615475.573106 nChanged 1777 SP:Iteration 9F (6627.420000 sec): 3 clusters Score: Raw -4621638.742495 + Penalty 5169.525352 = -4616469.217143 nChanged 1464 SP:Iteration 10Q (6627.860000 sec): 3 clusters Score: Raw -4622314.468532 + Penalty 5169.525352 = -4617144.943181 nChanged 1152 SP:Iteration 11Q (6628.350000 sec): 3 clusters Score: Raw -4622746.793499 + Penalty 5169.525352 = -4617577.268147 nChanged 877 SP:Iteration 12Q (6628.820000 sec): 3 clusters Score: Raw -4623056.114485 + Penalty 5169.525352 = -4617886.589134 nChanged 692 SP:Iteration 13Q (6629.200000 sec): 3 clusters Score: Raw -4623293.334737 + Penalty 5169.525352 = -4618123.809385 nChanged 573 SP:Iteration 14Q (6629.580000 sec): 3 clusters Score: Raw -4623490.623970 + Penalty 5169.525352 = -4618321.098618 nChanged 539 SP:Iteration 15Q (6629.980000 sec): 3 clusters Score: Raw -4623698.863240 + Penalty 5169.525352 = -4618529.337888 nChanged 560 SP:Iteration 16Q (6630.420000 sec): 3 clusters Score: Raw -4623952.101280 + Penalty 5169.525352 = -4618782.575928 nChanged 587 SP:Iteration 17Q (6630.800000 sec): 3 clusters Score: Raw -4624239.983103 + Penalty 5169.525352 = -4619070.457751 nChanged 653 SP:Iteration 18Q (6631.200000 sec): 3 clusters Score: Raw -4624574.934857 + Penalty 5169.525352 = -4619405.409506 nChanged 626 SP:Iteration 19Q (6631.570000 sec): 3 clusters Score: Raw -4624863.848380 + Penalty 5169.525352 = -4619694.323029 nChanged 590 SP:Iteration 20F (6632.000000 sec): 3 clusters Score: Raw -4625093.448379 + Penalty 5169.525352 = -4619923.923028 nChanged 516 SP:Iteration 21Q (6632.460000 sec): 3 clusters Score: Raw -4625279.236773 + Penalty 5169.525352 = -4620109.711421 nChanged 511 SP:Iteration 22Q (6632.850000 sec): 3 clusters Score: Raw -4625449.114408 + Penalty 5169.525352 = -4620279.589057 nChanged 489 SP:Iteration 23Q (6633.300000 sec): 3 clusters Score: Raw -4625616.423091 + Penalty 5169.525352 = -4620446.897739 nChanged 445 SP:Iteration 24Q (6633.650000 sec): 3 clusters Score: Raw -4625767.999224 + Penalty 5169.525352 = -4620598.473873 nChanged 404 SP:Iteration 25Q (6634.070000 sec): 3 clusters Score: Raw -4625906.636032 + Penalty 5169.525352 = -4620737.110680 nChanged 405 SP:Iteration 26Q (6634.420000 sec): 3 clusters Score: Raw -4626039.807875 + Penalty 5169.525352 = -4620870.282524 nChanged 408 SP:Iteration 27Q (6634.810000 sec): 3 clusters Score: Raw -4626174.689376 + Penalty 5169.525352 = -4621005.164024 nChanged 391 SP:Iteration 28Q (6635.130000 sec): 3 clusters Score: Raw -4626303.504232 + Penalty 5169.525352 = -4621133.978880 nChanged 366 SP:Iteration 29Q (6635.480000 sec): 3 clusters Score: Raw -4626421.303952 + Penalty 5169.525352 = -4621251.778600 nChanged 342 SP:Iteration 30Q (6635.810000 sec): 3 clusters Score: Raw -4626537.305125 + Penalty 5169.525352 = -4621367.779773 nChanged 323 SP:Iteration 31Q (6636.190000 sec): 3 clusters Score: Raw -4626639.971310 + Penalty 5169.525352 = -4621470.445958 nChanged 292 SP:Iteration 32Q (6636.540000 sec): 3 clusters Score: Raw -4626726.741519 + Penalty 5169.525352 = -4621557.216168 nChanged 276 SP:Iteration 33Q (6636.910000 sec): 3 clusters Score: Raw -4626814.991422 + Penalty 5169.525352 = -4621645.466071 nChanged 252 SP:Iteration 34Q (6637.270000 sec): 3 clusters Score: Raw -4626895.604721 + Penalty 5169.525352 = -4621726.079370 nChanged 244 SP:Iteration 35Q (6637.690000 sec): 3 clusters Score: Raw -4626975.987119 + Penalty 5169.525352 = -4621806.461767 nChanged 214 SP:Iteration 36Q (6638.070000 sec): 3 clusters Score: Raw -4627045.007244 + Penalty 5169.525352 = -4621875.481892 nChanged 197 SP:Iteration 37Q (6638.430000 sec): 3 clusters Score: Raw -4627105.169217 + Penalty 5169.525352 = -4621935.643866 nChanged 189 SP:Iteration 38Q (6638.780000 sec): 3 clusters Score: Raw -4627160.994814 + Penalty 5169.525352 = -4621991.469463 nChanged 167 SP:Iteration 39Q (6639.140000 sec): 3 clusters Score: Raw -4627210.261498 + Penalty 5169.525352 = -4622040.736146 nChanged 153 SP:Iteration 40F (6639.540000 sec): 3 clusters Score: Raw -4627252.782213 + Penalty 5169.525352 = -4622083.256861 nChanged 136 SP:Iteration 41Q (6639.970000 sec): 3 clusters Score: Raw -4627292.096446 + Penalty 5169.525352 = -4622122.571095 nChanged 113 SP:Iteration 42Q (6640.340000 sec): 3 clusters Score: Raw -4627321.156635 + Penalty 5169.525352 = -4622151.631283 nChanged 115 SP:Iteration 43Q (6640.670000 sec): 3 clusters Score: Raw -4627354.185087 + Penalty 5169.525352 = -4622184.659735 nChanged 104 SP:Iteration 44Q (6641.060000 sec): 3 clusters Score: Raw -4627382.193349 + Penalty 5169.525352 = -4622212.667997 nChanged 90 SP:Iteration 45Q (6641.420000 sec): 3 clusters Score: Raw -4627407.709775 + Penalty 5169.525352 = -4622238.184423 nChanged 86 SP:Iteration 46Q (6641.810000 sec): 3 clusters Score: Raw -4627429.004756 + Penalty 5169.525352 = -4622259.479404 nChanged 73 SP:Iteration 47Q (6642.170000 sec): 3 clusters Score: Raw -4627448.241055 + Penalty 5169.525352 = -4622278.715703 nChanged 61 SP:Iteration 48Q (6642.530000 sec): 3 clusters Score: Raw -4627463.863794 + Penalty 5169.525352 = -4622294.338443 nChanged 56 SP:Iteration 49Q (6642.870000 sec): 3 clusters Score: Raw -4627477.219367 + Penalty 5169.525352 = -4622307.694015 nChanged 53 SP:Iteration 50Q (6643.280000 sec): 3 clusters Score: Raw -4627490.114288 + Penalty 5169.525352 = -4622320.588936 nChanged 59 SP:Iteration 51Q (6643.680000 sec): 3 clusters Score: Raw -4627503.984079 + Penalty 5169.525352 = -4622334.458727 nChanged 47 SP:Iteration 52Q (6644.100000 sec): 3 clusters Score: Raw -4627514.999492 + Penalty 5169.525352 = -4622345.474140 nChanged 52 SP:Iteration 53Q (6644.450000 sec): 3 clusters Score: Raw -4627529.377641 + Penalty 5169.525352 = -4622359.852290 nChanged 45 SP:Iteration 54Q (6644.830000 sec): 3 clusters Score: Raw -4627542.224816 + Penalty 5169.525352 = -4622372.699464 nChanged 38 SP:Iteration 55Q (6645.140000 sec): 3 clusters Score: Raw -4627552.081591 + Penalty 5169.525352 = -4622382.556240 nChanged 27 SP:Iteration 56Q (6645.530000 sec): 3 clusters Score: Raw -4627557.829350 + Penalty 5169.525352 = -4622388.303998 nChanged 15 SP:Iteration 57Q (6645.910000 sec): 3 clusters Score: Raw -4627560.284068 + Penalty 5169.525352 = -4622390.758716 nChanged 11 SP:Iteration 58Q (6646.260000 sec): 3 clusters Score: Raw -4627561.783613 + Penalty 5169.525352 = -4622392.258261 nChanged 6 SP:Iteration 59Q (6646.620000 sec): 3 clusters Score: Raw -4627563.067413 + Penalty 5169.525352 = -4622393.542061 nChanged 5 SP:Iteration 60F (6647.010000 sec): 3 clusters Score: Raw -4627563.856548 + Penalty 5169.525352 = -4622394.331197 nChanged 2 SP:Iteration 61Q (6647.310000 sec): 3 clusters Score: Raw -4627564.106909 + Penalty 5169.525352 = -4622394.581558 nChanged 3 SP:Iteration 62Q (6647.730000 sec): 3 clusters Score: Raw -4627564.448701 + Penalty 5169.525352 = -4622394.923350 nChanged 2 SP:Iteration 63Q (6648.170000 sec): 3 clusters Score: Raw -4627564.816756 + Penalty 5169.525352 = -4622395.291404 nChanged 3 SP:Iteration 64Q (6648.490000 sec): 3 clusters Score: Raw -4627565.537031 + Penalty 5169.525352 = -4622396.011680 nChanged 3 SP:Iteration 65Q (6648.860000 sec): 3 clusters Score: Raw -4627565.972001 + Penalty 5169.525352 = -4622396.446649 nChanged 3 SP:Iteration 66Q (6649.300000 sec): 3 clusters Score: Raw -4627566.348672 + Penalty 5169.525352 = -4622396.823320 nChanged 1 SP:Iteration 67Q (6649.690000 sec): 3 clusters Score: Raw -4627566.559146 + Penalty 5169.525352 = -4622397.033794 nChanged 2 SP:Iteration 68Q (6650.040000 sec): 3 clusters Score: Raw -4627566.874792 + Penalty 5169.525352 = -4622397.349440 nChanged 2 SP:Iteration 69Q (6650.370000 sec): 3 clusters Score: Raw -4627567.268510 + Penalty 5169.525352 = -4622397.743158 nChanged 4 SP:Iteration 70Q (6650.760000 sec): 3 clusters Score: Raw -4627568.334413 + Penalty 5169.525352 = -4622398.809061 nChanged 6 SP:Iteration 71Q (6651.090000 sec): 3 clusters Score: Raw -4627569.422137 + Penalty 5169.525352 = -4622399.896785 nChanged 6 SP:Iteration 72Q (6651.450000 sec): 3 clusters Score: Raw -4627570.713327 + Penalty 5169.525352 = -4622401.187975 nChanged 4 SP:Iteration 73Q (6651.880000 sec): 3 clusters Score: Raw -4627571.485799 + Penalty 5169.525352 = -4622401.960447 nChanged 6 SP:Iteration 74Q (6652.200000 sec): 3 clusters Score: Raw -4627572.362755 + Penalty 5169.525352 = -4622402.837403 nChanged 3 SP:Iteration 75Q (6652.570000 sec): 3 clusters Score: Raw -4627573.059203 + Penalty 5169.525352 = -4622403.533852 nChanged 6 SP:Iteration 76Q (6652.900000 sec): 3 clusters Score: Raw -4627574.540245 + Penalty 5169.525352 = -4622405.014893 nChanged 12 SP:Iteration 77Q (6653.280000 sec): 3 clusters Score: Raw -4627578.082208 + Penalty 5169.525352 = -4622408.556857 nChanged 13 SP:Iteration 78Q (6653.660000 sec): 3 clusters Score: Raw -4627580.821694 + Penalty 5169.525352 = -4622411.296342 nChanged 17 SP:Iteration 79Q (6654.100000 sec): 3 clusters Score: Raw -4627585.263200 + Penalty 5169.525352 = -4622415.737849 nChanged 18 SP:Iteration 80F (6654.530000 sec): 3 clusters Score: Raw -4627588.682422 + Penalty 5169.525352 = -4622419.157070 nChanged 11 SP:Iteration 81Q (6654.870000 sec): 3 clusters Score: Raw -4627591.921362 + Penalty 5169.525352 = -4622422.396011 nChanged 10 SP:Iteration 82Q (6655.290000 sec): 3 clusters Score: Raw -4627594.916711 + Penalty 5169.525352 = -4622425.391360 nChanged 18 SP:Iteration 83Q (6655.630000 sec): 3 clusters Score: Raw -4627598.974591 + Penalty 5169.525352 = -4622429.449239 nChanged 11 SP:Iteration 84Q (6655.980000 sec): 3 clusters Score: Raw -4627602.092940 + Penalty 5169.525352 = -4622432.567589 nChanged 9 SP:Iteration 85Q (6656.380000 sec): 3 clusters Score: Raw -4627604.103677 + Penalty 5169.525352 = -4622434.578325 nChanged 7 SP:Iteration 86Q (6656.710000 sec): 3 clusters Score: Raw -4627605.273901 + Penalty 5169.525352 = -4622435.748549 nChanged 5 SP:Iteration 87Q (6657.030000 sec): 3 clusters Score: Raw -4627606.120277 + Penalty 5169.525352 = -4622436.594925 nChanged 4 SP:Iteration 88Q (6657.420000 sec): 3 clusters Score: Raw -4627606.858053 + Penalty 5169.525352 = -4622437.332701 nChanged 7 SP:Iteration 89Q (6657.780000 sec): 3 clusters Score: Raw -4627608.764463 + Penalty 5169.525352 = -4622439.239111 nChanged 7 SP:Iteration 90Q (6658.120000 sec): 3 clusters Score: Raw -4627610.159433 + Penalty 5169.525352 = -4622440.634081 nChanged 6 SP:Iteration 91Q (6658.440000 sec): 3 clusters Score: Raw -4627611.202132 + Penalty 5169.525352 = -4622441.676780 nChanged 6 SP:Iteration 92Q (6658.830000 sec): 3 clusters Score: Raw -4627612.474107 + Penalty 5169.525352 = -4622442.948755 nChanged 4 SP:Iteration 93Q (6659.200000 sec): 3 clusters Score: Raw -4627612.997823 + Penalty 5169.525352 = -4622443.472471 nChanged 4 SP:Iteration 94Q (6659.630000 sec): 3 clusters Score: Raw -4627614.048057 + Penalty 5169.525352 = -4622444.522706 nChanged 5 SP:Iteration 95Q (6660.020000 sec): 3 clusters Score: Raw -4627615.317276 + Penalty 5169.525352 = -4622445.791924 nChanged 5 SP:Iteration 96Q (6660.380000 sec): 3 clusters Score: Raw -4627616.196171 + Penalty 5169.525352 = -4622446.670820 nChanged 0 SP:Iteration 97F (6660.770000 sec): 3 clusters Score: Raw -4627616.196171 + Penalty 5169.525352 = -4622446.670820 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (1319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6660.850000 sec): 2 clusters Score: Raw -168191.142841 + Penalty 1781.788030 = -166409.354812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6661.060000 sec): 3 clusters Score: Raw -167817.658955 + Penalty 3563.576060 = -164254.082895 nChanged 380 SP:Iteration 1F (6661.240000 sec): 3 clusters Score: Raw -168246.640297 + Penalty 3563.576060 = -164683.064238 nChanged 100 SP:Iteration 2F (6661.440000 sec): 3 clusters Score: Raw -168460.668271 + Penalty 3563.576060 = -164897.092212 nChanged 75 SP:Iteration 3F (6661.620000 sec): 3 clusters Score: Raw -168614.986811 + Penalty 3563.576060 = -165051.410752 nChanged 61 SP:Iteration 4Q (6661.830000 sec): 3 clusters Score: Raw -168701.086603 + Penalty 3563.576060 = -165137.510543 nChanged 49 SP:Iteration 5Q (6662.020000 sec): 3 clusters Score: Raw -168794.956657 + Penalty 3563.576060 = -165231.380598 nChanged 52 SP:Iteration 6Q (6662.190000 sec): 3 clusters Score: Raw -168881.499574 + Penalty 3563.576060 = -165317.923514 nChanged 44 SP:Iteration 7Q (6662.380000 sec): 3 clusters Score: Raw -168947.136948 + Penalty 3563.576060 = -165383.560888 nChanged 32 SP:Iteration 8Q (6662.540000 sec): 3 clusters Score: Raw -168994.579066 + Penalty 3563.576060 = -165431.003007 nChanged 31 SP:Iteration 9Q (6662.710000 sec): 3 clusters Score: Raw -169040.123296 + Penalty 3563.576060 = -165476.547236 nChanged 34 SP:Iteration 10Q (6662.930000 sec): 3 clusters Score: Raw -169088.293766 + Penalty 3563.576060 = -165524.717706 nChanged 27 SP:Iteration 11Q (6663.100000 sec): 3 clusters Score: Raw -169131.232786 + Penalty 3563.576060 = -165567.656726 nChanged 27 SP:Iteration 12Q (6663.290000 sec): 3 clusters Score: Raw -169185.422514 + Penalty 3563.576060 = -165621.846455 nChanged 33 SP:Iteration 13Q (6663.450000 sec): 3 clusters Score: Raw -169239.394644 + Penalty 3563.576060 = -165675.818585 nChanged 31 SP:Iteration 14Q (6663.610000 sec): 3 clusters Score: Raw -169285.131380 + Penalty 3563.576060 = -165721.555320 nChanged 16 SP:Iteration 15Q (6663.840000 sec): 3 clusters Score: Raw -169311.830181 + Penalty 3563.576060 = -165748.254121 nChanged 19 SP:Iteration 16Q (6663.980000 sec): 3 clusters Score: Raw -169348.253577 + Penalty 3563.576060 = -165784.677517 nChanged 16 SP:Iteration 17Q (6664.140000 sec): 3 clusters Score: Raw -169369.161620 + Penalty 3563.576060 = -165805.585560 nChanged 14 SP:Iteration 18Q (6664.320000 sec): 3 clusters Score: Raw -169387.295683 + Penalty 3563.576060 = -165823.719623 nChanged 7 SP:Iteration 19Q (6664.490000 sec): 3 clusters Score: Raw -169397.919771 + Penalty 3563.576060 = -165834.343712 nChanged 14 SP:Iteration 20F (6664.690000 sec): 3 clusters Score: Raw -169425.870643 + Penalty 3563.576060 = -165862.294584 nChanged 16 SP:Iteration 21Q (6664.930000 sec): 3 clusters Score: Raw -169468.986207 + Penalty 3563.576060 = -165905.410148 nChanged 27 SP:Iteration 22Q (6665.140000 sec): 3 clusters Score: Raw -169563.747245 + Penalty 3563.576060 = -166000.171185 nChanged 21 SP:Iteration 23Q (6665.370000 sec): 3 clusters Score: Raw -169659.506334 + Penalty 3563.576060 = -166095.930274 nChanged 19 SP:Iteration 24Q (6665.600000 sec): 3 clusters Score: Raw -169733.483088 + Penalty 3563.576060 = -166169.907028 nChanged 15 SP:Iteration 25Q (6665.820000 sec): 3 clusters Score: Raw -169783.936457 + Penalty 3563.576060 = -166220.360397 nChanged 7 SP:Iteration 26Q (6666.050000 sec): 3 clusters Score: Raw -169800.051344 + Penalty 3563.576060 = -166236.475284 nChanged 5 SP:Iteration 27Q (6666.200000 sec): 3 clusters Score: Raw -169808.190390 + Penalty 3563.576060 = -166244.614330 nChanged 6 SP:Iteration 28Q (6666.440000 sec): 3 clusters Score: Raw -169817.335293 + Penalty 3563.576060 = -166253.759233 nChanged 4 SP:Iteration 29Q (6666.600000 sec): 3 clusters Score: Raw -169823.021295 + Penalty 3563.576060 = -166259.445235 nChanged 1 SP:Iteration 30Q (6666.740000 sec): 3 clusters Score: Raw -169824.584498 + Penalty 3563.576060 = -166261.008438 nChanged 4 SP:Iteration 31Q (6666.930000 sec): 3 clusters Score: Raw -169836.500718 + Penalty 3563.576060 = -166272.924658 nChanged 10 SP:Iteration 32Q (6667.130000 sec): 3 clusters Score: Raw -169861.322593 + Penalty 3563.576060 = -166297.746533 nChanged 8 SP:Iteration 33Q (6667.250000 sec): 3 clusters Score: Raw -169892.805532 + Penalty 3563.576060 = -166329.229472 nChanged 14 SP:Iteration 34Q (6667.430000 sec): 3 clusters Score: Raw -169948.111727 + Penalty 3563.576060 = -166384.535667 nChanged 13 SP:Iteration 35Q (6667.600000 sec): 3 clusters Score: Raw -169999.053271 + Penalty 3563.576060 = -166435.477211 nChanged 6 SP:Iteration 36Q (6667.780000 sec): 3 clusters Score: Raw -170013.250638 + Penalty 3563.576060 = -166449.674578 nChanged 1 SP:Iteration 37Q (6667.990000 sec): 3 clusters Score: Raw -170013.757954 + Penalty 3563.576060 = -166450.181894 nChanged 0 SP:Iteration 38F (6668.230000 sec): 3 clusters Score: Raw -170019.904951 + Penalty 3563.576060 = -166456.328891 nChanged 2 SP:Iteration 39Q (6668.440000 sec): 3 clusters Score: Raw -170032.499335 + Penalty 3563.576060 = -166468.923275 nChanged 2 SP:Iteration 40F (6668.630000 sec): 3 clusters Score: Raw -170038.983771 + Penalty 3563.576060 = -166475.407711 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6668.770000 sec): 2 clusters Score: Raw -343962.359723 + Penalty 1951.990540 = -342010.369184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6668.960000 sec): 3 clusters Score: Raw -342913.221924 + Penalty 3903.981080 = -339009.240844 nChanged 873 SP:Iteration 1F (6669.160000 sec): 3 clusters Score: Raw -343486.477432 + Penalty 3903.981080 = -339582.496352 nChanged 162 SP:Iteration 2F (6669.330000 sec): 3 clusters Score: Raw -343600.883300 + Penalty 3903.981080 = -339696.902220 nChanged 113 SP:Iteration 3Q (6669.520000 sec): 3 clusters Score: Raw -343662.262729 + Penalty 3903.981080 = -339758.281649 nChanged 64 SP:Iteration 4Q (6669.710000 sec): 3 clusters Score: Raw -343710.056744 + Penalty 3903.981080 = -339806.075664 nChanged 57 SP:Iteration 5Q (6669.910000 sec): 3 clusters Score: Raw -343745.737636 + Penalty 3903.981080 = -339841.756556 nChanged 39 SP:Iteration 6Q (6670.050000 sec): 3 clusters Score: Raw -343769.419920 + Penalty 3903.981080 = -339865.438840 nChanged 31 SP:Iteration 7Q (6670.240000 sec): 3 clusters Score: Raw -343786.219174 + Penalty 3903.981080 = -339882.238094 nChanged 22 SP:Iteration 8Q (6670.440000 sec): 3 clusters Score: Raw -343797.787219 + Penalty 3903.981080 = -339893.806139 nChanged 19 SP:Iteration 9Q (6670.600000 sec): 3 clusters Score: Raw -343806.212260 + Penalty 3903.981080 = -339902.231180 nChanged 19 SP:Iteration 10Q (6670.770000 sec): 3 clusters Score: Raw -343816.813329 + Penalty 3903.981080 = -339912.832249 nChanged 25 SP:Iteration 11Q (6670.950000 sec): 3 clusters Score: Raw -343828.030327 + Penalty 3903.981080 = -339924.049247 nChanged 23 SP:Iteration 12Q (6671.120000 sec): 3 clusters Score: Raw -343838.808584 + Penalty 3903.981080 = -339934.827504 nChanged 15 SP:Iteration 13Q (6671.320000 sec): 3 clusters Score: Raw -343846.604129 + Penalty 3903.981080 = -339942.623049 nChanged 13 SP:Iteration 14Q (6671.490000 sec): 3 clusters Score: Raw -343853.501842 + Penalty 3903.981080 = -339949.520762 nChanged 9 SP:Iteration 15Q (6671.680000 sec): 3 clusters Score: Raw -343858.500104 + Penalty 3903.981080 = -339954.519024 nChanged 16 SP:Iteration 16Q (6671.890000 sec): 3 clusters Score: Raw -343865.336759 + Penalty 3903.981080 = -339961.355679 nChanged 11 SP:Iteration 17Q (6672.060000 sec): 3 clusters Score: Raw -343868.863538 + Penalty 3903.981080 = -339964.882458 nChanged 6 SP:Iteration 18Q (6672.270000 sec): 3 clusters Score: Raw -343871.705560 + Penalty 3903.981080 = -339967.724480 nChanged 7 SP:Iteration 19Q (6672.470000 sec): 3 clusters Score: Raw -343875.298642 + Penalty 3903.981080 = -339971.317562 nChanged 3 SP:Iteration 20F (6672.680000 sec): 3 clusters Score: Raw -343876.433336 + Penalty 3903.981080 = -339972.452256 nChanged 4 SP:Iteration 21Q (6672.880000 sec): 3 clusters Score: Raw -343879.172334 + Penalty 3903.981080 = -339975.191254 nChanged 6 SP:Iteration 22Q (6673.120000 sec): 3 clusters Score: Raw -343883.249466 + Penalty 3903.981080 = -339979.268386 nChanged 7 SP:Iteration 23Q (6673.360000 sec): 3 clusters Score: Raw -343886.746325 + Penalty 3903.981080 = -339982.765245 nChanged 7 SP:Iteration 24Q (6673.590000 sec): 3 clusters Score: Raw -343891.458797 + Penalty 3903.981080 = -339987.477717 nChanged 11 SP:Iteration 25Q (6673.800000 sec): 3 clusters Score: Raw -343897.706737 + Penalty 3903.981080 = -339993.725657 nChanged 15 SP:Iteration 26Q (6674.000000 sec): 3 clusters Score: Raw -343906.108074 + Penalty 3903.981080 = -340002.126994 nChanged 11 SP:Iteration 27Q (6674.190000 sec): 3 clusters Score: Raw -343912.074469 + Penalty 3903.981080 = -340008.093389 nChanged 13 SP:Iteration 28Q (6674.430000 sec): 3 clusters Score: Raw -343917.721802 + Penalty 3903.981080 = -340013.740722 nChanged 9 SP:Iteration 29Q (6674.630000 sec): 3 clusters Score: Raw -343922.165562 + Penalty 3903.981080 = -340018.184482 nChanged 6 SP:Iteration 30Q (6674.830000 sec): 3 clusters Score: Raw -343924.463686 + Penalty 3903.981080 = -340020.482606 nChanged 3 SP:Iteration 31Q (6675.050000 sec): 3 clusters Score: Raw -343926.160399 + Penalty 3903.981080 = -340022.179319 nChanged 2 SP:Iteration 32Q (6675.210000 sec): 3 clusters Score: Raw -343926.900205 + Penalty 3903.981080 = -340022.919125 nChanged 1 SP:Iteration 33Q (6675.410000 sec): 3 clusters Score: Raw -343927.181712 + Penalty 3903.981080 = -340023.200632 nChanged 0 SP:Iteration 34F (6675.630000 sec): 3 clusters Score: Raw -343927.181712 + Penalty 3903.981080 = -340023.200632 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (1988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6675.750000 sec): 2 clusters Score: Raw -264890.145380 + Penalty 1883.531328 = -263006.614052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6675.950000 sec): 3 clusters Score: Raw -264164.834424 + Penalty 3767.062656 = -260397.771768 nChanged 609 SP:Iteration 1F (6676.140000 sec): 3 clusters Score: Raw -264626.418952 + Penalty 3767.062656 = -260859.356296 nChanged 148 SP:Iteration 2F (6676.370000 sec): 3 clusters Score: Raw -264749.221007 + Penalty 3767.062656 = -260982.158351 nChanged 75 SP:Iteration 3Q (6676.570000 sec): 3 clusters Score: Raw -264804.832865 + Penalty 3767.062656 = -261037.770209 nChanged 44 SP:Iteration 4Q (6676.790000 sec): 3 clusters Score: Raw -264839.837627 + Penalty 3767.062656 = -261072.774970 nChanged 30 SP:Iteration 5Q (6676.950000 sec): 3 clusters Score: Raw -264863.462484 + Penalty 3767.062656 = -261096.399828 nChanged 25 SP:Iteration 6Q (6677.150000 sec): 3 clusters Score: Raw -264878.925530 + Penalty 3767.062656 = -261111.862874 nChanged 20 SP:Iteration 7Q (6677.390000 sec): 3 clusters Score: Raw -264894.116150 + Penalty 3767.062656 = -261127.053494 nChanged 13 SP:Iteration 8Q (6677.550000 sec): 3 clusters Score: Raw -264904.311705 + Penalty 3767.062656 = -261137.249049 nChanged 16 SP:Iteration 9Q (6677.730000 sec): 3 clusters Score: Raw -264916.002158 + Penalty 3767.062656 = -261148.939502 nChanged 10 SP:Iteration 10Q (6677.910000 sec): 3 clusters Score: Raw -264921.569900 + Penalty 3767.062656 = -261154.507244 nChanged 6 SP:Iteration 11Q (6678.050000 sec): 3 clusters Score: Raw -264924.699439 + Penalty 3767.062656 = -261157.636783 nChanged 4 SP:Iteration 12Q (6678.230000 sec): 3 clusters Score: Raw -264927.194280 + Penalty 3767.062656 = -261160.131624 nChanged 2 SP:Iteration 13Q (6678.430000 sec): 3 clusters Score: Raw -264928.442188 + Penalty 3767.062656 = -261161.379532 nChanged 2 SP:Iteration 14Q (6678.570000 sec): 3 clusters Score: Raw -264928.995326 + Penalty 3767.062656 = -261161.932670 nChanged 0 SP:Iteration 15F (6678.780000 sec): 3 clusters Score: Raw -264928.995326 + Penalty 3767.062656 = -261161.932670 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6678.870000 sec): 2 clusters Score: Raw -27649.591845 + Penalty 1374.233359 = -26275.358486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6679.020000 sec): 3 clusters Score: Raw -28018.695072 + Penalty 2748.466718 = -25270.228354 nChanged 53 SP:Iteration 1F (6679.190000 sec): 3 clusters Score: Raw -28217.112260 + Penalty 2748.466718 = -25468.645541 nChanged 20 SP:Iteration 2F (6679.350000 sec): 3 clusters Score: Raw -28382.849252 + Penalty 2748.466718 = -25634.382534 nChanged 8 SP:Iteration 3Q (6679.530000 sec): 3 clusters Score: Raw -28423.831152 + Penalty 2748.466718 = -25675.364434 nChanged 3 SP:Iteration 4Q (6679.740000 sec): 3 clusters Score: Raw -28435.045180 + Penalty 2748.466718 = -25686.578462 nChanged 0 SP:Iteration 5F (6679.910000 sec): 3 clusters Score: Raw -28435.045180 + Penalty 2748.466718 = -25686.578462 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6680.020000 sec): 2 clusters Score: Raw -109435.346675 + Penalty 1686.165854 = -107749.180821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6680.180000 sec): 3 clusters Score: Raw -109380.266029 + Penalty 3372.331708 = -106007.934321 nChanged 257 SP:Iteration 1F (6680.440000 sec): 3 clusters Score: Raw -109991.701736 + Penalty 3372.331708 = -106619.370028 nChanged 82 SP:Iteration 2F (6680.630000 sec): 3 clusters Score: Raw -110233.611675 + Penalty 3372.331708 = -106861.279967 nChanged 59 SP:Iteration 3F (6680.870000 sec): 3 clusters Score: Raw -110450.357671 + Penalty 3372.331708 = -107078.025963 nChanged 46 SP:Iteration 4F (6681.030000 sec): 3 clusters Score: Raw -110574.750334 + Penalty 3372.331708 = -107202.418626 nChanged 56 SP:Iteration 5F (6681.200000 sec): 3 clusters Score: Raw -110787.065154 + Penalty 3372.331708 = -107414.733447 nChanged 54 SP:Iteration 6F (6681.350000 sec): 3 clusters Score: Raw -110965.662455 + Penalty 3372.331708 = -107593.330748 nChanged 42 SP:Iteration 7Q (6681.570000 sec): 3 clusters Score: Raw -111110.851405 + Penalty 3372.331708 = -107738.519697 nChanged 24 SP:Iteration 8Q (6681.740000 sec): 3 clusters Score: Raw -111200.882789 + Penalty 3372.331708 = -107828.551082 nChanged 29 SP:Iteration 9Q (6681.940000 sec): 3 clusters Score: Raw -111348.488440 + Penalty 3372.331708 = -107976.156733 nChanged 16 SP:Iteration 10Q (6682.120000 sec): 3 clusters Score: Raw -111537.572074 + Penalty 3372.331708 = -108165.240366 nChanged 10 SP:Iteration 11Q (6682.240000 sec): 3 clusters Score: Raw -111578.682846 + Penalty 3372.331708 = -108206.351139 nChanged 8 SP:Iteration 12Q (6682.370000 sec): 3 clusters Score: Raw -111610.679446 + Penalty 3372.331708 = -108238.347739 nChanged 10 SP:Iteration 13Q (6682.530000 sec): 3 clusters Score: Raw -111645.830145 + Penalty 3372.331708 = -108273.498437 nChanged 8 SP:Iteration 14Q (6682.730000 sec): 3 clusters Score: Raw -111680.278810 + Penalty 3372.331708 = -108307.947103 nChanged 12 SP:Iteration 15Q (6682.970000 sec): 3 clusters Score: Raw -111727.421892 + Penalty 3372.331708 = -108355.090184 nChanged 13 SP:Iteration 16Q (6683.150000 sec): 3 clusters Score: Raw -111769.382114 + Penalty 3372.331708 = -108397.050406 nChanged 13 SP:Iteration 17Q (6683.370000 sec): 3 clusters Score: Raw -111815.097228 + Penalty 3372.331708 = -108442.765520 nChanged 11 SP:Iteration 18Q (6683.510000 sec): 3 clusters Score: Raw -111858.068571 + Penalty 3372.331708 = -108485.736863 nChanged 13 SP:Iteration 19Q (6683.690000 sec): 3 clusters Score: Raw -111899.349627 + Penalty 3372.331708 = -108527.017919 nChanged 13 SP:Iteration 20F (6683.860000 sec): 3 clusters Score: Raw -111937.996327 + Penalty 3372.331708 = -108565.664619 nChanged 12 SP:Iteration 21Q (6684.070000 sec): 3 clusters Score: Raw -111966.862235 + Penalty 3372.331708 = -108594.530527 nChanged 13 SP:Iteration 22Q (6684.250000 sec): 3 clusters Score: Raw -112010.121905 + Penalty 3372.331708 = -108637.790197 nChanged 11 SP:Iteration 23Q (6684.410000 sec): 3 clusters Score: Raw -112049.632385 + Penalty 3372.331708 = -108677.300678 nChanged 15 SP:Iteration 24Q (6684.630000 sec): 3 clusters Score: Raw -112100.181183 + Penalty 3372.331708 = -108727.849475 nChanged 3 SP:Iteration 25Q (6684.820000 sec): 3 clusters Score: Raw -112106.541699 + Penalty 3372.331708 = -108734.209992 nChanged 1 SP:Iteration 26Q (6685.010000 sec): 3 clusters Score: Raw -112110.660431 + Penalty 3372.331708 = -108738.328724 nChanged 0 SP:Iteration 27F (6685.220000 sec): 3 clusters Score: Raw -112110.660431 + Penalty 3372.331708 = -108738.328724 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6685.320000 sec): 2 clusters Score: Raw -96196.925923 + Penalty 1631.654301 = -94565.271623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6685.530000 sec): 3 clusters Score: Raw -96097.842161 + Penalty 3263.308601 = -92834.533560 nChanged 150 SP:Iteration 1F (6685.680000 sec): 3 clusters Score: Raw -96325.295940 + Penalty 3263.308601 = -93061.987339 nChanged 35 SP:Iteration 2Q (6685.960000 sec): 3 clusters Score: Raw -96389.610107 + Penalty 3263.308601 = -93126.301505 nChanged 22 SP:Iteration 3Q (6686.200000 sec): 3 clusters Score: Raw -96423.790840 + Penalty 3263.308601 = -93160.482238 nChanged 13 SP:Iteration 4Q (6686.410000 sec): 3 clusters Score: Raw -96442.816088 + Penalty 3263.308601 = -93179.507487 nChanged 4 SP:Iteration 5Q (6686.650000 sec): 3 clusters Score: Raw -96447.180303 + Penalty 3263.308601 = -93183.871702 nChanged 3 SP:Iteration 6Q (6686.840000 sec): 3 clusters Score: Raw -96449.872193 + Penalty 3263.308601 = -93186.563592 nChanged 2 SP:Iteration 7Q (6686.990000 sec): 3 clusters Score: Raw -96456.092135 + Penalty 3263.308601 = -93192.783533 nChanged 3 SP:Iteration 8Q (6687.180000 sec): 3 clusters Score: Raw -96460.645963 + Penalty 3263.308601 = -93197.337362 nChanged 2 SP:Iteration 9Q (6687.390000 sec): 3 clusters Score: Raw -96462.126388 + Penalty 3263.308601 = -93198.817787 nChanged 0 SP:Iteration 10F (6687.510000 sec): 3 clusters Score: Raw -96462.126388 + Penalty 3263.308601 = -93198.817787 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (21309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6687.720000 sec): 2 clusters Score: Raw -2860529.460231 + Penalty 2471.787430 = -2858057.672801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6688.040000 sec): 3 clusters Score: Raw -2848136.717713 + Penalty 4943.574860 = -2843193.142853 nChanged 9378 SP:Iteration 1F (6688.340000 sec): 3 clusters Score: Raw -2853259.682596 + Penalty 4943.574860 = -2848316.107736 nChanged 1162 SP:Iteration 2F (6688.580000 sec): 3 clusters Score: Raw -2853720.965111 + Penalty 4943.574860 = -2848777.390252 nChanged 983 SP:Iteration 3Q (6688.940000 sec): 3 clusters Score: Raw -2854127.457740 + Penalty 4943.574860 = -2849183.882880 nChanged 884 SP:Iteration 4Q (6689.230000 sec): 3 clusters Score: Raw -2854563.440200 + Penalty 4943.574860 = -2849619.865340 nChanged 914 SP:Iteration 5Q (6689.520000 sec): 3 clusters Score: Raw -2855092.282839 + Penalty 4943.574860 = -2850148.707980 nChanged 1063 SP:Iteration 6Q (6689.930000 sec): 3 clusters Score: Raw -2855785.461053 + Penalty 4943.574860 = -2850841.886193 nChanged 1149 SP:Iteration 7F (6690.260000 sec): 3 clusters Score: Raw -2856612.619510 + Penalty 4943.574860 = -2851669.044650 nChanged 1313 SP:Iteration 8F (6690.660000 sec): 3 clusters Score: Raw -2857541.700651 + Penalty 4943.574860 = -2852598.125792 nChanged 1322 SP:Iteration 9F (6691.000000 sec): 3 clusters Score: Raw -2858436.925783 + Penalty 4943.574860 = -2853493.350923 nChanged 1270 SP:Iteration 10F (6691.330000 sec): 3 clusters Score: Raw -2859213.485706 + Penalty 4943.574860 = -2854269.910846 nChanged 1140 SP:Iteration 11F (6691.620000 sec): 3 clusters Score: Raw -2859861.509296 + Penalty 4943.574860 = -2854917.934436 nChanged 953 SP:Iteration 12Q (6691.940000 sec): 3 clusters Score: Raw -2860389.324448 + Penalty 4943.574860 = -2855445.749588 nChanged 699 SP:Iteration 13Q (6692.300000 sec): 3 clusters Score: Raw -2860722.388807 + Penalty 4943.574860 = -2855778.813948 nChanged 522 SP:Iteration 14Q (6692.690000 sec): 3 clusters Score: Raw -2860925.881678 + Penalty 4943.574860 = -2855982.306818 nChanged 394 SP:Iteration 15Q (6693.060000 sec): 3 clusters Score: Raw -2861068.503247 + Penalty 4943.574860 = -2856124.928388 nChanged 312 SP:Iteration 16Q (6693.370000 sec): 3 clusters Score: Raw -2861167.159346 + Penalty 4943.574860 = -2856223.584487 nChanged 260 SP:Iteration 17Q (6693.640000 sec): 3 clusters Score: Raw -2861244.842197 + Penalty 4943.574860 = -2856301.267338 nChanged 220 SP:Iteration 18Q (6693.980000 sec): 3 clusters Score: Raw -2861308.325225 + Penalty 4943.574860 = -2856364.750365 nChanged 238 SP:Iteration 19Q (6694.290000 sec): 3 clusters Score: Raw -2861386.755812 + Penalty 4943.574860 = -2856443.180953 nChanged 234 SP:Iteration 20F (6694.620000 sec): 3 clusters Score: Raw -2861473.640303 + Penalty 4943.574860 = -2856530.065444 nChanged 247 SP:Iteration 21Q (6695.040000 sec): 3 clusters Score: Raw -2861565.299097 + Penalty 4943.574860 = -2856621.724238 nChanged 231 SP:Iteration 22Q (6695.490000 sec): 3 clusters Score: Raw -2861653.924330 + Penalty 4943.574860 = -2856710.349470 nChanged 208 SP:Iteration 23Q (6695.790000 sec): 3 clusters Score: Raw -2861735.142510 + Penalty 4943.574860 = -2856791.567650 nChanged 174 SP:Iteration 24Q (6696.130000 sec): 3 clusters Score: Raw -2861794.632650 + Penalty 4943.574860 = -2856851.057790 nChanged 173 SP:Iteration 25Q (6696.470000 sec): 3 clusters Score: Raw -2861844.870155 + Penalty 4943.574860 = -2856901.295295 nChanged 152 SP:Iteration 26Q (6696.800000 sec): 3 clusters Score: Raw -2861897.860571 + Penalty 4943.574860 = -2856954.285712 nChanged 159 SP:Iteration 27Q (6697.220000 sec): 3 clusters Score: Raw -2861948.353507 + Penalty 4943.574860 = -2857004.778647 nChanged 152 SP:Iteration 28Q (6697.550000 sec): 3 clusters Score: Raw -2861991.495456 + Penalty 4943.574860 = -2857047.920597 nChanged 138 SP:Iteration 29Q (6697.890000 sec): 3 clusters Score: Raw -2862023.122389 + Penalty 4943.574860 = -2857079.547529 nChanged 107 SP:Iteration 30Q (6698.230000 sec): 3 clusters Score: Raw -2862049.604635 + Penalty 4943.574860 = -2857106.029775 nChanged 116 SP:Iteration 31Q (6698.500000 sec): 3 clusters Score: Raw -2862082.605715 + Penalty 4943.574860 = -2857139.030855 nChanged 111 SP:Iteration 32Q (6698.800000 sec): 3 clusters Score: Raw -2862110.102022 + Penalty 4943.574860 = -2857166.527162 nChanged 86 SP:Iteration 33Q (6699.110000 sec): 3 clusters Score: Raw -2862127.071274 + Penalty 4943.574860 = -2857183.496414 nChanged 71 SP:Iteration 34Q (6699.480000 sec): 3 clusters Score: Raw -2862143.393953 + Penalty 4943.574860 = -2857199.819094 nChanged 65 SP:Iteration 35Q (6699.810000 sec): 3 clusters Score: Raw -2862156.677003 + Penalty 4943.574860 = -2857213.102144 nChanged 54 SP:Iteration 36Q (6700.140000 sec): 3 clusters Score: Raw -2862169.568702 + Penalty 4943.574860 = -2857225.993842 nChanged 58 SP:Iteration 37Q (6700.470000 sec): 3 clusters Score: Raw -2862183.786173 + Penalty 4943.574860 = -2857240.211313 nChanged 60 SP:Iteration 38Q (6700.790000 sec): 3 clusters Score: Raw -2862197.902242 + Penalty 4943.574860 = -2857254.327382 nChanged 53 SP:Iteration 39Q (6701.120000 sec): 3 clusters Score: Raw -2862211.282921 + Penalty 4943.574860 = -2857267.708061 nChanged 45 SP:Iteration 40F (6701.400000 sec): 3 clusters Score: Raw -2862220.795183 + Penalty 4943.574860 = -2857277.220323 nChanged 39 SP:Iteration 41Q (6701.750000 sec): 3 clusters Score: Raw -2862227.553402 + Penalty 4943.574860 = -2857283.978543 nChanged 28 SP:Iteration 42Q (6702.020000 sec): 3 clusters Score: Raw -2862234.125290 + Penalty 4943.574860 = -2857290.550430 nChanged 26 SP:Iteration 43Q (6702.300000 sec): 3 clusters Score: Raw -2862239.463474 + Penalty 4943.574860 = -2857295.888615 nChanged 15 SP:Iteration 44Q (6702.630000 sec): 3 clusters Score: Raw -2862241.706417 + Penalty 4943.574860 = -2857298.131558 nChanged 13 SP:Iteration 45Q (6702.940000 sec): 3 clusters Score: Raw -2862243.579244 + Penalty 4943.574860 = -2857300.004384 nChanged 6 SP:Iteration 46Q (6703.250000 sec): 3 clusters Score: Raw -2862244.379979 + Penalty 4943.574860 = -2857300.805120 nChanged 7 SP:Iteration 47Q (6703.580000 sec): 3 clusters Score: Raw -2862245.453164 + Penalty 4943.574860 = -2857301.878304 nChanged 6 SP:Iteration 48Q (6703.880000 sec): 3 clusters Score: Raw -2862246.650965 + Penalty 4943.574860 = -2857303.076105 nChanged 10 SP:Iteration 49Q (6704.160000 sec): 3 clusters Score: Raw -2862248.600120 + Penalty 4943.574860 = -2857305.025261 nChanged 10 SP:Iteration 50Q (6704.480000 sec): 3 clusters Score: Raw -2862250.835487 + Penalty 4943.574860 = -2857307.260627 nChanged 15 SP:Iteration 51Q (6704.800000 sec): 3 clusters Score: Raw -2862253.486937 + Penalty 4943.574860 = -2857309.912078 nChanged 12 SP:Iteration 52Q (6705.100000 sec): 3 clusters Score: Raw -2862255.706276 + Penalty 4943.574860 = -2857312.131416 nChanged 11 SP:Iteration 53Q (6705.410000 sec): 3 clusters Score: Raw -2862258.273549 + Penalty 4943.574860 = -2857314.698690 nChanged 12 SP:Iteration 54Q (6705.710000 sec): 3 clusters Score: Raw -2862260.657544 + Penalty 4943.574860 = -2857317.082685 nChanged 13 SP:Iteration 55Q (6706.010000 sec): 3 clusters Score: Raw -2862263.910385 + Penalty 4943.574860 = -2857320.335526 nChanged 24 SP:Iteration 56Q (6706.380000 sec): 3 clusters Score: Raw -2862270.579069 + Penalty 4943.574860 = -2857327.004209 nChanged 20 SP:Iteration 57Q (6706.660000 sec): 3 clusters Score: Raw -2862275.704808 + Penalty 4943.574860 = -2857332.129948 nChanged 23 SP:Iteration 58Q (6706.970000 sec): 3 clusters Score: Raw -2862284.464496 + Penalty 4943.574860 = -2857340.889637 nChanged 28 SP:Iteration 59Q (6707.270000 sec): 3 clusters Score: Raw -2862298.317106 + Penalty 4943.574860 = -2857354.742246 nChanged 32 SP:Iteration 60F (6707.540000 sec): 3 clusters Score: Raw -2862311.251136 + Penalty 4943.574860 = -2857367.676276 nChanged 31 SP:Iteration 61Q (6707.860000 sec): 3 clusters Score: Raw -2862327.351673 + Penalty 4943.574860 = -2857383.776813 nChanged 31 SP:Iteration 62Q (6708.130000 sec): 3 clusters Score: Raw -2862368.252071 + Penalty 4943.574860 = -2857424.677212 nChanged 44 SP:Iteration 63Q (6708.460000 sec): 3 clusters Score: Raw -2862464.543788 + Penalty 4943.574860 = -2857520.968928 nChanged 52 SP:Iteration 64Q (6708.710000 sec): 3 clusters Score: Raw -2862555.441240 + Penalty 4943.574860 = -2857611.866381 nChanged 67 SP:Iteration 65Q (6708.970000 sec): 3 clusters Score: Raw -2862583.485705 + Penalty 4943.574860 = -2857639.910845 nChanged 45 SP:Iteration 66Q (6709.280000 sec): 3 clusters Score: Raw -2862596.099064 + Penalty 4943.574860 = -2857652.524204 nChanged 34 SP:Iteration 67Q (6709.560000 sec): 3 clusters Score: Raw -2862607.047100 + Penalty 4943.574860 = -2857663.472240 nChanged 28 SP:Iteration 68Q (6709.860000 sec): 3 clusters Score: Raw -2862612.960051 + Penalty 4943.574860 = -2857669.385191 nChanged 16 SP:Iteration 69Q (6710.100000 sec): 3 clusters Score: Raw -2862616.241124 + Penalty 4943.574860 = -2857672.666264 nChanged 22 SP:Iteration 70Q (6710.370000 sec): 3 clusters Score: Raw -2862620.930626 + Penalty 4943.574860 = -2857677.355767 nChanged 23 SP:Iteration 71Q (6710.650000 sec): 3 clusters Score: Raw -2862626.521514 + Penalty 4943.574860 = -2857682.946655 nChanged 23 SP:Iteration 72Q (6710.970000 sec): 3 clusters Score: Raw -2862631.214258 + Penalty 4943.574860 = -2857687.639399 nChanged 14 SP:Iteration 73Q (6711.280000 sec): 3 clusters Score: Raw -2862634.218363 + Penalty 4943.574860 = -2857690.643504 nChanged 10 SP:Iteration 74Q (6711.550000 sec): 3 clusters Score: Raw -2862636.488877 + Penalty 4943.574860 = -2857692.914018 nChanged 10 SP:Iteration 75Q (6711.810000 sec): 3 clusters Score: Raw -2862638.306749 + Penalty 4943.574860 = -2857694.731889 nChanged 9 SP:Iteration 76Q (6712.090000 sec): 3 clusters Score: Raw -2862639.908878 + Penalty 4943.574860 = -2857696.334018 nChanged 4 SP:Iteration 77Q (6712.370000 sec): 3 clusters Score: Raw -2862640.467168 + Penalty 4943.574860 = -2857696.892308 nChanged 8 SP:Iteration 78Q (6712.650000 sec): 3 clusters Score: Raw -2862642.223052 + Penalty 4943.574860 = -2857698.648192 nChanged 9 SP:Iteration 79Q (6712.920000 sec): 3 clusters Score: Raw -2862644.038862 + Penalty 4943.574860 = -2857700.464002 nChanged 7 SP:Iteration 80F (6713.220000 sec): 3 clusters Score: Raw -2862645.335054 + Penalty 4943.574860 = -2857701.760194 nChanged 6 SP:Iteration 81Q (6713.460000 sec): 3 clusters Score: Raw -2862646.430285 + Penalty 4943.574860 = -2857702.855426 nChanged 3 SP:Iteration 82Q (6713.690000 sec): 3 clusters Score: Raw -2862646.843104 + Penalty 4943.574860 = -2857703.268244 nChanged 3 SP:Iteration 83Q (6713.920000 sec): 3 clusters Score: Raw -2862647.383956 + Penalty 4943.574860 = -2857703.809096 nChanged 3 SP:Iteration 84Q (6714.210000 sec): 3 clusters Score: Raw -2862648.176662 + Penalty 4943.574860 = -2857704.601802 nChanged 2 SP:Iteration 85Q (6714.430000 sec): 3 clusters Score: Raw -2862648.487646 + Penalty 4943.574860 = -2857704.912786 nChanged 0 SP:Iteration 86F (6714.720000 sec): 3 clusters Score: Raw -2862648.487646 + Penalty 4943.574860 = -2857704.912786 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (1918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6714.810000 sec): 2 clusters Score: Raw -259011.838521 + Penalty 1874.641487 = -257137.197034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6714.930000 sec): 3 clusters Score: Raw -258318.534947 + Penalty 3749.282975 = -254569.251973 nChanged 606 SP:Iteration 1F (6715.030000 sec): 3 clusters Score: Raw -258794.405494 + Penalty 3749.282975 = -255045.122519 nChanged 159 SP:Iteration 2F (6715.150000 sec): 3 clusters Score: Raw -258991.916473 + Penalty 3749.282975 = -255242.633498 nChanged 113 SP:Iteration 3F (6715.260000 sec): 3 clusters Score: Raw -259191.025477 + Penalty 3749.282975 = -255441.742502 nChanged 106 SP:Iteration 4F (6715.370000 sec): 3 clusters Score: Raw -259421.398945 + Penalty 3749.282975 = -255672.115970 nChanged 125 SP:Iteration 5F (6715.530000 sec): 3 clusters Score: Raw -259802.474333 + Penalty 3749.282975 = -256053.191358 nChanged 130 SP:Iteration 6F (6715.730000 sec): 3 clusters Score: Raw -260428.982466 + Penalty 3749.282975 = -256679.699491 nChanged 149 SP:Iteration 7F (6715.880000 sec): 3 clusters Score: Raw -261055.040612 + Penalty 3749.282975 = -257305.757638 nChanged 125 SP:Iteration 8F (6716.040000 sec): 3 clusters Score: Raw -261351.387524 + Penalty 3749.282975 = -257602.104550 nChanged 91 SP:Iteration 9Q (6716.230000 sec): 3 clusters Score: Raw -261555.194933 + Penalty 3749.282975 = -257805.911959 nChanged 47 SP:Iteration 10Q (6716.410000 sec): 3 clusters Score: Raw -261706.211040 + Penalty 3749.282975 = -257956.928065 nChanged 35 SP:Iteration 11Q (6716.530000 sec): 3 clusters Score: Raw -261833.226311 + Penalty 3749.282975 = -258083.943336 nChanged 16 SP:Iteration 12Q (6716.630000 sec): 3 clusters Score: Raw -261877.441420 + Penalty 3749.282975 = -258128.158445 nChanged 5 SP:Iteration 13Q (6716.740000 sec): 3 clusters Score: Raw -261885.351981 + Penalty 3749.282975 = -258136.069006 nChanged 1 SP:Iteration 14Q (6716.850000 sec): 3 clusters Score: Raw -261885.996047 + Penalty 3749.282975 = -258136.713072 nChanged 0 SP:Iteration 15F (6716.990000 sec): 3 clusters Score: Raw -261885.996047 + Penalty 3749.282975 = -258136.713072 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 4.57 GB. Trying to split cluster 20 (10069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.130000 sec): 2 clusters Score: Raw -1389164.653478 + Penalty 2285.869736 = -1386878.783743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.280000 sec): 3 clusters Score: Raw -1383744.825180 + Penalty 4571.739471 = -1379173.085709 nChanged 4186 SP:Iteration 1F (6717.470000 sec): 3 clusters Score: Raw -1386031.492652 + Penalty 4571.739471 = -1381459.753181 nChanged 691 SP:Iteration 2F (6717.670000 sec): 3 clusters Score: Raw -1386363.209420 + Penalty 4571.739471 = -1381791.469949 nChanged 510 SP:Iteration 3F (6717.910000 sec): 3 clusters Score: Raw -1386601.761983 + Penalty 4571.739471 = -1382030.022512 nChanged 449 SP:Iteration 4Q (6718.140000 sec): 3 clusters Score: Raw -1386820.228749 + Penalty 4571.739471 = -1382248.489278 nChanged 422 SP:Iteration 5Q (6718.280000 sec): 3 clusters Score: Raw -1387015.871248 + Penalty 4571.739471 = -1382444.131777 nChanged 406 SP:Iteration 6Q (6718.500000 sec): 3 clusters Score: Raw -1387224.696175 + Penalty 4571.739471 = -1382652.956704 nChanged 400 SP:Iteration 7Q (6718.690000 sec): 3 clusters Score: Raw -1387431.351653 + Penalty 4571.739471 = -1382859.612182 nChanged 399 SP:Iteration 8Q (6718.890000 sec): 3 clusters Score: Raw -1387644.174805 + Penalty 4571.739471 = -1383072.435334 nChanged 392 SP:Iteration 9Q (6719.120000 sec): 3 clusters Score: Raw -1387856.707083 + Penalty 4571.739471 = -1383284.967611 nChanged 377 SP:Iteration 10Q (6719.370000 sec): 3 clusters Score: Raw -1388056.562377 + Penalty 4571.739471 = -1383484.822906 nChanged 336 SP:Iteration 11Q (6719.590000 sec): 3 clusters Score: Raw -1388222.702448 + Penalty 4571.739471 = -1383650.962977 nChanged 285 SP:Iteration 12Q (6719.770000 sec): 3 clusters Score: Raw -1388359.915790 + Penalty 4571.739471 = -1383788.176319 nChanged 252 SP:Iteration 13Q (6720.010000 sec): 3 clusters Score: Raw -1388470.081343 + Penalty 4571.739471 = -1383898.341872 nChanged 188 SP:Iteration 14Q (6720.180000 sec): 3 clusters Score: Raw -1388537.813641 + Penalty 4571.739471 = -1383966.074170 nChanged 127 SP:Iteration 15Q (6720.400000 sec): 3 clusters Score: Raw -1388579.401396 + Penalty 4571.739471 = -1384007.661924 nChanged 107 SP:Iteration 16Q (6720.660000 sec): 3 clusters Score: Raw -1388613.755038 + Penalty 4571.739471 = -1384042.015567 nChanged 105 SP:Iteration 17Q (6720.870000 sec): 3 clusters Score: Raw -1388645.549416 + Penalty 4571.739471 = -1384073.809945 nChanged 90 SP:Iteration 18Q (6721.090000 sec): 3 clusters Score: Raw -1388675.813618 + Penalty 4571.739471 = -1384104.074146 nChanged 79 SP:Iteration 19Q (6721.300000 sec): 3 clusters Score: Raw -1388700.466096 + Penalty 4571.739471 = -1384128.726625 nChanged 61 SP:Iteration 20F (6721.480000 sec): 3 clusters Score: Raw -1388717.400618 + Penalty 4571.739471 = -1384145.661146 nChanged 59 SP:Iteration 21Q (6721.730000 sec): 3 clusters Score: Raw -1388739.388954 + Penalty 4571.739471 = -1384167.649482 nChanged 69 SP:Iteration 22Q (6721.940000 sec): 3 clusters Score: Raw -1388768.159749 + Penalty 4571.739471 = -1384196.420278 nChanged 77 SP:Iteration 23Q (6722.170000 sec): 3 clusters Score: Raw -1388795.453802 + Penalty 4571.739471 = -1384223.714330 nChanged 71 SP:Iteration 24Q (6722.430000 sec): 3 clusters Score: Raw -1388819.113186 + Penalty 4571.739471 = -1384247.373714 nChanged 67 SP:Iteration 25Q (6722.650000 sec): 3 clusters Score: Raw -1388846.213869 + Penalty 4571.739471 = -1384274.474398 nChanged 61 SP:Iteration 26Q (6722.860000 sec): 3 clusters Score: Raw -1388868.118871 + Penalty 4571.739471 = -1384296.379399 nChanged 55 SP:Iteration 27Q (6723.070000 sec): 3 clusters Score: Raw -1388884.710410 + Penalty 4571.739471 = -1384312.970939 nChanged 57 SP:Iteration 28Q (6723.320000 sec): 3 clusters Score: Raw -1388903.872074 + Penalty 4571.739471 = -1384332.132603 nChanged 57 SP:Iteration 29Q (6723.520000 sec): 3 clusters Score: Raw -1388923.948386 + Penalty 4571.739471 = -1384352.208915 nChanged 56 SP:Iteration 30Q (6723.760000 sec): 3 clusters Score: Raw -1388945.819956 + Penalty 4571.739471 = -1384374.080485 nChanged 60 SP:Iteration 31Q (6723.970000 sec): 3 clusters Score: Raw -1388979.620845 + Penalty 4571.739471 = -1384407.881374 nChanged 67 SP:Iteration 32Q (6724.230000 sec): 3 clusters Score: Raw -1389011.625188 + Penalty 4571.739471 = -1384439.885717 nChanged 67 SP:Iteration 33Q (6724.520000 sec): 3 clusters Score: Raw -1389039.469598 + Penalty 4571.739471 = -1384467.730127 nChanged 65 SP:Iteration 34Q (6724.770000 sec): 3 clusters Score: Raw -1389071.906065 + Penalty 4571.739471 = -1384500.166594 nChanged 69 SP:Iteration 35Q (6725.050000 sec): 3 clusters Score: Raw -1389101.020562 + Penalty 4571.739471 = -1384529.281091 nChanged 65 SP:Iteration 36Q (6725.300000 sec): 3 clusters Score: Raw -1389133.531311 + Penalty 4571.739471 = -1384561.791840 nChanged 64 SP:Iteration 37Q (6725.540000 sec): 3 clusters Score: Raw -1389167.542283 + Penalty 4571.739471 = -1384595.802812 nChanged 66 SP:Iteration 38Q (6725.820000 sec): 3 clusters Score: Raw -1389193.199894 + Penalty 4571.739471 = -1384621.460423 nChanged 51 SP:Iteration 39Q (6726.080000 sec): 3 clusters Score: Raw -1389210.117662 + Penalty 4571.739471 = -1384638.378191 nChanged 39 SP:Iteration 40F (6726.340000 sec): 3 clusters Score: Raw -1389223.766220 + Penalty 4571.739471 = -1384652.026748 nChanged 30 SP:Iteration 41Q (6726.610000 sec): 3 clusters Score: Raw -1389235.661018 + Penalty 4571.739471 = -1384663.921547 nChanged 31 SP:Iteration 42Q (6726.850000 sec): 3 clusters Score: Raw -1389246.425443 + Penalty 4571.739471 = -1384674.685972 nChanged 23 SP:Iteration 43Q (6727.050000 sec): 3 clusters Score: Raw -1389253.990592 + Penalty 4571.739471 = -1384682.251120 nChanged 16 SP:Iteration 44Q (6727.350000 sec): 3 clusters Score: Raw -1389259.956076 + Penalty 4571.739471 = -1384688.216605 nChanged 22 SP:Iteration 45Q (6727.620000 sec): 3 clusters Score: Raw -1389270.207324 + Penalty 4571.739471 = -1384698.467852 nChanged 32 SP:Iteration 46Q (6727.900000 sec): 3 clusters Score: Raw -1389281.572691 + Penalty 4571.739471 = -1384709.833220 nChanged 32 SP:Iteration 47Q (6728.120000 sec): 3 clusters Score: Raw -1389292.312467 + Penalty 4571.739471 = -1384720.572995 nChanged 22 SP:Iteration 48Q (6728.380000 sec): 3 clusters Score: Raw -1389299.381468 + Penalty 4571.739471 = -1384727.641997 nChanged 21 SP:Iteration 49Q (6728.620000 sec): 3 clusters Score: Raw -1389305.510341 + Penalty 4571.739471 = -1384733.770870 nChanged 18 SP:Iteration 50Q (6728.920000 sec): 3 clusters Score: Raw -1389310.559420 + Penalty 4571.739471 = -1384738.819949 nChanged 14 SP:Iteration 51Q (6729.200000 sec): 3 clusters Score: Raw -1389316.169645 + Penalty 4571.739471 = -1384744.430174 nChanged 13 SP:Iteration 52Q (6729.510000 sec): 3 clusters Score: Raw -1389319.610216 + Penalty 4571.739471 = -1384747.870745 nChanged 15 SP:Iteration 53Q (6729.700000 sec): 3 clusters Score: Raw -1389323.722506 + Penalty 4571.739471 = -1384751.983035 nChanged 13 SP:Iteration 54Q (6729.990000 sec): 3 clusters Score: Raw -1389327.667642 + Penalty 4571.739471 = -1384755.928170 nChanged 12 SP:Iteration 55Q (6730.250000 sec): 3 clusters Score: Raw -1389331.486888 + Penalty 4571.739471 = -1384759.747417 nChanged 10 SP:Iteration 56Q (6730.490000 sec): 3 clusters Score: Raw -1389333.777154 + Penalty 4571.739471 = -1384762.037683 nChanged 4 SP:Iteration 57Q (6730.730000 sec): 3 clusters Score: Raw -1389334.404000 + Penalty 4571.739471 = -1384762.664528 nChanged 3 SP:Iteration 58Q (6730.960000 sec): 3 clusters Score: Raw -1389334.941642 + Penalty 4571.739471 = -1384763.202170 nChanged 1 SP:Iteration 59Q (6731.230000 sec): 3 clusters Score: Raw -1389335.226080 + Penalty 4571.739471 = -1384763.486609 nChanged 2 SP:Iteration 60F (6731.470000 sec): 3 clusters Score: Raw -1389336.191510 + Penalty 4571.739471 = -1384764.452038 nChanged 4 SP:Iteration 61Q (6731.740000 sec): 3 clusters Score: Raw -1389336.982115 + Penalty 4571.739471 = -1384765.242644 nChanged 5 SP:Iteration 62Q (6731.980000 sec): 3 clusters Score: Raw -1389337.763787 + Penalty 4571.739471 = -1384766.024316 nChanged 5 SP:Iteration 63Q (6732.250000 sec): 3 clusters Score: Raw -1389339.038398 + Penalty 4571.739471 = -1384767.298926 nChanged 10 SP:Iteration 64Q (6732.520000 sec): 3 clusters Score: Raw -1389341.065675 + Penalty 4571.739471 = -1384769.326204 nChanged 7 SP:Iteration 65Q (6732.720000 sec): 3 clusters Score: Raw -1389342.388979 + Penalty 4571.739471 = -1384770.649508 nChanged 5 SP:Iteration 66Q (6732.960000 sec): 3 clusters Score: Raw -1389343.249365 + Penalty 4571.739471 = -1384771.509893 nChanged 7 SP:Iteration 67Q (6733.210000 sec): 3 clusters Score: Raw -1389344.792392 + Penalty 4571.739471 = -1384773.052920 nChanged 4 SP:Iteration 68Q (6733.460000 sec): 3 clusters Score: Raw -1389346.196239 + Penalty 4571.739471 = -1384774.456767 nChanged 5 SP:Iteration 69Q (6733.660000 sec): 3 clusters Score: Raw -1389347.371901 + Penalty 4571.739471 = -1384775.632430 nChanged 7 SP:Iteration 70Q (6733.920000 sec): 3 clusters Score: Raw -1389349.639190 + Penalty 4571.739471 = -1384777.899719 nChanged 6 SP:Iteration 71Q (6734.120000 sec): 3 clusters Score: Raw -1389351.265285 + Penalty 4571.739471 = -1384779.525814 nChanged 4 SP:Iteration 72Q (6734.420000 sec): 3 clusters Score: Raw -1389352.215116 + Penalty 4571.739471 = -1384780.475645 nChanged 3 SP:Iteration 73Q (6734.680000 sec): 3 clusters Score: Raw -1389353.572653 + Penalty 4571.739471 = -1384781.833182 nChanged 6 SP:Iteration 74Q (6734.900000 sec): 3 clusters Score: Raw -1389355.994204 + Penalty 4571.739471 = -1384784.254732 nChanged 6 SP:Iteration 75Q (6735.090000 sec): 3 clusters Score: Raw -1389357.457566 + Penalty 4571.739471 = -1384785.718094 nChanged 4 SP:Iteration 76Q (6735.370000 sec): 3 clusters Score: Raw -1389359.132419 + Penalty 4571.739471 = -1384787.392948 nChanged 5 SP:Iteration 77Q (6735.640000 sec): 3 clusters Score: Raw -1389360.382881 + Penalty 4571.739471 = -1384788.643410 nChanged 8 SP:Iteration 78Q (6735.900000 sec): 3 clusters Score: Raw -1389362.501888 + Penalty 4571.739471 = -1384790.762417 nChanged 6 SP:Iteration 79Q (6736.180000 sec): 3 clusters Score: Raw -1389363.726946 + Penalty 4571.739471 = -1384791.987474 nChanged 5 SP:Iteration 80F (6736.430000 sec): 3 clusters Score: Raw -1389364.638904 + Penalty 4571.739471 = -1384792.899432 nChanged 4 SP:Iteration 81Q (6736.710000 sec): 3 clusters Score: Raw -1389365.752781 + Penalty 4571.739471 = -1384794.013310 nChanged 5 SP:Iteration 82Q (6737.000000 sec): 3 clusters Score: Raw -1389366.926156 + Penalty 4571.739471 = -1384795.186685 nChanged 3 SP:Iteration 83Q (6737.240000 sec): 3 clusters Score: Raw -1389367.852748 + Penalty 4571.739471 = -1384796.113276 nChanged 2 SP:Iteration 84Q (6737.480000 sec): 3 clusters Score: Raw -1389368.790958 + Penalty 4571.739471 = -1384797.051487 nChanged 2 SP:Iteration 85Q (6737.710000 sec): 3 clusters Score: Raw -1389369.208579 + Penalty 4571.739471 = -1384797.469108 nChanged 2 SP:Iteration 86Q (6737.950000 sec): 3 clusters Score: Raw -1389369.875866 + Penalty 4571.739471 = -1384798.136395 nChanged 1 SP:Iteration 87Q (6738.200000 sec): 3 clusters Score: Raw -1389370.034225 + Penalty 4571.739471 = -1384798.294754 nChanged 2 SP:Iteration 88Q (6738.420000 sec): 3 clusters Score: Raw -1389370.598686 + Penalty 4571.739471 = -1384798.859215 nChanged 3 SP:Iteration 89Q (6738.710000 sec): 3 clusters Score: Raw -1389371.795411 + Penalty 4571.739471 = -1384800.055940 nChanged 9 SP:Iteration 90Q (6738.890000 sec): 3 clusters Score: Raw -1389376.133016 + Penalty 4571.739471 = -1384804.393545 nChanged 4 SP:Iteration 91Q (6739.130000 sec): 3 clusters Score: Raw -1389378.157653 + Penalty 4571.739471 = -1384806.418181 nChanged 4 SP:Iteration 92Q (6739.380000 sec): 3 clusters Score: Raw -1389379.536314 + Penalty 4571.739471 = -1384807.796843 nChanged 3 SP:Iteration 93Q (6739.670000 sec): 3 clusters Score: Raw -1389379.959846 + Penalty 4571.739471 = -1384808.220375 nChanged 2 SP:Iteration 94Q (6739.930000 sec): 3 clusters Score: Raw -1389381.195050 + Penalty 4571.739471 = -1384809.455579 nChanged 3 SP:Iteration 95Q (6740.170000 sec): 3 clusters Score: Raw -1389381.635174 + Penalty 4571.739471 = -1384809.895703 nChanged 2 SP:Iteration 96Q (6740.450000 sec): 3 clusters Score: Raw -1389382.052008 + Penalty 4571.739471 = -1384810.312537 nChanged 0 SP:Iteration 97F (6740.730000 sec): 3 clusters Score: Raw -1389382.052008 + Penalty 4571.739471 = -1384810.312537 nChanged 0 Iteration 59Q (6758.810000 sec): 22 clusters Score: Raw -78052056.815671 + Penalty 69083.873263 = -77982972.942408 nChanged 509 Iteration 60F (6783.590000 sec): 22 clusters Score: Raw -78055499.033380 + Penalty 69083.873263 = -77986415.160117 nChanged 783 Iteration 61Q (6800.320000 sec): 22 clusters Score: Raw -78060258.028201 + Penalty 69083.873263 = -77991174.154938 nChanged 687 Iteration 62Q (6816.870000 sec): 22 clusters Score: Raw -78060838.627251 + Penalty 69083.873263 = -77991754.753987 nChanged 667 Iteration 63Q (6834.680000 sec): 22 clusters Score: Raw -78061255.564462 + Penalty 69083.873263 = -77992171.691199 nChanged 595 Iteration 64Q (6852.400000 sec): 22 clusters Score: Raw -78061526.111006 + Penalty 69083.873263 = -77992442.237743 nChanged 577 Iteration 65Q (6869.190000 sec): 22 clusters Score: Raw -78061666.580486 + Penalty 69083.873263 = -77992582.707223 nChanged 563 Iteration 66Q (6886.290000 sec): 22 clusters Score: Raw -78061737.555398 + Penalty 69083.873263 = -77992653.682135 nChanged 525 Iteration 67Q (6903.590000 sec): 22 clusters Score: Raw -78061786.586175 + Penalty 69083.873263 = -77992702.712912 nChanged 486 Iteration 68Q (6919.670000 sec): 22 clusters Score: Raw -78061850.545059 + Penalty 69083.873263 = -77992766.671795 nChanged 491 Iteration 69Q (6936.020000 sec): 22 clusters Score: Raw -78061915.208227 + Penalty 69083.873263 = -77992831.334963 nChanged 473 Iteration 70Q (6953.030000 sec): 22 clusters Score: Raw -78061950.814360 + Penalty 69083.873263 = -77992866.941096 nChanged 437 Iteration 71Q (6969.890000 sec): 22 clusters Score: Raw -78061975.895840 + Penalty 69083.873263 = -77992892.022576 nChanged 416 Iteration 72Q (6986.810000 sec): 22 clusters Score: Raw -78062008.013650 + Penalty 69083.873263 = -77992924.140386 nChanged 408 Iteration 73Q (7004.120000 sec): 22 clusters Score: Raw -78062047.998990 + Penalty 69083.873263 = -77992964.125726 nChanged 353 Iteration 74Q (7021.350000 sec): 22 clusters Score: Raw -78062069.042687 + Penalty 69083.873263 = -77992985.169424 nChanged 352 Iteration 75Q (7036.850000 sec): 22 clusters Score: Raw -78062085.493834 + Penalty 69083.873263 = -77993001.620571 nChanged 373 Iteration 76Q (7053.360000 sec): 22 clusters Score: Raw -78062116.282801 + Penalty 69083.873263 = -77993032.409538 nChanged 371 Iteration 77Q (7069.780000 sec): 22 clusters Score: Raw -78062140.839848 + Penalty 69083.873263 = -77993056.966585 nChanged 393 Iteration 78Q (7087.010000 sec): 22 clusters Score: Raw -78062182.428110 + Penalty 69083.873263 = -77993098.554847 nChanged 392 Iteration 79Q (7103.850000 sec): 22 clusters Score: Raw -78062203.558985 + Penalty 69083.873263 = -77993119.685721 nChanged 378 Iteration 80F (7130.410000 sec): 22 clusters Score: Raw -78066249.227279 + Penalty 69083.873263 = -77997165.354016 nChanged 492 Iteration 81Q (7147.360000 sec): 22 clusters Score: Raw -78069477.608430 + Penalty 69083.873263 = -78000393.735167 nChanged 443 Iteration 82Q (7163.870000 sec): 22 clusters Score: Raw -78069647.632795 + Penalty 69083.873263 = -78000563.759532 nChanged 429 Iteration 83Q (7180.840000 sec): 22 clusters Score: Raw -78069713.119459 + Penalty 69083.873263 = -78000629.246196 nChanged 440 Iteration 84Q (7197.500000 sec): 22 clusters Score: Raw -78069772.626436 + Penalty 69083.873263 = -78000688.753172 nChanged 396 Iteration 85Q (7214.890000 sec): 22 clusters Score: Raw -78069829.340013 + Penalty 69083.873263 = -78000745.466750 nChanged 361 Iteration 86Q (7231.420000 sec): 22 clusters Score: Raw -78069862.159230 + Penalty 69083.873263 = -78000778.285967 nChanged 342 Iteration 87Q (7248.060000 sec): 22 clusters Score: Raw -78069893.665191 + Penalty 69083.873263 = -78000809.791928 nChanged 310 Iteration 88Q (7265.620000 sec): 22 clusters Score: Raw -78069914.641010 + Penalty 69083.873263 = -78000830.767747 nChanged 292 Iteration 89Q (7283.940000 sec): 22 clusters Score: Raw -78069933.521740 + Penalty 69083.873263 = -78000849.648477 nChanged 312 Iteration 90Q (7300.030000 sec): 22 clusters Score: Raw -78069955.373472 + Penalty 69083.873263 = -78000871.500208 nChanged 292 Iteration 91Q (7317.370000 sec): 22 clusters Score: Raw -78069976.873795 + Penalty 69083.873263 = -78000893.000531 nChanged 307 Iteration 92Q (7334.690000 sec): 22 clusters Score: Raw -78069998.637859 + Penalty 69083.873263 = -78000914.764596 nChanged 298 Iteration 93Q (7351.760000 sec): 22 clusters Score: Raw -78070013.915418 + Penalty 69083.873263 = -78000930.042154 nChanged 298 Iteration 94Q (7370.890000 sec): 22 clusters Score: Raw -78070026.312051 + Penalty 69083.873263 = -78000942.438787 nChanged 278 Iteration 95Q (7395.500000 sec): 22 clusters Score: Raw -78070036.551525 + Penalty 69083.873263 = -78000952.678262 nChanged 299 Iteration 96Q (7412.460000 sec): 22 clusters Score: Raw -78070049.392501 + Penalty 69083.873263 = -78000965.519238 nChanged 299 Iteration 97Q (7428.670000 sec): 22 clusters Score: Raw -78070063.754051 + Penalty 69083.873263 = -78000979.880788 nChanged 314 Iteration 98Q (7444.620000 sec): 22 clusters Score: Raw -78070082.187390 + Penalty 69083.873263 = -78000998.314127 nChanged 296 Writing temp clu file Because OldScore, -78000979.880788, is greater than current (better) Score,-78000998.314127 Compute initial score before splitting: Score: Raw -78070082.187390 + Penalty 69083.873263 = -78000998.314127 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (179521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7446.020000 sec): 2 clusters Score: Raw -24544307.792936 + Penalty 3000.315773 = -24541307.477163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7447.210000 sec): 3 clusters Score: Raw -24427095.476737 + Penalty 6000.631546 = -24421094.845191 nChanged 86047 SP:Iteration 1F (7448.510000 sec): 3 clusters Score: Raw -24478239.809855 + Penalty 6000.631546 = -24472239.178309 nChanged 7880 SP:Iteration 2Q (7449.890000 sec): 3 clusters Score: Raw -24481273.287535 + Penalty 6000.631546 = -24475272.655989 nChanged 10741 SP:Iteration 3F (7451.070000 sec): 3 clusters Score: Raw -24487124.499544 + Penalty 6000.631546 = -24481123.867998 nChanged 14698 SP:Iteration 4F (7452.210000 sec): 3 clusters Score: Raw -24498102.800338 + Penalty 6000.631546 = -24492102.168792 nChanged 17521 SP:Iteration 5F (7453.350000 sec): 3 clusters Score: Raw -24514768.995553 + Penalty 6000.631546 = -24508768.364007 nChanged 15839 SP:Iteration 6F (7454.540000 sec): 3 clusters Score: Raw -24531662.604472 + Penalty 6000.631546 = -24525661.972926 nChanged 8840 SP:Iteration 7Q (7455.740000 sec): 3 clusters Score: Raw -24540903.532896 + Penalty 6000.631546 = -24534902.901350 nChanged 2938 SP:Iteration 8Q (7456.820000 sec): 3 clusters Score: Raw -24543738.402671 + Penalty 6000.631546 = -24537737.771125 nChanged 647 SP:Iteration 9Q (7457.920000 sec): 3 clusters Score: Raw -24544369.387491 + Penalty 6000.631546 = -24538368.755945 nChanged 144 SP:Iteration 10Q (7459.060000 sec): 3 clusters Score: Raw -24544531.699556 + Penalty 6000.631546 = -24538531.068010 nChanged 54 SP:Iteration 11Q (7460.080000 sec): 3 clusters Score: Raw -24544615.829278 + Penalty 6000.631546 = -24538615.197732 nChanged 25 SP:Iteration 12Q (7461.160000 sec): 3 clusters Score: Raw -24544652.131336 + Penalty 6000.631546 = -24538651.499790 nChanged 17 SP:Iteration 13Q (7462.400000 sec): 3 clusters Score: Raw -24544676.956313 + Penalty 6000.631546 = -24538676.324767 nChanged 15 SP:Iteration 14Q (7463.490000 sec): 3 clusters Score: Raw -24544698.778329 + Penalty 6000.631546 = -24538698.146783 nChanged 8 SP:Iteration 15Q (7464.510000 sec): 3 clusters Score: Raw -24544712.312721 + Penalty 6000.631546 = -24538711.681175 nChanged 10 SP:Iteration 16Q (7465.550000 sec): 3 clusters Score: Raw -24544728.283400 + Penalty 6000.631546 = -24538727.651854 nChanged 8 SP:Iteration 17Q (7466.590000 sec): 3 clusters Score: Raw -24544739.165428 + Penalty 6000.631546 = -24538738.533882 nChanged 2 SP:Iteration 18Q (7467.620000 sec): 3 clusters Score: Raw -24544741.653380 + Penalty 6000.631546 = -24538741.021834 nChanged 2 SP:Iteration 19Q (7468.540000 sec): 3 clusters Score: Raw -24544744.814108 + Penalty 6000.631546 = -24538744.182562 nChanged 3 SP:Iteration 20F (7469.580000 sec): 3 clusters Score: Raw -24544755.026129 + Penalty 6000.631546 = -24538754.394583 nChanged 4 SP:Iteration 21Q (7470.570000 sec): 3 clusters Score: Raw -24544760.213307 + Penalty 6000.631546 = -24538759.581761 nChanged 2 SP:Iteration 22Q (7471.700000 sec): 3 clusters Score: Raw -24544764.003765 + Penalty 6000.631546 = -24538763.372219 nChanged 4 SP:Iteration 23Q (7472.660000 sec): 3 clusters Score: Raw -24544771.545249 + Penalty 6000.631546 = -24538770.913703 nChanged 3 SP:Iteration 24Q (7473.560000 sec): 3 clusters Score: Raw -24544776.247772 + Penalty 6000.631546 = -24538775.616226 nChanged 4 SP:Iteration 25Q (7474.510000 sec): 3 clusters Score: Raw -24544780.237282 + Penalty 6000.631546 = -24538779.605736 nChanged 3 SP:Iteration 26Q (7475.510000 sec): 3 clusters Score: Raw -24544787.733445 + Penalty 6000.631546 = -24538787.101899 nChanged 3 SP:Iteration 27Q (7476.530000 sec): 3 clusters Score: Raw -24544791.055989 + Penalty 6000.631546 = -24538790.424443 nChanged 2 SP:Iteration 28Q (7477.660000 sec): 3 clusters Score: Raw -24544793.303400 + Penalty 6000.631546 = -24538792.671854 nChanged 0 SP:Iteration 29F (7478.930000 sec): 3 clusters Score: Raw -24544793.303400 + Penalty 6000.631546 = -24538792.671854 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7479.150000 sec): 2 clusters Score: Raw -54772.563032 + Penalty 1537.726275 = -53234.836757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7479.330000 sec): 3 clusters Score: Raw -54959.408791 + Penalty 3075.452550 = -51883.956241 nChanged 122 SP:Iteration 1F (7479.530000 sec): 3 clusters Score: Raw -55355.074776 + Penalty 3075.452550 = -52279.622225 nChanged 38 SP:Iteration 2F (7479.670000 sec): 3 clusters Score: Raw -55632.925251 + Penalty 3075.452550 = -52557.472700 nChanged 48 SP:Iteration 3F (7479.870000 sec): 3 clusters Score: Raw -55978.885519 + Penalty 3075.452550 = -52903.432968 nChanged 59 SP:Iteration 4F (7480.090000 sec): 3 clusters Score: Raw -56629.796027 + Penalty 3075.452550 = -53554.343477 nChanged 43 SP:Iteration 5F (7480.340000 sec): 3 clusters Score: Raw -57057.491376 + Penalty 3075.452550 = -53982.038826 nChanged 18 SP:Iteration 6Q (7480.570000 sec): 3 clusters Score: Raw -57214.740760 + Penalty 3075.452550 = -54139.288210 nChanged 3 SP:Iteration 7Q (7480.750000 sec): 3 clusters Score: Raw -57277.508421 + Penalty 3075.452550 = -54202.055871 nChanged 5 SP:Iteration 8Q (7480.960000 sec): 3 clusters Score: Raw -57312.289298 + Penalty 3075.452550 = -54236.836748 nChanged 2 SP:Iteration 9Q (7481.160000 sec): 3 clusters Score: Raw -57320.053038 + Penalty 3075.452550 = -54244.600488 nChanged 0 SP:Iteration 10F (7481.400000 sec): 3 clusters Score: Raw -57320.053038 + Penalty 3075.452550 = -54244.600488 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 4.57 GB. Trying to split cluster 3 (311564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7483.110000 sec): 2 clusters Score: Raw -42723953.027476 + Penalty 3137.041293 = -42720815.986183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7484.980000 sec): 3 clusters Score: Raw -42517487.480148 + Penalty 6274.082587 = -42511213.397562 nChanged 151529 SP:Iteration 1F (7486.820000 sec): 3 clusters Score: Raw -42609579.693667 + Penalty 6274.082587 = -42603305.611081 nChanged 11142 SP:Iteration 2Q (7488.800000 sec): 3 clusters Score: Raw -42613044.153765 + Penalty 6274.082587 = -42606770.071179 nChanged 13405 SP:Iteration 3Q (7490.660000 sec): 3 clusters Score: Raw -42618050.567239 + Penalty 6274.082587 = -42611776.484652 nChanged 15412 SP:Iteration 4Q (7492.710000 sec): 3 clusters Score: Raw -42624503.088430 + Penalty 6274.082587 = -42618229.005844 nChanged 16746 SP:Iteration 5F (7494.550000 sec): 3 clusters Score: Raw -42631896.090058 + Penalty 6274.082587 = -42625622.007471 nChanged 17159 SP:Iteration 6F (7496.400000 sec): 3 clusters Score: Raw -42639753.693257 + Penalty 6274.082587 = -42633479.610670 nChanged 16703 SP:Iteration 7F (7498.540000 sec): 3 clusters Score: Raw -42647262.292574 + Penalty 6274.082587 = -42640988.209987 nChanged 15294 SP:Iteration 8Q (7500.650000 sec): 3 clusters Score: Raw -42654083.865177 + Penalty 6274.082587 = -42647809.782590 nChanged 14309 SP:Iteration 9Q (7502.770000 sec): 3 clusters Score: Raw -42661142.153162 + Penalty 6274.082587 = -42654868.070575 nChanged 14742 SP:Iteration 10Q (7504.730000 sec): 3 clusters Score: Raw -42669241.720229 + Penalty 6274.082587 = -42662967.637643 nChanged 15716 SP:Iteration 11F (7506.790000 sec): 3 clusters Score: Raw -42679008.464325 + Penalty 6274.082587 = -42672734.381738 nChanged 15904 SP:Iteration 12F (7508.720000 sec): 3 clusters Score: Raw -42689948.152723 + Penalty 6274.082587 = -42683674.070136 nChanged 14824 SP:Iteration 13Q (7510.610000 sec): 3 clusters Score: Raw -42701112.333446 + Penalty 6274.082587 = -42694838.250859 nChanged 12041 SP:Iteration 14Q (7512.490000 sec): 3 clusters Score: Raw -42710533.923211 + Penalty 6274.082587 = -42704259.840624 nChanged 8331 SP:Iteration 15Q (7514.530000 sec): 3 clusters Score: Raw -42717121.004826 + Penalty 6274.082587 = -42710846.922239 nChanged 4937 SP:Iteration 16Q (7516.380000 sec): 3 clusters Score: Raw -42720890.622044 + Penalty 6274.082587 = -42714616.539458 nChanged 2528 SP:Iteration 17Q (7518.100000 sec): 3 clusters Score: Raw -42722770.860767 + Penalty 6274.082587 = -42716496.778181 nChanged 1122 SP:Iteration 18Q (7519.700000 sec): 3 clusters Score: Raw -42723629.667694 + Penalty 6274.082587 = -42717355.585108 nChanged 532 SP:Iteration 19Q (7521.510000 sec): 3 clusters Score: Raw -42724068.524732 + Penalty 6274.082587 = -42717794.442146 nChanged 264 SP:Iteration 20F (7523.260000 sec): 3 clusters Score: Raw -42724295.928019 + Penalty 6274.082587 = -42718021.845433 nChanged 148 SP:Iteration 21Q (7524.900000 sec): 3 clusters Score: Raw -42724420.438016 + Penalty 6274.082587 = -42718146.355429 nChanged 98 SP:Iteration 22Q (7526.520000 sec): 3 clusters Score: Raw -42724502.573541 + Penalty 6274.082587 = -42718228.490955 nChanged 74 SP:Iteration 23Q (7528.290000 sec): 3 clusters Score: Raw -42724569.049695 + Penalty 6274.082587 = -42718294.967108 nChanged 50 SP:Iteration 24Q (7529.860000 sec): 3 clusters Score: Raw -42724605.469172 + Penalty 6274.082587 = -42718331.386585 nChanged 48 SP:Iteration 25Q (7531.510000 sec): 3 clusters Score: Raw -42724638.836578 + Penalty 6274.082587 = -42718364.753992 nChanged 28 SP:Iteration 26Q (7533.040000 sec): 3 clusters Score: Raw -42724658.192258 + Penalty 6274.082587 = -42718384.109671 nChanged 25 SP:Iteration 27Q (7534.850000 sec): 3 clusters Score: Raw -42724683.409836 + Penalty 6274.082587 = -42718409.327250 nChanged 23 SP:Iteration 28Q (7536.450000 sec): 3 clusters Score: Raw -42724703.632318 + Penalty 6274.082587 = -42718429.549731 nChanged 18 SP:Iteration 29Q (7537.950000 sec): 3 clusters Score: Raw -42724718.469066 + Penalty 6274.082587 = -42718444.386479 nChanged 19 SP:Iteration 30Q (7539.400000 sec): 3 clusters Score: Raw -42724735.836205 + Penalty 6274.082587 = -42718461.753618 nChanged 18 SP:Iteration 31Q (7541.070000 sec): 3 clusters Score: Raw -42724749.308127 + Penalty 6274.082587 = -42718475.225540 nChanged 11 SP:Iteration 32Q (7542.800000 sec): 3 clusters Score: Raw -42724758.229402 + Penalty 6274.082587 = -42718484.146815 nChanged 12 SP:Iteration 33Q (7544.370000 sec): 3 clusters Score: Raw -42724763.675317 + Penalty 6274.082587 = -42718489.592731 nChanged 6 SP:Iteration 34Q (7545.970000 sec): 3 clusters Score: Raw -42724766.528302 + Penalty 6274.082587 = -42718492.445715 nChanged 6 SP:Iteration 35Q (7547.550000 sec): 3 clusters Score: Raw -42724771.131984 + Penalty 6274.082587 = -42718497.049398 nChanged 8 SP:Iteration 36Q (7549.240000 sec): 3 clusters Score: Raw -42724777.345201 + Penalty 6274.082587 = -42718503.262614 nChanged 13 SP:Iteration 37Q (7550.890000 sec): 3 clusters Score: Raw -42724786.817222 + Penalty 6274.082587 = -42718512.734635 nChanged 10 SP:Iteration 38Q (7552.490000 sec): 3 clusters Score: Raw -42724794.043240 + Penalty 6274.082587 = -42718519.960653 nChanged 5 SP:Iteration 39Q (7554.150000 sec): 3 clusters Score: Raw -42724799.175344 + Penalty 6274.082587 = -42718525.092757 nChanged 7 SP:Iteration 40F (7556.150000 sec): 3 clusters Score: Raw -42724807.288693 + Penalty 6274.082587 = -42718533.206107 nChanged 8 SP:Iteration 41Q (7557.720000 sec): 3 clusters Score: Raw -42724812.344865 + Penalty 6274.082587 = -42718538.262278 nChanged 9 SP:Iteration 42Q (7559.220000 sec): 3 clusters Score: Raw -42724820.439250 + Penalty 6274.082587 = -42718546.356664 nChanged 9 SP:Iteration 43Q (7560.690000 sec): 3 clusters Score: Raw -42724827.106473 + Penalty 6274.082587 = -42718553.023886 nChanged 10 SP:Iteration 44Q (7562.240000 sec): 3 clusters Score: Raw -42724835.744954 + Penalty 6274.082587 = -42718561.662367 nChanged 16 SP:Iteration 45Q (7563.690000 sec): 3 clusters Score: Raw -42724848.721724 + Penalty 6274.082587 = -42718574.639138 nChanged 14 SP:Iteration 46Q (7565.290000 sec): 3 clusters Score: Raw -42724856.600882 + Penalty 6274.082587 = -42718582.518296 nChanged 9 SP:Iteration 47Q (7566.850000 sec): 3 clusters Score: Raw -42724861.056923 + Penalty 6274.082587 = -42718586.974337 nChanged 7 SP:Iteration 48Q (7568.480000 sec): 3 clusters Score: Raw -42724865.294830 + Penalty 6274.082587 = -42718591.212243 nChanged 4 SP:Iteration 49Q (7569.860000 sec): 3 clusters Score: Raw -42724868.799325 + Penalty 6274.082587 = -42718594.716739 nChanged 7 SP:Iteration 50Q (7571.270000 sec): 3 clusters Score: Raw -42724873.249196 + Penalty 6274.082587 = -42718599.166609 nChanged 8 SP:Iteration 51Q (7572.750000 sec): 3 clusters Score: Raw -42724880.204957 + Penalty 6274.082587 = -42718606.122370 nChanged 9 SP:Iteration 52Q (7574.290000 sec): 3 clusters Score: Raw -42724885.737023 + Penalty 6274.082587 = -42718611.654436 nChanged 7 SP:Iteration 53Q (7575.830000 sec): 3 clusters Score: Raw -42724888.614500 + Penalty 6274.082587 = -42718614.531914 nChanged 5 SP:Iteration 54Q (7577.180000 sec): 3 clusters Score: Raw -42724890.939891 + Penalty 6274.082587 = -42718616.857305 nChanged 1 SP:Iteration 55Q (7578.730000 sec): 3 clusters Score: Raw -42724891.197633 + Penalty 6274.082587 = -42718617.115046 nChanged 0 SP:Iteration 56F (7580.640000 sec): 3 clusters Score: Raw -42724891.197633 + Penalty 6274.082587 = -42718617.115046 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7580.970000 sec): 2 clusters Score: Raw -470111.651269 + Penalty 2032.853006 = -468078.798263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7581.190000 sec): 3 clusters Score: Raw -468513.843614 + Penalty 4065.706012 = -464448.137602 nChanged 1300 SP:Iteration 1F (7581.350000 sec): 3 clusters Score: Raw -469364.785596 + Penalty 4065.706012 = -465299.079584 nChanged 269 SP:Iteration 2F (7581.560000 sec): 3 clusters Score: Raw -469556.743044 + Penalty 4065.706012 = -465491.037033 nChanged 175 SP:Iteration 3Q (7581.790000 sec): 3 clusters Score: Raw -469672.967128 + Penalty 4065.706012 = -465607.261116 nChanged 144 SP:Iteration 4Q (7582.000000 sec): 3 clusters Score: Raw -469764.220594 + Penalty 4065.706012 = -465698.514582 nChanged 114 SP:Iteration 5Q (7582.180000 sec): 3 clusters Score: Raw -469833.441768 + Penalty 4065.706012 = -465767.735756 nChanged 85 SP:Iteration 6Q (7582.350000 sec): 3 clusters Score: Raw -469890.292871 + Penalty 4065.706012 = -465824.586859 nChanged 67 SP:Iteration 7Q (7582.540000 sec): 3 clusters Score: Raw -469931.876633 + Penalty 4065.706012 = -465866.170621 nChanged 67 SP:Iteration 8Q (7582.740000 sec): 3 clusters Score: Raw -469972.798935 + Penalty 4065.706012 = -465907.092923 nChanged 63 SP:Iteration 9Q (7582.920000 sec): 3 clusters Score: Raw -470016.039711 + Penalty 4065.706012 = -465950.333699 nChanged 58 SP:Iteration 10Q (7583.090000 sec): 3 clusters Score: Raw -470057.268761 + Penalty 4065.706012 = -465991.562749 nChanged 57 SP:Iteration 11Q (7583.320000 sec): 3 clusters Score: Raw -470093.802634 + Penalty 4065.706012 = -466028.096622 nChanged 53 SP:Iteration 12Q (7583.500000 sec): 3 clusters Score: Raw -470128.276360 + Penalty 4065.706012 = -466062.570348 nChanged 45 SP:Iteration 13Q (7583.690000 sec): 3 clusters Score: Raw -470167.385394 + Penalty 4065.706012 = -466101.679382 nChanged 58 SP:Iteration 14Q (7583.920000 sec): 3 clusters Score: Raw -470225.897080 + Penalty 4065.706012 = -466160.191068 nChanged 58 SP:Iteration 15Q (7584.140000 sec): 3 clusters Score: Raw -470280.236147 + Penalty 4065.706012 = -466214.530136 nChanged 67 SP:Iteration 16Q (7584.290000 sec): 3 clusters Score: Raw -470345.126972 + Penalty 4065.706012 = -466279.420960 nChanged 79 SP:Iteration 17Q (7584.520000 sec): 3 clusters Score: Raw -470429.084571 + Penalty 4065.706012 = -466363.378559 nChanged 83 SP:Iteration 18Q (7584.750000 sec): 3 clusters Score: Raw -470495.885722 + Penalty 4065.706012 = -466430.179710 nChanged 84 SP:Iteration 19Q (7584.910000 sec): 3 clusters Score: Raw -470588.552531 + Penalty 4065.706012 = -466522.846519 nChanged 76 SP:Iteration 20F (7585.110000 sec): 3 clusters Score: Raw -470661.774435 + Penalty 4065.706012 = -466596.068423 nChanged 62 SP:Iteration 21Q (7585.320000 sec): 3 clusters Score: Raw -470712.154097 + Penalty 4065.706012 = -466646.448085 nChanged 46 SP:Iteration 22Q (7585.580000 sec): 3 clusters Score: Raw -470741.613198 + Penalty 4065.706012 = -466675.907186 nChanged 32 SP:Iteration 23Q (7585.760000 sec): 3 clusters Score: Raw -470759.399211 + Penalty 4065.706012 = -466693.693199 nChanged 24 SP:Iteration 24Q (7586.000000 sec): 3 clusters Score: Raw -470774.109115 + Penalty 4065.706012 = -466708.403103 nChanged 27 SP:Iteration 25Q (7586.220000 sec): 3 clusters Score: Raw -470788.013541 + Penalty 4065.706012 = -466722.307530 nChanged 13 SP:Iteration 26Q (7586.400000 sec): 3 clusters Score: Raw -470796.504501 + Penalty 4065.706012 = -466730.798489 nChanged 20 SP:Iteration 27Q (7586.570000 sec): 3 clusters Score: Raw -470806.863328 + Penalty 4065.706012 = -466741.157316 nChanged 11 SP:Iteration 28Q (7586.760000 sec): 3 clusters Score: Raw -470811.768646 + Penalty 4065.706012 = -466746.062635 nChanged 9 SP:Iteration 29Q (7586.960000 sec): 3 clusters Score: Raw -470816.431106 + Penalty 4065.706012 = -466750.725094 nChanged 9 SP:Iteration 30Q (7587.170000 sec): 3 clusters Score: Raw -470821.742265 + Penalty 4065.706012 = -466756.036254 nChanged 10 SP:Iteration 31Q (7587.340000 sec): 3 clusters Score: Raw -470826.440252 + Penalty 4065.706012 = -466760.734240 nChanged 7 SP:Iteration 32Q (7587.540000 sec): 3 clusters Score: Raw -470829.981853 + Penalty 4065.706012 = -466764.275841 nChanged 15 SP:Iteration 33Q (7587.770000 sec): 3 clusters Score: Raw -470838.201549 + Penalty 4065.706012 = -466772.495538 nChanged 9 SP:Iteration 34Q (7587.940000 sec): 3 clusters Score: Raw -470842.930212 + Penalty 4065.706012 = -466777.224200 nChanged 6 SP:Iteration 35Q (7588.180000 sec): 3 clusters Score: Raw -470845.660895 + Penalty 4065.706012 = -466779.954884 nChanged 3 SP:Iteration 36Q (7588.390000 sec): 3 clusters Score: Raw -470847.292066 + Penalty 4065.706012 = -466781.586054 nChanged 2 SP:Iteration 37Q (7588.590000 sec): 3 clusters Score: Raw -470848.079682 + Penalty 4065.706012 = -466782.373670 nChanged 1 SP:Iteration 38Q (7588.790000 sec): 3 clusters Score: Raw -470848.470830 + Penalty 4065.706012 = -466782.764818 nChanged 0 SP:Iteration 39F (7589.030000 sec): 3 clusters Score: Raw -470848.470830 + Penalty 4065.706012 = -466782.764818 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7589.110000 sec): 2 clusters Score: Raw -179419.621758 + Penalty 1807.484611 = -177612.137146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7589.340000 sec): 3 clusters Score: Raw -179004.645247 + Penalty 3614.969223 = -175389.676024 nChanged 413 SP:Iteration 1F (7589.520000 sec): 3 clusters Score: Raw -179396.486100 + Penalty 3614.969223 = -175781.516877 nChanged 109 SP:Iteration 2F (7589.720000 sec): 3 clusters Score: Raw -179517.995678 + Penalty 3614.969223 = -175903.026455 nChanged 57 SP:Iteration 3Q (7589.870000 sec): 3 clusters Score: Raw -179609.880363 + Penalty 3614.969223 = -175994.911140 nChanged 59 SP:Iteration 4Q (7590.000000 sec): 3 clusters Score: Raw -179846.382936 + Penalty 3614.969223 = -176231.413713 nChanged 68 SP:Iteration 5Q (7590.240000 sec): 3 clusters Score: Raw -180164.130525 + Penalty 3614.969223 = -176549.161302 nChanged 78 SP:Iteration 6F (7590.400000 sec): 3 clusters Score: Raw -180287.298089 + Penalty 3614.969223 = -176672.328866 nChanged 67 SP:Iteration 7Q (7590.600000 sec): 3 clusters Score: Raw -180398.526554 + Penalty 3614.969223 = -176783.557331 nChanged 64 SP:Iteration 8Q (7590.800000 sec): 3 clusters Score: Raw -180532.010585 + Penalty 3614.969223 = -176917.041362 nChanged 69 SP:Iteration 9Q (7591.010000 sec): 3 clusters Score: Raw -180659.124949 + Penalty 3614.969223 = -177044.155726 nChanged 74 SP:Iteration 10F (7591.170000 sec): 3 clusters Score: Raw -180802.623015 + Penalty 3614.969223 = -177187.653792 nChanged 69 SP:Iteration 11Q (7591.330000 sec): 3 clusters Score: Raw -180933.077947 + Penalty 3614.969223 = -177318.108724 nChanged 53 SP:Iteration 12Q (7591.550000 sec): 3 clusters Score: Raw -181033.700872 + Penalty 3614.969223 = -177418.731649 nChanged 30 SP:Iteration 13Q (7591.700000 sec): 3 clusters Score: Raw -181098.211126 + Penalty 3614.969223 = -177483.241903 nChanged 17 SP:Iteration 14Q (7591.870000 sec): 3 clusters Score: Raw -181138.093252 + Penalty 3614.969223 = -177523.124029 nChanged 14 SP:Iteration 15Q (7592.060000 sec): 3 clusters Score: Raw -181179.214675 + Penalty 3614.969223 = -177564.245452 nChanged 14 SP:Iteration 16Q (7592.200000 sec): 3 clusters Score: Raw -181222.691363 + Penalty 3614.969223 = -177607.722140 nChanged 13 SP:Iteration 17Q (7592.370000 sec): 3 clusters Score: Raw -181257.364659 + Penalty 3614.969223 = -177642.395436 nChanged 11 SP:Iteration 18Q (7592.530000 sec): 3 clusters Score: Raw -181290.738816 + Penalty 3614.969223 = -177675.769593 nChanged 11 SP:Iteration 19Q (7592.680000 sec): 3 clusters Score: Raw -181313.667633 + Penalty 3614.969223 = -177698.698410 nChanged 6 SP:Iteration 20F (7592.840000 sec): 3 clusters Score: Raw -181357.838687 + Penalty 3614.969223 = -177742.869464 nChanged 13 SP:Iteration 21Q (7593.080000 sec): 3 clusters Score: Raw -181440.434540 + Penalty 3614.969223 = -177825.465317 nChanged 13 SP:Iteration 22Q (7593.260000 sec): 3 clusters Score: Raw -181482.815039 + Penalty 3614.969223 = -177867.845816 nChanged 7 SP:Iteration 23Q (7593.470000 sec): 3 clusters Score: Raw -181497.743080 + Penalty 3614.969223 = -177882.773858 nChanged 2 SP:Iteration 24Q (7593.590000 sec): 3 clusters Score: Raw -181502.196388 + Penalty 3614.969223 = -177887.227165 nChanged 1 SP:Iteration 25Q (7593.770000 sec): 3 clusters Score: Raw -181503.606476 + Penalty 3614.969223 = -177888.637253 nChanged 1 SP:Iteration 26Q (7593.950000 sec): 3 clusters Score: Raw -181506.406227 + Penalty 3614.969223 = -177891.437004 nChanged 2 SP:Iteration 27Q (7594.170000 sec): 3 clusters Score: Raw -181508.474837 + Penalty 3614.969223 = -177893.505614 nChanged 1 SP:Iteration 28Q (7594.350000 sec): 3 clusters Score: Raw -181509.304313 + Penalty 3614.969223 = -177894.335090 nChanged 1 SP:Iteration 29Q (7594.540000 sec): 3 clusters Score: Raw -181510.337278 + Penalty 3614.969223 = -177895.368055 nChanged 0 SP:Iteration 30F (7594.750000 sec): 3 clusters Score: Raw -181510.337278 + Penalty 3614.969223 = -177895.368055 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 4.57 GB. Trying to split cluster 6 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7594.860000 sec): 2 clusters Score: Raw -41609.703992 + Penalty 1452.767422 = -40156.936570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7595.060000 sec): 3 clusters Score: Raw -41745.267216 + Penalty 2905.534845 = -38839.732371 nChanged 53 SP:Iteration 1F (7595.210000 sec): 3 clusters Score: Raw -41903.284323 + Penalty 2905.534845 = -38997.749479 nChanged 12 SP:Iteration 2Q (7595.430000 sec): 3 clusters Score: Raw -41947.324537 + Penalty 2905.534845 = -39041.789693 nChanged 7 SP:Iteration 3Q (7595.590000 sec): 3 clusters Score: Raw -41984.288637 + Penalty 2905.534845 = -39078.753793 nChanged 4 SP:Iteration 4Q (7595.770000 sec): 3 clusters Score: Raw -41998.159799 + Penalty 2905.534845 = -39092.624954 nChanged 2 SP:Iteration 5Q (7595.980000 sec): 3 clusters Score: Raw -42008.577045 + Penalty 2905.534845 = -39103.042200 nChanged 2 SP:Iteration 6Q (7596.180000 sec): 3 clusters Score: Raw -42020.775248 + Penalty 2905.534845 = -39115.240403 nChanged 0 SP:Iteration 7F (7596.330000 sec): 3 clusters Score: Raw -42020.775248 + Penalty 2905.534845 = -39115.240403 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (33613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7596.640000 sec): 2 clusters Score: Raw -4626971.807145 + Penalty 2584.821708 = -4624386.985437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7597.100000 sec): 3 clusters Score: Raw -4606574.406737 + Penalty 5169.643415 = -4601404.763322 nChanged 15297 SP:Iteration 1F (7597.540000 sec): 3 clusters Score: Raw -4614806.419183 + Penalty 5169.643415 = -4609636.775768 nChanged 1515 SP:Iteration 2Q (7597.920000 sec): 3 clusters Score: Raw -4615342.413437 + Penalty 5169.643415 = -4610172.770022 nChanged 1603 SP:Iteration 3Q (7598.270000 sec): 3 clusters Score: Raw -4615971.320112 + Penalty 5169.643415 = -4610801.676696 nChanged 1725 SP:Iteration 4F (7598.650000 sec): 3 clusters Score: Raw -4616785.391904 + Penalty 5169.643415 = -4611615.748489 nChanged 1976 SP:Iteration 5F (7599.080000 sec): 3 clusters Score: Raw -4617948.410241 + Penalty 5169.643415 = -4612778.766826 nChanged 2323 SP:Iteration 6F (7599.470000 sec): 3 clusters Score: Raw -4619564.920674 + Penalty 5169.643415 = -4614395.277259 nChanged 2474 SP:Iteration 7F (7599.860000 sec): 3 clusters Score: Raw -4621489.026765 + Penalty 5169.643415 = -4616319.383350 nChanged 2172 SP:Iteration 8F (7600.250000 sec): 3 clusters Score: Raw -4623354.293670 + Penalty 5169.643415 = -4618184.650254 nChanged 1696 SP:Iteration 9F (7600.640000 sec): 3 clusters Score: Raw -4624987.236615 + Penalty 5169.643415 = -4619817.593200 nChanged 1124 SP:Iteration 10Q (7601.060000 sec): 3 clusters Score: Raw -4626174.636865 + Penalty 5169.643415 = -4621004.993450 nChanged 721 SP:Iteration 11Q (7601.440000 sec): 3 clusters Score: Raw -4626943.397004 + Penalty 5169.643415 = -4621773.753589 nChanged 430 SP:Iteration 12Q (7601.880000 sec): 3 clusters Score: Raw -4627212.469142 + Penalty 5169.643415 = -4622042.825727 nChanged 242 SP:Iteration 13Q (7602.200000 sec): 3 clusters Score: Raw -4627343.423676 + Penalty 5169.643415 = -4622173.780261 nChanged 182 SP:Iteration 14Q (7602.560000 sec): 3 clusters Score: Raw -4627434.223010 + Penalty 5169.643415 = -4622264.579594 nChanged 147 SP:Iteration 15Q (7602.890000 sec): 3 clusters Score: Raw -4627502.566024 + Penalty 5169.643415 = -4622332.922609 nChanged 117 SP:Iteration 16Q (7603.290000 sec): 3 clusters Score: Raw -4627547.546039 + Penalty 5169.643415 = -4622377.902624 nChanged 97 SP:Iteration 17Q (7603.670000 sec): 3 clusters Score: Raw -4627583.850100 + Penalty 5169.643415 = -4622414.206685 nChanged 71 SP:Iteration 18Q (7604.040000 sec): 3 clusters Score: Raw -4627608.365979 + Penalty 5169.643415 = -4622438.722563 nChanged 65 SP:Iteration 19Q (7604.420000 sec): 3 clusters Score: Raw -4627626.890302 + Penalty 5169.643415 = -4622457.246886 nChanged 46 SP:Iteration 20F (7604.760000 sec): 3 clusters Score: Raw -4627638.171475 + Penalty 5169.643415 = -4622468.528059 nChanged 33 SP:Iteration 21Q (7605.180000 sec): 3 clusters Score: Raw -4627646.149666 + Penalty 5169.643415 = -4622476.506251 nChanged 33 SP:Iteration 22Q (7605.560000 sec): 3 clusters Score: Raw -4627655.506398 + Penalty 5169.643415 = -4622485.862983 nChanged 33 SP:Iteration 23Q (7605.960000 sec): 3 clusters Score: Raw -4627663.558832 + Penalty 5169.643415 = -4622493.915417 nChanged 26 SP:Iteration 24Q (7606.340000 sec): 3 clusters Score: Raw -4627669.108137 + Penalty 5169.643415 = -4622499.464722 nChanged 17 SP:Iteration 25Q (7606.750000 sec): 3 clusters Score: Raw -4627672.831948 + Penalty 5169.643415 = -4622503.188532 nChanged 15 SP:Iteration 26Q (7607.190000 sec): 3 clusters Score: Raw -4627675.874162 + Penalty 5169.643415 = -4622506.230746 nChanged 12 SP:Iteration 27Q (7607.590000 sec): 3 clusters Score: Raw -4627678.523042 + Penalty 5169.643415 = -4622508.879627 nChanged 17 SP:Iteration 28Q (7607.940000 sec): 3 clusters Score: Raw -4627681.569206 + Penalty 5169.643415 = -4622511.925791 nChanged 8 SP:Iteration 29Q (7608.340000 sec): 3 clusters Score: Raw -4627683.544524 + Penalty 5169.643415 = -4622513.901109 nChanged 6 SP:Iteration 30Q (7608.690000 sec): 3 clusters Score: Raw -4627684.779654 + Penalty 5169.643415 = -4622515.136239 nChanged 10 SP:Iteration 31Q (7609.120000 sec): 3 clusters Score: Raw -4627687.019622 + Penalty 5169.643415 = -4622517.376207 nChanged 8 SP:Iteration 32Q (7609.490000 sec): 3 clusters Score: Raw -4627688.572767 + Penalty 5169.643415 = -4622518.929352 nChanged 9 SP:Iteration 33Q (7609.860000 sec): 3 clusters Score: Raw -4627691.114270 + Penalty 5169.643415 = -4622521.470855 nChanged 5 SP:Iteration 34Q (7610.280000 sec): 3 clusters Score: Raw -4627692.610699 + Penalty 5169.643415 = -4622522.967283 nChanged 6 SP:Iteration 35Q (7610.630000 sec): 3 clusters Score: Raw -4627693.334391 + Penalty 5169.643415 = -4622523.690976 nChanged 5 SP:Iteration 36Q (7611.060000 sec): 3 clusters Score: Raw -4627693.996887 + Penalty 5169.643415 = -4622524.353472 nChanged 4 SP:Iteration 37Q (7611.360000 sec): 3 clusters Score: Raw -4627694.621754 + Penalty 5169.643415 = -4622524.978339 nChanged 2 SP:Iteration 38Q (7611.730000 sec): 3 clusters Score: Raw -4627694.871159 + Penalty 5169.643415 = -4622525.227744 nChanged 1 SP:Iteration 39Q (7612.150000 sec): 3 clusters Score: Raw -4627695.101207 + Penalty 5169.643415 = -4622525.457792 nChanged 1 SP:Iteration 40F (7612.560000 sec): 3 clusters Score: Raw -4627695.298703 + Penalty 5169.643415 = -4622525.655288 nChanged 3 SP:Iteration 41Q (7613.000000 sec): 3 clusters Score: Raw -4627695.771593 + Penalty 5169.643415 = -4622526.128178 nChanged 4 SP:Iteration 42Q (7613.330000 sec): 3 clusters Score: Raw -4627696.643816 + Penalty 5169.643415 = -4622527.000401 nChanged 2 SP:Iteration 43Q (7613.690000 sec): 3 clusters Score: Raw -4627696.980506 + Penalty 5169.643415 = -4622527.337091 nChanged 4 SP:Iteration 44Q (7614.090000 sec): 3 clusters Score: Raw -4627697.444659 + Penalty 5169.643415 = -4622527.801244 nChanged 1 SP:Iteration 45Q (7614.460000 sec): 3 clusters Score: Raw -4627697.822909 + Penalty 5169.643415 = -4622528.179493 nChanged 2 SP:Iteration 46Q (7614.810000 sec): 3 clusters Score: Raw -4627698.140909 + Penalty 5169.643415 = -4622528.497494 nChanged 3 SP:Iteration 47Q (7615.170000 sec): 3 clusters Score: Raw -4627698.869459 + Penalty 5169.643415 = -4622529.226044 nChanged 2 SP:Iteration 48Q (7615.520000 sec): 3 clusters Score: Raw -4627699.511186 + Penalty 5169.643415 = -4622529.867771 nChanged 2 SP:Iteration 49Q (7615.890000 sec): 3 clusters Score: Raw -4627699.788627 + Penalty 5169.643415 = -4622530.145211 nChanged 5 SP:Iteration 50Q (7616.260000 sec): 3 clusters Score: Raw -4627700.525418 + Penalty 5169.643415 = -4622530.882003 nChanged 4 SP:Iteration 51Q (7616.690000 sec): 3 clusters Score: Raw -4627701.120176 + Penalty 5169.643415 = -4622531.476761 nChanged 2 SP:Iteration 52Q (7617.050000 sec): 3 clusters Score: Raw -4627701.460415 + Penalty 5169.643415 = -4622531.817000 nChanged 3 SP:Iteration 53Q (7617.430000 sec): 3 clusters Score: Raw -4627701.917595 + Penalty 5169.643415 = -4622532.274180 nChanged 0 SP:Iteration 54F (7617.820000 sec): 3 clusters Score: Raw -4627701.917595 + Penalty 5169.643415 = -4622532.274180 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7617.960000 sec): 2 clusters Score: Raw -103926.617498 + Penalty 1656.851960 = -102269.765538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7618.140000 sec): 3 clusters Score: Raw -103814.807992 + Penalty 3313.703921 = -100501.104071 nChanged 195 SP:Iteration 1F (7618.350000 sec): 3 clusters Score: Raw -104057.854066 + Penalty 3313.703921 = -100744.150145 nChanged 40 SP:Iteration 2F (7618.510000 sec): 3 clusters Score: Raw -104138.012707 + Penalty 3313.703921 = -100824.308787 nChanged 25 SP:Iteration 3Q (7618.690000 sec): 3 clusters Score: Raw -104182.613399 + Penalty 3313.703921 = -100868.909479 nChanged 15 SP:Iteration 4Q (7618.910000 sec): 3 clusters Score: Raw -104204.286163 + Penalty 3313.703921 = -100890.582243 nChanged 10 SP:Iteration 5Q (7619.060000 sec): 3 clusters Score: Raw -104217.284403 + Penalty 3313.703921 = -100903.580482 nChanged 6 SP:Iteration 6Q (7619.240000 sec): 3 clusters Score: Raw -104224.988688 + Penalty 3313.703921 = -100911.284767 nChanged 5 SP:Iteration 7Q (7619.410000 sec): 3 clusters Score: Raw -104232.708125 + Penalty 3313.703921 = -100919.004204 nChanged 4 SP:Iteration 8Q (7619.570000 sec): 3 clusters Score: Raw -104237.951141 + Penalty 3313.703921 = -100924.247221 nChanged 4 SP:Iteration 9Q (7619.810000 sec): 3 clusters Score: Raw -104244.827740 + Penalty 3313.703921 = -100931.123820 nChanged 8 SP:Iteration 10Q (7619.950000 sec): 3 clusters Score: Raw -104254.445683 + Penalty 3313.703921 = -100940.741762 nChanged 3 SP:Iteration 11Q (7620.130000 sec): 3 clusters Score: Raw -104262.097292 + Penalty 3313.703921 = -100948.393371 nChanged 2 SP:Iteration 12Q (7620.260000 sec): 3 clusters Score: Raw -104264.073248 + Penalty 3313.703921 = -100950.369327 nChanged 2 SP:Iteration 13Q (7620.420000 sec): 3 clusters Score: Raw -104267.315284 + Penalty 3313.703921 = -100953.611364 nChanged 0 SP:Iteration 14F (7620.640000 sec): 3 clusters Score: Raw -104267.315284 + Penalty 3313.703921 = -100953.611364 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7620.750000 sec): 2 clusters Score: Raw -341229.033898 + Penalty 1949.899305 = -339279.134593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7620.950000 sec): 3 clusters Score: Raw -340111.464363 + Penalty 3899.798610 = -336211.665753 nChanged 874 SP:Iteration 1F (7621.150000 sec): 3 clusters Score: Raw -340680.968051 + Penalty 3899.798610 = -336781.169441 nChanged 176 SP:Iteration 2F (7621.350000 sec): 3 clusters Score: Raw -340813.808498 + Penalty 3899.798610 = -336914.009889 nChanged 106 SP:Iteration 3Q (7621.520000 sec): 3 clusters Score: Raw -340883.088927 + Penalty 3899.798610 = -336983.290317 nChanged 64 SP:Iteration 4Q (7621.680000 sec): 3 clusters Score: Raw -340917.150345 + Penalty 3899.798610 = -337017.351735 nChanged 38 SP:Iteration 5Q (7621.850000 sec): 3 clusters Score: Raw -340939.509334 + Penalty 3899.798610 = -337039.710724 nChanged 33 SP:Iteration 6Q (7622.040000 sec): 3 clusters Score: Raw -340958.054112 + Penalty 3899.798610 = -337058.255502 nChanged 24 SP:Iteration 7Q (7622.200000 sec): 3 clusters Score: Raw -340974.278680 + Penalty 3899.798610 = -337074.480070 nChanged 27 SP:Iteration 8Q (7622.400000 sec): 3 clusters Score: Raw -340989.905834 + Penalty 3899.798610 = -337090.107224 nChanged 20 SP:Iteration 9Q (7622.580000 sec): 3 clusters Score: Raw -341000.791345 + Penalty 3899.798610 = -337100.992735 nChanged 18 SP:Iteration 10Q (7622.750000 sec): 3 clusters Score: Raw -341013.498390 + Penalty 3899.798610 = -337113.699780 nChanged 29 SP:Iteration 11Q (7622.910000 sec): 3 clusters Score: Raw -341028.094760 + Penalty 3899.798610 = -337128.296150 nChanged 29 SP:Iteration 12Q (7623.120000 sec): 3 clusters Score: Raw -341045.612792 + Penalty 3899.798610 = -337145.814182 nChanged 28 SP:Iteration 13Q (7623.320000 sec): 3 clusters Score: Raw -341064.966946 + Penalty 3899.798610 = -337165.168336 nChanged 34 SP:Iteration 14Q (7623.600000 sec): 3 clusters Score: Raw -341091.459633 + Penalty 3899.798610 = -337191.661023 nChanged 31 SP:Iteration 15Q (7623.810000 sec): 3 clusters Score: Raw -341112.603736 + Penalty 3899.798610 = -337212.805126 nChanged 27 SP:Iteration 16Q (7624.000000 sec): 3 clusters Score: Raw -341128.042994 + Penalty 3899.798610 = -337228.244384 nChanged 24 SP:Iteration 17Q (7624.200000 sec): 3 clusters Score: Raw -341140.727457 + Penalty 3899.798610 = -337240.928847 nChanged 19 SP:Iteration 18Q (7624.390000 sec): 3 clusters Score: Raw -341150.773103 + Penalty 3899.798610 = -337250.974493 nChanged 15 SP:Iteration 19Q (7624.620000 sec): 3 clusters Score: Raw -341159.989926 + Penalty 3899.798610 = -337260.191316 nChanged 16 SP:Iteration 20F (7624.850000 sec): 3 clusters Score: Raw -341170.575697 + Penalty 3899.798610 = -337270.777088 nChanged 24 SP:Iteration 21Q (7625.080000 sec): 3 clusters Score: Raw -341187.365570 + Penalty 3899.798610 = -337287.566960 nChanged 21 SP:Iteration 22Q (7625.320000 sec): 3 clusters Score: Raw -341201.175009 + Penalty 3899.798610 = -337301.376399 nChanged 23 SP:Iteration 23Q (7625.560000 sec): 3 clusters Score: Raw -341216.994021 + Penalty 3899.798610 = -337317.195412 nChanged 27 SP:Iteration 24Q (7625.730000 sec): 3 clusters Score: Raw -341236.165961 + Penalty 3899.798610 = -337336.367351 nChanged 30 SP:Iteration 25Q (7625.920000 sec): 3 clusters Score: Raw -341252.628075 + Penalty 3899.798610 = -337352.829465 nChanged 25 SP:Iteration 26Q (7626.140000 sec): 3 clusters Score: Raw -341266.610000 + Penalty 3899.798610 = -337366.811390 nChanged 35 SP:Iteration 27Q (7626.360000 sec): 3 clusters Score: Raw -341287.393203 + Penalty 3899.798610 = -337387.594593 nChanged 25 SP:Iteration 28Q (7626.590000 sec): 3 clusters Score: Raw -341299.723302 + Penalty 3899.798610 = -337399.924692 nChanged 22 SP:Iteration 29Q (7626.790000 sec): 3 clusters Score: Raw -341310.931092 + Penalty 3899.798610 = -337411.132482 nChanged 13 SP:Iteration 30Q (7626.980000 sec): 3 clusters Score: Raw -341318.004248 + Penalty 3899.798610 = -337418.205638 nChanged 11 SP:Iteration 31Q (7627.160000 sec): 3 clusters Score: Raw -341323.744482 + Penalty 3899.798610 = -337423.945872 nChanged 5 SP:Iteration 32Q (7627.360000 sec): 3 clusters Score: Raw -341326.684759 + Penalty 3899.798610 = -337426.886150 nChanged 9 SP:Iteration 33Q (7627.520000 sec): 3 clusters Score: Raw -341336.078065 + Penalty 3899.798610 = -337436.279455 nChanged 12 SP:Iteration 34Q (7627.690000 sec): 3 clusters Score: Raw -341345.392371 + Penalty 3899.798610 = -337445.593761 nChanged 10 SP:Iteration 35Q (7627.890000 sec): 3 clusters Score: Raw -341351.482843 + Penalty 3899.798610 = -337451.684233 nChanged 10 SP:Iteration 36Q (7628.080000 sec): 3 clusters Score: Raw -341356.611028 + Penalty 3899.798610 = -337456.812418 nChanged 4 SP:Iteration 37Q (7628.260000 sec): 3 clusters Score: Raw -341358.533361 + Penalty 3899.798610 = -337458.734752 nChanged 3 SP:Iteration 38Q (7628.420000 sec): 3 clusters Score: Raw -341359.759428 + Penalty 3899.798610 = -337459.960818 nChanged 0 SP:Iteration 39F (7628.650000 sec): 3 clusters Score: Raw -341359.759428 + Penalty 3899.798610 = -337459.960818 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7628.730000 sec): 2 clusters Score: Raw -273781.324450 + Penalty 1891.751719 = -271889.572730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7628.960000 sec): 3 clusters Score: Raw -272979.013611 + Penalty 3783.503439 = -269195.510172 nChanged 672 SP:Iteration 1F (7629.160000 sec): 3 clusters Score: Raw -273489.963165 + Penalty 3783.503439 = -269706.459726 nChanged 183 SP:Iteration 2F (7629.320000 sec): 3 clusters Score: Raw -273646.741189 + Penalty 3783.503439 = -269863.237750 nChanged 97 SP:Iteration 3Q (7629.540000 sec): 3 clusters Score: Raw -273735.845222 + Penalty 3783.503439 = -269952.341783 nChanged 68 SP:Iteration 4Q (7629.720000 sec): 3 clusters Score: Raw -273782.658538 + Penalty 3783.503439 = -269999.155099 nChanged 32 SP:Iteration 5Q (7629.930000 sec): 3 clusters Score: Raw -273809.768194 + Penalty 3783.503439 = -270026.264755 nChanged 26 SP:Iteration 6Q (7630.150000 sec): 3 clusters Score: Raw -273830.153609 + Penalty 3783.503439 = -270046.650170 nChanged 25 SP:Iteration 7Q (7630.330000 sec): 3 clusters Score: Raw -273850.001527 + Penalty 3783.503439 = -270066.498088 nChanged 24 SP:Iteration 8Q (7630.500000 sec): 3 clusters Score: Raw -273869.572618 + Penalty 3783.503439 = -270086.069179 nChanged 16 SP:Iteration 9Q (7630.720000 sec): 3 clusters Score: Raw -273878.877921 + Penalty 3783.503439 = -270095.374482 nChanged 10 SP:Iteration 10Q (7630.920000 sec): 3 clusters Score: Raw -273886.460965 + Penalty 3783.503439 = -270102.957526 nChanged 9 SP:Iteration 11Q (7631.110000 sec): 3 clusters Score: Raw -273892.318481 + Penalty 3783.503439 = -270108.815042 nChanged 7 SP:Iteration 12Q (7631.280000 sec): 3 clusters Score: Raw -273897.410656 + Penalty 3783.503439 = -270113.907217 nChanged 9 SP:Iteration 13Q (7631.480000 sec): 3 clusters Score: Raw -273903.833339 + Penalty 3783.503439 = -270120.329900 nChanged 10 SP:Iteration 14Q (7631.660000 sec): 3 clusters Score: Raw -273910.480818 + Penalty 3783.503439 = -270126.977380 nChanged 11 SP:Iteration 15Q (7631.850000 sec): 3 clusters Score: Raw -273917.939827 + Penalty 3783.503439 = -270134.436388 nChanged 8 SP:Iteration 16Q (7631.990000 sec): 3 clusters Score: Raw -273923.695330 + Penalty 3783.503439 = -270140.191891 nChanged 5 SP:Iteration 17Q (7632.200000 sec): 3 clusters Score: Raw -273926.233525 + Penalty 3783.503439 = -270142.730086 nChanged 3 SP:Iteration 18Q (7632.430000 sec): 3 clusters Score: Raw -273928.236041 + Penalty 3783.503439 = -270144.732602 nChanged 3 SP:Iteration 19Q (7632.640000 sec): 3 clusters Score: Raw -273930.267335 + Penalty 3783.503439 = -270146.763896 nChanged 2 SP:Iteration 20F (7632.850000 sec): 3 clusters Score: Raw -273931.270083 + Penalty 3783.503439 = -270147.766644 nChanged 2 SP:Iteration 21Q (7633.050000 sec): 3 clusters Score: Raw -273932.903815 + Penalty 3783.503439 = -270149.400376 nChanged 1 SP:Iteration 22Q (7633.220000 sec): 3 clusters Score: Raw -273933.435312 + Penalty 3783.503439 = -270149.931873 nChanged 0 SP:Iteration 23F (7633.390000 sec): 3 clusters Score: Raw -273933.435312 + Penalty 3783.503439 = -270149.931873 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7633.480000 sec): 2 clusters Score: Raw -34265.086366 + Penalty 1429.767393 = -32835.318972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7633.680000 sec): 3 clusters Score: Raw -34605.905003 + Penalty 2859.534787 = -31746.370216 nChanged 71 SP:Iteration 1F (7633.860000 sec): 3 clusters Score: Raw -34943.372177 + Penalty 2859.534787 = -32083.837390 nChanged 29 SP:Iteration 2F (7634.050000 sec): 3 clusters Score: Raw -35041.118519 + Penalty 2859.534787 = -32181.583732 nChanged 10 SP:Iteration 3Q (7634.230000 sec): 3 clusters Score: Raw -35099.187436 + Penalty 2859.534787 = -32239.652649 nChanged 7 SP:Iteration 4Q (7634.460000 sec): 3 clusters Score: Raw -35121.770164 + Penalty 2859.534787 = -32262.235377 nChanged 4 SP:Iteration 5Q (7634.640000 sec): 3 clusters Score: Raw -35128.505017 + Penalty 2859.534787 = -32268.970230 nChanged 2 SP:Iteration 6Q (7634.820000 sec): 3 clusters Score: Raw -35134.853466 + Penalty 2859.534787 = -32275.318679 nChanged 1 SP:Iteration 7Q (7635.030000 sec): 3 clusters Score: Raw -35136.578023 + Penalty 2859.534787 = -32277.043236 nChanged 0 SP:Iteration 8F (7635.190000 sec): 3 clusters Score: Raw -35136.578023 + Penalty 2859.534787 = -32277.043236 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7635.300000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7635.450000 sec): 3 clusters Score: Raw -44981.700924 + Penalty 2916.744361 = -42064.956562 nChanged 55 SP:Iteration 1F (7635.600000 sec): 3 clusters Score: Raw -45109.490732 + Penalty 2916.744361 = -42192.746371 nChanged 15 SP:Iteration 2Q (7635.750000 sec): 3 clusters Score: Raw -45232.933343 + Penalty 2916.744361 = -42316.188981 nChanged 12 SP:Iteration 3Q (7635.950000 sec): 3 clusters Score: Raw -45294.209545 + Penalty 2916.744361 = -42377.465184 nChanged 8 SP:Iteration 4Q (7636.100000 sec): 3 clusters Score: Raw -45316.062629 + Penalty 2916.744361 = -42399.318268 nChanged 2 SP:Iteration 5Q (7636.260000 sec): 3 clusters Score: Raw -45326.373822 + Penalty 2916.744361 = -42409.629461 nChanged 4 SP:Iteration 6Q (7636.440000 sec): 3 clusters Score: Raw -45340.516649 + Penalty 2916.744361 = -42423.772288 nChanged 1 SP:Iteration 7Q (7636.600000 sec): 3 clusters Score: Raw -45343.675169 + Penalty 2916.744361 = -42426.930807 nChanged 1 SP:Iteration 8Q (7636.810000 sec): 3 clusters Score: Raw -45347.638338 + Penalty 2916.744361 = -42430.893977 nChanged 1 SP:Iteration 9Q (7636.950000 sec): 3 clusters Score: Raw -45350.352690 + Penalty 2916.744361 = -42433.608328 nChanged 0 SP:Iteration 10F (7637.110000 sec): 3 clusters Score: Raw -45350.352690 + Penalty 2916.744361 = -42433.608328 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7637.220000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7637.370000 sec): 3 clusters Score: Raw -73812.215742 + Penalty 3128.816827 = -70683.398915 nChanged 99 SP:Iteration 1F (7637.550000 sec): 3 clusters Score: Raw -73989.750557 + Penalty 3128.816827 = -70860.933730 nChanged 28 SP:Iteration 2F (7637.700000 sec): 3 clusters Score: Raw -74052.478962 + Penalty 3128.816827 = -70923.662135 nChanged 19 SP:Iteration 3Q (7637.850000 sec): 3 clusters Score: Raw -74091.985240 + Penalty 3128.816827 = -70963.168413 nChanged 12 SP:Iteration 4Q (7638.060000 sec): 3 clusters Score: Raw -74120.525673 + Penalty 3128.816827 = -70991.708846 nChanged 12 SP:Iteration 5Q (7638.220000 sec): 3 clusters Score: Raw -74139.359216 + Penalty 3128.816827 = -71010.542389 nChanged 4 SP:Iteration 6Q (7638.370000 sec): 3 clusters Score: Raw -74166.131395 + Penalty 3128.816827 = -71037.314568 nChanged 5 SP:Iteration 7Q (7638.580000 sec): 3 clusters Score: Raw -74200.390341 + Penalty 3128.816827 = -71071.573514 nChanged 4 SP:Iteration 8Q (7638.730000 sec): 3 clusters Score: Raw -74209.316004 + Penalty 3128.816827 = -71080.499177 nChanged 3 SP:Iteration 9Q (7638.910000 sec): 3 clusters Score: Raw -74214.302037 + Penalty 3128.816827 = -71085.485210 nChanged 0 SP:Iteration 10F (7639.090000 sec): 3 clusters Score: Raw -74214.302037 + Penalty 3128.816827 = -71085.485210 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7639.140000 sec): 2 clusters Score: Raw -27080.793958 + Penalty 1419.449105 = -25661.344852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7639.340000 sec): 3 clusters Score: Raw -27476.441780 + Penalty 2838.898211 = -24637.543569 nChanged 71 SP:Iteration 1F (7639.480000 sec): 3 clusters Score: Raw -28144.794138 + Penalty 2838.898211 = -25305.895928 nChanged 15 SP:Iteration 2Q (7639.630000 sec): 3 clusters Score: Raw -28214.329945 + Penalty 2838.898211 = -25375.431734 nChanged 8 SP:Iteration 3Q (7639.830000 sec): 3 clusters Score: Raw -28252.594434 + Penalty 2838.898211 = -25413.696224 nChanged 9 SP:Iteration 4Q (7639.990000 sec): 3 clusters Score: Raw -28395.710992 + Penalty 2838.898211 = -25556.812781 nChanged 7 SP:Iteration 5Q (7640.180000 sec): 3 clusters Score: Raw -28474.652111 + Penalty 2838.898211 = -25635.753901 nChanged 5 SP:Iteration 6Q (7640.320000 sec): 3 clusters Score: Raw -28538.079513 + Penalty 2838.898211 = -25699.181302 nChanged 5 SP:Iteration 7Q (7640.520000 sec): 3 clusters Score: Raw -28674.912739 + Penalty 2838.898211 = -25836.014529 nChanged 3 SP:Iteration 8Q (7640.660000 sec): 3 clusters Score: Raw -28692.981046 + Penalty 2838.898211 = -25854.082835 nChanged 3 SP:Iteration 9Q (7640.860000 sec): 3 clusters Score: Raw -28713.093546 + Penalty 2838.898211 = -25874.195335 nChanged 3 SP:Iteration 10Q (7641.000000 sec): 3 clusters Score: Raw -28725.623046 + Penalty 2838.898211 = -25886.724835 nChanged 2 SP:Iteration 11Q (7641.180000 sec): 3 clusters Score: Raw -28738.132601 + Penalty 2838.898211 = -25899.234390 nChanged 1 SP:Iteration 12Q (7641.350000 sec): 3 clusters Score: Raw -28742.140266 + Penalty 2838.898211 = -25903.242055 nChanged 0 SP:Iteration 13F (7641.530000 sec): 3 clusters Score: Raw -28743.728940 + Penalty 2838.898211 = -25904.830730 nChanged 1 SP:Iteration 14Q (7641.710000 sec): 3 clusters Score: Raw -28757.074511 + Penalty 2838.898211 = -25918.176301 nChanged 3 SP:Iteration 15Q (7641.890000 sec): 3 clusters Score: Raw -28790.005344 + Penalty 2838.898211 = -25951.107133 nChanged 0 SP:Iteration 16F (7642.060000 sec): 3 clusters Score: Raw -28790.005344 + Penalty 2838.898211 = -25951.107133 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.130000 sec): 2 clusters Score: Raw -16024.207353 + Penalty 1234.229968 = -14789.977385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7642.310000 sec): 3 clusters Score: Raw -16299.628787 + Penalty 2468.459936 = -13831.168851 nChanged 5 SP:Iteration 1Q (7642.510000 sec): 3 clusters Score: Raw -16325.035117 + Penalty 2468.459936 = -13856.575181 nChanged 2 SP:Iteration 2Q (7642.660000 sec): 3 clusters Score: Raw -16337.634112 + Penalty 2468.459936 = -13869.174176 nChanged 0 SP:Iteration 3F (7642.850000 sec): 3 clusters Score: Raw -16337.634112 + Penalty 2468.459936 = -13869.174176 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7642.950000 sec): 2 clusters Score: Raw -67224.277258 + Penalty 1552.849938 = -65671.427320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7643.110000 sec): 3 clusters Score: Raw -67240.915204 + Penalty 3105.699875 = -64135.215329 nChanged 94 SP:Iteration 1F (7643.310000 sec): 3 clusters Score: Raw -67425.803927 + Penalty 3105.699875 = -64320.104052 nChanged 20 SP:Iteration 2Q (7643.530000 sec): 3 clusters Score: Raw -67462.978807 + Penalty 3105.699875 = -64357.278931 nChanged 8 SP:Iteration 3Q (7643.700000 sec): 3 clusters Score: Raw -67482.924361 + Penalty 3105.699875 = -64377.224485 nChanged 4 SP:Iteration 4Q (7643.890000 sec): 3 clusters Score: Raw -67489.406745 + Penalty 3105.699875 = -64383.706870 nChanged 3 SP:Iteration 5Q (7644.050000 sec): 3 clusters Score: Raw -67497.226771 + Penalty 3105.699875 = -64391.526895 nChanged 2 SP:Iteration 6Q (7644.270000 sec): 3 clusters Score: Raw -67501.273638 + Penalty 3105.699875 = -64395.573763 nChanged 3 SP:Iteration 7Q (7644.430000 sec): 3 clusters Score: Raw -67511.239406 + Penalty 3105.699875 = -64405.539530 nChanged 2 SP:Iteration 8Q (7644.600000 sec): 3 clusters Score: Raw -67516.740036 + Penalty 3105.699875 = -64411.040160 nChanged 1 SP:Iteration 9Q (7644.790000 sec): 3 clusters Score: Raw -67520.328961 + Penalty 3105.699875 = -64414.629086 nChanged 0 SP:Iteration 10F (7644.990000 sec): 3 clusters Score: Raw -67520.328961 + Penalty 3105.699875 = -64414.629086 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (23828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7645.270000 sec): 2 clusters Score: Raw -3215109.685180 + Penalty 2499.496926 = -3212610.188254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7645.620000 sec): 3 clusters Score: Raw -3201006.000911 + Penalty 4998.993853 = -3196007.007058 nChanged 10586 SP:Iteration 1F (7645.960000 sec): 3 clusters Score: Raw -3206609.891488 + Penalty 4998.993853 = -3201610.897635 nChanged 1151 SP:Iteration 2Q (7646.290000 sec): 3 clusters Score: Raw -3206989.510532 + Penalty 4998.993853 = -3201990.516679 nChanged 1029 SP:Iteration 3Q (7646.650000 sec): 3 clusters Score: Raw -3207322.281449 + Penalty 4998.993853 = -3202323.287596 nChanged 901 SP:Iteration 4Q (7646.980000 sec): 3 clusters Score: Raw -3207582.847366 + Penalty 4998.993853 = -3202583.853513 nChanged 814 SP:Iteration 5Q (7647.330000 sec): 3 clusters Score: Raw -3207821.260921 + Penalty 4998.993853 = -3202822.267069 nChanged 725 SP:Iteration 6Q (7647.680000 sec): 3 clusters Score: Raw -3208026.232648 + Penalty 4998.993853 = -3203027.238795 nChanged 700 SP:Iteration 7Q (7648.000000 sec): 3 clusters Score: Raw -3208250.742720 + Penalty 4998.993853 = -3203251.748867 nChanged 734 SP:Iteration 8Q (7648.370000 sec): 3 clusters Score: Raw -3208519.038710 + Penalty 4998.993853 = -3203520.044857 nChanged 808 SP:Iteration 9Q (7648.750000 sec): 3 clusters Score: Raw -3208827.714014 + Penalty 4998.993853 = -3203828.720161 nChanged 851 SP:Iteration 10Q (7649.080000 sec): 3 clusters Score: Raw -3209169.216404 + Penalty 4998.993853 = -3204170.222551 nChanged 888 SP:Iteration 11Q (7649.420000 sec): 3 clusters Score: Raw -3209571.157799 + Penalty 4998.993853 = -3204572.163946 nChanged 1032 SP:Iteration 12Q (7649.770000 sec): 3 clusters Score: Raw -3210148.385445 + Penalty 4998.993853 = -3205149.391592 nChanged 1151 SP:Iteration 13Q (7650.100000 sec): 3 clusters Score: Raw -3210826.662088 + Penalty 4998.993853 = -3205827.668235 nChanged 1199 SP:Iteration 14F (7650.440000 sec): 3 clusters Score: Raw -3211593.693649 + Penalty 4998.993853 = -3206594.699796 nChanged 1184 SP:Iteration 15Q (7650.840000 sec): 3 clusters Score: Raw -3212335.856384 + Penalty 4998.993853 = -3207336.862531 nChanged 1023 SP:Iteration 16Q (7651.140000 sec): 3 clusters Score: Raw -3212926.580804 + Penalty 4998.993853 = -3207927.586951 nChanged 818 SP:Iteration 17Q (7651.500000 sec): 3 clusters Score: Raw -3213340.518982 + Penalty 4998.993853 = -3208341.525129 nChanged 673 SP:Iteration 18Q (7651.800000 sec): 3 clusters Score: Raw -3213644.790434 + Penalty 4998.993853 = -3208645.796581 nChanged 511 SP:Iteration 19Q (7652.140000 sec): 3 clusters Score: Raw -3213890.191055 + Penalty 4998.993853 = -3208891.197203 nChanged 474 SP:Iteration 20F (7652.450000 sec): 3 clusters Score: Raw -3214176.123208 + Penalty 4998.993853 = -3209177.129355 nChanged 420 SP:Iteration 21Q (7652.740000 sec): 3 clusters Score: Raw -3214587.597079 + Penalty 4998.993853 = -3209588.603226 nChanged 402 SP:Iteration 22Q (7653.080000 sec): 3 clusters Score: Raw -3215121.678231 + Penalty 4998.993853 = -3210122.684378 nChanged 331 SP:Iteration 23Q (7653.390000 sec): 3 clusters Score: Raw -3215436.847680 + Penalty 4998.993853 = -3210437.853827 nChanged 259 SP:Iteration 24Q (7653.760000 sec): 3 clusters Score: Raw -3215581.144670 + Penalty 4998.993853 = -3210582.150817 nChanged 217 SP:Iteration 25Q (7654.090000 sec): 3 clusters Score: Raw -3215673.644499 + Penalty 4998.993853 = -3210674.650646 nChanged 184 SP:Iteration 26Q (7654.390000 sec): 3 clusters Score: Raw -3215740.195274 + Penalty 4998.993853 = -3210741.201422 nChanged 149 SP:Iteration 27Q (7654.740000 sec): 3 clusters Score: Raw -3215784.207617 + Penalty 4998.993853 = -3210785.213764 nChanged 106 SP:Iteration 28Q (7655.050000 sec): 3 clusters Score: Raw -3215814.759446 + Penalty 4998.993853 = -3210815.765593 nChanged 101 SP:Iteration 29Q (7655.390000 sec): 3 clusters Score: Raw -3215840.149684 + Penalty 4998.993853 = -3210841.155832 nChanged 85 SP:Iteration 30Q (7655.670000 sec): 3 clusters Score: Raw -3215857.695744 + Penalty 4998.993853 = -3210858.701891 nChanged 50 SP:Iteration 31Q (7655.990000 sec): 3 clusters Score: Raw -3215869.086817 + Penalty 4998.993853 = -3210870.092965 nChanged 50 SP:Iteration 32Q (7656.310000 sec): 3 clusters Score: Raw -3215879.461359 + Penalty 4998.993853 = -3210880.467506 nChanged 52 SP:Iteration 33Q (7656.640000 sec): 3 clusters Score: Raw -3215890.809426 + Penalty 4998.993853 = -3210891.815574 nChanged 44 SP:Iteration 34Q (7656.910000 sec): 3 clusters Score: Raw -3215899.065343 + Penalty 4998.993853 = -3210900.071490 nChanged 38 SP:Iteration 35Q (7657.230000 sec): 3 clusters Score: Raw -3215906.303140 + Penalty 4998.993853 = -3210907.309287 nChanged 31 SP:Iteration 36Q (7657.550000 sec): 3 clusters Score: Raw -3215911.297645 + Penalty 4998.993853 = -3210912.303792 nChanged 21 SP:Iteration 37Q (7657.830000 sec): 3 clusters Score: Raw -3215914.684749 + Penalty 4998.993853 = -3210915.690896 nChanged 16 SP:Iteration 38Q (7658.150000 sec): 3 clusters Score: Raw -3215917.059831 + Penalty 4998.993853 = -3210918.065978 nChanged 19 SP:Iteration 39Q (7658.450000 sec): 3 clusters Score: Raw -3215920.415975 + Penalty 4998.993853 = -3210921.422122 nChanged 25 SP:Iteration 40F (7658.810000 sec): 3 clusters Score: Raw -3215924.101367 + Penalty 4998.993853 = -3210925.107515 nChanged 21 SP:Iteration 41Q (7659.200000 sec): 3 clusters Score: Raw -3215927.084920 + Penalty 4998.993853 = -3210928.091068 nChanged 17 SP:Iteration 42Q (7659.530000 sec): 3 clusters Score: Raw -3215929.387239 + Penalty 4998.993853 = -3210930.393386 nChanged 9 SP:Iteration 43Q (7659.920000 sec): 3 clusters Score: Raw -3215930.489639 + Penalty 4998.993853 = -3210931.495786 nChanged 9 SP:Iteration 44Q (7660.240000 sec): 3 clusters Score: Raw -3215931.556374 + Penalty 4998.993853 = -3210932.562522 nChanged 9 SP:Iteration 45Q (7660.630000 sec): 3 clusters Score: Raw -3215933.136772 + Penalty 4998.993853 = -3210934.142919 nChanged 11 SP:Iteration 46Q (7660.980000 sec): 3 clusters Score: Raw -3215934.916343 + Penalty 4998.993853 = -3210935.922490 nChanged 9 SP:Iteration 47Q (7661.270000 sec): 3 clusters Score: Raw -3215936.227690 + Penalty 4998.993853 = -3210937.233837 nChanged 2 SP:Iteration 48Q (7661.650000 sec): 3 clusters Score: Raw -3215936.400406 + Penalty 4998.993853 = -3210937.406554 nChanged 1 SP:Iteration 49Q (7661.970000 sec): 3 clusters Score: Raw -3215936.509328 + Penalty 4998.993853 = -3210937.515475 nChanged 1 SP:Iteration 50Q (7662.310000 sec): 3 clusters Score: Raw -3215936.555773 + Penalty 4998.993853 = -3210937.561920 nChanged 1 SP:Iteration 51Q (7662.610000 sec): 3 clusters Score: Raw -3215936.653429 + Penalty 4998.993853 = -3210937.659576 nChanged 1 SP:Iteration 52Q (7662.900000 sec): 3 clusters Score: Raw -3215936.699598 + Penalty 4998.993853 = -3210937.705745 nChanged 0 SP:Iteration 53F (7663.280000 sec): 3 clusters Score: Raw -3215936.699598 + Penalty 4998.993853 = -3210937.705745 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7663.370000 sec): 2 clusters Score: Raw -275012.692941 + Penalty 1897.713545 = -273114.979396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7663.560000 sec): 3 clusters Score: Raw -274242.010310 + Penalty 3795.427090 = -270446.583220 nChanged 665 SP:Iteration 1F (7663.750000 sec): 3 clusters Score: Raw -274777.671753 + Penalty 3795.427090 = -270982.244663 nChanged 167 SP:Iteration 2F (7663.930000 sec): 3 clusters Score: Raw -274946.671077 + Penalty 3795.427090 = -271151.243987 nChanged 87 SP:Iteration 3Q (7664.080000 sec): 3 clusters Score: Raw -275061.609901 + Penalty 3795.427090 = -271266.182811 nChanged 75 SP:Iteration 4Q (7664.310000 sec): 3 clusters Score: Raw -275124.997323 + Penalty 3795.427090 = -271329.570233 nChanged 56 SP:Iteration 5Q (7664.490000 sec): 3 clusters Score: Raw -275186.636316 + Penalty 3795.427090 = -271391.209225 nChanged 39 SP:Iteration 6Q (7664.690000 sec): 3 clusters Score: Raw -275221.205776 + Penalty 3795.427090 = -271425.778686 nChanged 31 SP:Iteration 7Q (7664.900000 sec): 3 clusters Score: Raw -275237.433109 + Penalty 3795.427090 = -271442.006019 nChanged 13 SP:Iteration 8Q (7665.070000 sec): 3 clusters Score: Raw -275246.825217 + Penalty 3795.427090 = -271451.398127 nChanged 21 SP:Iteration 9Q (7665.260000 sec): 3 clusters Score: Raw -275263.570774 + Penalty 3795.427090 = -271468.143684 nChanged 16 SP:Iteration 10Q (7665.430000 sec): 3 clusters Score: Raw -275270.196199 + Penalty 3795.427090 = -271474.769109 nChanged 13 SP:Iteration 11Q (7665.580000 sec): 3 clusters Score: Raw -275279.774854 + Penalty 3795.427090 = -271484.347764 nChanged 15 SP:Iteration 12Q (7665.790000 sec): 3 clusters Score: Raw -275291.325002 + Penalty 3795.427090 = -271495.897912 nChanged 14 SP:Iteration 13Q (7665.950000 sec): 3 clusters Score: Raw -275301.607705 + Penalty 3795.427090 = -271506.180615 nChanged 12 SP:Iteration 14Q (7666.160000 sec): 3 clusters Score: Raw -275309.264478 + Penalty 3795.427090 = -271513.837388 nChanged 11 SP:Iteration 15Q (7666.350000 sec): 3 clusters Score: Raw -275315.536595 + Penalty 3795.427090 = -271520.109505 nChanged 7 SP:Iteration 16Q (7666.560000 sec): 3 clusters Score: Raw -275321.783727 + Penalty 3795.427090 = -271526.356637 nChanged 15 SP:Iteration 17Q (7666.790000 sec): 3 clusters Score: Raw -275329.820917 + Penalty 3795.427090 = -271534.393827 nChanged 14 SP:Iteration 18Q (7666.940000 sec): 3 clusters Score: Raw -275336.100415 + Penalty 3795.427090 = -271540.673325 nChanged 8 SP:Iteration 19Q (7667.160000 sec): 3 clusters Score: Raw -275339.715299 + Penalty 3795.427090 = -271544.288209 nChanged 9 SP:Iteration 20F (7667.330000 sec): 3 clusters Score: Raw -275344.843821 + Penalty 3795.427090 = -271549.416731 nChanged 9 SP:Iteration 21Q (7667.510000 sec): 3 clusters Score: Raw -275349.310474 + Penalty 3795.427090 = -271553.883384 nChanged 3 SP:Iteration 22Q (7667.710000 sec): 3 clusters Score: Raw -275351.809660 + Penalty 3795.427090 = -271556.382570 nChanged 3 SP:Iteration 23Q (7667.920000 sec): 3 clusters Score: Raw -275353.587220 + Penalty 3795.427090 = -271558.160130 nChanged 3 SP:Iteration 24Q (7668.110000 sec): 3 clusters Score: Raw -275354.769535 + Penalty 3795.427090 = -271559.342445 nChanged 3 SP:Iteration 25Q (7668.280000 sec): 3 clusters Score: Raw -275356.018997 + Penalty 3795.427090 = -271560.591907 nChanged 0 SP:Iteration 26F (7668.470000 sec): 3 clusters Score: Raw -275356.018997 + Penalty 3795.427090 = -271560.591907 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7668.560000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7668.720000 sec): 3 clusters Score: Raw -102231.955623 + Penalty 3279.572353 = -98952.383270 nChanged 149 SP:Iteration 1F (7668.880000 sec): 3 clusters Score: Raw -102442.012259 + Penalty 3279.572353 = -99162.439905 nChanged 32 SP:Iteration 2Q (7669.050000 sec): 3 clusters Score: Raw -102491.240716 + Penalty 3279.572353 = -99211.668363 nChanged 15 SP:Iteration 3Q (7669.230000 sec): 3 clusters Score: Raw -102515.942964 + Penalty 3279.572353 = -99236.370611 nChanged 7 SP:Iteration 4Q (7669.400000 sec): 3 clusters Score: Raw -102526.740050 + Penalty 3279.572353 = -99247.167697 nChanged 4 SP:Iteration 5Q (7669.590000 sec): 3 clusters Score: Raw -102534.328144 + Penalty 3279.572353 = -99254.755791 nChanged 4 SP:Iteration 6Q (7669.750000 sec): 3 clusters Score: Raw -102541.112599 + Penalty 3279.572353 = -99261.540246 nChanged 4 SP:Iteration 7Q (7669.930000 sec): 3 clusters Score: Raw -102545.180450 + Penalty 3279.572353 = -99265.608096 nChanged 1 SP:Iteration 8Q (7670.120000 sec): 3 clusters Score: Raw -102545.865257 + Penalty 3279.572353 = -99266.292903 nChanged 1 SP:Iteration 9Q (7670.300000 sec): 3 clusters Score: Raw -102547.429622 + Penalty 3279.572353 = -99267.857269 nChanged 2 SP:Iteration 10Q (7670.510000 sec): 3 clusters Score: Raw -102549.491656 + Penalty 3279.572353 = -99269.919302 nChanged 3 SP:Iteration 11Q (7670.710000 sec): 3 clusters Score: Raw -102553.144343 + Penalty 3279.572353 = -99273.571989 nChanged 0 SP:Iteration 12F (7670.850000 sec): 3 clusters Score: Raw -102553.144343 + Penalty 3279.572353 = -99273.571989 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7670.980000 sec): 2 clusters Score: Raw -1390234.510028 + Penalty 2286.066698 = -1387948.443330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7671.190000 sec): 3 clusters Score: Raw -1384801.252940 + Penalty 4572.133396 = -1380229.119544 nChanged 4184 SP:Iteration 1F (7671.430000 sec): 3 clusters Score: Raw -1387006.829896 + Penalty 4572.133396 = -1382434.696501 nChanged 635 SP:Iteration 2F (7671.730000 sec): 3 clusters Score: Raw -1387272.198356 + Penalty 4572.133396 = -1382700.064960 nChanged 475 SP:Iteration 3Q (7671.960000 sec): 3 clusters Score: Raw -1387449.093933 + Penalty 4572.133396 = -1382876.960537 nChanged 358 SP:Iteration 4Q (7672.220000 sec): 3 clusters Score: Raw -1387574.595796 + Penalty 4572.133396 = -1383002.462401 nChanged 298 SP:Iteration 5Q (7672.530000 sec): 3 clusters Score: Raw -1387676.659831 + Penalty 4572.133396 = -1383104.526435 nChanged 264 SP:Iteration 6Q (7672.710000 sec): 3 clusters Score: Raw -1387762.051555 + Penalty 4572.133396 = -1383189.918159 nChanged 234 SP:Iteration 7Q (7672.970000 sec): 3 clusters Score: Raw -1387842.976623 + Penalty 4572.133396 = -1383270.843228 nChanged 246 SP:Iteration 8Q (7673.200000 sec): 3 clusters Score: Raw -1387933.213328 + Penalty 4572.133396 = -1383361.079933 nChanged 272 SP:Iteration 9Q (7673.420000 sec): 3 clusters Score: Raw -1388036.766676 + Penalty 4572.133396 = -1383464.633281 nChanged 258 SP:Iteration 10Q (7673.660000 sec): 3 clusters Score: Raw -1388140.355068 + Penalty 4572.133396 = -1383568.221672 nChanged 282 SP:Iteration 11Q (7673.920000 sec): 3 clusters Score: Raw -1388265.850691 + Penalty 4572.133396 = -1383693.717296 nChanged 312 SP:Iteration 12Q (7674.140000 sec): 3 clusters Score: Raw -1388409.907532 + Penalty 4572.133396 = -1383837.774137 nChanged 343 SP:Iteration 13Q (7674.370000 sec): 3 clusters Score: Raw -1388570.859486 + Penalty 4572.133396 = -1383998.726090 nChanged 347 SP:Iteration 14Q (7674.640000 sec): 3 clusters Score: Raw -1388740.462448 + Penalty 4572.133396 = -1384168.329052 nChanged 340 SP:Iteration 15Q (7674.860000 sec): 3 clusters Score: Raw -1388891.823081 + Penalty 4572.133396 = -1384319.689686 nChanged 308 SP:Iteration 16Q (7675.040000 sec): 3 clusters Score: Raw -1389045.206725 + Penalty 4572.133396 = -1384473.073330 nChanged 311 SP:Iteration 17Q (7675.300000 sec): 3 clusters Score: Raw -1389200.861881 + Penalty 4572.133396 = -1384628.728485 nChanged 268 SP:Iteration 18Q (7675.480000 sec): 3 clusters Score: Raw -1389322.362972 + Penalty 4572.133396 = -1384750.229577 nChanged 240 SP:Iteration 19Q (7675.780000 sec): 3 clusters Score: Raw -1389415.357059 + Penalty 4572.133396 = -1384843.223663 nChanged 187 SP:Iteration 20F (7676.040000 sec): 3 clusters Score: Raw -1389483.898103 + Penalty 4572.133396 = -1384911.764707 nChanged 164 SP:Iteration 21Q (7676.320000 sec): 3 clusters Score: Raw -1389538.965311 + Penalty 4572.133396 = -1384966.831915 nChanged 124 SP:Iteration 22Q (7676.560000 sec): 3 clusters Score: Raw -1389578.388768 + Penalty 4572.133396 = -1385006.255372 nChanged 128 SP:Iteration 23Q (7676.820000 sec): 3 clusters Score: Raw -1389615.538536 + Penalty 4572.133396 = -1385043.405140 nChanged 95 SP:Iteration 24Q (7677.080000 sec): 3 clusters Score: Raw -1389637.215225 + Penalty 4572.133396 = -1385065.081830 nChanged 76 SP:Iteration 25Q (7677.350000 sec): 3 clusters Score: Raw -1389654.426217 + Penalty 4572.133396 = -1385082.292821 nChanged 68 SP:Iteration 26Q (7677.660000 sec): 3 clusters Score: Raw -1389670.930352 + Penalty 4572.133396 = -1385098.796957 nChanged 71 SP:Iteration 27Q (7677.960000 sec): 3 clusters Score: Raw -1389686.660732 + Penalty 4572.133396 = -1385114.527337 nChanged 47 SP:Iteration 28Q (7678.260000 sec): 3 clusters Score: Raw -1389695.653934 + Penalty 4572.133396 = -1385123.520539 nChanged 38 SP:Iteration 29Q (7678.490000 sec): 3 clusters Score: Raw -1389702.405445 + Penalty 4572.133396 = -1385130.272050 nChanged 30 SP:Iteration 30Q (7678.720000 sec): 3 clusters Score: Raw -1389707.831450 + Penalty 4572.133396 = -1385135.698054 nChanged 25 SP:Iteration 31Q (7678.940000 sec): 3 clusters Score: Raw -1389711.682798 + Penalty 4572.133396 = -1385139.549402 nChanged 22 SP:Iteration 32Q (7679.160000 sec): 3 clusters Score: Raw -1389715.444610 + Penalty 4572.133396 = -1385143.311214 nChanged 18 SP:Iteration 33Q (7679.440000 sec): 3 clusters Score: Raw -1389718.228998 + Penalty 4572.133396 = -1385146.095602 nChanged 11 SP:Iteration 34Q (7679.690000 sec): 3 clusters Score: Raw -1389719.761221 + Penalty 4572.133396 = -1385147.627826 nChanged 10 SP:Iteration 35Q (7679.920000 sec): 3 clusters Score: Raw -1389721.219135 + Penalty 4572.133396 = -1385149.085740 nChanged 10 SP:Iteration 36Q (7680.140000 sec): 3 clusters Score: Raw -1389722.341601 + Penalty 4572.133396 = -1385150.208206 nChanged 7 SP:Iteration 37Q (7680.370000 sec): 3 clusters Score: Raw -1389723.459494 + Penalty 4572.133396 = -1385151.326098 nChanged 6 SP:Iteration 38Q (7680.650000 sec): 3 clusters Score: Raw -1389724.415825 + Penalty 4572.133396 = -1385152.282429 nChanged 9 SP:Iteration 39Q (7680.910000 sec): 3 clusters Score: Raw -1389726.066841 + Penalty 4572.133396 = -1385153.933446 nChanged 7 SP:Iteration 40F (7681.130000 sec): 3 clusters Score: Raw -1389726.891697 + Penalty 4572.133396 = -1385154.758301 nChanged 9 SP:Iteration 41Q (7681.400000 sec): 3 clusters Score: Raw -1389728.958049 + Penalty 4572.133396 = -1385156.824653 nChanged 13 SP:Iteration 42Q (7681.680000 sec): 3 clusters Score: Raw -1389731.493955 + Penalty 4572.133396 = -1385159.360560 nChanged 10 SP:Iteration 43Q (7681.960000 sec): 3 clusters Score: Raw -1389733.232067 + Penalty 4572.133396 = -1385161.098671 nChanged 12 SP:Iteration 44Q (7682.180000 sec): 3 clusters Score: Raw -1389735.110573 + Penalty 4572.133396 = -1385162.977178 nChanged 10 SP:Iteration 45Q (7682.410000 sec): 3 clusters Score: Raw -1389736.825872 + Penalty 4572.133396 = -1385164.692476 nChanged 10 SP:Iteration 46Q (7682.700000 sec): 3 clusters Score: Raw -1389739.015551 + Penalty 4572.133396 = -1385166.882155 nChanged 13 SP:Iteration 47Q (7682.910000 sec): 3 clusters Score: Raw -1389741.303609 + Penalty 4572.133396 = -1385169.170214 nChanged 13 SP:Iteration 48Q (7683.210000 sec): 3 clusters Score: Raw -1389743.178519 + Penalty 4572.133396 = -1385171.045123 nChanged 12 SP:Iteration 49Q (7683.440000 sec): 3 clusters Score: Raw -1389745.172891 + Penalty 4572.133396 = -1385173.039496 nChanged 8 SP:Iteration 50Q (7683.730000 sec): 3 clusters Score: Raw -1389746.783055 + Penalty 4572.133396 = -1385174.649660 nChanged 8 SP:Iteration 51Q (7683.970000 sec): 3 clusters Score: Raw -1389748.441531 + Penalty 4572.133396 = -1385176.308135 nChanged 12 SP:Iteration 52Q (7684.180000 sec): 3 clusters Score: Raw -1389750.655184 + Penalty 4572.133396 = -1385178.521788 nChanged 9 SP:Iteration 53Q (7684.440000 sec): 3 clusters Score: Raw -1389752.267290 + Penalty 4572.133396 = -1385180.133894 nChanged 11 SP:Iteration 54Q (7684.690000 sec): 3 clusters Score: Raw -1389753.901517 + Penalty 4572.133396 = -1385181.768121 nChanged 8 SP:Iteration 55Q (7684.950000 sec): 3 clusters Score: Raw -1389755.565324 + Penalty 4572.133396 = -1385183.431929 nChanged 9 SP:Iteration 56Q (7685.210000 sec): 3 clusters Score: Raw -1389756.807553 + Penalty 4572.133396 = -1385184.674158 nChanged 8 SP:Iteration 57Q (7685.410000 sec): 3 clusters Score: Raw -1389757.959465 + Penalty 4572.133396 = -1385185.826070 nChanged 5 SP:Iteration 58Q (7685.690000 sec): 3 clusters Score: Raw -1389758.693717 + Penalty 4572.133396 = -1385186.560321 nChanged 5 SP:Iteration 59Q (7685.970000 sec): 3 clusters Score: Raw -1389759.446183 + Penalty 4572.133396 = -1385187.312787 nChanged 3 SP:Iteration 60F (7686.220000 sec): 3 clusters Score: Raw -1389759.874609 + Penalty 4572.133396 = -1385187.741213 nChanged 3 SP:Iteration 61Q (7686.500000 sec): 3 clusters Score: Raw -1389760.368060 + Penalty 4572.133396 = -1385188.234665 nChanged 6 SP:Iteration 62Q (7686.720000 sec): 3 clusters Score: Raw -1389761.445144 + Penalty 4572.133396 = -1385189.311749 nChanged 3 SP:Iteration 63Q (7687.020000 sec): 3 clusters Score: Raw -1389761.906650 + Penalty 4572.133396 = -1385189.773254 nChanged 2 SP:Iteration 64Q (7687.270000 sec): 3 clusters Score: Raw -1389762.290982 + Penalty 4572.133396 = -1385190.157586 nChanged 3 SP:Iteration 65Q (7687.530000 sec): 3 clusters Score: Raw -1389762.517638 + Penalty 4572.133396 = -1385190.384243 nChanged 1 SP:Iteration 66Q (7687.780000 sec): 3 clusters Score: Raw -1389762.604258 + Penalty 4572.133396 = -1385190.470862 nChanged 1 SP:Iteration 67Q (7688.050000 sec): 3 clusters Score: Raw -1389762.776798 + Penalty 4572.133396 = -1385190.643402 nChanged 2 SP:Iteration 68Q (7688.350000 sec): 3 clusters Score: Raw -1389763.029963 + Penalty 4572.133396 = -1385190.896568 nChanged 1 SP:Iteration 69Q (7688.630000 sec): 3 clusters Score: Raw -1389763.183259 + Penalty 4572.133396 = -1385191.049863 nChanged 1 SP:Iteration 70Q (7688.930000 sec): 3 clusters Score: Raw -1389763.234838 + Penalty 4572.133396 = -1385191.101443 nChanged 0 SP:Iteration 71F (7689.200000 sec): 3 clusters Score: Raw -1389763.234838 + Penalty 4572.133396 = -1385191.101443 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7689.340000 sec): 2 clusters Score: Raw -184487.167594 + Penalty 1787.549248 = -182699.618346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7689.530000 sec): 3 clusters Score: Raw -184079.425764 + Penalty 3575.098496 = -180504.327268 nChanged 365 SP:Iteration 1F (7689.740000 sec): 3 clusters Score: Raw -184426.176350 + Penalty 3575.098496 = -180851.077854 nChanged 87 SP:Iteration 2F (7689.970000 sec): 3 clusters Score: Raw -184530.376969 + Penalty 3575.098496 = -180955.278473 nChanged 50 SP:Iteration 3Q (7690.180000 sec): 3 clusters Score: Raw -184589.093708 + Penalty 3575.098496 = -181013.995212 nChanged 26 SP:Iteration 4Q (7690.370000 sec): 3 clusters Score: Raw -184627.252883 + Penalty 3575.098496 = -181052.154387 nChanged 23 SP:Iteration 5Q (7690.500000 sec): 3 clusters Score: Raw -184664.420551 + Penalty 3575.098496 = -181089.322054 nChanged 26 SP:Iteration 6Q (7690.680000 sec): 3 clusters Score: Raw -184717.899126 + Penalty 3575.098496 = -181142.800629 nChanged 28 SP:Iteration 7Q (7690.930000 sec): 3 clusters Score: Raw -184764.336385 + Penalty 3575.098496 = -181189.237889 nChanged 31 SP:Iteration 8Q (7691.050000 sec): 3 clusters Score: Raw -184809.162430 + Penalty 3575.098496 = -181234.063934 nChanged 28 SP:Iteration 9Q (7691.300000 sec): 3 clusters Score: Raw -184847.546396 + Penalty 3575.098496 = -181272.447900 nChanged 18 SP:Iteration 10Q (7691.500000 sec): 3 clusters Score: Raw -184868.076444 + Penalty 3575.098496 = -181292.977948 nChanged 18 SP:Iteration 11Q (7691.710000 sec): 3 clusters Score: Raw -184892.963481 + Penalty 3575.098496 = -181317.864985 nChanged 16 SP:Iteration 12Q (7691.900000 sec): 3 clusters Score: Raw -184917.180168 + Penalty 3575.098496 = -181342.081671 nChanged 17 SP:Iteration 13Q (7692.050000 sec): 3 clusters Score: Raw -184949.817209 + Penalty 3575.098496 = -181374.718712 nChanged 21 SP:Iteration 14Q (7692.290000 sec): 3 clusters Score: Raw -184977.684054 + Penalty 3575.098496 = -181402.585557 nChanged 22 SP:Iteration 15Q (7692.500000 sec): 3 clusters Score: Raw -185007.032523 + Penalty 3575.098496 = -181431.934026 nChanged 15 SP:Iteration 16Q (7692.680000 sec): 3 clusters Score: Raw -185020.455489 + Penalty 3575.098496 = -181445.356993 nChanged 11 SP:Iteration 17Q (7692.830000 sec): 3 clusters Score: Raw -185030.640464 + Penalty 3575.098496 = -181455.541967 nChanged 11 SP:Iteration 18Q (7693.000000 sec): 3 clusters Score: Raw -185050.941113 + Penalty 3575.098496 = -181475.842617 nChanged 11 SP:Iteration 19Q (7693.190000 sec): 3 clusters Score: Raw -185067.986611 + Penalty 3575.098496 = -181492.888115 nChanged 12 SP:Iteration 20F (7693.390000 sec): 3 clusters Score: Raw -185077.395875 + Penalty 3575.098496 = -181502.297378 nChanged 13 SP:Iteration 21Q (7693.540000 sec): 3 clusters Score: Raw -185091.018112 + Penalty 3575.098496 = -181515.919616 nChanged 10 SP:Iteration 22Q (7693.730000 sec): 3 clusters Score: Raw -185111.853235 + Penalty 3575.098496 = -181536.754738 nChanged 13 SP:Iteration 23Q (7693.940000 sec): 3 clusters Score: Raw -185129.912711 + Penalty 3575.098496 = -181554.814215 nChanged 9 SP:Iteration 24Q (7694.090000 sec): 3 clusters Score: Raw -185142.870533 + Penalty 3575.098496 = -181567.772037 nChanged 9 SP:Iteration 25Q (7694.260000 sec): 3 clusters Score: Raw -185154.035322 + Penalty 3575.098496 = -181578.936826 nChanged 10 SP:Iteration 26Q (7694.470000 sec): 3 clusters Score: Raw -185170.619893 + Penalty 3575.098496 = -181595.521397 nChanged 12 SP:Iteration 27Q (7694.610000 sec): 3 clusters Score: Raw -185203.081840 + Penalty 3575.098496 = -181627.983344 nChanged 17 SP:Iteration 28Q (7694.810000 sec): 3 clusters Score: Raw -185237.829059 + Penalty 3575.098496 = -181662.730562 nChanged 19 SP:Iteration 29Q (7694.950000 sec): 3 clusters Score: Raw -185270.624354 + Penalty 3575.098496 = -181695.525858 nChanged 16 SP:Iteration 30Q (7695.160000 sec): 3 clusters Score: Raw -185302.182867 + Penalty 3575.098496 = -181727.084371 nChanged 12 SP:Iteration 31Q (7695.340000 sec): 3 clusters Score: Raw -185324.537303 + Penalty 3575.098496 = -181749.438807 nChanged 13 SP:Iteration 32Q (7695.550000 sec): 3 clusters Score: Raw -185337.953537 + Penalty 3575.098496 = -181762.855041 nChanged 11 SP:Iteration 33Q (7695.770000 sec): 3 clusters Score: Raw -185349.858292 + Penalty 3575.098496 = -181774.759796 nChanged 5 SP:Iteration 34Q (7695.910000 sec): 3 clusters Score: Raw -185355.454012 + Penalty 3575.098496 = -181780.355516 nChanged 5 SP:Iteration 35Q (7696.100000 sec): 3 clusters Score: Raw -185359.645797 + Penalty 3575.098496 = -181784.547300 nChanged 3 SP:Iteration 36Q (7696.300000 sec): 3 clusters Score: Raw -185362.680167 + Penalty 3575.098496 = -181787.581671 nChanged 4 SP:Iteration 37Q (7696.470000 sec): 3 clusters Score: Raw -185368.711132 + Penalty 3575.098496 = -181793.612636 nChanged 6 SP:Iteration 38Q (7696.690000 sec): 3 clusters Score: Raw -185374.872937 + Penalty 3575.098496 = -181799.774440 nChanged 2 SP:Iteration 39Q (7696.870000 sec): 3 clusters Score: Raw -185375.993531 + Penalty 3575.098496 = -181800.895035 nChanged 0 SP:Iteration 40F (7697.050000 sec): 3 clusters Score: Raw -185375.993531 + Penalty 3575.098496 = -181800.895035 nChanged 0 Deleting Class 23 (283 points): Lose 2762.772627 but Gain 3289.708251 Iteration 99Q (7712.800000 sec): 24 clusters Score: Raw -78075272.616838 + Penalty 75663.289765 = -77999609.327073 nChanged 636 Iteration 100F (7740.850000 sec): 24 clusters Score: Raw -78078998.929604 + Penalty 75663.289765 = -78003335.639839 nChanged 371 Iteration 101Q (7757.020000 sec): 24 clusters Score: Raw -78080218.505697 + Penalty 75663.289765 = -78004555.215933 nChanged 295 Iteration 102Q (7774.500000 sec): 24 clusters Score: Raw -78080560.750349 + Penalty 75663.289765 = -78004897.460584 nChanged 274 Iteration 103Q (7790.530000 sec): 24 clusters Score: Raw -78080809.239998 + Penalty 75663.289765 = -78005145.950233 nChanged 273 Iteration 104Q (7807.680000 sec): 24 clusters Score: Raw -78080920.111438 + Penalty 75663.289765 = -78005256.821674 nChanged 269 Iteration 105Q (7824.830000 sec): 24 clusters Score: Raw -78081022.460241 + Penalty 75663.289765 = -78005359.170476 nChanged 273 Iteration 106Q (7842.270000 sec): 24 clusters Score: Raw -78081201.593625 + Penalty 75663.289765 = -78005538.303861 nChanged 277 Iteration 107Q (7856.440000 sec): 24 clusters Score: Raw -78081290.560893 + Penalty 75663.289765 = -78005627.271129 nChanged 242 Iteration 108Q (7872.180000 sec): 24 clusters Score: Raw -78081327.432928 + Penalty 75663.289765 = -78005664.143164 nChanged 237 Iteration 109Q (7890.770000 sec): 24 clusters Score: Raw -78081338.073010 + Penalty 75663.289765 = -78005674.783245 nChanged 239 Iteration 110Q (7908.600000 sec): 24 clusters Score: Raw -78081344.226801 + Penalty 75663.289765 = -78005680.937036 nChanged 228 Iteration 111Q (7924.510000 sec): 24 clusters Score: Raw -78081350.807862 + Penalty 75663.289765 = -78005687.518097 nChanged 214 Iteration 112Q (7943.260000 sec): 24 clusters Score: Raw -78081357.532728 + Penalty 75663.289765 = -78005694.242963 nChanged 223 Iteration 113Q (7962.450000 sec): 24 clusters Score: Raw -78081366.735486 + Penalty 75663.289765 = -78005703.445722 nChanged 211 Iteration 114Q (7986.980000 sec): 24 clusters Score: Raw -78081378.176684 + Penalty 75663.289765 = -78005714.886920 nChanged 204 Iteration 115Q (8003.770000 sec): 24 clusters Score: Raw -78081383.234109 + Penalty 75663.289765 = -78005719.944344 nChanged 176 Iteration 116Q (8022.790000 sec): 24 clusters Score: Raw -78081386.470818 + Penalty 75663.289765 = -78005723.181054 nChanged 167 Iteration 117Q (8040.680000 sec): 24 clusters Score: Raw -78081389.445890 + Penalty 75663.289765 = -78005726.156126 nChanged 165 Iteration 118Q (8058.460000 sec): 24 clusters Score: Raw -78081392.080237 + Penalty 75663.289765 = -78005728.790473 nChanged 139 Iteration 119Q (8076.260000 sec): 24 clusters Score: Raw -78081394.212560 + Penalty 75663.289765 = -78005730.922795 nChanged 136 Iteration 120F (8105.350000 sec): 24 clusters Score: Raw -78082102.636357 + Penalty 75663.289765 = -78006439.346592 nChanged 171 Iteration 121Q (8122.720000 sec): 24 clusters Score: Raw -78082797.357100 + Penalty 75663.289765 = -78007134.067336 nChanged 164 Iteration 122Q (8141.570000 sec): 24 clusters Score: Raw -78082890.739485 + Penalty 75663.289765 = -78007227.449720 nChanged 144 Iteration 123Q (8159.750000 sec): 24 clusters Score: Raw -78082910.464885 + Penalty 75663.289765 = -78007247.175120 nChanged 133 Iteration 124Q (8179.270000 sec): 24 clusters Score: Raw -78082917.959407 + Penalty 75663.289765 = -78007254.669642 nChanged 115 Iteration 125Q (8196.930000 sec): 24 clusters Score: Raw -78082922.707062 + Penalty 75663.289765 = -78007259.417298 nChanged 109 Iteration 126Q (8213.570000 sec): 24 clusters Score: Raw -78082924.420085 + Penalty 75663.289765 = -78007261.130321 nChanged 109 Iteration 127Q (8231.880000 sec): 24 clusters Score: Raw -78082926.159520 + Penalty 75663.289765 = -78007262.869755 nChanged 115 Iteration 128Q (8250.540000 sec): 24 clusters Score: Raw -78082927.589360 + Penalty 75663.289765 = -78007264.299596 nChanged 117 Iteration 129Q (8268.750000 sec): 24 clusters Score: Raw -78082928.809302 + Penalty 75663.289765 = -78007265.519537 nChanged 96 Iteration 130Q (8287.480000 sec): 24 clusters Score: Raw -78082929.915138 + Penalty 75663.289765 = -78007266.625373 nChanged 95 Iteration 131Q (8303.940000 sec): 24 clusters Score: Raw -78082931.568632 + Penalty 75663.289765 = -78007268.278868 nChanged 104 Iteration 132Q (8320.650000 sec): 24 clusters Score: Raw -78082933.331561 + Penalty 75663.289765 = -78007270.041797 nChanged 119 Iteration 133Q (8338.580000 sec): 24 clusters Score: Raw -78082935.225214 + Penalty 75663.289765 = -78007271.935449 nChanged 129 Iteration 134Q (8358.090000 sec): 24 clusters Score: Raw -78082937.254153 + Penalty 75663.289765 = -78007273.964388 nChanged 132 Iteration 135Q (8375.280000 sec): 24 clusters Score: Raw -78082939.265512 + Penalty 75663.289765 = -78007275.975747 nChanged 137 Iteration 136Q (8392.980000 sec): 24 clusters Score: Raw -78082941.370424 + Penalty 75663.289765 = -78007278.080660 nChanged 141 Iteration 137Q (8410.300000 sec): 24 clusters Score: Raw -78082943.384631 + Penalty 75663.289765 = -78007280.094867 nChanged 137 Iteration 138Q (8427.430000 sec): 24 clusters Score: Raw -78082945.475522 + Penalty 75663.289765 = -78007282.185758 nChanged 123 Writing temp clu file Because OldScore, -78007280.094867, is greater than current (better) Score,-78007282.185758 Compute initial score before splitting: Score: Raw -78082945.475522 + Penalty 75663.289765 = -78007282.185758 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (182148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8428.480000 sec): 2 clusters Score: Raw -24908104.948557 + Penalty 3003.918556 = -24905101.030001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8429.730000 sec): 3 clusters Score: Raw -24789377.335839 + Penalty 6007.837112 = -24783369.498727 nChanged 86944 SP:Iteration 1F (8430.950000 sec): 3 clusters Score: Raw -24840122.275097 + Penalty 6007.837112 = -24834114.437985 nChanged 5738 SP:Iteration 2Q (8432.410000 sec): 3 clusters Score: Raw -24841570.642225 + Penalty 6007.837112 = -24835562.805113 nChanged 6877 SP:Iteration 3Q (8433.720000 sec): 3 clusters Score: Raw -24843752.639246 + Penalty 6007.837112 = -24837744.802134 nChanged 8668 SP:Iteration 4Q (8434.890000 sec): 3 clusters Score: Raw -24847270.842898 + Penalty 6007.837112 = -24841263.005786 nChanged 10997 SP:Iteration 5F (8436.120000 sec): 3 clusters Score: Raw -24852990.717311 + Penalty 6007.837112 = -24846982.880199 nChanged 13120 SP:Iteration 6F (8437.400000 sec): 3 clusters Score: Raw -24861617.065554 + Penalty 6007.837112 = -24855609.228443 nChanged 14683 SP:Iteration 7F (8438.520000 sec): 3 clusters Score: Raw -24873441.306369 + Penalty 6007.837112 = -24867433.469258 nChanged 14386 SP:Iteration 8F (8439.620000 sec): 3 clusters Score: Raw -24886728.626034 + Penalty 6007.837112 = -24880720.788922 nChanged 11304 SP:Iteration 9F (8440.850000 sec): 3 clusters Score: Raw -24898280.229551 + Penalty 6007.837112 = -24892272.392439 nChanged 6490 SP:Iteration 10Q (8442.080000 sec): 3 clusters Score: Raw -24905041.668353 + Penalty 6007.837112 = -24899033.831241 nChanged 2499 SP:Iteration 11Q (8443.130000 sec): 3 clusters Score: Raw -24907445.119746 + Penalty 6007.837112 = -24901437.282634 nChanged 696 SP:Iteration 12Q (8444.180000 sec): 3 clusters Score: Raw -24908118.966725 + Penalty 6007.837112 = -24902111.129614 nChanged 203 SP:Iteration 13Q (8445.220000 sec): 3 clusters Score: Raw -24908329.304194 + Penalty 6007.837112 = -24902321.467082 nChanged 66 SP:Iteration 14Q (8446.380000 sec): 3 clusters Score: Raw -24908401.287175 + Penalty 6007.837112 = -24902393.450064 nChanged 32 SP:Iteration 15Q (8447.340000 sec): 3 clusters Score: Raw -24908439.394360 + Penalty 6007.837112 = -24902431.557249 nChanged 17 SP:Iteration 16Q (8448.320000 sec): 3 clusters Score: Raw -24908457.348027 + Penalty 6007.837112 = -24902449.510915 nChanged 2 SP:Iteration 17Q (8449.460000 sec): 3 clusters Score: Raw -24908460.120261 + Penalty 6007.837112 = -24902452.283150 nChanged 4 SP:Iteration 18Q (8450.570000 sec): 3 clusters Score: Raw -24908464.650236 + Penalty 6007.837112 = -24902456.813124 nChanged 4 SP:Iteration 19Q (8451.520000 sec): 3 clusters Score: Raw -24908469.019088 + Penalty 6007.837112 = -24902461.181976 nChanged 4 SP:Iteration 20F (8452.780000 sec): 3 clusters Score: Raw -24908472.019946 + Penalty 6007.837112 = -24902464.182834 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8452.980000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8453.160000 sec): 3 clusters Score: Raw -44799.862999 + Penalty 2960.478950 = -41839.384049 nChanged 60 SP:Iteration 1F (8453.320000 sec): 3 clusters Score: Raw -44947.623625 + Penalty 2960.478950 = -41987.144675 nChanged 18 SP:Iteration 2Q (8453.470000 sec): 3 clusters Score: Raw -45037.564774 + Penalty 2960.478950 = -42077.085824 nChanged 8 SP:Iteration 3Q (8453.660000 sec): 3 clusters Score: Raw -45063.720880 + Penalty 2960.478950 = -42103.241930 nChanged 4 SP:Iteration 4Q (8453.850000 sec): 3 clusters Score: Raw -45073.585147 + Penalty 2960.478950 = -42113.106197 nChanged 4 SP:Iteration 5Q (8454.030000 sec): 3 clusters Score: Raw -45094.493537 + Penalty 2960.478950 = -42134.014588 nChanged 1 SP:Iteration 6Q (8454.240000 sec): 3 clusters Score: Raw -45096.983414 + Penalty 2960.478950 = -42136.504464 nChanged 0 SP:Iteration 7F (8454.480000 sec): 3 clusters Score: Raw -45096.983414 + Penalty 2960.478950 = -42136.504464 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (308399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8455.930000 sec): 2 clusters Score: Raw -42293490.622040 + Penalty 3134.509120 = -42290356.112920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8457.650000 sec): 3 clusters Score: Raw -42088792.626915 + Penalty 6269.018240 = -42082523.608675 nChanged 149875 SP:Iteration 1F (8459.380000 sec): 3 clusters Score: Raw -42177327.570817 + Penalty 6269.018240 = -42171058.552577 nChanged 9325 SP:Iteration 2Q (8461.150000 sec): 3 clusters Score: Raw -42179724.788468 + Penalty 6269.018240 = -42173455.770228 nChanged 11495 SP:Iteration 3Q (8462.950000 sec): 3 clusters Score: Raw -42183635.855581 + Penalty 6269.018240 = -42177366.837341 nChanged 14954 SP:Iteration 4Q (8464.820000 sec): 3 clusters Score: Raw -42190498.129998 + Penalty 6269.018240 = -42184229.111757 nChanged 19383 SP:Iteration 5F (8466.520000 sec): 3 clusters Score: Raw -42202154.455879 + Penalty 6269.018240 = -42195885.437638 nChanged 23852 SP:Iteration 6F (8468.290000 sec): 3 clusters Score: Raw -42220120.967780 + Penalty 6269.018240 = -42213851.949540 nChanged 25928 SP:Iteration 7F (8470.060000 sec): 3 clusters Score: Raw -42242769.014693 + Penalty 6269.018240 = -42236499.996453 nChanged 23314 SP:Iteration 8F (8472.030000 sec): 3 clusters Score: Raw -42264581.721031 + Penalty 6269.018240 = -42258312.702791 nChanged 16461 SP:Iteration 9F (8473.900000 sec): 3 clusters Score: Raw -42279870.393678 + Penalty 6269.018240 = -42273601.375437 nChanged 9249 SP:Iteration 10Q (8475.760000 sec): 3 clusters Score: Raw -42288004.468433 + Penalty 6269.018240 = -42281735.450192 nChanged 4568 SP:Iteration 11Q (8477.460000 sec): 3 clusters Score: Raw -42291812.775691 + Penalty 6269.018240 = -42285543.757451 nChanged 1997 SP:Iteration 12Q (8479.020000 sec): 3 clusters Score: Raw -42293552.605211 + Penalty 6269.018240 = -42287283.586970 nChanged 833 SP:Iteration 13Q (8480.660000 sec): 3 clusters Score: Raw -42294446.440026 + Penalty 6269.018240 = -42288177.421786 nChanged 427 SP:Iteration 14Q (8482.240000 sec): 3 clusters Score: Raw -42294972.118590 + Penalty 6269.018240 = -42288703.100350 nChanged 320 SP:Iteration 15Q (8483.650000 sec): 3 clusters Score: Raw -42295212.161631 + Penalty 6269.018240 = -42288943.143390 nChanged 245 SP:Iteration 16Q (8485.060000 sec): 3 clusters Score: Raw -42295330.703186 + Penalty 6269.018240 = -42289061.684946 nChanged 182 SP:Iteration 17Q (8486.430000 sec): 3 clusters Score: Raw -42295392.019704 + Penalty 6269.018240 = -42289123.001463 nChanged 131 SP:Iteration 18Q (8487.890000 sec): 3 clusters Score: Raw -42295428.156094 + Penalty 6269.018240 = -42289159.137854 nChanged 87 SP:Iteration 19Q (8489.370000 sec): 3 clusters Score: Raw -42295450.208868 + Penalty 6269.018240 = -42289181.190628 nChanged 82 SP:Iteration 20F (8491.000000 sec): 3 clusters Score: Raw -42295469.753423 + Penalty 6269.018240 = -42289200.735183 nChanged 58 SP:Iteration 21Q (8492.530000 sec): 3 clusters Score: Raw -42295482.503014 + Penalty 6269.018240 = -42289213.484774 nChanged 51 SP:Iteration 22Q (8493.990000 sec): 3 clusters Score: Raw -42295491.525014 + Penalty 6269.018240 = -42289222.506774 nChanged 43 SP:Iteration 23Q (8495.800000 sec): 3 clusters Score: Raw -42295498.146118 + Penalty 6269.018240 = -42289229.127878 nChanged 31 SP:Iteration 24Q (8497.450000 sec): 3 clusters Score: Raw -42295503.141933 + Penalty 6269.018240 = -42289234.123693 nChanged 25 SP:Iteration 25Q (8498.970000 sec): 3 clusters Score: Raw -42295506.732910 + Penalty 6269.018240 = -42289237.714669 nChanged 21 SP:Iteration 26Q (8500.660000 sec): 3 clusters Score: Raw -42295509.876849 + Penalty 6269.018240 = -42289240.858609 nChanged 22 SP:Iteration 27Q (8502.280000 sec): 3 clusters Score: Raw -42295513.171683 + Penalty 6269.018240 = -42289244.153443 nChanged 16 SP:Iteration 28Q (8504.000000 sec): 3 clusters Score: Raw -42295516.408501 + Penalty 6269.018240 = -42289247.390261 nChanged 17 SP:Iteration 29Q (8505.550000 sec): 3 clusters Score: Raw -42295519.749942 + Penalty 6269.018240 = -42289250.731702 nChanged 11 SP:Iteration 30Q (8507.030000 sec): 3 clusters Score: Raw -42295521.351535 + Penalty 6269.018240 = -42289252.333295 nChanged 10 SP:Iteration 31Q (8508.620000 sec): 3 clusters Score: Raw -42295523.562688 + Penalty 6269.018240 = -42289254.544448 nChanged 12 SP:Iteration 32Q (8510.180000 sec): 3 clusters Score: Raw -42295525.931310 + Penalty 6269.018240 = -42289256.913069 nChanged 14 SP:Iteration 33Q (8511.770000 sec): 3 clusters Score: Raw -42295527.850742 + Penalty 6269.018240 = -42289258.832501 nChanged 14 SP:Iteration 34Q (8513.270000 sec): 3 clusters Score: Raw -42295529.739889 + Penalty 6269.018240 = -42289260.721649 nChanged 7 SP:Iteration 35Q (8514.810000 sec): 3 clusters Score: Raw -42295530.631711 + Penalty 6269.018240 = -42289261.613471 nChanged 9 SP:Iteration 36Q (8516.380000 sec): 3 clusters Score: Raw -42295531.899023 + Penalty 6269.018240 = -42289262.880783 nChanged 5 SP:Iteration 37Q (8518.000000 sec): 3 clusters Score: Raw -42295532.632485 + Penalty 6269.018240 = -42289263.614245 nChanged 7 SP:Iteration 38Q (8519.680000 sec): 3 clusters Score: Raw -42295533.837341 + Penalty 6269.018240 = -42289264.819101 nChanged 5 SP:Iteration 39Q (8521.210000 sec): 3 clusters Score: Raw -42295534.526347 + Penalty 6269.018240 = -42289265.508107 nChanged 4 SP:Iteration 40F (8522.950000 sec): 3 clusters Score: Raw -42295535.057463 + Penalty 6269.018240 = -42289266.039222 nChanged 5 SP:Iteration 41Q (8524.490000 sec): 3 clusters Score: Raw -42295536.071829 + Penalty 6269.018240 = -42289267.053589 nChanged 7 SP:Iteration 42Q (8526.160000 sec): 3 clusters Score: Raw -42295537.115685 + Penalty 6269.018240 = -42289268.097445 nChanged 8 SP:Iteration 43Q (8527.960000 sec): 3 clusters Score: Raw -42295538.118546 + Penalty 6269.018240 = -42289269.100306 nChanged 6 SP:Iteration 44Q (8529.520000 sec): 3 clusters Score: Raw -42295538.861543 + Penalty 6269.018240 = -42289269.843303 nChanged 6 SP:Iteration 45Q (8531.230000 sec): 3 clusters Score: Raw -42295539.639265 + Penalty 6269.018240 = -42289270.621025 nChanged 6 SP:Iteration 46Q (8532.800000 sec): 3 clusters Score: Raw -42295540.277777 + Penalty 6269.018240 = -42289271.259536 nChanged 2 SP:Iteration 47Q (8534.430000 sec): 3 clusters Score: Raw -42295540.708950 + Penalty 6269.018240 = -42289271.690710 nChanged 3 SP:Iteration 48Q (8536.130000 sec): 3 clusters Score: Raw -42295541.063594 + Penalty 6269.018240 = -42289272.045354 nChanged 6 SP:Iteration 49Q (8537.570000 sec): 3 clusters Score: Raw -42295541.901613 + Penalty 6269.018240 = -42289272.883373 nChanged 5 SP:Iteration 50Q (8539.090000 sec): 3 clusters Score: Raw -42295542.589768 + Penalty 6269.018240 = -42289273.571528 nChanged 5 SP:Iteration 51Q (8540.720000 sec): 3 clusters Score: Raw -42295542.990009 + Penalty 6269.018240 = -42289273.971769 nChanged 0 SP:Iteration 52F (8542.530000 sec): 3 clusters Score: Raw -42295542.990009 + Penalty 6269.018240 = -42289273.971769 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8542.780000 sec): 2 clusters Score: Raw -467720.845680 + Penalty 2031.620195 = -465689.225485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8542.980000 sec): 3 clusters Score: Raw -466078.354574 + Penalty 4063.240390 = -462015.114184 nChanged 1279 SP:Iteration 1F (8543.250000 sec): 3 clusters Score: Raw -466847.972930 + Penalty 4063.240390 = -462784.732540 nChanged 278 SP:Iteration 2F (8543.460000 sec): 3 clusters Score: Raw -467043.662434 + Penalty 4063.240390 = -462980.422045 nChanged 174 SP:Iteration 3Q (8543.660000 sec): 3 clusters Score: Raw -467166.067402 + Penalty 4063.240390 = -463102.827013 nChanged 132 SP:Iteration 4Q (8543.820000 sec): 3 clusters Score: Raw -467269.636155 + Penalty 4063.240390 = -463206.395765 nChanged 124 SP:Iteration 5Q (8544.010000 sec): 3 clusters Score: Raw -467362.451361 + Penalty 4063.240390 = -463299.210972 nChanged 118 SP:Iteration 6Q (8544.260000 sec): 3 clusters Score: Raw -467464.711016 + Penalty 4063.240390 = -463401.470626 nChanged 114 SP:Iteration 7Q (8544.490000 sec): 3 clusters Score: Raw -467550.804218 + Penalty 4063.240390 = -463487.563829 nChanged 106 SP:Iteration 8Q (8544.720000 sec): 3 clusters Score: Raw -467627.586351 + Penalty 4063.240390 = -463564.345961 nChanged 91 SP:Iteration 9Q (8544.910000 sec): 3 clusters Score: Raw -467690.871214 + Penalty 4063.240390 = -463627.630825 nChanged 75 SP:Iteration 10Q (8545.100000 sec): 3 clusters Score: Raw -467739.318787 + Penalty 4063.240390 = -463676.078398 nChanged 64 SP:Iteration 11Q (8545.340000 sec): 3 clusters Score: Raw -467784.965019 + Penalty 4063.240390 = -463721.724629 nChanged 59 SP:Iteration 12Q (8545.520000 sec): 3 clusters Score: Raw -467818.139187 + Penalty 4063.240390 = -463754.898797 nChanged 48 SP:Iteration 13Q (8545.720000 sec): 3 clusters Score: Raw -467846.802311 + Penalty 4063.240390 = -463783.561921 nChanged 43 SP:Iteration 14Q (8545.930000 sec): 3 clusters Score: Raw -467869.031438 + Penalty 4063.240390 = -463805.791049 nChanged 38 SP:Iteration 15Q (8546.110000 sec): 3 clusters Score: Raw -467889.429044 + Penalty 4063.240390 = -463826.188654 nChanged 38 SP:Iteration 16Q (8546.310000 sec): 3 clusters Score: Raw -467908.520260 + Penalty 4063.240390 = -463845.279871 nChanged 32 SP:Iteration 17Q (8546.530000 sec): 3 clusters Score: Raw -467921.910279 + Penalty 4063.240390 = -463858.669890 nChanged 27 SP:Iteration 18Q (8546.710000 sec): 3 clusters Score: Raw -467932.905778 + Penalty 4063.240390 = -463869.665388 nChanged 30 SP:Iteration 19Q (8546.900000 sec): 3 clusters Score: Raw -467949.429237 + Penalty 4063.240390 = -463886.188847 nChanged 31 SP:Iteration 20F (8547.110000 sec): 3 clusters Score: Raw -467962.559535 + Penalty 4063.240390 = -463899.319145 nChanged 24 SP:Iteration 21Q (8547.350000 sec): 3 clusters Score: Raw -467972.992354 + Penalty 4063.240390 = -463909.751965 nChanged 21 SP:Iteration 22Q (8547.540000 sec): 3 clusters Score: Raw -467981.411584 + Penalty 4063.240390 = -463918.171194 nChanged 18 SP:Iteration 23Q (8547.740000 sec): 3 clusters Score: Raw -467988.306495 + Penalty 4063.240390 = -463925.066105 nChanged 19 SP:Iteration 24Q (8547.920000 sec): 3 clusters Score: Raw -467996.312962 + Penalty 4063.240390 = -463933.072572 nChanged 15 SP:Iteration 25Q (8548.090000 sec): 3 clusters Score: Raw -468002.989343 + Penalty 4063.240390 = -463939.748953 nChanged 14 SP:Iteration 26Q (8548.310000 sec): 3 clusters Score: Raw -468007.048376 + Penalty 4063.240390 = -463943.807986 nChanged 11 SP:Iteration 27Q (8548.540000 sec): 3 clusters Score: Raw -468010.790513 + Penalty 4063.240390 = -463947.550123 nChanged 8 SP:Iteration 28Q (8548.780000 sec): 3 clusters Score: Raw -468013.051511 + Penalty 4063.240390 = -463949.811121 nChanged 4 SP:Iteration 29Q (8548.980000 sec): 3 clusters Score: Raw -468014.451775 + Penalty 4063.240390 = -463951.211385 nChanged 5 SP:Iteration 30Q (8549.240000 sec): 3 clusters Score: Raw -468016.962596 + Penalty 4063.240390 = -463953.722206 nChanged 4 SP:Iteration 31Q (8549.440000 sec): 3 clusters Score: Raw -468018.464073 + Penalty 4063.240390 = -463955.223683 nChanged 3 SP:Iteration 32Q (8549.680000 sec): 3 clusters Score: Raw -468019.121305 + Penalty 4063.240390 = -463955.880915 nChanged 2 SP:Iteration 33Q (8549.840000 sec): 3 clusters Score: Raw -468020.553759 + Penalty 4063.240390 = -463957.313369 nChanged 2 SP:Iteration 34Q (8550.040000 sec): 3 clusters Score: Raw -468021.141428 + Penalty 4063.240390 = -463957.901039 nChanged 1 SP:Iteration 35Q (8550.270000 sec): 3 clusters Score: Raw -468021.492539 + Penalty 4063.240390 = -463958.252150 nChanged 1 SP:Iteration 36Q (8550.490000 sec): 3 clusters Score: Raw -468022.060321 + Penalty 4063.240390 = -463958.819932 nChanged 2 SP:Iteration 37Q (8550.670000 sec): 3 clusters Score: Raw -468022.844278 + Penalty 4063.240390 = -463959.603888 nChanged 2 SP:Iteration 38Q (8550.920000 sec): 3 clusters Score: Raw -468023.612422 + Penalty 4063.240390 = -463960.372032 nChanged 1 SP:Iteration 39Q (8551.120000 sec): 3 clusters Score: Raw -468023.788706 + Penalty 4063.240390 = -463960.548317 nChanged 2 SP:Iteration 40F (8551.320000 sec): 3 clusters Score: Raw -468024.891489 + Penalty 4063.240390 = -463961.651099 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8551.430000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8551.630000 sec): 3 clusters Score: Raw -155726.863822 + Penalty 3535.733989 = -152191.129833 nChanged 346 SP:Iteration 1F (8551.880000 sec): 3 clusters Score: Raw -156045.944621 + Penalty 3535.733989 = -152510.210631 nChanged 96 SP:Iteration 2F (8552.020000 sec): 3 clusters Score: Raw -156169.544820 + Penalty 3535.733989 = -152633.810831 nChanged 50 SP:Iteration 3Q (8552.190000 sec): 3 clusters Score: Raw -156222.997756 + Penalty 3535.733989 = -152687.263767 nChanged 29 SP:Iteration 4Q (8552.390000 sec): 3 clusters Score: Raw -156260.643472 + Penalty 3535.733989 = -152724.909483 nChanged 17 SP:Iteration 5Q (8552.600000 sec): 3 clusters Score: Raw -156276.414794 + Penalty 3535.733989 = -152740.680805 nChanged 11 SP:Iteration 6Q (8552.790000 sec): 3 clusters Score: Raw -156285.770821 + Penalty 3535.733989 = -152750.036832 nChanged 9 SP:Iteration 7Q (8552.970000 sec): 3 clusters Score: Raw -156295.635697 + Penalty 3535.733989 = -152759.901708 nChanged 5 SP:Iteration 8Q (8553.180000 sec): 3 clusters Score: Raw -156300.483635 + Penalty 3535.733989 = -152764.749646 nChanged 6 SP:Iteration 9Q (8553.360000 sec): 3 clusters Score: Raw -156305.824029 + Penalty 3535.733989 = -152770.090040 nChanged 6 SP:Iteration 10Q (8553.520000 sec): 3 clusters Score: Raw -156310.310565 + Penalty 3535.733989 = -152774.576576 nChanged 0 SP:Iteration 11F (8553.670000 sec): 3 clusters Score: Raw -156310.310565 + Penalty 3535.733989 = -152774.576576 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8553.770000 sec): 2 clusters Score: Raw -41609.703992 + Penalty 1452.767422 = -40156.936570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8553.910000 sec): 3 clusters Score: Raw -41751.747375 + Penalty 2905.534845 = -38846.212531 nChanged 51 SP:Iteration 1F (8554.070000 sec): 3 clusters Score: Raw -41873.045581 + Penalty 2905.534845 = -38967.510737 nChanged 12 SP:Iteration 2Q (8554.170000 sec): 3 clusters Score: Raw -41908.055485 + Penalty 2905.534845 = -39002.520641 nChanged 10 SP:Iteration 3Q (8554.320000 sec): 3 clusters Score: Raw -41989.630938 + Penalty 2905.534845 = -39084.096093 nChanged 12 SP:Iteration 4Q (8554.460000 sec): 3 clusters Score: Raw -42076.433676 + Penalty 2905.534845 = -39170.898831 nChanged 14 SP:Iteration 5Q (8554.550000 sec): 3 clusters Score: Raw -42146.633704 + Penalty 2905.534845 = -39241.098860 nChanged 8 SP:Iteration 6Q (8554.700000 sec): 3 clusters Score: Raw -42181.133390 + Penalty 2905.534845 = -39275.598545 nChanged 5 SP:Iteration 7Q (8554.880000 sec): 3 clusters Score: Raw -42205.957617 + Penalty 2905.534845 = -39300.422773 nChanged 1 SP:Iteration 8Q (8555.130000 sec): 3 clusters Score: Raw -42211.901366 + Penalty 2905.534845 = -39306.366522 nChanged 3 SP:Iteration 9Q (8555.310000 sec): 3 clusters Score: Raw -42235.366103 + Penalty 2905.534845 = -39329.831258 nChanged 3 SP:Iteration 10Q (8555.470000 sec): 3 clusters Score: Raw -42257.425737 + Penalty 2905.534845 = -39351.890892 nChanged 1 SP:Iteration 11Q (8555.630000 sec): 3 clusters Score: Raw -42261.202006 + Penalty 2905.534845 = -39355.667161 nChanged 3 SP:Iteration 12Q (8555.840000 sec): 3 clusters Score: Raw -42281.910417 + Penalty 2905.534845 = -39376.375572 nChanged 2 SP:Iteration 13Q (8556.040000 sec): 3 clusters Score: Raw -42289.488702 + Penalty 2905.534845 = -39383.953857 nChanged 2 SP:Iteration 14Q (8556.210000 sec): 3 clusters Score: Raw -42295.695743 + Penalty 2905.534845 = -39390.160899 nChanged 1 SP:Iteration 15Q (8556.440000 sec): 3 clusters Score: Raw -42299.699239 + Penalty 2905.534845 = -39394.164394 nChanged 1 SP:Iteration 16Q (8556.600000 sec): 3 clusters Score: Raw -42316.077947 + Penalty 2905.534845 = -39410.543102 nChanged 5 SP:Iteration 17Q (8556.770000 sec): 3 clusters Score: Raw -42358.975423 + Penalty 2905.534845 = -39453.440578 nChanged 4 SP:Iteration 18Q (8556.970000 sec): 3 clusters Score: Raw -42374.966775 + Penalty 2905.534845 = -39469.431930 nChanged 4 SP:Iteration 19Q (8557.110000 sec): 3 clusters Score: Raw -42432.243648 + Penalty 2905.534845 = -39526.708804 nChanged 6 SP:Iteration 20F (8557.320000 sec): 3 clusters Score: Raw -42474.425309 + Penalty 2905.534845 = -39568.890464 nChanged 7 SP:Iteration 21Q (8557.540000 sec): 3 clusters Score: Raw -42519.963461 + Penalty 2905.534845 = -39614.428617 nChanged 5 SP:Iteration 22Q (8557.700000 sec): 3 clusters Score: Raw -42551.888896 + Penalty 2905.534845 = -39646.354052 nChanged 6 SP:Iteration 23Q (8557.880000 sec): 3 clusters Score: Raw -42637.641071 + Penalty 2905.534845 = -39732.106226 nChanged 6 SP:Iteration 24Q (8558.060000 sec): 3 clusters Score: Raw -42812.543265 + Penalty 2905.534845 = -39907.008421 nChanged 4 SP:Iteration 25Q (8558.240000 sec): 3 clusters Score: Raw -42856.637625 + Penalty 2905.534845 = -39951.102780 nChanged 3 SP:Iteration 26Q (8558.440000 sec): 3 clusters Score: Raw -42886.591350 + Penalty 2905.534845 = -39981.056506 nChanged 2 SP:Iteration 27Q (8558.660000 sec): 3 clusters Score: Raw -42931.547371 + Penalty 2905.534845 = -40026.012526 nChanged 3 SP:Iteration 28Q (8558.800000 sec): 3 clusters Score: Raw -42963.502664 + Penalty 2905.534845 = -40057.967819 nChanged 1 SP:Iteration 29Q (8559.000000 sec): 3 clusters Score: Raw -42972.299773 + Penalty 2905.534845 = -40066.764928 nChanged 0 SP:Iteration 30F (8559.180000 sec): 3 clusters Score: Raw -42972.299773 + Penalty 2905.534845 = -40066.764928 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (32747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8559.520000 sec): 2 clusters Score: Raw -4506911.526673 + Penalty 2578.348525 = -4504333.178148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8559.890000 sec): 3 clusters Score: Raw -4487289.697301 + Penalty 5156.697050 = -4482133.000251 nChanged 14810 SP:Iteration 1F (8560.290000 sec): 3 clusters Score: Raw -4495194.751123 + Penalty 5156.697050 = -4490038.054073 nChanged 1558 SP:Iteration 2Q (8560.680000 sec): 3 clusters Score: Raw -4495706.947963 + Penalty 5156.697050 = -4490550.250913 nChanged 1445 SP:Iteration 3Q (8561.110000 sec): 3 clusters Score: Raw -4496229.662759 + Penalty 5156.697050 = -4491072.965708 nChanged 1538 SP:Iteration 4Q (8561.480000 sec): 3 clusters Score: Raw -4496894.620039 + Penalty 5156.697050 = -4491737.922989 nChanged 1788 SP:Iteration 5F (8561.870000 sec): 3 clusters Score: Raw -4497846.074779 + Penalty 5156.697050 = -4492689.377728 nChanged 2165 SP:Iteration 6F (8562.270000 sec): 3 clusters Score: Raw -4499318.113155 + Penalty 5156.697050 = -4494161.416105 nChanged 2513 SP:Iteration 7F (8562.640000 sec): 3 clusters Score: Raw -4501411.175501 + Penalty 5156.697050 = -4496254.478450 nChanged 2457 SP:Iteration 8F (8563.080000 sec): 3 clusters Score: Raw -4503747.742287 + Penalty 5156.697050 = -4498591.045237 nChanged 1814 SP:Iteration 9F (8563.520000 sec): 3 clusters Score: Raw -4505566.314318 + Penalty 5156.697050 = -4500409.617268 nChanged 975 SP:Iteration 10Q (8563.930000 sec): 3 clusters Score: Raw -4506526.437582 + Penalty 5156.697050 = -4501369.740532 nChanged 375 SP:Iteration 11Q (8564.290000 sec): 3 clusters Score: Raw -4506900.177145 + Penalty 5156.697050 = -4501743.480095 nChanged 135 SP:Iteration 12Q (8564.690000 sec): 3 clusters Score: Raw -4507053.078936 + Penalty 5156.697050 = -4501896.381885 nChanged 57 SP:Iteration 13Q (8565.060000 sec): 3 clusters Score: Raw -4507141.559060 + Penalty 5156.697050 = -4501984.862010 nChanged 28 SP:Iteration 14Q (8565.470000 sec): 3 clusters Score: Raw -4507174.257038 + Penalty 5156.697050 = -4502017.559988 nChanged 15 SP:Iteration 15Q (8565.820000 sec): 3 clusters Score: Raw -4507196.916592 + Penalty 5156.697050 = -4502040.219542 nChanged 9 SP:Iteration 16Q (8566.220000 sec): 3 clusters Score: Raw -4507210.915918 + Penalty 5156.697050 = -4502054.218868 nChanged 6 SP:Iteration 17Q (8566.620000 sec): 3 clusters Score: Raw -4507215.898430 + Penalty 5156.697050 = -4502059.201379 nChanged 3 SP:Iteration 18Q (8566.970000 sec): 3 clusters Score: Raw -4507219.880385 + Penalty 5156.697050 = -4502063.183334 nChanged 0 SP:Iteration 19F (8567.380000 sec): 3 clusters Score: Raw -4507219.880385 + Penalty 5156.697050 = -4502063.183334 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8567.500000 sec): 2 clusters Score: Raw -103926.617498 + Penalty 1656.851960 = -102269.765538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8567.760000 sec): 3 clusters Score: Raw -103773.789019 + Penalty 3313.703921 = -100460.085099 nChanged 181 SP:Iteration 1F (8567.950000 sec): 3 clusters Score: Raw -103999.631917 + Penalty 3313.703921 = -100685.927996 nChanged 56 SP:Iteration 2F (8568.130000 sec): 3 clusters Score: Raw -104110.248014 + Penalty 3313.703921 = -100796.544094 nChanged 28 SP:Iteration 3Q (8568.280000 sec): 3 clusters Score: Raw -104159.904485 + Penalty 3313.703921 = -100846.200564 nChanged 19 SP:Iteration 4Q (8568.500000 sec): 3 clusters Score: Raw -104217.710675 + Penalty 3313.703921 = -100904.006755 nChanged 13 SP:Iteration 5Q (8568.720000 sec): 3 clusters Score: Raw -104260.745461 + Penalty 3313.703921 = -100947.041541 nChanged 14 SP:Iteration 6Q (8568.890000 sec): 3 clusters Score: Raw -104313.154317 + Penalty 3313.703921 = -100999.450397 nChanged 21 SP:Iteration 7Q (8569.110000 sec): 3 clusters Score: Raw -104351.559227 + Penalty 3313.703921 = -101037.855306 nChanged 15 SP:Iteration 8Q (8569.290000 sec): 3 clusters Score: Raw -104379.118523 + Penalty 3313.703921 = -101065.414603 nChanged 4 SP:Iteration 9Q (8569.460000 sec): 3 clusters Score: Raw -104388.465089 + Penalty 3313.703921 = -101074.761169 nChanged 5 SP:Iteration 10Q (8569.680000 sec): 3 clusters Score: Raw -104396.689494 + Penalty 3313.703921 = -101082.985574 nChanged 3 SP:Iteration 11Q (8569.870000 sec): 3 clusters Score: Raw -104401.347739 + Penalty 3313.703921 = -101087.643819 nChanged 2 SP:Iteration 12Q (8570.070000 sec): 3 clusters Score: Raw -104406.339774 + Penalty 3313.703921 = -101092.635853 nChanged 2 SP:Iteration 13Q (8570.240000 sec): 3 clusters Score: Raw -104409.067365 + Penalty 3313.703921 = -101095.363444 nChanged 0 SP:Iteration 14F (8570.430000 sec): 3 clusters Score: Raw -104409.067365 + Penalty 3313.703921 = -101095.363444 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8570.550000 sec): 2 clusters Score: Raw -339246.790574 + Penalty 1948.463285 = -337298.327289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8570.780000 sec): 3 clusters Score: Raw -338212.814666 + Penalty 3896.926569 = -334315.888097 nChanged 878 SP:Iteration 1F (8571.000000 sec): 3 clusters Score: Raw -338762.677054 + Penalty 3896.926569 = -334865.750485 nChanged 167 SP:Iteration 2F (8571.180000 sec): 3 clusters Score: Raw -338896.286357 + Penalty 3896.926569 = -334999.359788 nChanged 116 SP:Iteration 3Q (8571.370000 sec): 3 clusters Score: Raw -338971.969383 + Penalty 3896.926569 = -335075.042813 nChanged 73 SP:Iteration 4Q (8571.540000 sec): 3 clusters Score: Raw -339013.291556 + Penalty 3896.926569 = -335116.364987 nChanged 55 SP:Iteration 5Q (8571.700000 sec): 3 clusters Score: Raw -339046.731770 + Penalty 3896.926569 = -335149.805200 nChanged 43 SP:Iteration 6Q (8571.880000 sec): 3 clusters Score: Raw -339070.177874 + Penalty 3896.926569 = -335173.251304 nChanged 36 SP:Iteration 7Q (8572.140000 sec): 3 clusters Score: Raw -339089.560584 + Penalty 3896.926569 = -335192.634015 nChanged 23 SP:Iteration 8Q (8572.330000 sec): 3 clusters Score: Raw -339103.696664 + Penalty 3896.926569 = -335206.770095 nChanged 16 SP:Iteration 9Q (8572.580000 sec): 3 clusters Score: Raw -339112.422340 + Penalty 3896.926569 = -335215.495771 nChanged 12 SP:Iteration 10Q (8572.740000 sec): 3 clusters Score: Raw -339122.796349 + Penalty 3896.926569 = -335225.869779 nChanged 19 SP:Iteration 11Q (8572.960000 sec): 3 clusters Score: Raw -339132.990156 + Penalty 3896.926569 = -335236.063587 nChanged 12 SP:Iteration 12Q (8573.170000 sec): 3 clusters Score: Raw -339140.386027 + Penalty 3896.926569 = -335243.459458 nChanged 12 SP:Iteration 13Q (8573.350000 sec): 3 clusters Score: Raw -339148.167307 + Penalty 3896.926569 = -335251.240737 nChanged 16 SP:Iteration 14Q (8573.590000 sec): 3 clusters Score: Raw -339156.645126 + Penalty 3896.926569 = -335259.718557 nChanged 11 SP:Iteration 15Q (8573.790000 sec): 3 clusters Score: Raw -339160.001321 + Penalty 3896.926569 = -335263.074752 nChanged 5 SP:Iteration 16Q (8573.970000 sec): 3 clusters Score: Raw -339161.796064 + Penalty 3896.926569 = -335264.869494 nChanged 2 SP:Iteration 17Q (8574.140000 sec): 3 clusters Score: Raw -339162.334780 + Penalty 3896.926569 = -335265.408211 nChanged 1 SP:Iteration 18Q (8574.320000 sec): 3 clusters Score: Raw -339162.864290 + Penalty 3896.926569 = -335265.937721 nChanged 1 SP:Iteration 19Q (8574.560000 sec): 3 clusters Score: Raw -339163.114656 + Penalty 3896.926569 = -335266.188087 nChanged 0 SP:Iteration 20F (8574.800000 sec): 3 clusters Score: Raw -339163.114656 + Penalty 3896.926569 = -335266.188087 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8574.890000 sec): 2 clusters Score: Raw -277450.725361 + Penalty 1895.107981 = -275555.617380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8575.100000 sec): 3 clusters Score: Raw -276633.286158 + Penalty 3790.215963 = -272843.070195 nChanged 649 SP:Iteration 1F (8575.340000 sec): 3 clusters Score: Raw -277118.042467 + Penalty 3790.215963 = -273327.826504 nChanged 154 SP:Iteration 2F (8575.520000 sec): 3 clusters Score: Raw -277244.879816 + Penalty 3790.215963 = -273454.663853 nChanged 81 SP:Iteration 3Q (8575.720000 sec): 3 clusters Score: Raw -277312.351817 + Penalty 3790.215963 = -273522.135855 nChanged 56 SP:Iteration 4Q (8575.930000 sec): 3 clusters Score: Raw -277355.064324 + Penalty 3790.215963 = -273564.848361 nChanged 38 SP:Iteration 5Q (8576.150000 sec): 3 clusters Score: Raw -277383.696583 + Penalty 3790.215963 = -273593.480620 nChanged 38 SP:Iteration 6Q (8576.390000 sec): 3 clusters Score: Raw -277405.366099 + Penalty 3790.215963 = -273615.150136 nChanged 18 SP:Iteration 7Q (8576.550000 sec): 3 clusters Score: Raw -277417.112138 + Penalty 3790.215963 = -273626.896175 nChanged 19 SP:Iteration 8Q (8576.740000 sec): 3 clusters Score: Raw -277431.792676 + Penalty 3790.215963 = -273641.576713 nChanged 12 SP:Iteration 9Q (8576.870000 sec): 3 clusters Score: Raw -277440.243084 + Penalty 3790.215963 = -273650.027121 nChanged 13 SP:Iteration 10Q (8577.000000 sec): 3 clusters Score: Raw -277448.100323 + Penalty 3790.215963 = -273657.884361 nChanged 13 SP:Iteration 11Q (8577.190000 sec): 3 clusters Score: Raw -277456.709484 + Penalty 3790.215963 = -273666.493521 nChanged 9 SP:Iteration 12Q (8577.370000 sec): 3 clusters Score: Raw -277463.393847 + Penalty 3790.215963 = -273673.177884 nChanged 11 SP:Iteration 13Q (8577.590000 sec): 3 clusters Score: Raw -277467.948070 + Penalty 3790.215963 = -273677.732107 nChanged 7 SP:Iteration 14Q (8577.760000 sec): 3 clusters Score: Raw -277472.093943 + Penalty 3790.215963 = -273681.877980 nChanged 4 SP:Iteration 15Q (8577.960000 sec): 3 clusters Score: Raw -277473.489166 + Penalty 3790.215963 = -273683.273204 nChanged 4 SP:Iteration 16Q (8578.110000 sec): 3 clusters Score: Raw -277476.365928 + Penalty 3790.215963 = -273686.149965 nChanged 4 SP:Iteration 17Q (8578.340000 sec): 3 clusters Score: Raw -277478.065747 + Penalty 3790.215963 = -273687.849784 nChanged 2 SP:Iteration 18Q (8578.550000 sec): 3 clusters Score: Raw -277478.796065 + Penalty 3790.215963 = -273688.580102 nChanged 0 SP:Iteration 19F (8578.770000 sec): 3 clusters Score: Raw -277478.796065 + Penalty 3790.215963 = -273688.580102 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8578.840000 sec): 2 clusters Score: Raw -36184.680099 + Penalty 1442.643568 = -34742.036531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8579.080000 sec): 3 clusters Score: Raw -36625.773571 + Penalty 2885.287135 = -33740.486436 nChanged 75 SP:Iteration 1F (8579.280000 sec): 3 clusters Score: Raw -37105.513503 + Penalty 2885.287135 = -34220.226368 nChanged 37 SP:Iteration 2F (8579.510000 sec): 3 clusters Score: Raw -37341.717895 + Penalty 2885.287135 = -34456.430760 nChanged 10 SP:Iteration 3Q (8579.670000 sec): 3 clusters Score: Raw -37385.356894 + Penalty 2885.287135 = -34500.069759 nChanged 3 SP:Iteration 4Q (8579.930000 sec): 3 clusters Score: Raw -37395.765992 + Penalty 2885.287135 = -34510.478856 nChanged 2 SP:Iteration 5Q (8580.120000 sec): 3 clusters Score: Raw -37410.529012 + Penalty 2885.287135 = -34525.241876 nChanged 2 SP:Iteration 6Q (8580.340000 sec): 3 clusters Score: Raw -37433.222988 + Penalty 2885.287135 = -34547.935852 nChanged 1 SP:Iteration 7Q (8580.560000 sec): 3 clusters Score: Raw -37437.256924 + Penalty 2885.287135 = -34551.969789 nChanged 0 SP:Iteration 8F (8580.740000 sec): 3 clusters Score: Raw -37437.256924 + Penalty 2885.287135 = -34551.969789 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8580.860000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8581.050000 sec): 3 clusters Score: Raw -44996.434932 + Penalty 2916.744361 = -42079.690570 nChanged 54 SP:Iteration 1F (8581.220000 sec): 3 clusters Score: Raw -45209.679300 + Penalty 2916.744361 = -42292.934939 nChanged 20 SP:Iteration 2F (8581.410000 sec): 3 clusters Score: Raw -45328.036150 + Penalty 2916.744361 = -42411.291789 nChanged 11 SP:Iteration 3Q (8581.610000 sec): 3 clusters Score: Raw -45402.453922 + Penalty 2916.744361 = -42485.709561 nChanged 9 SP:Iteration 4Q (8581.790000 sec): 3 clusters Score: Raw -45444.550589 + Penalty 2916.744361 = -42527.806228 nChanged 6 SP:Iteration 5Q (8582.010000 sec): 3 clusters Score: Raw -45472.051798 + Penalty 2916.744361 = -42555.307437 nChanged 4 SP:Iteration 6Q (8582.210000 sec): 3 clusters Score: Raw -45497.284654 + Penalty 2916.744361 = -42580.540293 nChanged 3 SP:Iteration 7Q (8582.430000 sec): 3 clusters Score: Raw -45530.862729 + Penalty 2916.744361 = -42614.118368 nChanged 4 SP:Iteration 8Q (8582.620000 sec): 3 clusters Score: Raw -45554.508469 + Penalty 2916.744361 = -42637.764108 nChanged 2 SP:Iteration 9Q (8582.810000 sec): 3 clusters Score: Raw -45566.576377 + Penalty 2916.744361 = -42649.832015 nChanged 4 SP:Iteration 10Q (8582.960000 sec): 3 clusters Score: Raw -45588.762473 + Penalty 2916.744361 = -42672.018112 nChanged 2 SP:Iteration 11Q (8583.170000 sec): 3 clusters Score: Raw -45619.927243 + Penalty 2916.744361 = -42703.182882 nChanged 3 SP:Iteration 12Q (8583.390000 sec): 3 clusters Score: Raw -45633.293582 + Penalty 2916.744361 = -42716.549221 nChanged 0 SP:Iteration 13F (8583.580000 sec): 3 clusters Score: Raw -45633.293582 + Penalty 2916.744361 = -42716.549221 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8583.710000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8583.890000 sec): 3 clusters Score: Raw -73807.435528 + Penalty 3128.816827 = -70678.618701 nChanged 105 SP:Iteration 1F (8584.100000 sec): 3 clusters Score: Raw -74000.260512 + Penalty 3128.816827 = -70871.443685 nChanged 31 SP:Iteration 2F (8584.320000 sec): 3 clusters Score: Raw -74079.542165 + Penalty 3128.816827 = -70950.725338 nChanged 17 SP:Iteration 3Q (8584.470000 sec): 3 clusters Score: Raw -74123.890110 + Penalty 3128.816827 = -70995.073283 nChanged 8 SP:Iteration 4Q (8584.700000 sec): 3 clusters Score: Raw -74150.486223 + Penalty 3128.816827 = -71021.669396 nChanged 7 SP:Iteration 5Q (8584.880000 sec): 3 clusters Score: Raw -74168.054733 + Penalty 3128.816827 = -71039.237906 nChanged 3 SP:Iteration 6Q (8585.040000 sec): 3 clusters Score: Raw -74174.707352 + Penalty 3128.816827 = -71045.890525 nChanged 2 SP:Iteration 7Q (8585.220000 sec): 3 clusters Score: Raw -74179.034717 + Penalty 3128.816827 = -71050.217890 nChanged 2 SP:Iteration 8Q (8585.330000 sec): 3 clusters Score: Raw -74181.780168 + Penalty 3128.816827 = -71052.963341 nChanged 0 SP:Iteration 9F (8585.520000 sec): 3 clusters Score: Raw -74181.780168 + Penalty 3128.816827 = -71052.963341 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8585.680000 sec): 2 clusters Score: Raw -18605.269934 + Penalty 1307.703891 = -17297.566043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8585.880000 sec): 3 clusters Score: Raw -18923.316682 + Penalty 2615.407781 = -16307.908901 nChanged 18 SP:Iteration 1F (8586.130000 sec): 3 clusters Score: Raw -19049.309776 + Penalty 2615.407781 = -16433.901995 nChanged 10 SP:Iteration 2F (8586.370000 sec): 3 clusters Score: Raw -19123.262073 + Penalty 2615.407781 = -16507.854292 nChanged 6 SP:Iteration 3Q (8586.590000 sec): 3 clusters Score: Raw -19178.813188 + Penalty 2615.407781 = -16563.405407 nChanged 9 SP:Iteration 4Q (8586.820000 sec): 3 clusters Score: Raw -19270.351023 + Penalty 2615.407781 = -16654.943242 nChanged 6 SP:Iteration 5Q (8586.960000 sec): 3 clusters Score: Raw -19342.821331 + Penalty 2615.407781 = -16727.413550 nChanged 3 SP:Iteration 6Q (8587.170000 sec): 3 clusters Score: Raw -19387.687184 + Penalty 2615.407781 = -16772.279402 nChanged 3 SP:Iteration 7Q (8587.390000 sec): 3 clusters Score: Raw -19430.512134 + Penalty 2615.407781 = -16815.104353 nChanged 5 SP:Iteration 8Q (8587.600000 sec): 3 clusters Score: Raw -19478.454144 + Penalty 2615.407781 = -16863.046363 nChanged 2 SP:Iteration 9Q (8587.780000 sec): 3 clusters Score: Raw -19506.207789 + Penalty 2615.407781 = -16890.800008 nChanged 2 SP:Iteration 10Q (8587.980000 sec): 3 clusters Score: Raw -19528.003050 + Penalty 2615.407781 = -16912.595269 nChanged 0 SP:Iteration 11F (8588.140000 sec): 3 clusters Score: Raw -19528.003050 + Penalty 2615.407781 = -16912.595269 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8588.240000 sec): 2 clusters Score: Raw -15353.359955 + Penalty 1223.749535 = -14129.610419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8588.500000 sec): 3 clusters Score: Raw -15658.329616 + Penalty 2447.499071 = -13210.830546 nChanged 2 SP:Iteration 1Q (8588.700000 sec): 3 clusters Score: Raw -15677.529271 + Penalty 2447.499071 = -13230.030200 nChanged 1 SP:Iteration 2Q (8588.950000 sec): 3 clusters Score: Raw -15689.670662 + Penalty 2447.499071 = -13242.171592 nChanged 0 SP:Iteration 3F (8589.140000 sec): 3 clusters Score: Raw -15689.670662 + Penalty 2447.499071 = -13242.171592 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8589.240000 sec): 2 clusters Score: Raw -67224.277258 + Penalty 1552.849938 = -65671.427320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8589.430000 sec): 3 clusters Score: Raw -67228.930722 + Penalty 3105.699875 = -64123.230847 nChanged 92 SP:Iteration 1F (8589.620000 sec): 3 clusters Score: Raw -67431.924748 + Penalty 3105.699875 = -64326.224873 nChanged 23 SP:Iteration 2Q (8589.840000 sec): 3 clusters Score: Raw -67473.677257 + Penalty 3105.699875 = -64367.977382 nChanged 8 SP:Iteration 3Q (8590.010000 sec): 3 clusters Score: Raw -67491.204185 + Penalty 3105.699875 = -64385.504309 nChanged 2 SP:Iteration 4Q (8590.250000 sec): 3 clusters Score: Raw -67494.067702 + Penalty 3105.699875 = -64388.367826 nChanged 1 SP:Iteration 5Q (8590.430000 sec): 3 clusters Score: Raw -67494.989158 + Penalty 3105.699875 = -64389.289282 nChanged 0 SP:Iteration 6F (8590.570000 sec): 3 clusters Score: Raw -67494.989158 + Penalty 3105.699875 = -64389.289282 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (24933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8590.850000 sec): 2 clusters Score: Raw -3366427.754878 + Penalty 2510.738982 = -3363917.015896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8591.260000 sec): 3 clusters Score: Raw -3351610.124178 + Penalty 5021.477963 = -3346588.646215 nChanged 11202 SP:Iteration 1F (8591.590000 sec): 3 clusters Score: Raw -3357659.624448 + Penalty 5021.477963 = -3352638.146484 nChanged 1232 SP:Iteration 2Q (8591.980000 sec): 3 clusters Score: Raw -3358093.895231 + Penalty 5021.477963 = -3353072.417268 nChanged 1162 SP:Iteration 3Q (8592.340000 sec): 3 clusters Score: Raw -3358548.466911 + Penalty 5021.477963 = -3353526.988948 nChanged 1211 SP:Iteration 4Q (8592.690000 sec): 3 clusters Score: Raw -3359107.595958 + Penalty 5021.477963 = -3354086.117995 nChanged 1348 SP:Iteration 5F (8593.030000 sec): 3 clusters Score: Raw -3359853.288533 + Penalty 5021.477963 = -3354831.810570 nChanged 1566 SP:Iteration 6F (8593.350000 sec): 3 clusters Score: Raw -3360859.590170 + Penalty 5021.477963 = -3355838.112207 nChanged 1691 SP:Iteration 7F (8593.690000 sec): 3 clusters Score: Raw -3362058.226227 + Penalty 5021.477963 = -3357036.748264 nChanged 1624 SP:Iteration 8F (8594.050000 sec): 3 clusters Score: Raw -3363298.119882 + Penalty 5021.477963 = -3358276.641919 nChanged 1337 SP:Iteration 9F (8594.370000 sec): 3 clusters Score: Raw -3364564.533338 + Penalty 5021.477963 = -3359543.055375 nChanged 986 SP:Iteration 10Q (8594.690000 sec): 3 clusters Score: Raw -3365831.918103 + Penalty 5021.477963 = -3360810.440140 nChanged 667 SP:Iteration 11Q (8595.050000 sec): 3 clusters Score: Raw -3366784.840636 + Penalty 5021.477963 = -3361763.362673 nChanged 440 SP:Iteration 12Q (8595.420000 sec): 3 clusters Score: Raw -3367094.766237 + Penalty 5021.477963 = -3362073.288274 nChanged 231 SP:Iteration 13Q (8595.850000 sec): 3 clusters Score: Raw -3367184.816468 + Penalty 5021.477963 = -3362163.338505 nChanged 118 SP:Iteration 14Q (8596.250000 sec): 3 clusters Score: Raw -3367218.021711 + Penalty 5021.477963 = -3362196.543748 nChanged 69 SP:Iteration 15Q (8596.540000 sec): 3 clusters Score: Raw -3367234.876653 + Penalty 5021.477963 = -3362213.398690 nChanged 53 SP:Iteration 16Q (8596.880000 sec): 3 clusters Score: Raw -3367245.238586 + Penalty 5021.477963 = -3362223.760622 nChanged 37 SP:Iteration 17Q (8597.200000 sec): 3 clusters Score: Raw -3367251.757915 + Penalty 5021.477963 = -3362230.279952 nChanged 23 SP:Iteration 18Q (8597.500000 sec): 3 clusters Score: Raw -3367255.205170 + Penalty 5021.477963 = -3362233.727207 nChanged 16 SP:Iteration 19Q (8597.810000 sec): 3 clusters Score: Raw -3367258.159009 + Penalty 5021.477963 = -3362236.681046 nChanged 17 SP:Iteration 20F (8598.160000 sec): 3 clusters Score: Raw -3367261.377525 + Penalty 5021.477963 = -3362239.899562 nChanged 15 SP:Iteration 21Q (8598.460000 sec): 3 clusters Score: Raw -3367263.569819 + Penalty 5021.477963 = -3362242.091856 nChanged 7 SP:Iteration 22Q (8598.770000 sec): 3 clusters Score: Raw -3367264.355702 + Penalty 5021.477963 = -3362242.877739 nChanged 11 SP:Iteration 23Q (8599.120000 sec): 3 clusters Score: Raw -3367265.752164 + Penalty 5021.477963 = -3362244.274201 nChanged 11 SP:Iteration 24Q (8599.440000 sec): 3 clusters Score: Raw -3367267.466954 + Penalty 5021.477963 = -3362245.988991 nChanged 11 SP:Iteration 25Q (8599.740000 sec): 3 clusters Score: Raw -3367269.095543 + Penalty 5021.477963 = -3362247.617580 nChanged 7 SP:Iteration 26Q (8600.100000 sec): 3 clusters Score: Raw -3367269.739049 + Penalty 5021.477963 = -3362248.261086 nChanged 9 SP:Iteration 27Q (8600.450000 sec): 3 clusters Score: Raw -3367271.225830 + Penalty 5021.477963 = -3362249.747867 nChanged 5 SP:Iteration 28Q (8600.780000 sec): 3 clusters Score: Raw -3367271.672825 + Penalty 5021.477963 = -3362250.194862 nChanged 2 SP:Iteration 29Q (8601.070000 sec): 3 clusters Score: Raw -3367271.835172 + Penalty 5021.477963 = -3362250.357209 nChanged 2 SP:Iteration 30Q (8601.450000 sec): 3 clusters Score: Raw -3367272.430965 + Penalty 5021.477963 = -3362250.953002 nChanged 6 SP:Iteration 31Q (8601.720000 sec): 3 clusters Score: Raw -3367273.424504 + Penalty 5021.477963 = -3362251.946541 nChanged 7 SP:Iteration 32Q (8602.040000 sec): 3 clusters Score: Raw -3367274.559141 + Penalty 5021.477963 = -3362253.081178 nChanged 9 SP:Iteration 33Q (8602.350000 sec): 3 clusters Score: Raw -3367275.668881 + Penalty 5021.477963 = -3362254.190918 nChanged 4 SP:Iteration 34Q (8602.730000 sec): 3 clusters Score: Raw -3367276.027053 + Penalty 5021.477963 = -3362254.549090 nChanged 3 SP:Iteration 35Q (8603.020000 sec): 3 clusters Score: Raw -3367276.285517 + Penalty 5021.477963 = -3362254.807554 nChanged 2 SP:Iteration 36Q (8603.340000 sec): 3 clusters Score: Raw -3367276.653784 + Penalty 5021.477963 = -3362255.175821 nChanged 4 SP:Iteration 37Q (8603.690000 sec): 3 clusters Score: Raw -3367277.132767 + Penalty 5021.477963 = -3362255.654804 nChanged 4 SP:Iteration 38Q (8603.970000 sec): 3 clusters Score: Raw -3367277.452047 + Penalty 5021.477963 = -3362255.974083 nChanged 4 SP:Iteration 39Q (8604.250000 sec): 3 clusters Score: Raw -3367277.830551 + Penalty 5021.477963 = -3362256.352588 nChanged 6 SP:Iteration 40F (8604.570000 sec): 3 clusters Score: Raw -3367278.587826 + Penalty 5021.477963 = -3362257.109863 nChanged 5 SP:Iteration 41Q (8604.880000 sec): 3 clusters Score: Raw -3367279.446900 + Penalty 5021.477963 = -3362257.968937 nChanged 5 SP:Iteration 42Q (8605.200000 sec): 3 clusters Score: Raw -3367280.057250 + Penalty 5021.477963 = -3362258.579286 nChanged 2 SP:Iteration 43Q (8605.520000 sec): 3 clusters Score: Raw -3367280.357229 + Penalty 5021.477963 = -3362258.879266 nChanged 0 SP:Iteration 44F (8605.830000 sec): 3 clusters Score: Raw -3367280.357229 + Penalty 5021.477963 = -3362258.879266 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8605.900000 sec): 2 clusters Score: Raw -312407.732991 + Penalty 1928.892571 = -310478.840420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8606.030000 sec): 3 clusters Score: Raw -311493.410094 + Penalty 3857.785143 = -307635.624952 nChanged 790 SP:Iteration 1F (8606.160000 sec): 3 clusters Score: Raw -312026.269487 + Penalty 3857.785143 = -308168.484344 nChanged 190 SP:Iteration 2F (8606.280000 sec): 3 clusters Score: Raw -312211.645996 + Penalty 3857.785143 = -308353.860853 nChanged 133 SP:Iteration 3F (8606.410000 sec): 3 clusters Score: Raw -312321.330529 + Penalty 3857.785143 = -308463.545387 nChanged 81 SP:Iteration 4Q (8606.540000 sec): 3 clusters Score: Raw -312379.221056 + Penalty 3857.785143 = -308521.435914 nChanged 46 SP:Iteration 5Q (8606.670000 sec): 3 clusters Score: Raw -312408.393813 + Penalty 3857.785143 = -308550.608671 nChanged 45 SP:Iteration 6Q (8606.800000 sec): 3 clusters Score: Raw -312436.886857 + Penalty 3857.785143 = -308579.101714 nChanged 29 SP:Iteration 7Q (8606.940000 sec): 3 clusters Score: Raw -312458.036118 + Penalty 3857.785143 = -308600.250976 nChanged 32 SP:Iteration 8Q (8607.040000 sec): 3 clusters Score: Raw -312477.740136 + Penalty 3857.785143 = -308619.954993 nChanged 34 SP:Iteration 9Q (8607.160000 sec): 3 clusters Score: Raw -312502.355595 + Penalty 3857.785143 = -308644.570453 nChanged 27 SP:Iteration 10Q (8607.280000 sec): 3 clusters Score: Raw -312520.060759 + Penalty 3857.785143 = -308662.275617 nChanged 19 SP:Iteration 11Q (8607.400000 sec): 3 clusters Score: Raw -312530.648624 + Penalty 3857.785143 = -308672.863481 nChanged 23 SP:Iteration 12Q (8607.500000 sec): 3 clusters Score: Raw -312543.473888 + Penalty 3857.785143 = -308685.688745 nChanged 22 SP:Iteration 13Q (8607.600000 sec): 3 clusters Score: Raw -312555.303386 + Penalty 3857.785143 = -308697.518243 nChanged 16 SP:Iteration 14Q (8607.700000 sec): 3 clusters Score: Raw -312566.382452 + Penalty 3857.785143 = -308708.597309 nChanged 18 SP:Iteration 15Q (8607.800000 sec): 3 clusters Score: Raw -312576.671269 + Penalty 3857.785143 = -308718.886126 nChanged 17 SP:Iteration 16Q (8608.000000 sec): 3 clusters Score: Raw -312584.691892 + Penalty 3857.785143 = -308726.906750 nChanged 11 SP:Iteration 17Q (8608.190000 sec): 3 clusters Score: Raw -312589.744520 + Penalty 3857.785143 = -308731.959377 nChanged 8 SP:Iteration 18Q (8608.400000 sec): 3 clusters Score: Raw -312594.186549 + Penalty 3857.785143 = -308736.401407 nChanged 3 SP:Iteration 19Q (8608.570000 sec): 3 clusters Score: Raw -312596.181200 + Penalty 3857.785143 = -308738.396057 nChanged 6 SP:Iteration 20F (8608.720000 sec): 3 clusters Score: Raw -312600.435899 + Penalty 3857.785143 = -308742.650756 nChanged 8 SP:Iteration 21Q (8608.900000 sec): 3 clusters Score: Raw -312602.659375 + Penalty 3857.785143 = -308744.874232 nChanged 5 SP:Iteration 22Q (8609.060000 sec): 3 clusters Score: Raw -312605.333249 + Penalty 3857.785143 = -308747.548107 nChanged 4 SP:Iteration 23Q (8609.260000 sec): 3 clusters Score: Raw -312607.861992 + Penalty 3857.785143 = -308750.076850 nChanged 4 SP:Iteration 24Q (8609.480000 sec): 3 clusters Score: Raw -312608.999304 + Penalty 3857.785143 = -308751.214162 nChanged 2 SP:Iteration 25Q (8609.650000 sec): 3 clusters Score: Raw -312609.857236 + Penalty 3857.785143 = -308752.072094 nChanged 1 SP:Iteration 26Q (8609.850000 sec): 3 clusters Score: Raw -312610.435936 + Penalty 3857.785143 = -308752.650794 nChanged 2 SP:Iteration 27Q (8610.040000 sec): 3 clusters Score: Raw -312612.078005 + Penalty 3857.785143 = -308754.292862 nChanged 3 SP:Iteration 28Q (8610.200000 sec): 3 clusters Score: Raw -312612.887130 + Penalty 3857.785143 = -308755.101988 nChanged 1 SP:Iteration 29Q (8610.390000 sec): 3 clusters Score: Raw -312613.631259 + Penalty 3857.785143 = -308755.846116 nChanged 2 SP:Iteration 30Q (8610.560000 sec): 3 clusters Score: Raw -312614.502541 + Penalty 3857.785143 = -308756.717398 nChanged 1 SP:Iteration 31Q (8610.720000 sec): 3 clusters Score: Raw -312615.157391 + Penalty 3857.785143 = -308757.372248 nChanged 1 SP:Iteration 32Q (8610.890000 sec): 3 clusters Score: Raw -312615.913757 + Penalty 3857.785143 = -308758.128614 nChanged 1 SP:Iteration 33Q (8611.060000 sec): 3 clusters Score: Raw -312617.320681 + Penalty 3857.785143 = -308759.535538 nChanged 1 SP:Iteration 34Q (8611.240000 sec): 3 clusters Score: Raw -312620.086336 + Penalty 3857.785143 = -308762.301194 nChanged 1 SP:Iteration 35Q (8611.420000 sec): 3 clusters Score: Raw -312620.437366 + Penalty 3857.785143 = -308762.652223 nChanged 1 SP:Iteration 36Q (8611.570000 sec): 3 clusters Score: Raw -312620.687588 + Penalty 3857.785143 = -308762.902446 nChanged 1 SP:Iteration 37Q (8611.750000 sec): 3 clusters Score: Raw -312621.009188 + Penalty 3857.785143 = -308763.224045 nChanged 1 SP:Iteration 38Q (8611.940000 sec): 3 clusters Score: Raw -312621.390116 + Penalty 3857.785143 = -308763.604973 nChanged 1 SP:Iteration 39Q (8612.210000 sec): 3 clusters Score: Raw -312621.757346 + Penalty 3857.785143 = -308763.972203 nChanged 1 SP:Iteration 40F (8612.380000 sec): 3 clusters Score: Raw -312622.510435 + Penalty 3857.785143 = -308764.725292 nChanged 1 SP:Iteration 41Q (8612.550000 sec): 3 clusters Score: Raw -312623.707713 + Penalty 3857.785143 = -308765.922570 nChanged 4 SP:Iteration 42Q (8612.740000 sec): 3 clusters Score: Raw -312625.378729 + Penalty 3857.785143 = -308767.593587 nChanged 4 SP:Iteration 43Q (8612.960000 sec): 3 clusters Score: Raw -312626.876052 + Penalty 3857.785143 = -308769.090909 nChanged 2 SP:Iteration 44Q (8613.160000 sec): 3 clusters Score: Raw -312628.126613 + Penalty 3857.785143 = -308770.341470 nChanged 1 SP:Iteration 45Q (8613.360000 sec): 3 clusters Score: Raw -312628.576768 + Penalty 3857.785143 = -308770.791626 nChanged 0 SP:Iteration 46F (8613.580000 sec): 3 clusters Score: Raw -312628.576768 + Penalty 3857.785143 = -308770.791626 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8613.700000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8613.870000 sec): 3 clusters Score: Raw -102273.125335 + Penalty 3279.572353 = -98993.552981 nChanged 147 SP:Iteration 1F (8614.010000 sec): 3 clusters Score: Raw -102458.080263 + Penalty 3279.572353 = -99178.507909 nChanged 32 SP:Iteration 2Q (8614.160000 sec): 3 clusters Score: Raw -102510.852505 + Penalty 3279.572353 = -99231.280151 nChanged 17 SP:Iteration 3Q (8614.340000 sec): 3 clusters Score: Raw -102533.173694 + Penalty 3279.572353 = -99253.601341 nChanged 14 SP:Iteration 4Q (8614.510000 sec): 3 clusters Score: Raw -102562.569162 + Penalty 3279.572353 = -99282.996808 nChanged 12 SP:Iteration 5Q (8614.620000 sec): 3 clusters Score: Raw -102579.691883 + Penalty 3279.572353 = -99300.119530 nChanged 4 SP:Iteration 6Q (8614.760000 sec): 3 clusters Score: Raw -102584.790031 + Penalty 3279.572353 = -99305.217678 nChanged 2 SP:Iteration 7Q (8614.920000 sec): 3 clusters Score: Raw -102588.253214 + Penalty 3279.572353 = -99308.680861 nChanged 2 SP:Iteration 8Q (8615.100000 sec): 3 clusters Score: Raw -102593.039185 + Penalty 3279.572353 = -99313.466832 nChanged 1 SP:Iteration 9Q (8615.250000 sec): 3 clusters Score: Raw -102596.190152 + Penalty 3279.572353 = -99316.617798 nChanged 1 SP:Iteration 10Q (8615.410000 sec): 3 clusters Score: Raw -102599.031462 + Penalty 3279.572353 = -99319.459109 nChanged 2 SP:Iteration 11Q (8615.540000 sec): 3 clusters Score: Raw -102602.712796 + Penalty 3279.572353 = -99323.140442 nChanged 1 SP:Iteration 12Q (8615.700000 sec): 3 clusters Score: Raw -102604.051241 + Penalty 3279.572353 = -99324.478888 nChanged 2 SP:Iteration 13Q (8615.840000 sec): 3 clusters Score: Raw -102607.292875 + Penalty 3279.572353 = -99327.720522 nChanged 1 SP:Iteration 14Q (8615.990000 sec): 3 clusters Score: Raw -102608.524590 + Penalty 3279.572353 = -99328.952237 nChanged 0 SP:Iteration 15F (8616.140000 sec): 3 clusters Score: Raw -102608.524590 + Penalty 3279.572353 = -99328.952237 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8616.300000 sec): 2 clusters Score: Raw -1391335.679397 + Penalty 2286.263504 = -1389049.415893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8616.530000 sec): 3 clusters Score: Raw -1385923.728064 + Penalty 4572.527007 = -1381351.201057 nChanged 4199 SP:Iteration 1F (8616.780000 sec): 3 clusters Score: Raw -1388056.085521 + Penalty 4572.527007 = -1383483.558514 nChanged 612 SP:Iteration 2F (8617.000000 sec): 3 clusters Score: Raw -1388353.182869 + Penalty 4572.527007 = -1383780.655862 nChanged 528 SP:Iteration 3F (8617.230000 sec): 3 clusters Score: Raw -1388610.071912 + Penalty 4572.527007 = -1384037.544905 nChanged 453 SP:Iteration 4Q (8617.390000 sec): 3 clusters Score: Raw -1388813.557836 + Penalty 4572.527007 = -1384241.030829 nChanged 387 SP:Iteration 5Q (8617.600000 sec): 3 clusters Score: Raw -1388997.072905 + Penalty 4572.527007 = -1384424.545897 nChanged 394 SP:Iteration 6Q (8617.820000 sec): 3 clusters Score: Raw -1389193.710606 + Penalty 4572.527007 = -1384621.183598 nChanged 402 SP:Iteration 7Q (8618.000000 sec): 3 clusters Score: Raw -1389408.757349 + Penalty 4572.527007 = -1384836.230342 nChanged 434 SP:Iteration 8Q (8618.200000 sec): 3 clusters Score: Raw -1389674.058721 + Penalty 4572.527007 = -1385101.531713 nChanged 470 SP:Iteration 9Q (8618.370000 sec): 3 clusters Score: Raw -1389969.826902 + Penalty 4572.527007 = -1385397.299894 nChanged 423 SP:Iteration 10Q (8618.560000 sec): 3 clusters Score: Raw -1390225.948705 + Penalty 4572.527007 = -1385653.421697 nChanged 391 SP:Iteration 11Q (8618.770000 sec): 3 clusters Score: Raw -1390481.337684 + Penalty 4572.527007 = -1385908.810677 nChanged 332 SP:Iteration 12Q (8618.950000 sec): 3 clusters Score: Raw -1390685.614492 + Penalty 4572.527007 = -1386113.087485 nChanged 279 SP:Iteration 13Q (8619.160000 sec): 3 clusters Score: Raw -1390852.013166 + Penalty 4572.527007 = -1386279.486158 nChanged 227 SP:Iteration 14Q (8619.340000 sec): 3 clusters Score: Raw -1390987.425711 + Penalty 4572.527007 = -1386414.898703 nChanged 174 SP:Iteration 15Q (8619.550000 sec): 3 clusters Score: Raw -1391090.406295 + Penalty 4572.527007 = -1386517.879288 nChanged 150 SP:Iteration 16Q (8619.740000 sec): 3 clusters Score: Raw -1391190.572801 + Penalty 4572.527007 = -1386618.045793 nChanged 127 SP:Iteration 17Q (8619.920000 sec): 3 clusters Score: Raw -1391274.493748 + Penalty 4572.527007 = -1386701.966740 nChanged 97 SP:Iteration 18Q (8620.110000 sec): 3 clusters Score: Raw -1391335.904156 + Penalty 4572.527007 = -1386763.377149 nChanged 82 SP:Iteration 19Q (8620.260000 sec): 3 clusters Score: Raw -1391395.446807 + Penalty 4572.527007 = -1386822.919800 nChanged 71 SP:Iteration 20F (8620.450000 sec): 3 clusters Score: Raw -1391442.046007 + Penalty 4572.527007 = -1386869.519000 nChanged 57 SP:Iteration 21Q (8620.670000 sec): 3 clusters Score: Raw -1391480.774029 + Penalty 4572.527007 = -1386908.247022 nChanged 50 SP:Iteration 22Q (8620.950000 sec): 3 clusters Score: Raw -1391515.936702 + Penalty 4572.527007 = -1386943.409695 nChanged 45 SP:Iteration 23Q (8621.250000 sec): 3 clusters Score: Raw -1391543.647087 + Penalty 4572.527007 = -1386971.120079 nChanged 28 SP:Iteration 24Q (8621.490000 sec): 3 clusters Score: Raw -1391565.330492 + Penalty 4572.527007 = -1386992.803484 nChanged 26 SP:Iteration 25Q (8621.770000 sec): 3 clusters Score: Raw -1391584.827811 + Penalty 4572.527007 = -1387012.300803 nChanged 30 SP:Iteration 26Q (8622.020000 sec): 3 clusters Score: Raw -1391606.823788 + Penalty 4572.527007 = -1387034.296781 nChanged 32 SP:Iteration 27Q (8622.300000 sec): 3 clusters Score: Raw -1391636.633094 + Penalty 4572.527007 = -1387064.106086 nChanged 28 SP:Iteration 28Q (8622.530000 sec): 3 clusters Score: Raw -1391653.231976 + Penalty 4572.527007 = -1387080.704968 nChanged 14 SP:Iteration 29Q (8622.770000 sec): 3 clusters Score: Raw -1391660.755703 + Penalty 4572.527007 = -1387088.228696 nChanged 7 SP:Iteration 30Q (8622.980000 sec): 3 clusters Score: Raw -1391663.761406 + Penalty 4572.527007 = -1387091.234399 nChanged 3 SP:Iteration 31Q (8623.210000 sec): 3 clusters Score: Raw -1391665.119495 + Penalty 4572.527007 = -1387092.592488 nChanged 2 SP:Iteration 32Q (8623.440000 sec): 3 clusters Score: Raw -1391666.042252 + Penalty 4572.527007 = -1387093.515244 nChanged 1 SP:Iteration 33Q (8623.690000 sec): 3 clusters Score: Raw -1391666.957308 + Penalty 4572.527007 = -1387094.430300 nChanged 3 SP:Iteration 34Q (8623.940000 sec): 3 clusters Score: Raw -1391669.399386 + Penalty 4572.527007 = -1387096.872379 nChanged 5 SP:Iteration 35Q (8624.210000 sec): 3 clusters Score: Raw -1391673.212100 + Penalty 4572.527007 = -1387100.685092 nChanged 4 SP:Iteration 36Q (8624.460000 sec): 3 clusters Score: Raw -1391675.087110 + Penalty 4572.527007 = -1387102.560103 nChanged 4 SP:Iteration 37Q (8624.690000 sec): 3 clusters Score: Raw -1391677.147960 + Penalty 4572.527007 = -1387104.620953 nChanged 0 SP:Iteration 38F (8624.940000 sec): 3 clusters Score: Raw -1391677.147960 + Penalty 4572.527007 = -1387104.620953 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8625.040000 sec): 2 clusters Score: Raw -184487.167594 + Penalty 1787.549248 = -182699.618346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8625.210000 sec): 3 clusters Score: Raw -184105.707884 + Penalty 3575.098496 = -180530.609388 nChanged 363 SP:Iteration 1F (8625.450000 sec): 3 clusters Score: Raw -184396.231490 + Penalty 3575.098496 = -180821.132994 nChanged 74 SP:Iteration 2F (8625.610000 sec): 3 clusters Score: Raw -184473.889356 + Penalty 3575.098496 = -180898.790860 nChanged 50 SP:Iteration 3Q (8625.810000 sec): 3 clusters Score: Raw -184522.461758 + Penalty 3575.098496 = -180947.363262 nChanged 33 SP:Iteration 4Q (8625.970000 sec): 3 clusters Score: Raw -184558.601499 + Penalty 3575.098496 = -180983.503003 nChanged 26 SP:Iteration 5Q (8626.140000 sec): 3 clusters Score: Raw -184588.735055 + Penalty 3575.098496 = -181013.636559 nChanged 17 SP:Iteration 6Q (8626.290000 sec): 3 clusters Score: Raw -184605.146376 + Penalty 3575.098496 = -181030.047880 nChanged 11 SP:Iteration 7Q (8626.470000 sec): 3 clusters Score: Raw -184614.945594 + Penalty 3575.098496 = -181039.847097 nChanged 9 SP:Iteration 8Q (8626.690000 sec): 3 clusters Score: Raw -184624.510808 + Penalty 3575.098496 = -181049.412312 nChanged 6 SP:Iteration 9Q (8626.880000 sec): 3 clusters Score: Raw -184632.459676 + Penalty 3575.098496 = -181057.361180 nChanged 6 SP:Iteration 10Q (8627.040000 sec): 3 clusters Score: Raw -184637.297561 + Penalty 3575.098496 = -181062.199065 nChanged 5 SP:Iteration 11Q (8627.250000 sec): 3 clusters Score: Raw -184640.775560 + Penalty 3575.098496 = -181065.677064 nChanged 6 SP:Iteration 12Q (8627.500000 sec): 3 clusters Score: Raw -184649.266911 + Penalty 3575.098496 = -181074.168414 nChanged 4 SP:Iteration 13Q (8627.720000 sec): 3 clusters Score: Raw -184652.878381 + Penalty 3575.098496 = -181077.779884 nChanged 4 SP:Iteration 14Q (8628.030000 sec): 3 clusters Score: Raw -184656.983686 + Penalty 3575.098496 = -181081.885189 nChanged 3 SP:Iteration 15Q (8628.230000 sec): 3 clusters Score: Raw -184658.962677 + Penalty 3575.098496 = -181083.864181 nChanged 0 SP:Iteration 16F (8628.380000 sec): 3 clusters Score: Raw -184658.962677 + Penalty 3575.098496 = -181083.864181 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8628.460000 sec): 2 clusters Score: Raw -40677.687818 + Penalty 1447.033063 = -39230.654755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8628.650000 sec): 3 clusters Score: Raw -40913.608305 + Penalty 2894.066126 = -38019.542180 nChanged 51 SP:Iteration 1F (8628.810000 sec): 3 clusters Score: Raw -41152.962688 + Penalty 2894.066126 = -38258.896563 nChanged 24 SP:Iteration 2F (8628.960000 sec): 3 clusters Score: Raw -41240.652043 + Penalty 2894.066126 = -38346.585917 nChanged 14 SP:Iteration 3Q (8629.110000 sec): 3 clusters Score: Raw -41313.199537 + Penalty 2894.066126 = -38419.133412 nChanged 9 SP:Iteration 4Q (8629.270000 sec): 3 clusters Score: Raw -41355.198704 + Penalty 2894.066126 = -38461.132578 nChanged 4 SP:Iteration 5Q (8629.480000 sec): 3 clusters Score: Raw -41370.192569 + Penalty 2894.066126 = -38476.126444 nChanged 4 SP:Iteration 6Q (8629.630000 sec): 3 clusters Score: Raw -41380.553748 + Penalty 2894.066126 = -38486.487622 nChanged 2 SP:Iteration 7Q (8629.790000 sec): 3 clusters Score: Raw -41389.692136 + Penalty 2894.066126 = -38495.626010 nChanged 5 SP:Iteration 8Q (8629.940000 sec): 3 clusters Score: Raw -41411.401656 + Penalty 2894.066126 = -38517.335531 nChanged 1 SP:Iteration 9Q (8630.100000 sec): 3 clusters Score: Raw -41413.630668 + Penalty 2894.066126 = -38519.564543 nChanged 1 SP:Iteration 10Q (8630.300000 sec): 3 clusters Score: Raw -41414.722657 + Penalty 2894.066126 = -38520.656532 nChanged 1 SP:Iteration 11Q (8630.430000 sec): 3 clusters Score: Raw -41421.800745 + Penalty 2894.066126 = -38527.734620 nChanged 1 SP:Iteration 12Q (8630.600000 sec): 3 clusters Score: Raw -41425.965252 + Penalty 2894.066126 = -38531.899127 nChanged 1 SP:Iteration 13Q (8630.800000 sec): 3 clusters Score: Raw -41444.094579 + Penalty 2894.066126 = -38550.028454 nChanged 0 SP:Iteration 14F (8630.960000 sec): 3 clusters Score: Raw -41444.094579 + Penalty 2894.066126 = -38550.028454 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8631.070000 sec): 2 clusters Score: Raw -15109.732701 + Penalty 1290.593658 = -13819.139043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8631.240000 sec): 3 clusters Score: Raw -15492.883887 + Penalty 2581.187317 = -12911.696570 nChanged 30 SP:Iteration 1F (8631.440000 sec): 3 clusters Score: Raw -15674.248911 + Penalty 2581.187317 = -13093.061594 nChanged 21 SP:Iteration 2F (8631.620000 sec): 3 clusters Score: Raw -15829.541940 + Penalty 2581.187317 = -13248.354623 nChanged 5 SP:Iteration 3Q (8631.820000 sec): 3 clusters Score: Raw -15865.113073 + Penalty 2581.187317 = -13283.925757 nChanged 2 SP:Iteration 4Q (8631.970000 sec): 3 clusters Score: Raw -15894.765351 + Penalty 2581.187317 = -13313.578034 nChanged 1 SP:Iteration 5Q (8632.170000 sec): 3 clusters Score: Raw -15902.101518 + Penalty 2581.187317 = -13320.914201 nChanged 0 SP:Iteration 6F (8632.340000 sec): 3 clusters Score: Raw -15902.101518 + Penalty 2581.187317 = -13320.914201 nChanged 0 Iteration 139Q (8646.010000 sec): 24 clusters Score: Raw -78082948.106513 + Penalty 75663.289765 = -78007284.816748 nChanged 130 Iteration 140F (8673.260000 sec): 24 clusters Score: Raw -78083336.454128 + Penalty 75663.289765 = -78007673.164363 nChanged 155 Iteration 141Q (8690.070000 sec): 24 clusters Score: Raw -78084058.614858 + Penalty 75663.289765 = -78008395.325094 nChanged 144 Iteration 142Q (8706.410000 sec): 24 clusters Score: Raw -78084169.386220 + Penalty 75663.289765 = -78008506.096455 nChanged 127 Iteration 143Q (8723.850000 sec): 24 clusters Score: Raw -78084194.166779 + Penalty 75663.289765 = -78008530.877015 nChanged 107 Iteration 144Q (8740.690000 sec): 24 clusters Score: Raw -78084203.353891 + Penalty 75663.289765 = -78008540.064126 nChanged 97 Iteration 145Q (8759.370000 sec): 24 clusters Score: Raw -78084205.667331 + Penalty 75663.289765 = -78008542.377567 nChanged 95 Iteration 146Q (8775.950000 sec): 24 clusters Score: Raw -78084207.315611 + Penalty 75663.289765 = -78008544.025847 nChanged 85 Iteration 147Q (8792.320000 sec): 24 clusters Score: Raw -78084209.907753 + Penalty 75663.289765 = -78008546.617988 nChanged 77 Iteration 148Q (8807.570000 sec): 24 clusters Score: Raw -78084211.329112 + Penalty 75663.289765 = -78008548.039348 nChanged 79 Iteration 149Q (8823.590000 sec): 24 clusters Score: Raw -78084212.775633 + Penalty 75663.289765 = -78008549.485868 nChanged 78 Iteration 150Q (8841.620000 sec): 24 clusters Score: Raw -78084214.333345 + Penalty 75663.289765 = -78008551.043580 nChanged 95 Iteration 151Q (8859.480000 sec): 24 clusters Score: Raw -78084215.919504 + Penalty 75663.289765 = -78008552.629740 nChanged 95 Iteration 152Q (8876.130000 sec): 24 clusters Score: Raw -78084217.829343 + Penalty 75663.289765 = -78008554.539578 nChanged 101 Iteration 153Q (8892.500000 sec): 24 clusters Score: Raw -78084219.811658 + Penalty 75663.289765 = -78008556.521893 nChanged 110 Iteration 154Q (8908.870000 sec): 24 clusters Score: Raw -78084222.007683 + Penalty 75663.289765 = -78008558.717919 nChanged 104 Iteration 155Q (8926.930000 sec): 24 clusters Score: Raw -78084224.428380 + Penalty 75663.289765 = -78008561.138616 nChanged 108 Iteration 156Q (8944.830000 sec): 24 clusters Score: Raw -78084226.330490 + Penalty 75663.289765 = -78008563.040725 nChanged 108 Iteration 157Q (8963.150000 sec): 24 clusters Score: Raw -78084228.801636 + Penalty 75663.289765 = -78008565.511872 nChanged 123 Iteration 158Q (8981.290000 sec): 24 clusters Score: Raw -78084231.350119 + Penalty 75663.289765 = -78008568.060354 nChanged 122 Iteration 159Q (8999.000000 sec): 24 clusters Score: Raw -78084233.739832 + Penalty 75663.289765 = -78008570.450067 nChanged 128 Iteration 160F (9027.850000 sec): 24 clusters Score: Raw -78084562.872139 + Penalty 75663.289765 = -78008899.582375 nChanged 136 Iteration 161Q (9045.280000 sec): 24 clusters Score: Raw -78085002.474243 + Penalty 75663.289765 = -78009339.184478 nChanged 132 Iteration 162Q (9060.730000 sec): 24 clusters Score: Raw -78085039.587321 + Penalty 75663.289765 = -78009376.297556 nChanged 126 Iteration 163Q (9078.050000 sec): 24 clusters Score: Raw -78085061.687474 + Penalty 75663.289765 = -78009398.397709 nChanged 92 Iteration 164Q (9095.930000 sec): 24 clusters Score: Raw -78085063.218360 + Penalty 75663.289765 = -78009399.928595 nChanged 79 Iteration 165Q (9113.900000 sec): 24 clusters Score: Raw -78085064.467439 + Penalty 75663.289765 = -78009401.177674 nChanged 76 Iteration 166Q (9131.130000 sec): 24 clusters Score: Raw -78085065.640444 + Penalty 75663.289765 = -78009402.350679 nChanged 75 Iteration 167Q (9148.270000 sec): 24 clusters Score: Raw -78085066.738629 + Penalty 75663.289765 = -78009403.448864 nChanged 55 Iteration 168Q (9165.110000 sec): 24 clusters Score: Raw -78085067.553562 + Penalty 75663.289765 = -78009404.263798 nChanged 60 Iteration 169Q (9183.130000 sec): 24 clusters Score: Raw -78085068.183336 + Penalty 75663.289765 = -78009404.893571 nChanged 63 Iteration 170Q (9199.710000 sec): 24 clusters Score: Raw -78085068.991329 + Penalty 75663.289765 = -78009405.701564 nChanged 67 Iteration 171Q (9224.170000 sec): 24 clusters Score: Raw -78085070.238396 + Penalty 75663.289765 = -78009406.948631 nChanged 68 Iteration 172Q (9245.280000 sec): 24 clusters Score: Raw -78085071.810591 + Penalty 75663.289765 = -78009408.520826 nChanged 69 Iteration 173Q (9263.020000 sec): 24 clusters Score: Raw -78085073.238502 + Penalty 75663.289765 = -78009409.948737 nChanged 74 Iteration 174Q (9279.710000 sec): 24 clusters Score: Raw -78085074.370728 + Penalty 75663.289765 = -78009411.080964 nChanged 72 Iteration 175Q (9298.160000 sec): 24 clusters Score: Raw -78085075.371560 + Penalty 75663.289765 = -78009412.081795 nChanged 58 Iteration 176Q (9314.460000 sec): 24 clusters Score: Raw -78085076.177723 + Penalty 75663.289765 = -78009412.887958 nChanged 50 Iteration 177Q (9332.140000 sec): 24 clusters Score: Raw -78085076.861650 + Penalty 75663.289765 = -78009413.571886 nChanged 55 Iteration 178Q (9348.670000 sec): 24 clusters Score: Raw -78085077.889063 + Penalty 75663.289765 = -78009414.599299 nChanged 75 Writing temp clu file Because OldScore, -78009413.571886, is greater than current (better) Score,-78009414.599299 Compute initial score before splitting: Score: Raw -78085077.889063 + Penalty 75663.289765 = -78009414.599299 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (183215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9349.860000 sec): 2 clusters Score: Raw -25054553.988368 + Penalty 3005.367070 = -25051548.621298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9351.250000 sec): 3 clusters Score: Raw -24934677.129338 + Penalty 6010.734140 = -24928666.395198 nChanged 88001 SP:Iteration 1F (9352.440000 sec): 3 clusters Score: Raw -24986336.090504 + Penalty 6010.734140 = -24980325.356363 nChanged 5671 SP:Iteration 2Q (9353.780000 sec): 3 clusters Score: Raw -24987756.428670 + Penalty 6010.734140 = -24981745.694529 nChanged 6857 SP:Iteration 3Q (9355.040000 sec): 3 clusters Score: Raw -24989946.480253 + Penalty 6010.734140 = -24983935.746113 nChanged 8593 SP:Iteration 4Q (9356.280000 sec): 3 clusters Score: Raw -24993551.597087 + Penalty 6010.734140 = -24987540.862946 nChanged 10758 SP:Iteration 5F (9357.500000 sec): 3 clusters Score: Raw -24999346.303378 + Penalty 6010.734140 = -24993335.569238 nChanged 13034 SP:Iteration 6F (9358.690000 sec): 3 clusters Score: Raw -25008134.070301 + Penalty 6010.734140 = -25002123.336160 nChanged 14476 SP:Iteration 7F (9360.010000 sec): 3 clusters Score: Raw -25019673.898722 + Penalty 6010.734140 = -25013663.164581 nChanged 13828 SP:Iteration 8F (9361.180000 sec): 3 clusters Score: Raw -25031993.750873 + Penalty 6010.734140 = -25025983.016733 nChanged 10948 SP:Iteration 9F (9362.360000 sec): 3 clusters Score: Raw -25042562.886952 + Penalty 6010.734140 = -25036552.152812 nChanged 7219 SP:Iteration 10Q (9363.600000 sec): 3 clusters Score: Raw -25049896.613609 + Penalty 6010.734140 = -25043885.879469 nChanged 3514 SP:Iteration 11Q (9364.710000 sec): 3 clusters Score: Raw -25053344.503006 + Penalty 6010.734140 = -25047333.768866 nChanged 1080 SP:Iteration 12Q (9365.800000 sec): 3 clusters Score: Raw -25054322.921153 + Penalty 6010.734140 = -25048312.187012 nChanged 288 SP:Iteration 13Q (9366.910000 sec): 3 clusters Score: Raw -25054616.409661 + Penalty 6010.734140 = -25048605.675521 nChanged 85 SP:Iteration 14Q (9368.100000 sec): 3 clusters Score: Raw -25054720.071016 + Penalty 6010.734140 = -25048709.336876 nChanged 43 SP:Iteration 15Q (9369.310000 sec): 3 clusters Score: Raw -25054784.232923 + Penalty 6010.734140 = -25048773.498783 nChanged 18 SP:Iteration 16Q (9370.290000 sec): 3 clusters Score: Raw -25054812.320539 + Penalty 6010.734140 = -25048801.586398 nChanged 16 SP:Iteration 17Q (9371.280000 sec): 3 clusters Score: Raw -25054837.916670 + Penalty 6010.734140 = -25048827.182530 nChanged 11 SP:Iteration 18Q (9372.310000 sec): 3 clusters Score: Raw -25054857.570357 + Penalty 6010.734140 = -25048846.836217 nChanged 9 SP:Iteration 19Q (9373.300000 sec): 3 clusters Score: Raw -25054871.486638 + Penalty 6010.734140 = -25048860.752497 nChanged 1 SP:Iteration 20F (9374.470000 sec): 3 clusters Score: Raw -25054872.937531 + Penalty 6010.734140 = -25048862.203391 nChanged 2 SP:Iteration 21Q (9375.480000 sec): 3 clusters Score: Raw -25054874.748185 + Penalty 6010.734140 = -25048864.014044 nChanged 1 SP:Iteration 22Q (9376.380000 sec): 3 clusters Score: Raw -25054875.614532 + Penalty 6010.734140 = -25048864.880391 nChanged 1 SP:Iteration 23Q (9377.380000 sec): 3 clusters Score: Raw -25054876.520747 + Penalty 6010.734140 = -25048865.786607 nChanged 0 SP:Iteration 24F (9378.460000 sec): 3 clusters Score: Raw -25054876.520747 + Penalty 6010.734140 = -25048865.786607 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9378.610000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9378.810000 sec): 3 clusters Score: Raw -44735.399902 + Penalty 2960.478950 = -41774.920952 nChanged 70 SP:Iteration 1F (9379.020000 sec): 3 clusters Score: Raw -44900.761158 + Penalty 2960.478950 = -41940.282208 nChanged 18 SP:Iteration 2Q (9379.200000 sec): 3 clusters Score: Raw -44957.553670 + Penalty 2960.478950 = -41997.074720 nChanged 11 SP:Iteration 3Q (9379.420000 sec): 3 clusters Score: Raw -44994.625759 + Penalty 2960.478950 = -42034.146809 nChanged 10 SP:Iteration 4Q (9379.590000 sec): 3 clusters Score: Raw -45047.697886 + Penalty 2960.478950 = -42087.218936 nChanged 10 SP:Iteration 5Q (9379.730000 sec): 3 clusters Score: Raw -45096.358917 + Penalty 2960.478950 = -42135.879968 nChanged 9 SP:Iteration 6Q (9379.890000 sec): 3 clusters Score: Raw -45171.574790 + Penalty 2960.478950 = -42211.095840 nChanged 5 SP:Iteration 7Q (9380.090000 sec): 3 clusters Score: Raw -45210.015178 + Penalty 2960.478950 = -42249.536228 nChanged 3 SP:Iteration 8Q (9380.270000 sec): 3 clusters Score: Raw -45234.365784 + Penalty 2960.478950 = -42273.886834 nChanged 3 SP:Iteration 9Q (9380.430000 sec): 3 clusters Score: Raw -45254.707016 + Penalty 2960.478950 = -42294.228066 nChanged 2 SP:Iteration 10Q (9380.630000 sec): 3 clusters Score: Raw -45263.881444 + Penalty 2960.478950 = -42303.402494 nChanged 0 SP:Iteration 11F (9380.840000 sec): 3 clusters Score: Raw -45263.881444 + Penalty 2960.478950 = -42303.402494 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (308731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9382.580000 sec): 2 clusters Score: Raw -42338401.364375 + Penalty 3134.775955 = -42335266.588420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9384.460000 sec): 3 clusters Score: Raw -42134037.987224 + Penalty 6269.551911 = -42127768.435314 nChanged 149650 SP:Iteration 1F (9386.380000 sec): 3 clusters Score: Raw -42223093.736032 + Penalty 6269.551911 = -42216824.184121 nChanged 9145 SP:Iteration 2Q (9388.570000 sec): 3 clusters Score: Raw -42225411.599322 + Penalty 6269.551911 = -42219142.047411 nChanged 11603 SP:Iteration 3Q (9390.680000 sec): 3 clusters Score: Raw -42229445.303946 + Penalty 6269.551911 = -42223175.752035 nChanged 15723 SP:Iteration 4F (9392.560000 sec): 3 clusters Score: Raw -42237048.910600 + Penalty 6269.551911 = -42230779.358689 nChanged 21148 SP:Iteration 5F (9394.420000 sec): 3 clusters Score: Raw -42250684.336115 + Penalty 6269.551911 = -42244414.784204 nChanged 26163 SP:Iteration 6F (9396.440000 sec): 3 clusters Score: Raw -42272238.827798 + Penalty 6269.551911 = -42265969.275887 nChanged 27009 SP:Iteration 7F (9398.330000 sec): 3 clusters Score: Raw -42297871.297404 + Penalty 6269.551911 = -42291601.745493 nChanged 21205 SP:Iteration 8F (9400.170000 sec): 3 clusters Score: Raw -42318669.618023 + Penalty 6269.551911 = -42312400.066112 nChanged 12435 SP:Iteration 9Q (9402.000000 sec): 3 clusters Score: Raw -42330389.670632 + Penalty 6269.551911 = -42324120.118721 nChanged 5829 SP:Iteration 10Q (9403.900000 sec): 3 clusters Score: Raw -42335502.941388 + Penalty 6269.551911 = -42329233.389478 nChanged 2625 SP:Iteration 11Q (9405.710000 sec): 3 clusters Score: Raw -42337713.126792 + Penalty 6269.551911 = -42331443.574881 nChanged 1111 SP:Iteration 12Q (9407.450000 sec): 3 clusters Score: Raw -42338595.797663 + Penalty 6269.551911 = -42332326.245753 nChanged 612 SP:Iteration 13Q (9409.090000 sec): 3 clusters Score: Raw -42339045.975009 + Penalty 6269.551911 = -42332776.423098 nChanged 357 SP:Iteration 14Q (9410.720000 sec): 3 clusters Score: Raw -42339267.708778 + Penalty 6269.551911 = -42332998.156867 nChanged 254 SP:Iteration 15Q (9412.410000 sec): 3 clusters Score: Raw -42339407.139109 + Penalty 6269.551911 = -42333137.587198 nChanged 177 SP:Iteration 16Q (9414.080000 sec): 3 clusters Score: Raw -42339496.485149 + Penalty 6269.551911 = -42333226.933238 nChanged 137 SP:Iteration 17Q (9415.590000 sec): 3 clusters Score: Raw -42339559.454828 + Penalty 6269.551911 = -42333289.902918 nChanged 122 SP:Iteration 18Q (9417.090000 sec): 3 clusters Score: Raw -42339612.347031 + Penalty 6269.551911 = -42333342.795120 nChanged 109 SP:Iteration 19Q (9418.410000 sec): 3 clusters Score: Raw -42339655.119113 + Penalty 6269.551911 = -42333385.567202 nChanged 77 SP:Iteration 20F (9420.120000 sec): 3 clusters Score: Raw -42339678.518031 + Penalty 6269.551911 = -42333408.966121 nChanged 49 SP:Iteration 21Q (9421.740000 sec): 3 clusters Score: Raw -42339695.669483 + Penalty 6269.551911 = -42333426.117572 nChanged 47 SP:Iteration 22Q (9423.230000 sec): 3 clusters Score: Raw -42339706.481449 + Penalty 6269.551911 = -42333436.929538 nChanged 27 SP:Iteration 23Q (9424.790000 sec): 3 clusters Score: Raw -42339713.474524 + Penalty 6269.551911 = -42333443.922613 nChanged 23 SP:Iteration 24Q (9426.560000 sec): 3 clusters Score: Raw -42339720.599749 + Penalty 6269.551911 = -42333451.047838 nChanged 16 SP:Iteration 25Q (9428.240000 sec): 3 clusters Score: Raw -42339725.712581 + Penalty 6269.551911 = -42333456.160670 nChanged 20 SP:Iteration 26Q (9429.760000 sec): 3 clusters Score: Raw -42339729.613997 + Penalty 6269.551911 = -42333460.062086 nChanged 12 SP:Iteration 27Q (9431.330000 sec): 3 clusters Score: Raw -42339732.318726 + Penalty 6269.551911 = -42333462.766815 nChanged 9 SP:Iteration 28Q (9432.820000 sec): 3 clusters Score: Raw -42339734.748445 + Penalty 6269.551911 = -42333465.196535 nChanged 14 SP:Iteration 29Q (9434.460000 sec): 3 clusters Score: Raw -42339738.113680 + Penalty 6269.551911 = -42333468.561769 nChanged 10 SP:Iteration 30Q (9435.940000 sec): 3 clusters Score: Raw -42339740.029184 + Penalty 6269.551911 = -42333470.477273 nChanged 4 SP:Iteration 31Q (9437.540000 sec): 3 clusters Score: Raw -42339741.721264 + Penalty 6269.551911 = -42333472.169354 nChanged 10 SP:Iteration 32Q (9438.910000 sec): 3 clusters Score: Raw -42339743.651498 + Penalty 6269.551911 = -42333474.099587 nChanged 5 SP:Iteration 33Q (9440.340000 sec): 3 clusters Score: Raw -42339744.722675 + Penalty 6269.551911 = -42333475.170764 nChanged 6 SP:Iteration 34Q (9442.100000 sec): 3 clusters Score: Raw -42339746.293675 + Penalty 6269.551911 = -42333476.741764 nChanged 10 SP:Iteration 35Q (9443.630000 sec): 3 clusters Score: Raw -42339748.367184 + Penalty 6269.551911 = -42333478.815274 nChanged 3 SP:Iteration 36Q (9445.360000 sec): 3 clusters Score: Raw -42339749.649841 + Penalty 6269.551911 = -42333480.097930 nChanged 3 SP:Iteration 37Q (9446.940000 sec): 3 clusters Score: Raw -42339750.378923 + Penalty 6269.551911 = -42333480.827013 nChanged 6 SP:Iteration 38Q (9448.560000 sec): 3 clusters Score: Raw -42339751.226063 + Penalty 6269.551911 = -42333481.674152 nChanged 2 SP:Iteration 39Q (9450.160000 sec): 3 clusters Score: Raw -42339752.007799 + Penalty 6269.551911 = -42333482.455889 nChanged 6 SP:Iteration 40F (9451.920000 sec): 3 clusters Score: Raw -42339753.077076 + Penalty 6269.551911 = -42333483.525165 nChanged 2 SP:Iteration 41Q (9453.350000 sec): 3 clusters Score: Raw -42339753.519853 + Penalty 6269.551911 = -42333483.967943 nChanged 7 SP:Iteration 42Q (9454.730000 sec): 3 clusters Score: Raw -42339755.124610 + Penalty 6269.551911 = -42333485.572699 nChanged 4 SP:Iteration 43Q (9456.370000 sec): 3 clusters Score: Raw -42339756.280197 + Penalty 6269.551911 = -42333486.728286 nChanged 5 SP:Iteration 44Q (9457.900000 sec): 3 clusters Score: Raw -42339756.965849 + Penalty 6269.551911 = -42333487.413938 nChanged 4 SP:Iteration 45Q (9459.300000 sec): 3 clusters Score: Raw -42339757.720448 + Penalty 6269.551911 = -42333488.168538 nChanged 7 SP:Iteration 46Q (9460.800000 sec): 3 clusters Score: Raw -42339760.426038 + Penalty 6269.551911 = -42333490.874128 nChanged 9 SP:Iteration 47Q (9462.380000 sec): 3 clusters Score: Raw -42339762.548527 + Penalty 6269.551911 = -42333492.996616 nChanged 10 SP:Iteration 48Q (9463.840000 sec): 3 clusters Score: Raw -42339765.048101 + Penalty 6269.551911 = -42333495.496191 nChanged 7 SP:Iteration 49Q (9465.410000 sec): 3 clusters Score: Raw -42339766.667293 + Penalty 6269.551911 = -42333497.115382 nChanged 5 SP:Iteration 50Q (9466.790000 sec): 3 clusters Score: Raw -42339767.760427 + Penalty 6269.551911 = -42333498.208517 nChanged 3 SP:Iteration 51Q (9468.250000 sec): 3 clusters Score: Raw -42339768.947042 + Penalty 6269.551911 = -42333499.395131 nChanged 6 SP:Iteration 52Q (9469.730000 sec): 3 clusters Score: Raw -42339770.601020 + Penalty 6269.551911 = -42333501.049109 nChanged 3 SP:Iteration 53Q (9471.370000 sec): 3 clusters Score: Raw -42339771.407964 + Penalty 6269.551911 = -42333501.856053 nChanged 7 SP:Iteration 54Q (9472.900000 sec): 3 clusters Score: Raw -42339772.814279 + Penalty 6269.551911 = -42333503.262368 nChanged 6 SP:Iteration 55Q (9474.470000 sec): 3 clusters Score: Raw -42339773.742796 + Penalty 6269.551911 = -42333504.190885 nChanged 3 SP:Iteration 56Q (9475.930000 sec): 3 clusters Score: Raw -42339774.225600 + Penalty 6269.551911 = -42333504.673690 nChanged 3 SP:Iteration 57Q (9477.510000 sec): 3 clusters Score: Raw -42339774.705954 + Penalty 6269.551911 = -42333505.154044 nChanged 0 SP:Iteration 58F (9479.490000 sec): 3 clusters Score: Raw -42339774.705954 + Penalty 6269.551911 = -42333505.154044 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9479.770000 sec): 2 clusters Score: Raw -466900.299651 + Penalty 2031.207892 = -464869.091759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9480.030000 sec): 3 clusters Score: Raw -465331.118556 + Penalty 4062.415784 = -461268.702772 nChanged 1263 SP:Iteration 1F (9480.300000 sec): 3 clusters Score: Raw -466077.278569 + Penalty 4062.415784 = -462014.862784 nChanged 284 SP:Iteration 2F (9480.490000 sec): 3 clusters Score: Raw -466271.743911 + Penalty 4062.415784 = -462209.328127 nChanged 179 SP:Iteration 3Q (9480.720000 sec): 3 clusters Score: Raw -466378.036028 + Penalty 4062.415784 = -462315.620243 nChanged 117 SP:Iteration 4Q (9480.930000 sec): 3 clusters Score: Raw -466448.829501 + Penalty 4062.415784 = -462386.413717 nChanged 80 SP:Iteration 5Q (9481.150000 sec): 3 clusters Score: Raw -466491.645225 + Penalty 4062.415784 = -462429.229440 nChanged 68 SP:Iteration 6Q (9481.370000 sec): 3 clusters Score: Raw -466535.657765 + Penalty 4062.415784 = -462473.241980 nChanged 65 SP:Iteration 7Q (9481.550000 sec): 3 clusters Score: Raw -466569.489477 + Penalty 4062.415784 = -462507.073693 nChanged 48 SP:Iteration 8Q (9481.770000 sec): 3 clusters Score: Raw -466591.763395 + Penalty 4062.415784 = -462529.347611 nChanged 44 SP:Iteration 9Q (9481.950000 sec): 3 clusters Score: Raw -466615.594446 + Penalty 4062.415784 = -462553.178662 nChanged 49 SP:Iteration 10Q (9482.180000 sec): 3 clusters Score: Raw -466641.467951 + Penalty 4062.415784 = -462579.052167 nChanged 57 SP:Iteration 11Q (9482.430000 sec): 3 clusters Score: Raw -466665.585894 + Penalty 4062.415784 = -462603.170110 nChanged 39 SP:Iteration 12Q (9482.630000 sec): 3 clusters Score: Raw -466686.333050 + Penalty 4062.415784 = -462623.917266 nChanged 41 SP:Iteration 13Q (9482.830000 sec): 3 clusters Score: Raw -466708.137019 + Penalty 4062.415784 = -462645.721235 nChanged 37 SP:Iteration 14Q (9483.040000 sec): 3 clusters Score: Raw -466728.409697 + Penalty 4062.415784 = -462665.993913 nChanged 39 SP:Iteration 15Q (9483.240000 sec): 3 clusters Score: Raw -466752.258051 + Penalty 4062.415784 = -462689.842267 nChanged 54 SP:Iteration 16Q (9483.490000 sec): 3 clusters Score: Raw -466783.398657 + Penalty 4062.415784 = -462720.982872 nChanged 39 SP:Iteration 17Q (9483.720000 sec): 3 clusters Score: Raw -466809.065433 + Penalty 4062.415784 = -462746.649649 nChanged 41 SP:Iteration 18Q (9483.970000 sec): 3 clusters Score: Raw -466831.058463 + Penalty 4062.415784 = -462768.642678 nChanged 46 SP:Iteration 19Q (9484.160000 sec): 3 clusters Score: Raw -466856.265754 + Penalty 4062.415784 = -462793.849970 nChanged 37 SP:Iteration 20F (9484.380000 sec): 3 clusters Score: Raw -466876.254388 + Penalty 4062.415784 = -462813.838604 nChanged 46 SP:Iteration 21Q (9484.620000 sec): 3 clusters Score: Raw -466910.060879 + Penalty 4062.415784 = -462847.645095 nChanged 47 SP:Iteration 22Q (9484.850000 sec): 3 clusters Score: Raw -466936.303524 + Penalty 4062.415784 = -462873.887739 nChanged 41 SP:Iteration 23Q (9485.040000 sec): 3 clusters Score: Raw -466959.179419 + Penalty 4062.415784 = -462896.763635 nChanged 36 SP:Iteration 24Q (9485.230000 sec): 3 clusters Score: Raw -466982.583780 + Penalty 4062.415784 = -462920.167995 nChanged 35 SP:Iteration 25Q (9485.410000 sec): 3 clusters Score: Raw -467005.158642 + Penalty 4062.415784 = -462942.742857 nChanged 32 SP:Iteration 26Q (9485.600000 sec): 3 clusters Score: Raw -467024.363720 + Penalty 4062.415784 = -462961.947935 nChanged 32 SP:Iteration 27Q (9485.800000 sec): 3 clusters Score: Raw -467040.140627 + Penalty 4062.415784 = -462977.724843 nChanged 24 SP:Iteration 28Q (9486.010000 sec): 3 clusters Score: Raw -467052.744715 + Penalty 4062.415784 = -462990.328930 nChanged 28 SP:Iteration 29Q (9486.190000 sec): 3 clusters Score: Raw -467068.106271 + Penalty 4062.415784 = -463005.690486 nChanged 31 SP:Iteration 30Q (9486.380000 sec): 3 clusters Score: Raw -467084.268505 + Penalty 4062.415784 = -463021.852721 nChanged 22 SP:Iteration 31Q (9486.590000 sec): 3 clusters Score: Raw -467096.598874 + Penalty 4062.415784 = -463034.183089 nChanged 15 SP:Iteration 32Q (9486.780000 sec): 3 clusters Score: Raw -467103.617656 + Penalty 4062.415784 = -463041.201872 nChanged 9 SP:Iteration 33Q (9487.010000 sec): 3 clusters Score: Raw -467108.956172 + Penalty 4062.415784 = -463046.540388 nChanged 13 SP:Iteration 34Q (9487.200000 sec): 3 clusters Score: Raw -467116.693152 + Penalty 4062.415784 = -463054.277368 nChanged 11 SP:Iteration 35Q (9487.370000 sec): 3 clusters Score: Raw -467122.933710 + Penalty 4062.415784 = -463060.517926 nChanged 9 SP:Iteration 36Q (9487.600000 sec): 3 clusters Score: Raw -467127.393168 + Penalty 4062.415784 = -463064.977383 nChanged 7 SP:Iteration 37Q (9487.860000 sec): 3 clusters Score: Raw -467130.726234 + Penalty 4062.415784 = -463068.310449 nChanged 7 SP:Iteration 38Q (9488.100000 sec): 3 clusters Score: Raw -467134.333550 + Penalty 4062.415784 = -463071.917765 nChanged 6 SP:Iteration 39Q (9488.310000 sec): 3 clusters Score: Raw -467137.421861 + Penalty 4062.415784 = -463075.006077 nChanged 8 SP:Iteration 40F (9488.500000 sec): 3 clusters Score: Raw -467141.863795 + Penalty 4062.415784 = -463079.448011 nChanged 4 SP:Iteration 41Q (9488.730000 sec): 3 clusters Score: Raw -467143.643894 + Penalty 4062.415784 = -463081.228109 nChanged 6 SP:Iteration 42Q (9488.960000 sec): 3 clusters Score: Raw -467146.623537 + Penalty 4062.415784 = -463084.207753 nChanged 4 SP:Iteration 43Q (9489.150000 sec): 3 clusters Score: Raw -467148.462319 + Penalty 4062.415784 = -463086.046535 nChanged 3 SP:Iteration 44Q (9489.400000 sec): 3 clusters Score: Raw -467149.686993 + Penalty 4062.415784 = -463087.271209 nChanged 1 SP:Iteration 45Q (9489.640000 sec): 3 clusters Score: Raw -467149.874039 + Penalty 4062.415784 = -463087.458255 nChanged 0 SP:Iteration 46F (9489.800000 sec): 3 clusters Score: Raw -467149.874039 + Penalty 4062.415784 = -463087.458255 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9489.910000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9490.060000 sec): 3 clusters Score: Raw -155711.194431 + Penalty 3535.733989 = -152175.460442 nChanged 344 SP:Iteration 1F (9490.260000 sec): 3 clusters Score: Raw -156033.884082 + Penalty 3535.733989 = -152498.150093 nChanged 83 SP:Iteration 2F (9490.420000 sec): 3 clusters Score: Raw -156125.613142 + Penalty 3535.733989 = -152589.879153 nChanged 42 SP:Iteration 3Q (9490.650000 sec): 3 clusters Score: Raw -156178.021348 + Penalty 3535.733989 = -152642.287359 nChanged 22 SP:Iteration 4Q (9490.810000 sec): 3 clusters Score: Raw -156202.765095 + Penalty 3535.733989 = -152667.031106 nChanged 21 SP:Iteration 5Q (9490.960000 sec): 3 clusters Score: Raw -156222.729976 + Penalty 3535.733989 = -152686.995987 nChanged 13 SP:Iteration 6Q (9491.160000 sec): 3 clusters Score: Raw -156237.328906 + Penalty 3535.733989 = -152701.594917 nChanged 8 SP:Iteration 7Q (9491.330000 sec): 3 clusters Score: Raw -156244.313272 + Penalty 3535.733989 = -152708.579283 nChanged 4 SP:Iteration 8Q (9491.510000 sec): 3 clusters Score: Raw -156248.663828 + Penalty 3535.733989 = -152712.929839 nChanged 3 SP:Iteration 9Q (9491.750000 sec): 3 clusters Score: Raw -156250.048904 + Penalty 3535.733989 = -152714.314915 nChanged 1 SP:Iteration 10Q (9491.920000 sec): 3 clusters Score: Raw -156250.769039 + Penalty 3535.733989 = -152715.035050 nChanged 1 SP:Iteration 11Q (9492.090000 sec): 3 clusters Score: Raw -156251.067317 + Penalty 3535.733989 = -152715.333328 nChanged 0 SP:Iteration 12F (9492.310000 sec): 3 clusters Score: Raw -156251.067317 + Penalty 3535.733989 = -152715.333328 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9492.420000 sec): 2 clusters Score: Raw -41573.517060 + Penalty 1452.057837 = -40121.459224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9492.580000 sec): 3 clusters Score: Raw -41690.024362 + Penalty 2904.115673 = -38785.908688 nChanged 53 SP:Iteration 1F (9492.780000 sec): 3 clusters Score: Raw -41839.479985 + Penalty 2904.115673 = -38935.364311 nChanged 17 SP:Iteration 2Q (9492.980000 sec): 3 clusters Score: Raw -41879.830354 + Penalty 2904.115673 = -38975.714680 nChanged 3 SP:Iteration 3Q (9493.170000 sec): 3 clusters Score: Raw -41888.284724 + Penalty 2904.115673 = -38984.169050 nChanged 0 SP:Iteration 4F (9493.320000 sec): 3 clusters Score: Raw -41888.284724 + Penalty 2904.115673 = -38984.169050 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (31078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9493.580000 sec): 2 clusters Score: Raw -4276356.495289 + Penalty 2565.375352 = -4273791.119937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9493.980000 sec): 3 clusters Score: Raw -4257686.896912 + Penalty 5130.750704 = -4252556.146208 nChanged 14102 SP:Iteration 1F (9494.340000 sec): 3 clusters Score: Raw -4265222.218399 + Penalty 5130.750704 = -4260091.467695 nChanged 1421 SP:Iteration 2Q (9494.670000 sec): 3 clusters Score: Raw -4265714.345680 + Penalty 5130.750704 = -4260583.594976 nChanged 1357 SP:Iteration 3Q (9495.110000 sec): 3 clusters Score: Raw -4266178.700126 + Penalty 5130.750704 = -4261047.949421 nChanged 1287 SP:Iteration 4Q (9495.540000 sec): 3 clusters Score: Raw -4266642.866760 + Penalty 5130.750704 = -4261512.116056 nChanged 1294 SP:Iteration 5Q (9495.920000 sec): 3 clusters Score: Raw -4267187.613207 + Penalty 5130.750704 = -4262056.862502 nChanged 1404 SP:Iteration 6Q (9496.370000 sec): 3 clusters Score: Raw -4267858.310524 + Penalty 5130.750704 = -4262727.559820 nChanged 1479 SP:Iteration 7Q (9496.740000 sec): 3 clusters Score: Raw -4268630.455918 + Penalty 5130.750704 = -4263499.705214 nChanged 1594 SP:Iteration 8F (9497.120000 sec): 3 clusters Score: Raw -4269479.366349 + Penalty 5130.750704 = -4264348.615645 nChanged 1558 SP:Iteration 9F (9497.450000 sec): 3 clusters Score: Raw -4270341.235380 + Penalty 5130.750704 = -4265210.484676 nChanged 1526 SP:Iteration 10Q (9497.860000 sec): 3 clusters Score: Raw -4271213.875759 + Penalty 5130.750704 = -4266083.125055 nChanged 1407 SP:Iteration 11Q (9498.270000 sec): 3 clusters Score: Raw -4272051.566370 + Penalty 5130.750704 = -4266920.815666 nChanged 1252 SP:Iteration 12Q (9498.680000 sec): 3 clusters Score: Raw -4272742.208863 + Penalty 5130.750704 = -4267611.458159 nChanged 977 SP:Iteration 13Q (9499.060000 sec): 3 clusters Score: Raw -4273222.611717 + Penalty 5130.750704 = -4268091.861013 nChanged 745 SP:Iteration 14Q (9499.470000 sec): 3 clusters Score: Raw -4273555.437536 + Penalty 5130.750704 = -4268424.686832 nChanged 596 SP:Iteration 15Q (9499.910000 sec): 3 clusters Score: Raw -4273806.092417 + Penalty 5130.750704 = -4268675.341712 nChanged 541 SP:Iteration 16Q (9500.320000 sec): 3 clusters Score: Raw -4274021.518508 + Penalty 5130.750704 = -4268890.767804 nChanged 466 SP:Iteration 17Q (9500.700000 sec): 3 clusters Score: Raw -4274208.129734 + Penalty 5130.750704 = -4269077.379029 nChanged 464 SP:Iteration 18Q (9501.090000 sec): 3 clusters Score: Raw -4274388.390217 + Penalty 5130.750704 = -4269257.639512 nChanged 443 SP:Iteration 19Q (9501.450000 sec): 3 clusters Score: Raw -4274549.755157 + Penalty 5130.750704 = -4269419.004453 nChanged 422 SP:Iteration 20F (9501.840000 sec): 3 clusters Score: Raw -4274695.307717 + Penalty 5130.750704 = -4269564.557013 nChanged 404 SP:Iteration 21Q (9502.210000 sec): 3 clusters Score: Raw -4274826.684935 + Penalty 5130.750704 = -4269695.934230 nChanged 394 SP:Iteration 22Q (9502.550000 sec): 3 clusters Score: Raw -4274951.729421 + Penalty 5130.750704 = -4269820.978716 nChanged 408 SP:Iteration 23Q (9502.910000 sec): 3 clusters Score: Raw -4275097.570414 + Penalty 5130.750704 = -4269966.819710 nChanged 434 SP:Iteration 24Q (9503.250000 sec): 3 clusters Score: Raw -4275251.900939 + Penalty 5130.750704 = -4270121.150235 nChanged 400 SP:Iteration 25Q (9503.620000 sec): 3 clusters Score: Raw -4275395.015323 + Penalty 5130.750704 = -4270264.264619 nChanged 384 SP:Iteration 26Q (9503.950000 sec): 3 clusters Score: Raw -4275524.616403 + Penalty 5130.750704 = -4270393.865699 nChanged 354 SP:Iteration 27Q (9504.310000 sec): 3 clusters Score: Raw -4275649.353825 + Penalty 5130.750704 = -4270518.603121 nChanged 354 SP:Iteration 28Q (9504.630000 sec): 3 clusters Score: Raw -4275783.444234 + Penalty 5130.750704 = -4270652.693529 nChanged 346 SP:Iteration 29Q (9505.010000 sec): 3 clusters Score: Raw -4275911.728411 + Penalty 5130.750704 = -4270780.977706 nChanged 302 SP:Iteration 30Q (9505.360000 sec): 3 clusters Score: Raw -4276017.645605 + Penalty 5130.750704 = -4270886.894901 nChanged 265 SP:Iteration 31Q (9505.700000 sec): 3 clusters Score: Raw -4276100.576415 + Penalty 5130.750704 = -4270969.825711 nChanged 235 SP:Iteration 32Q (9506.080000 sec): 3 clusters Score: Raw -4276177.076510 + Penalty 5130.750704 = -4271046.325806 nChanged 240 SP:Iteration 33Q (9506.490000 sec): 3 clusters Score: Raw -4276255.378856 + Penalty 5130.750704 = -4271124.628151 nChanged 223 SP:Iteration 34Q (9506.860000 sec): 3 clusters Score: Raw -4276323.575645 + Penalty 5130.750704 = -4271192.824941 nChanged 204 SP:Iteration 35Q (9507.180000 sec): 3 clusters Score: Raw -4276384.129378 + Penalty 5130.750704 = -4271253.378674 nChanged 192 SP:Iteration 36Q (9507.570000 sec): 3 clusters Score: Raw -4276446.837887 + Penalty 5130.750704 = -4271316.087183 nChanged 198 SP:Iteration 37Q (9507.920000 sec): 3 clusters Score: Raw -4276512.633791 + Penalty 5130.750704 = -4271381.883087 nChanged 191 SP:Iteration 38Q (9508.250000 sec): 3 clusters Score: Raw -4276575.505120 + Penalty 5130.750704 = -4271444.754416 nChanged 166 SP:Iteration 39Q (9508.560000 sec): 3 clusters Score: Raw -4276631.115968 + Penalty 5130.750704 = -4271500.365264 nChanged 150 SP:Iteration 40F (9508.890000 sec): 3 clusters Score: Raw -4276675.033024 + Penalty 5130.750704 = -4271544.282319 nChanged 130 SP:Iteration 41Q (9509.230000 sec): 3 clusters Score: Raw -4276710.824832 + Penalty 5130.750704 = -4271580.074128 nChanged 118 SP:Iteration 42Q (9509.540000 sec): 3 clusters Score: Raw -4276744.485148 + Penalty 5130.750704 = -4271613.734444 nChanged 110 SP:Iteration 43Q (9509.890000 sec): 3 clusters Score: Raw -4276775.644918 + Penalty 5130.750704 = -4271644.894214 nChanged 98 SP:Iteration 44Q (9510.270000 sec): 3 clusters Score: Raw -4276800.833927 + Penalty 5130.750704 = -4271670.083223 nChanged 90 SP:Iteration 45Q (9510.740000 sec): 3 clusters Score: Raw -4276824.470705 + Penalty 5130.750704 = -4271693.720001 nChanged 82 SP:Iteration 46Q (9511.170000 sec): 3 clusters Score: Raw -4276847.721575 + Penalty 5130.750704 = -4271716.970870 nChanged 77 SP:Iteration 47Q (9511.530000 sec): 3 clusters Score: Raw -4276872.494720 + Penalty 5130.750704 = -4271741.744016 nChanged 67 SP:Iteration 48Q (9511.950000 sec): 3 clusters Score: Raw -4276894.042086 + Penalty 5130.750704 = -4271763.291381 nChanged 64 SP:Iteration 49Q (9512.260000 sec): 3 clusters Score: Raw -4276913.453159 + Penalty 5130.750704 = -4271782.702455 nChanged 48 SP:Iteration 50Q (9512.640000 sec): 3 clusters Score: Raw -4276927.245651 + Penalty 5130.750704 = -4271796.494946 nChanged 43 SP:Iteration 51Q (9513.030000 sec): 3 clusters Score: Raw -4276939.535359 + Penalty 5130.750704 = -4271808.784654 nChanged 37 SP:Iteration 52Q (9513.390000 sec): 3 clusters Score: Raw -4276948.269333 + Penalty 5130.750704 = -4271817.518628 nChanged 35 SP:Iteration 53Q (9513.720000 sec): 3 clusters Score: Raw -4276956.403956 + Penalty 5130.750704 = -4271825.653252 nChanged 37 SP:Iteration 54Q (9514.080000 sec): 3 clusters Score: Raw -4276965.026675 + Penalty 5130.750704 = -4271834.275971 nChanged 32 SP:Iteration 55Q (9514.410000 sec): 3 clusters Score: Raw -4276972.110280 + Penalty 5130.750704 = -4271841.359575 nChanged 21 SP:Iteration 56Q (9514.780000 sec): 3 clusters Score: Raw -4276977.916967 + Penalty 5130.750704 = -4271847.166262 nChanged 21 SP:Iteration 57Q (9515.150000 sec): 3 clusters Score: Raw -4276982.438100 + Penalty 5130.750704 = -4271851.687396 nChanged 20 SP:Iteration 58Q (9515.560000 sec): 3 clusters Score: Raw -4276987.514284 + Penalty 5130.750704 = -4271856.763579 nChanged 22 SP:Iteration 59Q (9515.940000 sec): 3 clusters Score: Raw -4276993.352017 + Penalty 5130.750704 = -4271862.601313 nChanged 19 SP:Iteration 60F (9516.360000 sec): 3 clusters Score: Raw -4276997.104871 + Penalty 5130.750704 = -4271866.354166 nChanged 19 SP:Iteration 61Q (9516.720000 sec): 3 clusters Score: Raw -4277001.824590 + Penalty 5130.750704 = -4271871.073885 nChanged 14 SP:Iteration 62Q (9517.100000 sec): 3 clusters Score: Raw -4277004.953987 + Penalty 5130.750704 = -4271874.203283 nChanged 9 SP:Iteration 63Q (9517.570000 sec): 3 clusters Score: Raw -4277007.771586 + Penalty 5130.750704 = -4271877.020882 nChanged 10 SP:Iteration 64Q (9517.990000 sec): 3 clusters Score: Raw -4277010.211579 + Penalty 5130.750704 = -4271879.460875 nChanged 7 SP:Iteration 65Q (9518.330000 sec): 3 clusters Score: Raw -4277011.785756 + Penalty 5130.750704 = -4271881.035052 nChanged 6 SP:Iteration 66Q (9518.630000 sec): 3 clusters Score: Raw -4277012.844257 + Penalty 5130.750704 = -4271882.093552 nChanged 7 SP:Iteration 67Q (9518.920000 sec): 3 clusters Score: Raw -4277014.809080 + Penalty 5130.750704 = -4271884.058375 nChanged 8 SP:Iteration 68Q (9519.280000 sec): 3 clusters Score: Raw -4277015.831264 + Penalty 5130.750704 = -4271885.080559 nChanged 3 SP:Iteration 69Q (9519.560000 sec): 3 clusters Score: Raw -4277016.471910 + Penalty 5130.750704 = -4271885.721205 nChanged 4 SP:Iteration 70Q (9519.900000 sec): 3 clusters Score: Raw -4277017.682187 + Penalty 5130.750704 = -4271886.931482 nChanged 6 SP:Iteration 71Q (9520.250000 sec): 3 clusters Score: Raw -4277019.022670 + Penalty 5130.750704 = -4271888.271965 nChanged 5 SP:Iteration 72Q (9520.670000 sec): 3 clusters Score: Raw -4277019.888941 + Penalty 5130.750704 = -4271889.138237 nChanged 4 SP:Iteration 73Q (9520.990000 sec): 3 clusters Score: Raw -4277020.629667 + Penalty 5130.750704 = -4271889.878963 nChanged 6 SP:Iteration 74Q (9521.400000 sec): 3 clusters Score: Raw -4277021.781574 + Penalty 5130.750704 = -4271891.030869 nChanged 5 SP:Iteration 75Q (9521.750000 sec): 3 clusters Score: Raw -4277022.869640 + Penalty 5130.750704 = -4271892.118935 nChanged 7 SP:Iteration 76Q (9522.120000 sec): 3 clusters Score: Raw -4277024.508743 + Penalty 5130.750704 = -4271893.758039 nChanged 8 SP:Iteration 77Q (9522.440000 sec): 3 clusters Score: Raw -4277025.872516 + Penalty 5130.750704 = -4271895.121812 nChanged 4 SP:Iteration 78Q (9522.870000 sec): 3 clusters Score: Raw -4277026.714976 + Penalty 5130.750704 = -4271895.964271 nChanged 6 SP:Iteration 79Q (9523.200000 sec): 3 clusters Score: Raw -4277028.209497 + Penalty 5130.750704 = -4271897.458793 nChanged 7 SP:Iteration 80F (9523.560000 sec): 3 clusters Score: Raw -4277030.212464 + Penalty 5130.750704 = -4271899.461759 nChanged 10 SP:Iteration 81Q (9523.900000 sec): 3 clusters Score: Raw -4277032.436867 + Penalty 5130.750704 = -4271901.686163 nChanged 4 SP:Iteration 82Q (9524.230000 sec): 3 clusters Score: Raw -4277033.678961 + Penalty 5130.750704 = -4271902.928257 nChanged 6 SP:Iteration 83Q (9524.560000 sec): 3 clusters Score: Raw -4277035.311207 + Penalty 5130.750704 = -4271904.560503 nChanged 9 SP:Iteration 84Q (9524.960000 sec): 3 clusters Score: Raw -4277037.356067 + Penalty 5130.750704 = -4271906.605363 nChanged 8 SP:Iteration 85Q (9525.250000 sec): 3 clusters Score: Raw -4277039.418968 + Penalty 5130.750704 = -4271908.668264 nChanged 6 SP:Iteration 86Q (9525.620000 sec): 3 clusters Score: Raw -4277040.436830 + Penalty 5130.750704 = -4271909.686126 nChanged 3 SP:Iteration 87Q (9525.940000 sec): 3 clusters Score: Raw -4277041.003377 + Penalty 5130.750704 = -4271910.252673 nChanged 3 SP:Iteration 88Q (9526.290000 sec): 3 clusters Score: Raw -4277041.739712 + Penalty 5130.750704 = -4271910.989008 nChanged 3 SP:Iteration 89Q (9526.630000 sec): 3 clusters Score: Raw -4277042.292229 + Penalty 5130.750704 = -4271911.541524 nChanged 6 SP:Iteration 90Q (9526.930000 sec): 3 clusters Score: Raw -4277043.636411 + Penalty 5130.750704 = -4271912.885706 nChanged 3 SP:Iteration 91Q (9527.340000 sec): 3 clusters Score: Raw -4277044.212718 + Penalty 5130.750704 = -4271913.462013 nChanged 0 SP:Iteration 92F (9527.660000 sec): 3 clusters Score: Raw -4277044.212718 + Penalty 5130.750704 = -4271913.462013 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9527.790000 sec): 2 clusters Score: Raw -103926.617498 + Penalty 1656.851960 = -102269.765538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9527.990000 sec): 3 clusters Score: Raw -103825.566573 + Penalty 3313.703921 = -100511.862652 nChanged 185 SP:Iteration 1F (9528.220000 sec): 3 clusters Score: Raw -104114.502313 + Penalty 3313.703921 = -100800.798392 nChanged 49 SP:Iteration 2F (9528.390000 sec): 3 clusters Score: Raw -104236.347254 + Penalty 3313.703921 = -100922.643334 nChanged 38 SP:Iteration 3Q (9528.530000 sec): 3 clusters Score: Raw -104311.838727 + Penalty 3313.703921 = -100998.134807 nChanged 18 SP:Iteration 4Q (9528.720000 sec): 3 clusters Score: Raw -104340.773243 + Penalty 3313.703921 = -101027.069322 nChanged 13 SP:Iteration 5Q (9528.900000 sec): 3 clusters Score: Raw -104366.540471 + Penalty 3313.703921 = -101052.836550 nChanged 11 SP:Iteration 6Q (9529.100000 sec): 3 clusters Score: Raw -104387.551063 + Penalty 3313.703921 = -101073.847143 nChanged 5 SP:Iteration 7Q (9529.290000 sec): 3 clusters Score: Raw -104397.186885 + Penalty 3313.703921 = -101083.482964 nChanged 5 SP:Iteration 8Q (9529.480000 sec): 3 clusters Score: Raw -104405.201092 + Penalty 3313.703921 = -101091.497172 nChanged 3 SP:Iteration 9Q (9529.660000 sec): 3 clusters Score: Raw -104408.927773 + Penalty 3313.703921 = -101095.223852 nChanged 0 SP:Iteration 10F (9529.820000 sec): 3 clusters Score: Raw -104408.927773 + Penalty 3313.703921 = -101095.223852 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9529.930000 sec): 2 clusters Score: Raw -334941.155408 + Penalty 1945.274462 = -332995.880946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9530.160000 sec): 3 clusters Score: Raw -333897.449272 + Penalty 3890.548925 = -330006.900347 nChanged 876 SP:Iteration 1F (9530.300000 sec): 3 clusters Score: Raw -334420.132070 + Penalty 3890.548925 = -330529.583145 nChanged 185 SP:Iteration 2F (9530.510000 sec): 3 clusters Score: Raw -334565.922985 + Penalty 3890.548925 = -330675.374060 nChanged 119 SP:Iteration 3Q (9530.700000 sec): 3 clusters Score: Raw -334661.021763 + Penalty 3890.548925 = -330770.472839 nChanged 83 SP:Iteration 4Q (9530.890000 sec): 3 clusters Score: Raw -334719.186267 + Penalty 3890.548925 = -330828.637342 nChanged 50 SP:Iteration 5Q (9531.080000 sec): 3 clusters Score: Raw -334746.569876 + Penalty 3890.548925 = -330856.020952 nChanged 36 SP:Iteration 6Q (9531.310000 sec): 3 clusters Score: Raw -334768.935619 + Penalty 3890.548925 = -330878.386694 nChanged 32 SP:Iteration 7Q (9531.490000 sec): 3 clusters Score: Raw -334786.230753 + Penalty 3890.548925 = -330895.681828 nChanged 18 SP:Iteration 8Q (9531.740000 sec): 3 clusters Score: Raw -334796.592862 + Penalty 3890.548925 = -330906.043937 nChanged 17 SP:Iteration 9Q (9531.950000 sec): 3 clusters Score: Raw -334804.562909 + Penalty 3890.548925 = -330914.013985 nChanged 9 SP:Iteration 10Q (9532.140000 sec): 3 clusters Score: Raw -334810.198068 + Penalty 3890.548925 = -330919.649143 nChanged 9 SP:Iteration 11Q (9532.370000 sec): 3 clusters Score: Raw -334817.892366 + Penalty 3890.548925 = -330927.343441 nChanged 13 SP:Iteration 12Q (9532.610000 sec): 3 clusters Score: Raw -334825.486635 + Penalty 3890.548925 = -330934.937710 nChanged 13 SP:Iteration 13Q (9532.900000 sec): 3 clusters Score: Raw -334833.490558 + Penalty 3890.548925 = -330942.941633 nChanged 12 SP:Iteration 14Q (9533.100000 sec): 3 clusters Score: Raw -334839.710763 + Penalty 3890.548925 = -330949.161839 nChanged 14 SP:Iteration 15Q (9533.390000 sec): 3 clusters Score: Raw -334847.027277 + Penalty 3890.548925 = -330956.478352 nChanged 11 SP:Iteration 16Q (9533.590000 sec): 3 clusters Score: Raw -334854.506149 + Penalty 3890.548925 = -330963.957225 nChanged 13 SP:Iteration 17Q (9533.830000 sec): 3 clusters Score: Raw -334863.850977 + Penalty 3890.548925 = -330973.302053 nChanged 9 SP:Iteration 18Q (9533.990000 sec): 3 clusters Score: Raw -334869.877474 + Penalty 3890.548925 = -330979.328549 nChanged 7 SP:Iteration 19Q (9534.210000 sec): 3 clusters Score: Raw -334873.035544 + Penalty 3890.548925 = -330982.486619 nChanged 10 SP:Iteration 20F (9534.370000 sec): 3 clusters Score: Raw -334879.096647 + Penalty 3890.548925 = -330988.547722 nChanged 7 SP:Iteration 21Q (9534.570000 sec): 3 clusters Score: Raw -334883.467508 + Penalty 3890.548925 = -330992.918583 nChanged 8 SP:Iteration 22Q (9534.770000 sec): 3 clusters Score: Raw -334887.707601 + Penalty 3890.548925 = -330997.158676 nChanged 4 SP:Iteration 23Q (9534.970000 sec): 3 clusters Score: Raw -334889.191573 + Penalty 3890.548925 = -330998.642649 nChanged 1 SP:Iteration 24Q (9535.170000 sec): 3 clusters Score: Raw -334889.944004 + Penalty 3890.548925 = -330999.395080 nChanged 0 SP:Iteration 25F (9535.330000 sec): 3 clusters Score: Raw -334889.944004 + Penalty 3890.548925 = -330999.395080 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9535.470000 sec): 2 clusters Score: Raw -277712.219918 + Penalty 1895.345985 = -275816.873933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9535.660000 sec): 3 clusters Score: Raw -276973.450749 + Penalty 3790.691971 = -273182.758778 nChanged 676 SP:Iteration 1F (9535.810000 sec): 3 clusters Score: Raw -277488.005964 + Penalty 3790.691971 = -273697.313993 nChanged 154 SP:Iteration 2F (9536.030000 sec): 3 clusters Score: Raw -277606.725811 + Penalty 3790.691971 = -273816.033840 nChanged 75 SP:Iteration 3Q (9536.220000 sec): 3 clusters Score: Raw -277673.027031 + Penalty 3790.691971 = -273882.335060 nChanged 57 SP:Iteration 4Q (9536.390000 sec): 3 clusters Score: Raw -277728.817570 + Penalty 3790.691971 = -273938.125599 nChanged 52 SP:Iteration 5Q (9536.550000 sec): 3 clusters Score: Raw -277776.267248 + Penalty 3790.691971 = -273985.575278 nChanged 48 SP:Iteration 6Q (9536.750000 sec): 3 clusters Score: Raw -277820.621544 + Penalty 3790.691971 = -274029.929574 nChanged 31 SP:Iteration 7Q (9536.910000 sec): 3 clusters Score: Raw -277845.662335 + Penalty 3790.691971 = -274054.970364 nChanged 27 SP:Iteration 8Q (9537.110000 sec): 3 clusters Score: Raw -277865.011526 + Penalty 3790.691971 = -274074.319556 nChanged 14 SP:Iteration 9Q (9537.290000 sec): 3 clusters Score: Raw -277873.053743 + Penalty 3790.691971 = -274082.361772 nChanged 10 SP:Iteration 10Q (9537.480000 sec): 3 clusters Score: Raw -277878.794669 + Penalty 3790.691971 = -274088.102698 nChanged 7 SP:Iteration 11Q (9537.680000 sec): 3 clusters Score: Raw -277884.976193 + Penalty 3790.691971 = -274094.284222 nChanged 8 SP:Iteration 12Q (9537.900000 sec): 3 clusters Score: Raw -277891.283857 + Penalty 3790.691971 = -274100.591887 nChanged 11 SP:Iteration 13Q (9538.070000 sec): 3 clusters Score: Raw -277899.476090 + Penalty 3790.691971 = -274108.784119 nChanged 14 SP:Iteration 14Q (9538.230000 sec): 3 clusters Score: Raw -277909.292946 + Penalty 3790.691971 = -274118.600975 nChanged 17 SP:Iteration 15Q (9538.480000 sec): 3 clusters Score: Raw -277922.648830 + Penalty 3790.691971 = -274131.956859 nChanged 21 SP:Iteration 16Q (9538.610000 sec): 3 clusters Score: Raw -277937.921227 + Penalty 3790.691971 = -274147.229257 nChanged 21 SP:Iteration 17Q (9538.840000 sec): 3 clusters Score: Raw -277954.832306 + Penalty 3790.691971 = -274164.140336 nChanged 17 SP:Iteration 18Q (9539.040000 sec): 3 clusters Score: Raw -277966.765990 + Penalty 3790.691971 = -274176.074019 nChanged 12 SP:Iteration 19Q (9539.210000 sec): 3 clusters Score: Raw -277975.742218 + Penalty 3790.691971 = -274185.050248 nChanged 17 SP:Iteration 20F (9539.390000 sec): 3 clusters Score: Raw -277988.174501 + Penalty 3790.691971 = -274197.482530 nChanged 15 SP:Iteration 21Q (9539.630000 sec): 3 clusters Score: Raw -277998.036882 + Penalty 3790.691971 = -274207.344912 nChanged 14 SP:Iteration 22Q (9539.800000 sec): 3 clusters Score: Raw -278010.847277 + Penalty 3790.691971 = -274220.155307 nChanged 19 SP:Iteration 23Q (9540.030000 sec): 3 clusters Score: Raw -278024.941210 + Penalty 3790.691971 = -274234.249239 nChanged 19 SP:Iteration 24Q (9540.210000 sec): 3 clusters Score: Raw -278046.766977 + Penalty 3790.691971 = -274256.075006 nChanged 28 SP:Iteration 25Q (9540.360000 sec): 3 clusters Score: Raw -278072.242886 + Penalty 3790.691971 = -274281.550915 nChanged 24 SP:Iteration 26Q (9540.520000 sec): 3 clusters Score: Raw -278091.008283 + Penalty 3790.691971 = -274300.316313 nChanged 29 SP:Iteration 27Q (9540.670000 sec): 3 clusters Score: Raw -278121.041722 + Penalty 3790.691971 = -274330.349752 nChanged 27 SP:Iteration 28Q (9540.870000 sec): 3 clusters Score: Raw -278146.168069 + Penalty 3790.691971 = -274355.476098 nChanged 26 SP:Iteration 29Q (9541.050000 sec): 3 clusters Score: Raw -278167.476925 + Penalty 3790.691971 = -274376.784955 nChanged 31 SP:Iteration 30Q (9541.250000 sec): 3 clusters Score: Raw -278192.050090 + Penalty 3790.691971 = -274401.358120 nChanged 17 SP:Iteration 31Q (9541.400000 sec): 3 clusters Score: Raw -278207.291911 + Penalty 3790.691971 = -274416.599940 nChanged 24 SP:Iteration 32Q (9541.550000 sec): 3 clusters Score: Raw -278230.882965 + Penalty 3790.691971 = -274440.190995 nChanged 29 SP:Iteration 33Q (9541.750000 sec): 3 clusters Score: Raw -278258.844138 + Penalty 3790.691971 = -274468.152167 nChanged 27 SP:Iteration 34Q (9541.940000 sec): 3 clusters Score: Raw -278289.235411 + Penalty 3790.691971 = -274498.543440 nChanged 31 SP:Iteration 35Q (9542.170000 sec): 3 clusters Score: Raw -278320.357816 + Penalty 3790.691971 = -274529.665845 nChanged 26 SP:Iteration 36Q (9542.360000 sec): 3 clusters Score: Raw -278345.601471 + Penalty 3790.691971 = -274554.909501 nChanged 28 SP:Iteration 37Q (9542.510000 sec): 3 clusters Score: Raw -278372.904018 + Penalty 3790.691971 = -274582.212048 nChanged 23 SP:Iteration 38Q (9542.730000 sec): 3 clusters Score: Raw -278397.358960 + Penalty 3790.691971 = -274606.666989 nChanged 20 SP:Iteration 39Q (9542.910000 sec): 3 clusters Score: Raw -278421.705792 + Penalty 3790.691971 = -274631.013822 nChanged 20 SP:Iteration 40F (9543.070000 sec): 3 clusters Score: Raw -278440.632276 + Penalty 3790.691971 = -274649.940306 nChanged 24 SP:Iteration 41Q (9543.310000 sec): 3 clusters Score: Raw -278469.121404 + Penalty 3790.691971 = -274678.429433 nChanged 27 SP:Iteration 42Q (9543.460000 sec): 3 clusters Score: Raw -278500.093578 + Penalty 3790.691971 = -274709.401607 nChanged 22 SP:Iteration 43Q (9543.670000 sec): 3 clusters Score: Raw -278524.228409 + Penalty 3790.691971 = -274733.536439 nChanged 22 SP:Iteration 44Q (9543.860000 sec): 3 clusters Score: Raw -278546.384399 + Penalty 3790.691971 = -274755.692428 nChanged 21 SP:Iteration 45Q (9544.050000 sec): 3 clusters Score: Raw -278565.234900 + Penalty 3790.691971 = -274774.542929 nChanged 12 SP:Iteration 46Q (9544.280000 sec): 3 clusters Score: Raw -278575.011215 + Penalty 3790.691971 = -274784.319245 nChanged 9 SP:Iteration 47Q (9544.460000 sec): 3 clusters Score: Raw -278581.591729 + Penalty 3790.691971 = -274790.899758 nChanged 8 SP:Iteration 48Q (9544.590000 sec): 3 clusters Score: Raw -278587.665396 + Penalty 3790.691971 = -274796.973425 nChanged 6 SP:Iteration 49Q (9544.810000 sec): 3 clusters Score: Raw -278591.330911 + Penalty 3790.691971 = -274800.638940 nChanged 6 SP:Iteration 50Q (9545.010000 sec): 3 clusters Score: Raw -278597.116954 + Penalty 3790.691971 = -274806.424984 nChanged 5 SP:Iteration 51Q (9545.160000 sec): 3 clusters Score: Raw -278599.763014 + Penalty 3790.691971 = -274809.071044 nChanged 1 SP:Iteration 52Q (9545.340000 sec): 3 clusters Score: Raw -278600.362303 + Penalty 3790.691971 = -274809.670333 nChanged 1 SP:Iteration 53Q (9545.510000 sec): 3 clusters Score: Raw -278601.126921 + Penalty 3790.691971 = -274810.434950 nChanged 2 SP:Iteration 54Q (9545.730000 sec): 3 clusters Score: Raw -278602.341590 + Penalty 3790.691971 = -274811.649619 nChanged 1 SP:Iteration 55Q (9545.870000 sec): 3 clusters Score: Raw -278603.229232 + Penalty 3790.691971 = -274812.537262 nChanged 2 SP:Iteration 56Q (9546.070000 sec): 3 clusters Score: Raw -278603.923694 + Penalty 3790.691971 = -274813.231723 nChanged 0 SP:Iteration 57F (9546.270000 sec): 3 clusters Score: Raw -278603.923694 + Penalty 3790.691971 = -274813.231723 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9546.370000 sec): 2 clusters Score: Raw -36295.964123 + Penalty 1443.380567 = -34852.583556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9546.550000 sec): 3 clusters Score: Raw -36659.694558 + Penalty 2886.761133 = -33772.933424 nChanged 77 SP:Iteration 1F (9546.750000 sec): 3 clusters Score: Raw -36918.041440 + Penalty 2886.761133 = -34031.280307 nChanged 22 SP:Iteration 2F (9546.920000 sec): 3 clusters Score: Raw -37025.656324 + Penalty 2886.761133 = -34138.895191 nChanged 14 SP:Iteration 3Q (9547.120000 sec): 3 clusters Score: Raw -37061.776987 + Penalty 2886.761133 = -34175.015853 nChanged 11 SP:Iteration 4Q (9547.250000 sec): 3 clusters Score: Raw -37095.458797 + Penalty 2886.761133 = -34208.697664 nChanged 10 SP:Iteration 5Q (9547.420000 sec): 3 clusters Score: Raw -37119.477197 + Penalty 2886.761133 = -34232.716063 nChanged 7 SP:Iteration 6Q (9547.620000 sec): 3 clusters Score: Raw -37144.083199 + Penalty 2886.761133 = -34257.322066 nChanged 5 SP:Iteration 7Q (9547.830000 sec): 3 clusters Score: Raw -37166.259219 + Penalty 2886.761133 = -34279.498085 nChanged 3 SP:Iteration 8Q (9547.990000 sec): 3 clusters Score: Raw -37173.296839 + Penalty 2886.761133 = -34286.535705 nChanged 1 SP:Iteration 9Q (9548.170000 sec): 3 clusters Score: Raw -37174.639966 + Penalty 2886.761133 = -34287.878833 nChanged 0 SP:Iteration 10F (9548.370000 sec): 3 clusters Score: Raw -37174.914216 + Penalty 2886.761133 = -34288.153083 nChanged 1 SP:Iteration 11Q (9548.580000 sec): 3 clusters Score: Raw -37225.350257 + Penalty 2886.761133 = -34338.589124 nChanged 3 SP:Iteration 12Q (9548.750000 sec): 3 clusters Score: Raw -37233.278743 + Penalty 2886.761133 = -34346.517609 nChanged 0 SP:Iteration 13F (9548.860000 sec): 3 clusters Score: Raw -37233.278743 + Penalty 2886.761133 = -34346.517609 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9548.990000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9549.190000 sec): 3 clusters Score: Raw -44971.999920 + Penalty 2916.744361 = -42055.255559 nChanged 48 SP:Iteration 1F (9549.370000 sec): 3 clusters Score: Raw -45194.839344 + Penalty 2916.744361 = -42278.094983 nChanged 29 SP:Iteration 2F (9549.600000 sec): 3 clusters Score: Raw -45333.049690 + Penalty 2916.744361 = -42416.305329 nChanged 12 SP:Iteration 3Q (9549.790000 sec): 3 clusters Score: Raw -45386.918682 + Penalty 2916.744361 = -42470.174321 nChanged 7 SP:Iteration 4Q (9549.970000 sec): 3 clusters Score: Raw -45407.076895 + Penalty 2916.744361 = -42490.332534 nChanged 3 SP:Iteration 5Q (9550.170000 sec): 3 clusters Score: Raw -45421.837041 + Penalty 2916.744361 = -42505.092680 nChanged 1 SP:Iteration 6Q (9550.400000 sec): 3 clusters Score: Raw -45424.508862 + Penalty 2916.744361 = -42507.764501 nChanged 0 SP:Iteration 7F (9550.630000 sec): 3 clusters Score: Raw -45424.508862 + Penalty 2916.744361 = -42507.764501 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9550.720000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9550.860000 sec): 3 clusters Score: Raw -73792.571709 + Penalty 3128.816827 = -70663.754882 nChanged 108 SP:Iteration 1F (9551.050000 sec): 3 clusters Score: Raw -73986.240249 + Penalty 3128.816827 = -70857.423422 nChanged 32 SP:Iteration 2F (9551.220000 sec): 3 clusters Score: Raw -74045.292323 + Penalty 3128.816827 = -70916.475496 nChanged 11 SP:Iteration 3Q (9551.430000 sec): 3 clusters Score: Raw -74067.383821 + Penalty 3128.816827 = -70938.566994 nChanged 3 SP:Iteration 4Q (9551.610000 sec): 3 clusters Score: Raw -74072.969165 + Penalty 3128.816827 = -70944.152338 nChanged 0 SP:Iteration 5F (9551.820000 sec): 3 clusters Score: Raw -74072.969165 + Penalty 3128.816827 = -70944.152338 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9551.950000 sec): 2 clusters Score: Raw -19242.757878 + Penalty 1315.219617 = -17927.538261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9552.190000 sec): 3 clusters Score: Raw -19547.310609 + Penalty 2630.439234 = -16916.871375 nChanged 28 SP:Iteration 1F (9552.390000 sec): 3 clusters Score: Raw -19704.863452 + Penalty 2630.439234 = -17074.424218 nChanged 11 SP:Iteration 2F (9552.550000 sec): 3 clusters Score: Raw -19831.316980 + Penalty 2630.439234 = -17200.877745 nChanged 6 SP:Iteration 3Q (9552.760000 sec): 3 clusters Score: Raw -19979.591549 + Penalty 2630.439234 = -17349.152315 nChanged 2 SP:Iteration 4Q (9552.940000 sec): 3 clusters Score: Raw -20017.112199 + Penalty 2630.439234 = -17386.672964 nChanged 1 SP:Iteration 5Q (9553.130000 sec): 3 clusters Score: Raw -20034.162012 + Penalty 2630.439234 = -17403.722778 nChanged 1 SP:Iteration 6Q (9553.320000 sec): 3 clusters Score: Raw -20046.387680 + Penalty 2630.439234 = -17415.948446 nChanged 3 SP:Iteration 7Q (9553.540000 sec): 3 clusters Score: Raw -20060.277920 + Penalty 2630.439234 = -17429.838686 nChanged 2 SP:Iteration 8Q (9553.700000 sec): 3 clusters Score: Raw -20067.419611 + Penalty 2630.439234 = -17436.980377 nChanged 0 SP:Iteration 9F (9553.910000 sec): 3 clusters Score: Raw -20067.419611 + Penalty 2630.439234 = -17436.980377 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9554.030000 sec): 2 clusters Score: Raw -15353.359955 + Penalty 1223.749535 = -14129.610419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9554.210000 sec): 3 clusters Score: Raw -15634.644840 + Penalty 2447.499071 = -13187.145769 nChanged 6 SP:Iteration 1Q (9554.370000 sec): 3 clusters Score: Raw -15675.404328 + Penalty 2447.499071 = -13227.905257 nChanged 0 SP:Iteration 2F (9554.560000 sec): 3 clusters Score: Raw -15675.404328 + Penalty 2447.499071 = -13227.905257 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9554.640000 sec): 2 clusters Score: Raw -67224.277258 + Penalty 1552.849938 = -65671.427320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9554.840000 sec): 3 clusters Score: Raw -67213.846871 + Penalty 3105.699875 = -64108.146996 nChanged 101 SP:Iteration 1F (9555.000000 sec): 3 clusters Score: Raw -67401.025042 + Penalty 3105.699875 = -64295.325167 nChanged 26 SP:Iteration 2Q (9555.230000 sec): 3 clusters Score: Raw -67452.364381 + Penalty 3105.699875 = -64346.664506 nChanged 4 SP:Iteration 3Q (9555.480000 sec): 3 clusters Score: Raw -67460.404970 + Penalty 3105.699875 = -64354.705094 nChanged 3 SP:Iteration 4Q (9555.650000 sec): 3 clusters Score: Raw -67465.255041 + Penalty 3105.699875 = -64359.555165 nChanged 1 SP:Iteration 5Q (9555.870000 sec): 3 clusters Score: Raw -67467.095252 + Penalty 3105.699875 = -64361.395376 nChanged 0 SP:Iteration 6F (9556.020000 sec): 3 clusters Score: Raw -67467.095252 + Penalty 3105.699875 = -64361.395376 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (25183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9556.290000 sec): 2 clusters Score: Raw -3400485.431191 + Penalty 2513.213262 = -3397972.217929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9556.650000 sec): 3 clusters Score: Raw -3385456.269722 + Penalty 5026.426524 = -3380429.843198 nChanged 11273 SP:Iteration 1F (9556.940000 sec): 3 clusters Score: Raw -3391601.746133 + Penalty 5026.426524 = -3386575.319609 nChanged 1310 SP:Iteration 2F (9557.290000 sec): 3 clusters Score: Raw -3392123.887798 + Penalty 5026.426524 = -3387097.461274 nChanged 1242 SP:Iteration 3Q (9557.590000 sec): 3 clusters Score: Raw -3392623.213223 + Penalty 5026.426524 = -3387596.786699 nChanged 1241 SP:Iteration 4Q (9557.910000 sec): 3 clusters Score: Raw -3393167.077649 + Penalty 5026.426524 = -3388140.651126 nChanged 1300 SP:Iteration 5F (9558.230000 sec): 3 clusters Score: Raw -3393826.542507 + Penalty 5026.426524 = -3388800.115984 nChanged 1428 SP:Iteration 6F (9558.550000 sec): 3 clusters Score: Raw -3394697.564357 + Penalty 5026.426524 = -3389671.137834 nChanged 1562 SP:Iteration 7F (9558.890000 sec): 3 clusters Score: Raw -3395774.535802 + Penalty 5026.426524 = -3390748.109278 nChanged 1558 SP:Iteration 8F (9559.210000 sec): 3 clusters Score: Raw -3396945.728528 + Penalty 5026.426524 = -3391919.302005 nChanged 1404 SP:Iteration 9F (9559.540000 sec): 3 clusters Score: Raw -3398098.180166 + Penalty 5026.426524 = -3393071.753642 nChanged 1062 SP:Iteration 10Q (9559.850000 sec): 3 clusters Score: Raw -3399235.516881 + Penalty 5026.426524 = -3394209.090358 nChanged 766 SP:Iteration 11Q (9560.190000 sec): 3 clusters Score: Raw -3400548.332390 + Penalty 5026.426524 = -3395521.905866 nChanged 524 SP:Iteration 12Q (9560.520000 sec): 3 clusters Score: Raw -3401101.454794 + Penalty 5026.426524 = -3396075.028271 nChanged 309 SP:Iteration 13Q (9560.830000 sec): 3 clusters Score: Raw -3401255.498987 + Penalty 5026.426524 = -3396229.072464 nChanged 146 SP:Iteration 14Q (9561.130000 sec): 3 clusters Score: Raw -3401305.714544 + Penalty 5026.426524 = -3396279.288021 nChanged 84 SP:Iteration 15Q (9561.460000 sec): 3 clusters Score: Raw -3401326.533831 + Penalty 5026.426524 = -3396300.107308 nChanged 48 SP:Iteration 16Q (9561.780000 sec): 3 clusters Score: Raw -3401336.929243 + Penalty 5026.426524 = -3396310.502719 nChanged 39 SP:Iteration 17Q (9562.070000 sec): 3 clusters Score: Raw -3401344.935901 + Penalty 5026.426524 = -3396318.509378 nChanged 37 SP:Iteration 18Q (9562.410000 sec): 3 clusters Score: Raw -3401352.289971 + Penalty 5026.426524 = -3396325.863447 nChanged 21 SP:Iteration 19Q (9562.720000 sec): 3 clusters Score: Raw -3401356.121818 + Penalty 5026.426524 = -3396329.695295 nChanged 18 SP:Iteration 20F (9563.040000 sec): 3 clusters Score: Raw -3401358.624371 + Penalty 5026.426524 = -3396332.197847 nChanged 11 SP:Iteration 21Q (9563.370000 sec): 3 clusters Score: Raw -3401360.555820 + Penalty 5026.426524 = -3396334.129297 nChanged 9 SP:Iteration 22Q (9563.650000 sec): 3 clusters Score: Raw -3401361.717207 + Penalty 5026.426524 = -3396335.290684 nChanged 9 SP:Iteration 23Q (9564.000000 sec): 3 clusters Score: Raw -3401363.015837 + Penalty 5026.426524 = -3396336.589313 nChanged 7 SP:Iteration 24Q (9564.340000 sec): 3 clusters Score: Raw -3401364.185827 + Penalty 5026.426524 = -3396337.759304 nChanged 2 SP:Iteration 25Q (9564.690000 sec): 3 clusters Score: Raw -3401364.313034 + Penalty 5026.426524 = -3396337.886510 nChanged 2 SP:Iteration 26Q (9565.010000 sec): 3 clusters Score: Raw -3401364.508021 + Penalty 5026.426524 = -3396338.081497 nChanged 1 SP:Iteration 27Q (9565.340000 sec): 3 clusters Score: Raw -3401364.568351 + Penalty 5026.426524 = -3396338.141827 nChanged 1 SP:Iteration 28Q (9565.660000 sec): 3 clusters Score: Raw -3401364.603956 + Penalty 5026.426524 = -3396338.177432 nChanged 1 SP:Iteration 29Q (9565.950000 sec): 3 clusters Score: Raw -3401364.726570 + Penalty 5026.426524 = -3396338.300046 nChanged 2 SP:Iteration 30Q (9566.260000 sec): 3 clusters Score: Raw -3401364.923128 + Penalty 5026.426524 = -3396338.496604 nChanged 1 SP:Iteration 31Q (9566.520000 sec): 3 clusters Score: Raw -3401365.043682 + Penalty 5026.426524 = -3396338.617158 nChanged 0 SP:Iteration 32F (9566.860000 sec): 3 clusters Score: Raw -3401365.043682 + Penalty 5026.426524 = -3396338.617158 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9567.000000 sec): 2 clusters Score: Raw -319862.086631 + Penalty 1934.643554 = -317927.443077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9567.180000 sec): 3 clusters Score: Raw -318951.348529 + Penalty 3869.287107 = -315082.061422 nChanged 789 SP:Iteration 1F (9567.390000 sec): 3 clusters Score: Raw -319541.958448 + Penalty 3869.287107 = -315672.671340 nChanged 209 SP:Iteration 2F (9567.570000 sec): 3 clusters Score: Raw -319727.442624 + Penalty 3869.287107 = -315858.155516 nChanged 123 SP:Iteration 3F (9567.740000 sec): 3 clusters Score: Raw -319833.844448 + Penalty 3869.287107 = -315964.557341 nChanged 98 SP:Iteration 4Q (9567.940000 sec): 3 clusters Score: Raw -319905.561105 + Penalty 3869.287107 = -316036.273998 nChanged 64 SP:Iteration 5Q (9568.140000 sec): 3 clusters Score: Raw -319958.505696 + Penalty 3869.287107 = -316089.218589 nChanged 48 SP:Iteration 6Q (9568.280000 sec): 3 clusters Score: Raw -320001.737667 + Penalty 3869.287107 = -316132.450559 nChanged 63 SP:Iteration 7Q (9568.520000 sec): 3 clusters Score: Raw -320059.569524 + Penalty 3869.287107 = -316190.282417 nChanged 68 SP:Iteration 8Q (9568.660000 sec): 3 clusters Score: Raw -320114.678797 + Penalty 3869.287107 = -316245.391689 nChanged 55 SP:Iteration 9Q (9568.860000 sec): 3 clusters Score: Raw -320152.686064 + Penalty 3869.287107 = -316283.398957 nChanged 41 SP:Iteration 10Q (9569.080000 sec): 3 clusters Score: Raw -320185.536550 + Penalty 3869.287107 = -316316.249442 nChanged 46 SP:Iteration 11Q (9569.330000 sec): 3 clusters Score: Raw -320218.416899 + Penalty 3869.287107 = -316349.129792 nChanged 41 SP:Iteration 12Q (9569.550000 sec): 3 clusters Score: Raw -320247.867608 + Penalty 3869.287107 = -316378.580500 nChanged 30 SP:Iteration 13Q (9569.720000 sec): 3 clusters Score: Raw -320272.690054 + Penalty 3869.287107 = -316403.402947 nChanged 28 SP:Iteration 14Q (9569.940000 sec): 3 clusters Score: Raw -320293.684534 + Penalty 3869.287107 = -316424.397426 nChanged 29 SP:Iteration 15Q (9570.140000 sec): 3 clusters Score: Raw -320317.917485 + Penalty 3869.287107 = -316448.630378 nChanged 29 SP:Iteration 16Q (9570.290000 sec): 3 clusters Score: Raw -320338.121999 + Penalty 3869.287107 = -316468.834892 nChanged 30 SP:Iteration 17Q (9570.480000 sec): 3 clusters Score: Raw -320358.980044 + Penalty 3869.287107 = -316489.692936 nChanged 28 SP:Iteration 18Q (9570.610000 sec): 3 clusters Score: Raw -320377.264677 + Penalty 3869.287107 = -316507.977569 nChanged 23 SP:Iteration 19Q (9570.800000 sec): 3 clusters Score: Raw -320392.183641 + Penalty 3869.287107 = -316522.896533 nChanged 25 SP:Iteration 20F (9571.020000 sec): 3 clusters Score: Raw -320415.468982 + Penalty 3869.287107 = -316546.181875 nChanged 28 SP:Iteration 21Q (9571.270000 sec): 3 clusters Score: Raw -320434.683675 + Penalty 3869.287107 = -316565.396567 nChanged 23 SP:Iteration 22Q (9571.510000 sec): 3 clusters Score: Raw -320453.552764 + Penalty 3869.287107 = -316584.265656 nChanged 19 SP:Iteration 23Q (9571.690000 sec): 3 clusters Score: Raw -320469.604774 + Penalty 3869.287107 = -316600.317667 nChanged 18 SP:Iteration 24Q (9571.880000 sec): 3 clusters Score: Raw -320486.867702 + Penalty 3869.287107 = -316617.580595 nChanged 16 SP:Iteration 25Q (9572.080000 sec): 3 clusters Score: Raw -320497.710053 + Penalty 3869.287107 = -316628.422946 nChanged 10 SP:Iteration 26Q (9572.220000 sec): 3 clusters Score: Raw -320504.346773 + Penalty 3869.287107 = -316635.059665 nChanged 10 SP:Iteration 27Q (9572.380000 sec): 3 clusters Score: Raw -320509.323650 + Penalty 3869.287107 = -316640.036542 nChanged 2 SP:Iteration 28Q (9572.610000 sec): 3 clusters Score: Raw -320510.775178 + Penalty 3869.287107 = -316641.488071 nChanged 2 SP:Iteration 29Q (9572.860000 sec): 3 clusters Score: Raw -320511.971272 + Penalty 3869.287107 = -316642.684165 nChanged 3 SP:Iteration 30Q (9573.080000 sec): 3 clusters Score: Raw -320513.564031 + Penalty 3869.287107 = -316644.276923 nChanged 2 SP:Iteration 31Q (9573.310000 sec): 3 clusters Score: Raw -320515.214756 + Penalty 3869.287107 = -316645.927649 nChanged 2 SP:Iteration 32Q (9573.480000 sec): 3 clusters Score: Raw -320515.922053 + Penalty 3869.287107 = -316646.634946 nChanged 2 SP:Iteration 33Q (9573.710000 sec): 3 clusters Score: Raw -320517.126931 + Penalty 3869.287107 = -316647.839824 nChanged 3 SP:Iteration 34Q (9573.950000 sec): 3 clusters Score: Raw -320519.031760 + Penalty 3869.287107 = -316649.744652 nChanged 4 SP:Iteration 35Q (9574.140000 sec): 3 clusters Score: Raw -320521.903299 + Penalty 3869.287107 = -316652.616192 nChanged 6 SP:Iteration 36Q (9574.300000 sec): 3 clusters Score: Raw -320526.061428 + Penalty 3869.287107 = -316656.774321 nChanged 9 SP:Iteration 37Q (9574.500000 sec): 3 clusters Score: Raw -320531.985868 + Penalty 3869.287107 = -316662.698761 nChanged 3 SP:Iteration 38Q (9574.700000 sec): 3 clusters Score: Raw -320533.300884 + Penalty 3869.287107 = -316664.013776 nChanged 3 SP:Iteration 39Q (9574.900000 sec): 3 clusters Score: Raw -320535.338843 + Penalty 3869.287107 = -316666.051736 nChanged 5 SP:Iteration 40F (9575.100000 sec): 3 clusters Score: Raw -320538.745895 + Penalty 3869.287107 = -316669.458788 nChanged 2 SP:Iteration 41Q (9575.300000 sec): 3 clusters Score: Raw -320540.963594 + Penalty 3869.287107 = -316671.676486 nChanged 2 SP:Iteration 42Q (9575.550000 sec): 3 clusters Score: Raw -320542.925778 + Penalty 3869.287107 = -316673.638671 nChanged 3 SP:Iteration 43Q (9575.760000 sec): 3 clusters Score: Raw -320545.597898 + Penalty 3869.287107 = -316676.310791 nChanged 1 SP:Iteration 44Q (9576.010000 sec): 3 clusters Score: Raw -320546.218285 + Penalty 3869.287107 = -316676.931177 nChanged 1 SP:Iteration 45Q (9576.230000 sec): 3 clusters Score: Raw -320546.435724 + Penalty 3869.287107 = -316677.148616 nChanged 1 SP:Iteration 46Q (9576.440000 sec): 3 clusters Score: Raw -320546.748132 + Penalty 3869.287107 = -316677.461025 nChanged 0 SP:Iteration 47F (9576.610000 sec): 3 clusters Score: Raw -320546.748132 + Penalty 3869.287107 = -316677.461025 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9576.710000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9576.890000 sec): 3 clusters Score: Raw -102210.149697 + Penalty 3279.572353 = -98930.577344 nChanged 158 SP:Iteration 1F (9577.050000 sec): 3 clusters Score: Raw -102416.084730 + Penalty 3279.572353 = -99136.512376 nChanged 32 SP:Iteration 2Q (9577.210000 sec): 3 clusters Score: Raw -102468.066139 + Penalty 3279.572353 = -99188.493786 nChanged 15 SP:Iteration 3Q (9577.440000 sec): 3 clusters Score: Raw -102491.456666 + Penalty 3279.572353 = -99211.884313 nChanged 12 SP:Iteration 4Q (9577.620000 sec): 3 clusters Score: Raw -102508.031140 + Penalty 3279.572353 = -99228.458787 nChanged 6 SP:Iteration 5Q (9577.800000 sec): 3 clusters Score: Raw -102515.942392 + Penalty 3279.572353 = -99236.370039 nChanged 2 SP:Iteration 6Q (9577.960000 sec): 3 clusters Score: Raw -102518.689815 + Penalty 3279.572353 = -99239.117462 nChanged 1 SP:Iteration 7Q (9578.140000 sec): 3 clusters Score: Raw -102520.413536 + Penalty 3279.572353 = -99240.841183 nChanged 1 SP:Iteration 8Q (9578.250000 sec): 3 clusters Score: Raw -102522.552333 + Penalty 3279.572353 = -99242.979979 nChanged 3 SP:Iteration 9Q (9578.380000 sec): 3 clusters Score: Raw -102527.381784 + Penalty 3279.572353 = -99247.809431 nChanged 2 SP:Iteration 10Q (9578.600000 sec): 3 clusters Score: Raw -102530.381875 + Penalty 3279.572353 = -99250.809522 nChanged 2 SP:Iteration 11Q (9578.830000 sec): 3 clusters Score: Raw -102532.715992 + Penalty 3279.572353 = -99253.143639 nChanged 1 SP:Iteration 12Q (9579.020000 sec): 3 clusters Score: Raw -102533.759362 + Penalty 3279.572353 = -99254.187009 nChanged 0 SP:Iteration 13F (9579.240000 sec): 3 clusters Score: Raw -102533.759362 + Penalty 3279.572353 = -99254.187009 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9579.400000 sec): 2 clusters Score: Raw -1391345.720687 + Penalty 2286.263504 = -1389059.457183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9579.660000 sec): 3 clusters Score: Raw -1385890.565800 + Penalty 4572.527007 = -1381318.038792 nChanged 4201 SP:Iteration 1F (9579.890000 sec): 3 clusters Score: Raw -1388106.504599 + Penalty 4572.527007 = -1383533.977592 nChanged 707 SP:Iteration 2F (9580.150000 sec): 3 clusters Score: Raw -1388450.281951 + Penalty 4572.527007 = -1383877.754943 nChanged 558 SP:Iteration 3F (9580.390000 sec): 3 clusters Score: Raw -1388711.004426 + Penalty 4572.527007 = -1384138.477418 nChanged 471 SP:Iteration 4Q (9580.620000 sec): 3 clusters Score: Raw -1388911.713652 + Penalty 4572.527007 = -1384339.186644 nChanged 413 SP:Iteration 5Q (9580.850000 sec): 3 clusters Score: Raw -1389090.040626 + Penalty 4572.527007 = -1384517.513619 nChanged 389 SP:Iteration 6Q (9581.060000 sec): 3 clusters Score: Raw -1389276.229263 + Penalty 4572.527007 = -1384703.702256 nChanged 402 SP:Iteration 7Q (9581.320000 sec): 3 clusters Score: Raw -1389486.991164 + Penalty 4572.527007 = -1384914.464156 nChanged 396 SP:Iteration 8Q (9581.580000 sec): 3 clusters Score: Raw -1389695.903055 + Penalty 4572.527007 = -1385123.376048 nChanged 410 SP:Iteration 9Q (9581.880000 sec): 3 clusters Score: Raw -1389921.179759 + Penalty 4572.527007 = -1385348.652751 nChanged 352 SP:Iteration 10Q (9582.150000 sec): 3 clusters Score: Raw -1390108.641753 + Penalty 4572.527007 = -1385536.114745 nChanged 363 SP:Iteration 11Q (9582.410000 sec): 3 clusters Score: Raw -1390304.465637 + Penalty 4572.527007 = -1385731.938629 nChanged 312 SP:Iteration 12Q (9582.640000 sec): 3 clusters Score: Raw -1390461.956889 + Penalty 4572.527007 = -1385889.429881 nChanged 275 SP:Iteration 13Q (9582.910000 sec): 3 clusters Score: Raw -1390596.406803 + Penalty 4572.527007 = -1386023.879796 nChanged 229 SP:Iteration 14Q (9583.180000 sec): 3 clusters Score: Raw -1390704.123918 + Penalty 4572.527007 = -1386131.596910 nChanged 209 SP:Iteration 15Q (9583.430000 sec): 3 clusters Score: Raw -1390798.652423 + Penalty 4572.527007 = -1386226.125416 nChanged 158 SP:Iteration 16Q (9583.720000 sec): 3 clusters Score: Raw -1390869.019043 + Penalty 4572.527007 = -1386296.492036 nChanged 162 SP:Iteration 17Q (9583.970000 sec): 3 clusters Score: Raw -1390942.982004 + Penalty 4572.527007 = -1386370.454997 nChanged 142 SP:Iteration 18Q (9584.220000 sec): 3 clusters Score: Raw -1391000.300770 + Penalty 4572.527007 = -1386427.773763 nChanged 108 SP:Iteration 19Q (9584.540000 sec): 3 clusters Score: Raw -1391047.106276 + Penalty 4572.527007 = -1386474.579269 nChanged 104 SP:Iteration 20F (9584.720000 sec): 3 clusters Score: Raw -1391093.400457 + Penalty 4572.527007 = -1386520.873450 nChanged 92 SP:Iteration 21Q (9584.980000 sec): 3 clusters Score: Raw -1391137.468840 + Penalty 4572.527007 = -1386564.941833 nChanged 99 SP:Iteration 22Q (9585.210000 sec): 3 clusters Score: Raw -1391184.418099 + Penalty 4572.527007 = -1386611.891092 nChanged 94 SP:Iteration 23Q (9585.410000 sec): 3 clusters Score: Raw -1391233.396463 + Penalty 4572.527007 = -1386660.869455 nChanged 80 SP:Iteration 24Q (9585.690000 sec): 3 clusters Score: Raw -1391276.096801 + Penalty 4572.527007 = -1386703.569793 nChanged 62 SP:Iteration 25Q (9585.930000 sec): 3 clusters Score: Raw -1391305.877030 + Penalty 4572.527007 = -1386733.350022 nChanged 54 SP:Iteration 26Q (9586.200000 sec): 3 clusters Score: Raw -1391330.072613 + Penalty 4572.527007 = -1386757.545605 nChanged 55 SP:Iteration 27Q (9586.410000 sec): 3 clusters Score: Raw -1391355.398916 + Penalty 4572.527007 = -1386782.871908 nChanged 42 SP:Iteration 28Q (9586.690000 sec): 3 clusters Score: Raw -1391371.258785 + Penalty 4572.527007 = -1386798.731778 nChanged 37 SP:Iteration 29Q (9586.950000 sec): 3 clusters Score: Raw -1391388.773322 + Penalty 4572.527007 = -1386816.246315 nChanged 38 SP:Iteration 30Q (9587.180000 sec): 3 clusters Score: Raw -1391408.187928 + Penalty 4572.527007 = -1386835.660921 nChanged 36 SP:Iteration 31Q (9587.430000 sec): 3 clusters Score: Raw -1391429.196248 + Penalty 4572.527007 = -1386856.669241 nChanged 35 SP:Iteration 32Q (9587.680000 sec): 3 clusters Score: Raw -1391445.489134 + Penalty 4572.527007 = -1386872.962126 nChanged 31 SP:Iteration 33Q (9587.930000 sec): 3 clusters Score: Raw -1391457.405783 + Penalty 4572.527007 = -1386884.878775 nChanged 31 SP:Iteration 34Q (9588.170000 sec): 3 clusters Score: Raw -1391469.329230 + Penalty 4572.527007 = -1386896.802223 nChanged 25 SP:Iteration 35Q (9588.430000 sec): 3 clusters Score: Raw -1391479.008233 + Penalty 4572.527007 = -1386906.481225 nChanged 30 SP:Iteration 36Q (9588.650000 sec): 3 clusters Score: Raw -1391492.443264 + Penalty 4572.527007 = -1386919.916257 nChanged 26 SP:Iteration 37Q (9588.940000 sec): 3 clusters Score: Raw -1391504.718658 + Penalty 4572.527007 = -1386932.191651 nChanged 23 SP:Iteration 38Q (9589.140000 sec): 3 clusters Score: Raw -1391516.289533 + Penalty 4572.527007 = -1386943.762525 nChanged 16 SP:Iteration 39Q (9589.380000 sec): 3 clusters Score: Raw -1391522.221844 + Penalty 4572.527007 = -1386949.694836 nChanged 18 SP:Iteration 40F (9589.630000 sec): 3 clusters Score: Raw -1391529.300902 + Penalty 4572.527007 = -1386956.773895 nChanged 20 SP:Iteration 41Q (9589.850000 sec): 3 clusters Score: Raw -1391537.649727 + Penalty 4572.527007 = -1386965.122719 nChanged 13 SP:Iteration 42Q (9590.090000 sec): 3 clusters Score: Raw -1391542.051545 + Penalty 4572.527007 = -1386969.524537 nChanged 13 SP:Iteration 43Q (9590.340000 sec): 3 clusters Score: Raw -1391548.681558 + Penalty 4572.527007 = -1386976.154550 nChanged 11 SP:Iteration 44Q (9590.610000 sec): 3 clusters Score: Raw -1391553.033629 + Penalty 4572.527007 = -1386980.506622 nChanged 9 SP:Iteration 45Q (9590.850000 sec): 3 clusters Score: Raw -1391556.534906 + Penalty 4572.527007 = -1386984.007899 nChanged 11 SP:Iteration 46Q (9591.060000 sec): 3 clusters Score: Raw -1391561.691488 + Penalty 4572.527007 = -1386989.164480 nChanged 11 SP:Iteration 47Q (9591.320000 sec): 3 clusters Score: Raw -1391567.011320 + Penalty 4572.527007 = -1386994.484313 nChanged 10 SP:Iteration 48Q (9591.500000 sec): 3 clusters Score: Raw -1391570.799569 + Penalty 4572.527007 = -1386998.272562 nChanged 3 SP:Iteration 49Q (9591.750000 sec): 3 clusters Score: Raw -1391571.893732 + Penalty 4572.527007 = -1386999.366725 nChanged 2 SP:Iteration 50Q (9592.010000 sec): 3 clusters Score: Raw -1391572.423659 + Penalty 4572.527007 = -1386999.896651 nChanged 0 SP:Iteration 51F (9592.210000 sec): 3 clusters Score: Raw -1391572.423659 + Penalty 4572.527007 = -1386999.896651 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9592.350000 sec): 2 clusters Score: Raw -184487.167594 + Penalty 1787.549248 = -182699.618346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9592.550000 sec): 3 clusters Score: Raw -184086.017870 + Penalty 3575.098496 = -180510.919374 nChanged 350 SP:Iteration 1F (9592.800000 sec): 3 clusters Score: Raw -184435.856927 + Penalty 3575.098496 = -180860.758431 nChanged 94 SP:Iteration 2F (9592.950000 sec): 3 clusters Score: Raw -184529.495889 + Penalty 3575.098496 = -180954.397393 nChanged 38 SP:Iteration 3Q (9593.160000 sec): 3 clusters Score: Raw -184569.401300 + Penalty 3575.098496 = -180994.302804 nChanged 25 SP:Iteration 4Q (9593.360000 sec): 3 clusters Score: Raw -184598.330131 + Penalty 3575.098496 = -181023.231635 nChanged 17 SP:Iteration 5Q (9593.570000 sec): 3 clusters Score: Raw -184616.077197 + Penalty 3575.098496 = -181040.978701 nChanged 10 SP:Iteration 6Q (9593.750000 sec): 3 clusters Score: Raw -184625.773328 + Penalty 3575.098496 = -181050.674832 nChanged 12 SP:Iteration 7Q (9593.970000 sec): 3 clusters Score: Raw -184637.865925 + Penalty 3575.098496 = -181062.767429 nChanged 12 SP:Iteration 8Q (9594.130000 sec): 3 clusters Score: Raw -184650.060990 + Penalty 3575.098496 = -181074.962494 nChanged 9 SP:Iteration 9Q (9594.340000 sec): 3 clusters Score: Raw -184664.136799 + Penalty 3575.098496 = -181089.038303 nChanged 8 SP:Iteration 10Q (9594.500000 sec): 3 clusters Score: Raw -184672.048079 + Penalty 3575.098496 = -181096.949582 nChanged 5 SP:Iteration 11Q (9594.690000 sec): 3 clusters Score: Raw -184678.029900 + Penalty 3575.098496 = -181102.931404 nChanged 4 SP:Iteration 12Q (9594.890000 sec): 3 clusters Score: Raw -184684.723037 + Penalty 3575.098496 = -181109.624541 nChanged 9 SP:Iteration 13Q (9595.110000 sec): 3 clusters Score: Raw -184698.631343 + Penalty 3575.098496 = -181123.532846 nChanged 11 SP:Iteration 14Q (9595.290000 sec): 3 clusters Score: Raw -184713.374259 + Penalty 3575.098496 = -181138.275763 nChanged 16 SP:Iteration 15Q (9595.450000 sec): 3 clusters Score: Raw -184732.334410 + Penalty 3575.098496 = -181157.235914 nChanged 14 SP:Iteration 16Q (9595.680000 sec): 3 clusters Score: Raw -184751.347439 + Penalty 3575.098496 = -181176.248942 nChanged 14 SP:Iteration 17Q (9595.920000 sec): 3 clusters Score: Raw -184774.278208 + Penalty 3575.098496 = -181199.179712 nChanged 15 SP:Iteration 18Q (9596.100000 sec): 3 clusters Score: Raw -184799.733335 + Penalty 3575.098496 = -181224.634838 nChanged 15 SP:Iteration 19Q (9596.290000 sec): 3 clusters Score: Raw -184815.541401 + Penalty 3575.098496 = -181240.442905 nChanged 12 SP:Iteration 20F (9596.480000 sec): 3 clusters Score: Raw -184836.134259 + Penalty 3575.098496 = -181261.035762 nChanged 9 SP:Iteration 21Q (9596.700000 sec): 3 clusters Score: Raw -184847.551213 + Penalty 3575.098496 = -181272.452717 nChanged 10 SP:Iteration 22Q (9596.830000 sec): 3 clusters Score: Raw -184864.001412 + Penalty 3575.098496 = -181288.902916 nChanged 7 SP:Iteration 23Q (9597.030000 sec): 3 clusters Score: Raw -184873.825586 + Penalty 3575.098496 = -181298.727090 nChanged 0 SP:Iteration 24F (9597.150000 sec): 3 clusters Score: Raw -184873.825586 + Penalty 3575.098496 = -181298.727090 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9597.270000 sec): 2 clusters Score: Raw -40772.446179 + Penalty 1447.757151 = -39324.689028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9597.410000 sec): 3 clusters Score: Raw -41033.326738 + Penalty 2895.514302 = -38137.812436 nChanged 51 SP:Iteration 1F (9597.650000 sec): 3 clusters Score: Raw -41215.195949 + Penalty 2895.514302 = -38319.681648 nChanged 21 SP:Iteration 2F (9597.810000 sec): 3 clusters Score: Raw -41302.712680 + Penalty 2895.514302 = -38407.198379 nChanged 13 SP:Iteration 3Q (9598.010000 sec): 3 clusters Score: Raw -41380.487014 + Penalty 2895.514302 = -38484.972712 nChanged 5 SP:Iteration 4Q (9598.150000 sec): 3 clusters Score: Raw -41410.778257 + Penalty 2895.514302 = -38515.263956 nChanged 5 SP:Iteration 5Q (9598.340000 sec): 3 clusters Score: Raw -41482.861647 + Penalty 2895.514302 = -38587.347345 nChanged 5 SP:Iteration 6Q (9598.450000 sec): 3 clusters Score: Raw -41500.409432 + Penalty 2895.514302 = -38604.895130 nChanged 3 SP:Iteration 7Q (9598.620000 sec): 3 clusters Score: Raw -41516.369926 + Penalty 2895.514302 = -38620.855624 nChanged 2 SP:Iteration 8Q (9598.770000 sec): 3 clusters Score: Raw -41526.953940 + Penalty 2895.514302 = -38631.439638 nChanged 2 SP:Iteration 9Q (9598.980000 sec): 3 clusters Score: Raw -41540.552521 + Penalty 2895.514302 = -38645.038219 nChanged 3 SP:Iteration 10Q (9599.140000 sec): 3 clusters Score: Raw -41578.551685 + Penalty 2895.514302 = -38683.037384 nChanged 2 SP:Iteration 11Q (9599.350000 sec): 3 clusters Score: Raw -41597.341159 + Penalty 2895.514302 = -38701.826857 nChanged 1 SP:Iteration 12Q (9599.480000 sec): 3 clusters Score: Raw -41606.063947 + Penalty 2895.514302 = -38710.549646 nChanged 0 SP:Iteration 13F (9599.680000 sec): 3 clusters Score: Raw -41606.794657 + Penalty 2895.514302 = -38711.280355 nChanged 1 SP:Iteration 14Q (9599.850000 sec): 3 clusters Score: Raw -41625.470960 + Penalty 2895.514302 = -38729.956658 nChanged 3 SP:Iteration 15Q (9600.000000 sec): 3 clusters Score: Raw -41635.812930 + Penalty 2895.514302 = -38740.298628 nChanged 0 SP:Iteration 16F (9600.160000 sec): 3 clusters Score: Raw -41635.812930 + Penalty 2895.514302 = -38740.298628 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9600.260000 sec): 2 clusters Score: Raw -16461.211515 + Penalty 1326.082668 = -15135.128848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9600.470000 sec): 3 clusters Score: Raw -16878.727768 + Penalty 2652.165335 = -14226.562433 nChanged 37 SP:Iteration 1F (9600.620000 sec): 3 clusters Score: Raw -17089.673722 + Penalty 2652.165335 = -14437.508386 nChanged 17 SP:Iteration 2F (9600.770000 sec): 3 clusters Score: Raw -17213.578399 + Penalty 2652.165335 = -14561.413064 nChanged 8 SP:Iteration 3Q (9600.970000 sec): 3 clusters Score: Raw -17267.819582 + Penalty 2652.165335 = -14615.654247 nChanged 7 SP:Iteration 4Q (9601.130000 sec): 3 clusters Score: Raw -17340.217531 + Penalty 2652.165335 = -14688.052196 nChanged 1 SP:Iteration 5Q (9601.300000 sec): 3 clusters Score: Raw -17356.662431 + Penalty 2652.165335 = -14704.497096 nChanged 1 SP:Iteration 6Q (9601.480000 sec): 3 clusters Score: Raw -17369.274697 + Penalty 2652.165335 = -14717.109361 nChanged 1 SP:Iteration 7Q (9601.670000 sec): 3 clusters Score: Raw -17372.541801 + Penalty 2652.165335 = -14720.376466 nChanged 0 SP:Iteration 8F (9601.800000 sec): 3 clusters Score: Raw -17372.541801 + Penalty 2652.165335 = -14720.376466 nChanged 0 Iteration 179Q (9618.960000 sec): 24 clusters Score: Raw -78085079.310212 + Penalty 75663.289765 = -78009416.020448 nChanged 80 Iteration 180F (9646.980000 sec): 24 clusters Score: Raw -78085118.881366 + Penalty 75663.289765 = -78009455.591601 nChanged 84 Iteration 181Q (9665.740000 sec): 24 clusters Score: Raw -78085246.977161 + Penalty 75663.289765 = -78009583.687396 nChanged 80 Iteration 182Q (9682.380000 sec): 24 clusters Score: Raw -78085276.334839 + Penalty 75663.289765 = -78009613.045074 nChanged 81 Iteration 183Q (9698.220000 sec): 24 clusters Score: Raw -78085283.735230 + Penalty 75663.289765 = -78009620.445465 nChanged 78 Iteration 184Q (9715.700000 sec): 24 clusters Score: Raw -78085285.192136 + Penalty 75663.289765 = -78009621.902371 nChanged 76 Iteration 185Q (9733.580000 sec): 24 clusters Score: Raw -78085286.321681 + Penalty 75663.289765 = -78009623.031917 nChanged 82 Iteration 186Q (9750.290000 sec): 24 clusters Score: Raw -78085287.471577 + Penalty 75663.289765 = -78009624.181812 nChanged 75 Iteration 187Q (9766.870000 sec): 24 clusters Score: Raw -78085288.783836 + Penalty 75663.289765 = -78009625.494071 nChanged 83 Iteration 188Q (9782.800000 sec): 24 clusters Score: Raw -78085289.898571 + Penalty 75663.289765 = -78009626.608806 nChanged 75 Iteration 189Q (9800.490000 sec): 24 clusters Score: Raw -78085291.237978 + Penalty 75663.289765 = -78009627.948213 nChanged 85 Iteration 190Q (9824.040000 sec): 24 clusters Score: Raw -78085292.422184 + Penalty 75663.289765 = -78009629.132419 nChanged 98 Iteration 191Q (9844.100000 sec): 24 clusters Score: Raw -78085293.691237 + Penalty 75663.289765 = -78009630.401473 nChanged 86 Iteration 192Q (9858.830000 sec): 24 clusters Score: Raw -78085294.940500 + Penalty 75663.289765 = -78009631.650736 nChanged 78 Iteration 193Q (9876.020000 sec): 24 clusters Score: Raw -78085295.967289 + Penalty 75663.289765 = -78009632.677524 nChanged 76 Iteration 194Q (9893.430000 sec): 24 clusters Score: Raw -78085297.503771 + Penalty 75663.289765 = -78009634.214007 nChanged 69 Iteration 195Q (9910.800000 sec): 24 clusters Score: Raw -78085298.682110 + Penalty 75663.289765 = -78009635.392346 nChanged 67 Iteration 196Q (9928.070000 sec): 24 clusters Score: Raw -78085299.364348 + Penalty 75663.289765 = -78009636.074584 nChanged 48 Iteration 197Q (9943.200000 sec): 24 clusters Score: Raw -78085300.077958 + Penalty 75663.289765 = -78009636.788194 nChanged 63 Iteration 198Q (9959.230000 sec): 24 clusters Score: Raw -78085300.657343 + Penalty 75663.289765 = -78009637.367578 nChanged 73 Iteration 199Q (9977.260000 sec): 24 clusters Score: Raw -78085301.594495 + Penalty 75663.289765 = -78009638.304731 nChanged 86 Deleting Class 15 (140 points): Lose 3215.127416 but Gain 3289.708251 Iteration 200F (10004.880000 sec): 23 clusters Score: Raw -78082116.390080 + Penalty 72373.581514 = -78009742.808566 nChanged 242 Iteration 201Q (10020.960000 sec): 23 clusters Score: Raw -78083684.717087 + Penalty 72373.581514 = -78011311.135573 nChanged 125 Iteration 202Q (10036.850000 sec): 23 clusters Score: Raw -78083792.624727 + Penalty 72373.581514 = -78011419.043213 nChanged 141 Iteration 203Q (10053.050000 sec): 23 clusters Score: Raw -78083850.004389 + Penalty 72373.581514 = -78011476.422875 nChanged 141 Iteration 204Q (10067.920000 sec): 23 clusters Score: Raw -78083902.926551 + Penalty 72373.581514 = -78011529.345037 nChanged 143 Iteration 205Q (10083.000000 sec): 23 clusters Score: Raw -78083905.470748 + Penalty 72373.581514 = -78011531.889234 nChanged 137 Iteration 206Q (10099.480000 sec): 23 clusters Score: Raw -78083908.795396 + Penalty 72373.581514 = -78011535.213882 nChanged 141 Iteration 207Q (10115.760000 sec): 23 clusters Score: Raw -78083911.786264 + Penalty 72373.581514 = -78011538.204750 nChanged 138 Iteration 208Q (10132.040000 sec): 23 clusters Score: Raw -78083915.110416 + Penalty 72373.581514 = -78011541.528902 nChanged 152 Iteration 209Q (10148.580000 sec): 23 clusters Score: Raw -78083918.196025 + Penalty 72373.581514 = -78011544.614511 nChanged 135 Iteration 210Q (10164.250000 sec): 23 clusters Score: Raw -78083920.910961 + Penalty 72373.581514 = -78011547.329447 nChanged 136 Iteration 211Q (10180.350000 sec): 23 clusters Score: Raw -78083923.451427 + Penalty 72373.581514 = -78011549.869913 nChanged 128 Iteration 212Q (10196.700000 sec): 23 clusters Score: Raw -78083925.825807 + Penalty 72373.581514 = -78011552.244293 nChanged 122 Iteration 213Q (10213.320000 sec): 23 clusters Score: Raw -78083928.618286 + Penalty 72373.581514 = -78011555.036772 nChanged 134 Iteration 214Q (10230.490000 sec): 23 clusters Score: Raw -78083931.631811 + Penalty 72373.581514 = -78011558.050297 nChanged 122 Iteration 215Q (10247.130000 sec): 23 clusters Score: Raw -78083934.419186 + Penalty 72373.581514 = -78011560.837672 nChanged 130 Iteration 216Q (10262.300000 sec): 23 clusters Score: Raw -78083937.097230 + Penalty 72373.581514 = -78011563.515716 nChanged 155 Iteration 217Q (10279.430000 sec): 23 clusters Score: Raw -78083941.014354 + Penalty 72373.581514 = -78011567.432840 nChanged 164 Iteration 218Q (10292.960000 sec): 23 clusters Score: Raw -78083945.335345 + Penalty 72373.581514 = -78011571.753831 nChanged 167 Writing temp clu file Because OldScore, -78011567.432840, is greater than current (better) Score,-78011571.753831 Compute initial score before splitting: Score: Raw -78083945.335345 + Penalty 72373.581514 = -78011571.753831 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (184362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10294.390000 sec): 2 clusters Score: Raw -25212442.191708 + Penalty 3006.914811 = -25209435.276897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10295.820000 sec): 3 clusters Score: Raw -25091973.343441 + Penalty 6013.829622 = -25085959.513819 nChanged 88409 SP:Iteration 1F (10297.020000 sec): 3 clusters Score: Raw -25142929.908162 + Penalty 6013.829622 = -25136916.078540 nChanged 3899 SP:Iteration 2Q (10298.160000 sec): 3 clusters Score: Raw -25143493.555143 + Penalty 6013.829622 = -25137479.725521 nChanged 3839 SP:Iteration 3Q (10299.500000 sec): 3 clusters Score: Raw -25144023.266109 + Penalty 6013.829622 = -25138009.436488 nChanged 3755 SP:Iteration 4Q (10300.880000 sec): 3 clusters Score: Raw -25144539.806659 + Penalty 6013.829622 = -25138525.977038 nChanged 3603 SP:Iteration 5Q (10302.080000 sec): 3 clusters Score: Raw -25145040.439834 + Penalty 6013.829622 = -25139026.610213 nChanged 3629 SP:Iteration 6Q (10303.420000 sec): 3 clusters Score: Raw -25145559.275161 + Penalty 6013.829622 = -25139545.445540 nChanged 3722 SP:Iteration 7Q (10304.900000 sec): 3 clusters Score: Raw -25146100.334974 + Penalty 6013.829622 = -25140086.505352 nChanged 3695 SP:Iteration 8Q (10306.170000 sec): 3 clusters Score: Raw -25146685.141985 + Penalty 6013.829622 = -25140671.312364 nChanged 3805 SP:Iteration 9Q (10307.430000 sec): 3 clusters Score: Raw -25147375.185918 + Penalty 6013.829622 = -25141361.356297 nChanged 4278 SP:Iteration 10Q (10308.830000 sec): 3 clusters Score: Raw -25148293.454997 + Penalty 6013.829622 = -25142279.625376 nChanged 4860 SP:Iteration 11Q (10310.100000 sec): 3 clusters Score: Raw -25149609.752720 + Penalty 6013.829622 = -25143595.923098 nChanged 5775 SP:Iteration 12Q (10311.370000 sec): 3 clusters Score: Raw -25151632.353700 + Penalty 6013.829622 = -25145618.524078 nChanged 7146 SP:Iteration 13Q (10312.830000 sec): 3 clusters Score: Raw -25155008.484710 + Penalty 6013.829622 = -25148994.655089 nChanged 8954 SP:Iteration 14Q (10314.220000 sec): 3 clusters Score: Raw -25160655.376241 + Penalty 6013.829622 = -25154641.546620 nChanged 10726 SP:Iteration 15F (10315.450000 sec): 3 clusters Score: Raw -25168969.181941 + Penalty 6013.829622 = -25162955.352320 nChanged 11051 SP:Iteration 16F (10316.680000 sec): 3 clusters Score: Raw -25178218.376254 + Penalty 6013.829622 = -25172204.546633 nChanged 9706 SP:Iteration 17F (10317.870000 sec): 3 clusters Score: Raw -25185824.021141 + Penalty 6013.829622 = -25179810.191520 nChanged 7550 SP:Iteration 18Q (10319.020000 sec): 3 clusters Score: Raw -25190871.999467 + Penalty 6013.829622 = -25184858.169845 nChanged 5926 SP:Iteration 19Q (10320.220000 sec): 3 clusters Score: Raw -25194609.577052 + Penalty 6013.829622 = -25188595.747430 nChanged 5142 SP:Iteration 20F (10321.520000 sec): 3 clusters Score: Raw -25197923.044986 + Penalty 6013.829622 = -25191909.215364 nChanged 4641 SP:Iteration 21Q (10322.640000 sec): 3 clusters Score: Raw -25201058.371222 + Penalty 6013.829622 = -25195044.541600 nChanged 4186 SP:Iteration 22Q (10323.740000 sec): 3 clusters Score: Raw -25204066.558236 + Penalty 6013.829622 = -25198052.728614 nChanged 3547 SP:Iteration 23Q (10324.820000 sec): 3 clusters Score: Raw -25206805.667263 + Penalty 6013.829622 = -25200791.837642 nChanged 2772 SP:Iteration 24Q (10325.820000 sec): 3 clusters Score: Raw -25209010.056911 + Penalty 6013.829622 = -25202996.227290 nChanged 1968 SP:Iteration 25Q (10326.860000 sec): 3 clusters Score: Raw -25210516.964146 + Penalty 6013.829622 = -25204503.134525 nChanged 1289 SP:Iteration 26Q (10327.830000 sec): 3 clusters Score: Raw -25211452.572400 + Penalty 6013.829622 = -25205438.742778 nChanged 779 SP:Iteration 27Q (10328.820000 sec): 3 clusters Score: Raw -25211985.411375 + Penalty 6013.829622 = -25205971.581754 nChanged 466 SP:Iteration 28Q (10329.890000 sec): 3 clusters Score: Raw -25212319.024652 + Penalty 6013.829622 = -25206305.195030 nChanged 289 SP:Iteration 29Q (10330.860000 sec): 3 clusters Score: Raw -25212527.492293 + Penalty 6013.829622 = -25206513.662672 nChanged 170 SP:Iteration 30Q (10331.910000 sec): 3 clusters Score: Raw -25212652.234401 + Penalty 6013.829622 = -25206638.404779 nChanged 115 SP:Iteration 31Q (10332.940000 sec): 3 clusters Score: Raw -25212727.874648 + Penalty 6013.829622 = -25206714.045027 nChanged 77 SP:Iteration 32Q (10333.940000 sec): 3 clusters Score: Raw -25212786.921190 + Penalty 6013.829622 = -25206773.091568 nChanged 59 SP:Iteration 33Q (10334.970000 sec): 3 clusters Score: Raw -25212831.560194 + Penalty 6013.829622 = -25206817.730572 nChanged 42 SP:Iteration 34Q (10335.920000 sec): 3 clusters Score: Raw -25212865.312352 + Penalty 6013.829622 = -25206851.482731 nChanged 27 SP:Iteration 35Q (10336.960000 sec): 3 clusters Score: Raw -25212889.397967 + Penalty 6013.829622 = -25206875.568346 nChanged 23 SP:Iteration 36Q (10338.010000 sec): 3 clusters Score: Raw -25212905.871236 + Penalty 6013.829622 = -25206892.041614 nChanged 14 SP:Iteration 37Q (10339.080000 sec): 3 clusters Score: Raw -25212917.702972 + Penalty 6013.829622 = -25206903.873351 nChanged 12 SP:Iteration 38Q (10340.060000 sec): 3 clusters Score: Raw -25212926.588847 + Penalty 6013.829622 = -25206912.759225 nChanged 8 SP:Iteration 39Q (10340.990000 sec): 3 clusters Score: Raw -25212932.707506 + Penalty 6013.829622 = -25206918.877884 nChanged 5 SP:Iteration 40F (10342.170000 sec): 3 clusters Score: Raw -25212935.079815 + Penalty 6013.829622 = -25206921.250194 nChanged 1 SP:Iteration 41Q (10343.120000 sec): 3 clusters Score: Raw -25212935.325075 + Penalty 6013.829622 = -25206921.495453 nChanged 0 SP:Iteration 42F (10344.240000 sec): 3 clusters Score: Raw -25212935.325075 + Penalty 6013.829622 = -25206921.495453 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10344.410000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10344.590000 sec): 3 clusters Score: Raw -44758.824691 + Penalty 2960.478950 = -41798.345741 nChanged 63 SP:Iteration 1F (10344.760000 sec): 3 clusters Score: Raw -44955.759987 + Penalty 2960.478950 = -41995.281038 nChanged 23 SP:Iteration 2F (10344.920000 sec): 3 clusters Score: Raw -45048.665249 + Penalty 2960.478950 = -42088.186299 nChanged 12 SP:Iteration 3Q (10345.080000 sec): 3 clusters Score: Raw -45083.249531 + Penalty 2960.478950 = -42122.770581 nChanged 4 SP:Iteration 4Q (10345.270000 sec): 3 clusters Score: Raw -45098.262823 + Penalty 2960.478950 = -42137.783873 nChanged 3 SP:Iteration 5Q (10345.500000 sec): 3 clusters Score: Raw -45104.989651 + Penalty 2960.478950 = -42144.510701 nChanged 1 SP:Iteration 6Q (10345.700000 sec): 3 clusters Score: Raw -45107.580020 + Penalty 2960.478950 = -42147.101070 nChanged 0 SP:Iteration 7F (10345.880000 sec): 3 clusters Score: Raw -45107.580020 + Penalty 2960.478950 = -42147.101070 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (309420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10347.530000 sec): 2 clusters Score: Raw -42430968.234523 + Penalty 3135.328804 = -42427832.905719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10349.450000 sec): 3 clusters Score: Raw -42226209.669066 + Penalty 6270.657609 = -42219939.011458 nChanged 149682 SP:Iteration 1F (10351.310000 sec): 3 clusters Score: Raw -42315795.451074 + Penalty 6270.657609 = -42309524.793465 nChanged 10320 SP:Iteration 2Q (10353.410000 sec): 3 clusters Score: Raw -42318812.381659 + Penalty 6270.657609 = -42312541.724051 nChanged 12838 SP:Iteration 3Q (10355.470000 sec): 3 clusters Score: Raw -42323705.661541 + Penalty 6270.657609 = -42317435.003932 nChanged 16108 SP:Iteration 4F (10357.380000 sec): 3 clusters Score: Raw -42331487.858809 + Penalty 6270.657609 = -42325217.201200 nChanged 19541 SP:Iteration 5F (10359.340000 sec): 3 clusters Score: Raw -42342206.075090 + Penalty 6270.657609 = -42335935.417481 nChanged 21048 SP:Iteration 6F (10361.090000 sec): 3 clusters Score: Raw -42354316.123942 + Penalty 6270.657609 = -42348045.466334 nChanged 20246 SP:Iteration 7F (10363.010000 sec): 3 clusters Score: Raw -42366039.653327 + Penalty 6270.657609 = -42359768.995719 nChanged 18200 SP:Iteration 8F (10364.690000 sec): 3 clusters Score: Raw -42376690.288423 + Penalty 6270.657609 = -42370419.630814 nChanged 16223 SP:Iteration 9F (10366.850000 sec): 3 clusters Score: Raw -42386733.340184 + Penalty 6270.657609 = -42380462.682575 nChanged 14521 SP:Iteration 10Q (10368.920000 sec): 3 clusters Score: Raw -42396415.604714 + Penalty 6270.657609 = -42390144.947105 nChanged 13149 SP:Iteration 11Q (10371.050000 sec): 3 clusters Score: Raw -42405638.925240 + Penalty 6270.657609 = -42399368.267632 nChanged 11275 SP:Iteration 12Q (10372.950000 sec): 3 clusters Score: Raw -42413758.019426 + Penalty 6270.657609 = -42407487.361818 nChanged 8756 SP:Iteration 13Q (10374.890000 sec): 3 clusters Score: Raw -42420091.372981 + Penalty 6270.657609 = -42413820.715372 nChanged 6402 SP:Iteration 14Q (10376.660000 sec): 3 clusters Score: Raw -42424783.056406 + Penalty 6270.657609 = -42418512.398797 nChanged 4218 SP:Iteration 15Q (10378.200000 sec): 3 clusters Score: Raw -42427821.283038 + Penalty 6270.657609 = -42421550.625429 nChanged 2380 SP:Iteration 16Q (10379.690000 sec): 3 clusters Score: Raw -42429410.007074 + Penalty 6270.657609 = -42423139.349466 nChanged 1273 SP:Iteration 17Q (10381.170000 sec): 3 clusters Score: Raw -42430254.907955 + Penalty 6270.657609 = -42423984.250347 nChanged 675 SP:Iteration 18Q (10382.580000 sec): 3 clusters Score: Raw -42430722.288483 + Penalty 6270.657609 = -42424451.630875 nChanged 367 SP:Iteration 19Q (10384.040000 sec): 3 clusters Score: Raw -42430986.505271 + Penalty 6270.657609 = -42424715.847662 nChanged 219 SP:Iteration 20F (10385.850000 sec): 3 clusters Score: Raw -42431143.394896 + Penalty 6270.657609 = -42424872.737288 nChanged 140 SP:Iteration 21Q (10387.330000 sec): 3 clusters Score: Raw -42431250.443767 + Penalty 6270.657609 = -42424979.786158 nChanged 89 SP:Iteration 22Q (10388.950000 sec): 3 clusters Score: Raw -42431308.393648 + Penalty 6270.657609 = -42425037.736039 nChanged 59 SP:Iteration 23Q (10390.490000 sec): 3 clusters Score: Raw -42431344.806757 + Penalty 6270.657609 = -42425074.149148 nChanged 52 SP:Iteration 24Q (10392.070000 sec): 3 clusters Score: Raw -42431375.666818 + Penalty 6270.657609 = -42425105.009210 nChanged 35 SP:Iteration 25Q (10393.720000 sec): 3 clusters Score: Raw -42431395.777294 + Penalty 6270.657609 = -42425125.119685 nChanged 25 SP:Iteration 26Q (10395.320000 sec): 3 clusters Score: Raw -42431412.888461 + Penalty 6270.657609 = -42425142.230853 nChanged 24 SP:Iteration 27Q (10397.060000 sec): 3 clusters Score: Raw -42431422.744102 + Penalty 6270.657609 = -42425152.086494 nChanged 13 SP:Iteration 28Q (10398.620000 sec): 3 clusters Score: Raw -42431428.147148 + Penalty 6270.657609 = -42425157.489540 nChanged 11 SP:Iteration 29Q (10400.680000 sec): 3 clusters Score: Raw -42431433.915146 + Penalty 6270.657609 = -42425163.257537 nChanged 11 SP:Iteration 30Q (10402.510000 sec): 3 clusters Score: Raw -42431439.148522 + Penalty 6270.657609 = -42425168.490913 nChanged 6 SP:Iteration 31Q (10404.150000 sec): 3 clusters Score: Raw -42431442.477111 + Penalty 6270.657609 = -42425171.819502 nChanged 7 SP:Iteration 32Q (10405.870000 sec): 3 clusters Score: Raw -42431446.540244 + Penalty 6270.657609 = -42425175.882635 nChanged 11 SP:Iteration 33Q (10407.710000 sec): 3 clusters Score: Raw -42431453.507761 + Penalty 6270.657609 = -42425182.850152 nChanged 11 SP:Iteration 34Q (10409.510000 sec): 3 clusters Score: Raw -42431459.959864 + Penalty 6270.657609 = -42425189.302255 nChanged 10 SP:Iteration 35Q (10411.210000 sec): 3 clusters Score: Raw -42431466.090331 + Penalty 6270.657609 = -42425195.432723 nChanged 8 SP:Iteration 36Q (10412.820000 sec): 3 clusters Score: Raw -42431470.717173 + Penalty 6270.657609 = -42425200.059564 nChanged 4 SP:Iteration 37Q (10414.380000 sec): 3 clusters Score: Raw -42431473.222507 + Penalty 6270.657609 = -42425202.564899 nChanged 7 SP:Iteration 38Q (10416.060000 sec): 3 clusters Score: Raw -42431476.558302 + Penalty 6270.657609 = -42425205.900693 nChanged 4 SP:Iteration 39Q (10417.740000 sec): 3 clusters Score: Raw -42431478.822759 + Penalty 6270.657609 = -42425208.165150 nChanged 4 SP:Iteration 40F (10419.500000 sec): 3 clusters Score: Raw -42431481.238226 + Penalty 6270.657609 = -42425210.580617 nChanged 7 SP:Iteration 41Q (10421.110000 sec): 3 clusters Score: Raw -42431484.878158 + Penalty 6270.657609 = -42425214.220549 nChanged 5 SP:Iteration 42Q (10422.550000 sec): 3 clusters Score: Raw -42431489.078648 + Penalty 6270.657609 = -42425218.421039 nChanged 8 SP:Iteration 43Q (10424.220000 sec): 3 clusters Score: Raw -42431492.779969 + Penalty 6270.657609 = -42425222.122360 nChanged 6 SP:Iteration 44Q (10425.860000 sec): 3 clusters Score: Raw -42431496.664100 + Penalty 6270.657609 = -42425226.006491 nChanged 4 SP:Iteration 45Q (10427.550000 sec): 3 clusters Score: Raw -42431499.426958 + Penalty 6270.657609 = -42425228.769349 nChanged 5 SP:Iteration 46Q (10429.210000 sec): 3 clusters Score: Raw -42431501.701421 + Penalty 6270.657609 = -42425231.043813 nChanged 5 SP:Iteration 47Q (10431.040000 sec): 3 clusters Score: Raw -42431504.428770 + Penalty 6270.657609 = -42425233.771161 nChanged 4 SP:Iteration 48Q (10432.810000 sec): 3 clusters Score: Raw -42431506.291690 + Penalty 6270.657609 = -42425235.634081 nChanged 4 SP:Iteration 49Q (10434.380000 sec): 3 clusters Score: Raw -42431508.076049 + Penalty 6270.657609 = -42425237.418440 nChanged 0 SP:Iteration 50F (10436.280000 sec): 3 clusters Score: Raw -42431508.076049 + Penalty 6270.657609 = -42425237.418440 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10436.590000 sec): 2 clusters Score: Raw -465078.031804 + Penalty 2030.243178 = -463047.788626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10436.810000 sec): 3 clusters Score: Raw -463477.631684 + Penalty 4060.486357 = -459417.145327 nChanged 1313 SP:Iteration 1F (10437.030000 sec): 3 clusters Score: Raw -464282.834005 + Penalty 4060.486357 = -460222.347648 nChanged 280 SP:Iteration 2F (10437.220000 sec): 3 clusters Score: Raw -464474.505496 + Penalty 4060.486357 = -460414.019139 nChanged 176 SP:Iteration 3Q (10437.400000 sec): 3 clusters Score: Raw -464586.817927 + Penalty 4060.486357 = -460526.331570 nChanged 109 SP:Iteration 4Q (10437.610000 sec): 3 clusters Score: Raw -464660.457159 + Penalty 4060.486357 = -460599.970802 nChanged 103 SP:Iteration 5Q (10437.810000 sec): 3 clusters Score: Raw -464724.961593 + Penalty 4060.486357 = -460664.475236 nChanged 83 SP:Iteration 6Q (10438.020000 sec): 3 clusters Score: Raw -464773.832178 + Penalty 4060.486357 = -460713.345821 nChanged 67 SP:Iteration 7Q (10438.200000 sec): 3 clusters Score: Raw -464812.821945 + Penalty 4060.486357 = -460752.335588 nChanged 71 SP:Iteration 8Q (10438.450000 sec): 3 clusters Score: Raw -464861.063114 + Penalty 4060.486357 = -460800.576757 nChanged 64 SP:Iteration 9Q (10438.670000 sec): 3 clusters Score: Raw -464899.175203 + Penalty 4060.486357 = -460838.688846 nChanged 61 SP:Iteration 10Q (10438.880000 sec): 3 clusters Score: Raw -464942.138616 + Penalty 4060.486357 = -460881.652259 nChanged 65 SP:Iteration 11Q (10439.110000 sec): 3 clusters Score: Raw -464984.589800 + Penalty 4060.486357 = -460924.103443 nChanged 52 SP:Iteration 12Q (10439.290000 sec): 3 clusters Score: Raw -465013.111180 + Penalty 4060.486357 = -460952.624823 nChanged 50 SP:Iteration 13Q (10439.510000 sec): 3 clusters Score: Raw -465046.007595 + Penalty 4060.486357 = -460985.521238 nChanged 47 SP:Iteration 14Q (10439.720000 sec): 3 clusters Score: Raw -465077.039462 + Penalty 4060.486357 = -461016.553105 nChanged 36 SP:Iteration 15Q (10439.940000 sec): 3 clusters Score: Raw -465098.942994 + Penalty 4060.486357 = -461038.456637 nChanged 31 SP:Iteration 16Q (10440.110000 sec): 3 clusters Score: Raw -465116.519684 + Penalty 4060.486357 = -461056.033327 nChanged 24 SP:Iteration 17Q (10440.310000 sec): 3 clusters Score: Raw -465126.866461 + Penalty 4060.486357 = -461066.380104 nChanged 23 SP:Iteration 18Q (10440.500000 sec): 3 clusters Score: Raw -465137.631015 + Penalty 4060.486357 = -461077.144658 nChanged 19 SP:Iteration 19Q (10440.710000 sec): 3 clusters Score: Raw -465148.881519 + Penalty 4060.486357 = -461088.395162 nChanged 18 SP:Iteration 20F (10440.870000 sec): 3 clusters Score: Raw -465157.123281 + Penalty 4060.486357 = -461096.636924 nChanged 11 SP:Iteration 21Q (10441.070000 sec): 3 clusters Score: Raw -465161.998950 + Penalty 4060.486357 = -461101.512593 nChanged 13 SP:Iteration 22Q (10441.270000 sec): 3 clusters Score: Raw -465167.272891 + Penalty 4060.486357 = -461106.786534 nChanged 8 SP:Iteration 23Q (10441.500000 sec): 3 clusters Score: Raw -465171.469702 + Penalty 4060.486357 = -461110.983345 nChanged 4 SP:Iteration 24Q (10441.740000 sec): 3 clusters Score: Raw -465173.563045 + Penalty 4060.486357 = -461113.076688 nChanged 4 SP:Iteration 25Q (10441.950000 sec): 3 clusters Score: Raw -465175.919184 + Penalty 4060.486357 = -461115.432827 nChanged 5 SP:Iteration 26Q (10442.170000 sec): 3 clusters Score: Raw -465181.326731 + Penalty 4060.486357 = -461120.840374 nChanged 7 SP:Iteration 27Q (10442.370000 sec): 3 clusters Score: Raw -465184.355795 + Penalty 4060.486357 = -461123.869438 nChanged 6 SP:Iteration 28Q (10442.540000 sec): 3 clusters Score: Raw -465187.533387 + Penalty 4060.486357 = -461127.047030 nChanged 9 SP:Iteration 29Q (10442.800000 sec): 3 clusters Score: Raw -465190.506573 + Penalty 4060.486357 = -461130.020216 nChanged 7 SP:Iteration 30Q (10443.060000 sec): 3 clusters Score: Raw -465193.798757 + Penalty 4060.486357 = -461133.312400 nChanged 5 SP:Iteration 31Q (10443.250000 sec): 3 clusters Score: Raw -465195.807082 + Penalty 4060.486357 = -461135.320725 nChanged 5 SP:Iteration 32Q (10443.480000 sec): 3 clusters Score: Raw -465198.642440 + Penalty 4060.486357 = -461138.156083 nChanged 4 SP:Iteration 33Q (10443.710000 sec): 3 clusters Score: Raw -465200.778639 + Penalty 4060.486357 = -461140.292282 nChanged 1 SP:Iteration 34Q (10443.960000 sec): 3 clusters Score: Raw -465201.612678 + Penalty 4060.486357 = -461141.126321 nChanged 1 SP:Iteration 35Q (10444.140000 sec): 3 clusters Score: Raw -465201.965916 + Penalty 4060.486357 = -461141.479559 nChanged 0 SP:Iteration 36F (10444.390000 sec): 3 clusters Score: Raw -465201.965916 + Penalty 4060.486357 = -461141.479559 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10444.460000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10444.620000 sec): 3 clusters Score: Raw -155776.170587 + Penalty 3535.733989 = -152240.436598 nChanged 344 SP:Iteration 1F (10444.810000 sec): 3 clusters Score: Raw -156116.782362 + Penalty 3535.733989 = -152581.048373 nChanged 92 SP:Iteration 2F (10444.990000 sec): 3 clusters Score: Raw -156232.928514 + Penalty 3535.733989 = -152697.194525 nChanged 47 SP:Iteration 3Q (10445.180000 sec): 3 clusters Score: Raw -156290.731458 + Penalty 3535.733989 = -152754.997469 nChanged 29 SP:Iteration 4Q (10445.340000 sec): 3 clusters Score: Raw -156323.873046 + Penalty 3535.733989 = -152788.139057 nChanged 17 SP:Iteration 5Q (10445.510000 sec): 3 clusters Score: Raw -156345.389503 + Penalty 3535.733989 = -152809.655514 nChanged 16 SP:Iteration 6Q (10445.690000 sec): 3 clusters Score: Raw -156361.873537 + Penalty 3535.733989 = -152826.139548 nChanged 11 SP:Iteration 7Q (10445.860000 sec): 3 clusters Score: Raw -156375.061741 + Penalty 3535.733989 = -152839.327752 nChanged 16 SP:Iteration 8Q (10446.020000 sec): 3 clusters Score: Raw -156389.787314 + Penalty 3535.733989 = -152854.053325 nChanged 8 SP:Iteration 9Q (10446.240000 sec): 3 clusters Score: Raw -156401.256339 + Penalty 3535.733989 = -152865.522350 nChanged 11 SP:Iteration 10Q (10446.400000 sec): 3 clusters Score: Raw -156411.859409 + Penalty 3535.733989 = -152876.125420 nChanged 3 SP:Iteration 11Q (10446.550000 sec): 3 clusters Score: Raw -156414.323597 + Penalty 3535.733989 = -152878.589608 nChanged 1 SP:Iteration 12Q (10446.720000 sec): 3 clusters Score: Raw -156416.017873 + Penalty 3535.733989 = -152880.283884 nChanged 3 SP:Iteration 13Q (10446.870000 sec): 3 clusters Score: Raw -156418.277744 + Penalty 3535.733989 = -152882.543755 nChanged 1 SP:Iteration 14Q (10447.120000 sec): 3 clusters Score: Raw -156419.274630 + Penalty 3535.733989 = -152883.540641 nChanged 0 SP:Iteration 15F (10447.300000 sec): 3 clusters Score: Raw -156419.274630 + Penalty 3535.733989 = -152883.540641 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10447.410000 sec): 2 clusters Score: Raw -49805.514435 + Penalty 1502.082435 = -48303.432000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10447.580000 sec): 3 clusters Score: Raw -50011.285101 + Penalty 3004.164871 = -47007.120230 nChanged 63 SP:Iteration 1F (10447.790000 sec): 3 clusters Score: Raw -50174.667672 + Penalty 3004.164871 = -47170.502801 nChanged 18 SP:Iteration 2Q (10447.940000 sec): 3 clusters Score: Raw -50216.504312 + Penalty 3004.164871 = -47212.339442 nChanged 11 SP:Iteration 3Q (10448.120000 sec): 3 clusters Score: Raw -50254.197606 + Penalty 3004.164871 = -47250.032735 nChanged 5 SP:Iteration 4Q (10448.360000 sec): 3 clusters Score: Raw -50270.732066 + Penalty 3004.164871 = -47266.567195 nChanged 5 SP:Iteration 5Q (10448.520000 sec): 3 clusters Score: Raw -50284.594609 + Penalty 3004.164871 = -47280.429739 nChanged 2 SP:Iteration 6Q (10448.690000 sec): 3 clusters Score: Raw -50286.720960 + Penalty 3004.164871 = -47282.556089 nChanged 0 SP:Iteration 7F (10448.860000 sec): 3 clusters Score: Raw -50286.720960 + Penalty 3004.164871 = -47282.556089 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (28901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10449.130000 sec): 2 clusters Score: Raw -3976123.226612 + Penalty 2547.364606 = -3973575.862007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10449.510000 sec): 3 clusters Score: Raw -3958900.916235 + Penalty 5094.729212 = -3953806.187023 nChanged 12956 SP:Iteration 1F (10449.810000 sec): 3 clusters Score: Raw -3965781.570222 + Penalty 5094.729212 = -3960686.841010 nChanged 1462 SP:Iteration 2F (10450.170000 sec): 3 clusters Score: Raw -3966267.705319 + Penalty 5094.729212 = -3961172.976107 nChanged 1267 SP:Iteration 3Q (10450.540000 sec): 3 clusters Score: Raw -3966725.310073 + Penalty 5094.729212 = -3961630.580861 nChanged 1303 SP:Iteration 4Q (10450.930000 sec): 3 clusters Score: Raw -3967205.974455 + Penalty 5094.729212 = -3962111.245243 nChanged 1264 SP:Iteration 5Q (10451.270000 sec): 3 clusters Score: Raw -3967715.737052 + Penalty 5094.729212 = -3962621.007840 nChanged 1312 SP:Iteration 6Q (10451.620000 sec): 3 clusters Score: Raw -3968302.450000 + Penalty 5094.729212 = -3963207.720788 nChanged 1360 SP:Iteration 7Q (10451.930000 sec): 3 clusters Score: Raw -3968973.268201 + Penalty 5094.729212 = -3963878.538989 nChanged 1450 SP:Iteration 8F (10452.280000 sec): 3 clusters Score: Raw -3969767.232852 + Penalty 5094.729212 = -3964672.503640 nChanged 1452 SP:Iteration 9F (10452.620000 sec): 3 clusters Score: Raw -3970572.034804 + Penalty 5094.729212 = -3965477.305592 nChanged 1424 SP:Iteration 10Q (10453.000000 sec): 3 clusters Score: Raw -3971413.591974 + Penalty 5094.729212 = -3966318.862763 nChanged 1322 SP:Iteration 11Q (10453.380000 sec): 3 clusters Score: Raw -3972217.409500 + Penalty 5094.729212 = -3967122.680288 nChanged 1147 SP:Iteration 12Q (10453.700000 sec): 3 clusters Score: Raw -3972887.780123 + Penalty 5094.729212 = -3967793.050911 nChanged 949 SP:Iteration 13Q (10454.110000 sec): 3 clusters Score: Raw -3973405.334139 + Penalty 5094.729212 = -3968310.604927 nChanged 753 SP:Iteration 14Q (10454.430000 sec): 3 clusters Score: Raw -3973803.991020 + Penalty 5094.729212 = -3968709.261808 nChanged 589 SP:Iteration 15Q (10454.730000 sec): 3 clusters Score: Raw -3974130.586161 + Penalty 5094.729212 = -3969035.856949 nChanged 522 SP:Iteration 16Q (10455.080000 sec): 3 clusters Score: Raw -3974425.923038 + Penalty 5094.729212 = -3969331.193826 nChanged 506 SP:Iteration 17Q (10455.360000 sec): 3 clusters Score: Raw -3974743.176667 + Penalty 5094.729212 = -3969648.447455 nChanged 474 SP:Iteration 18Q (10455.680000 sec): 3 clusters Score: Raw -3975042.370702 + Penalty 5094.729212 = -3969947.641490 nChanged 449 SP:Iteration 19Q (10455.990000 sec): 3 clusters Score: Raw -3975316.450453 + Penalty 5094.729212 = -3970221.721241 nChanged 427 SP:Iteration 20F (10456.360000 sec): 3 clusters Score: Raw -3975568.798187 + Penalty 5094.729212 = -3970474.068976 nChanged 368 SP:Iteration 21Q (10456.700000 sec): 3 clusters Score: Raw -3975775.320968 + Penalty 5094.729212 = -3970680.591756 nChanged 308 SP:Iteration 22Q (10457.020000 sec): 3 clusters Score: Raw -3975938.024088 + Penalty 5094.729212 = -3970843.294876 nChanged 276 SP:Iteration 23Q (10457.320000 sec): 3 clusters Score: Raw -3976061.376689 + Penalty 5094.729212 = -3970966.647478 nChanged 263 SP:Iteration 24Q (10457.700000 sec): 3 clusters Score: Raw -3976173.539143 + Penalty 5094.729212 = -3971078.809932 nChanged 213 SP:Iteration 25Q (10458.010000 sec): 3 clusters Score: Raw -3976252.303936 + Penalty 5094.729212 = -3971157.574724 nChanged 167 SP:Iteration 26Q (10458.270000 sec): 3 clusters Score: Raw -3976309.206907 + Penalty 5094.729212 = -3971214.477695 nChanged 149 SP:Iteration 27Q (10458.620000 sec): 3 clusters Score: Raw -3976362.370917 + Penalty 5094.729212 = -3971267.641706 nChanged 146 SP:Iteration 28Q (10458.950000 sec): 3 clusters Score: Raw -3976409.371739 + Penalty 5094.729212 = -3971314.642527 nChanged 124 SP:Iteration 29Q (10459.330000 sec): 3 clusters Score: Raw -3976450.242852 + Penalty 5094.729212 = -3971355.513640 nChanged 116 SP:Iteration 30Q (10459.660000 sec): 3 clusters Score: Raw -3976489.897317 + Penalty 5094.729212 = -3971395.168105 nChanged 126 SP:Iteration 31Q (10460.050000 sec): 3 clusters Score: Raw -3976536.564637 + Penalty 5094.729212 = -3971441.835425 nChanged 115 SP:Iteration 32Q (10460.380000 sec): 3 clusters Score: Raw -3976572.600870 + Penalty 5094.729212 = -3971477.871659 nChanged 84 SP:Iteration 33Q (10460.730000 sec): 3 clusters Score: Raw -3976594.381783 + Penalty 5094.729212 = -3971499.652571 nChanged 67 SP:Iteration 34Q (10461.110000 sec): 3 clusters Score: Raw -3976614.728504 + Penalty 5094.729212 = -3971519.999292 nChanged 70 SP:Iteration 35Q (10461.540000 sec): 3 clusters Score: Raw -3976633.434167 + Penalty 5094.729212 = -3971538.704955 nChanged 54 SP:Iteration 36Q (10461.930000 sec): 3 clusters Score: Raw -3976648.615156 + Penalty 5094.729212 = -3971553.885944 nChanged 53 SP:Iteration 37Q (10462.350000 sec): 3 clusters Score: Raw -3976665.839878 + Penalty 5094.729212 = -3971571.110666 nChanged 50 SP:Iteration 38Q (10462.700000 sec): 3 clusters Score: Raw -3976682.114643 + Penalty 5094.729212 = -3971587.385431 nChanged 40 SP:Iteration 39Q (10463.000000 sec): 3 clusters Score: Raw -3976695.429434 + Penalty 5094.729212 = -3971600.700222 nChanged 43 SP:Iteration 40F (10463.420000 sec): 3 clusters Score: Raw -3976708.784756 + Penalty 5094.729212 = -3971614.055544 nChanged 41 SP:Iteration 41Q (10463.750000 sec): 3 clusters Score: Raw -3976718.812667 + Penalty 5094.729212 = -3971624.083455 nChanged 23 SP:Iteration 42Q (10464.110000 sec): 3 clusters Score: Raw -3976725.044579 + Penalty 5094.729212 = -3971630.315367 nChanged 26 SP:Iteration 43Q (10464.450000 sec): 3 clusters Score: Raw -3976732.258717 + Penalty 5094.729212 = -3971637.529506 nChanged 22 SP:Iteration 44Q (10464.800000 sec): 3 clusters Score: Raw -3976738.156007 + Penalty 5094.729212 = -3971643.426795 nChanged 21 SP:Iteration 45Q (10465.100000 sec): 3 clusters Score: Raw -3976742.977744 + Penalty 5094.729212 = -3971648.248532 nChanged 20 SP:Iteration 46Q (10465.450000 sec): 3 clusters Score: Raw -3976749.605825 + Penalty 5094.729212 = -3971654.876613 nChanged 22 SP:Iteration 47Q (10465.740000 sec): 3 clusters Score: Raw -3976755.258065 + Penalty 5094.729212 = -3971660.528853 nChanged 17 SP:Iteration 48Q (10466.060000 sec): 3 clusters Score: Raw -3976758.578907 + Penalty 5094.729212 = -3971663.849695 nChanged 13 SP:Iteration 49Q (10466.370000 sec): 3 clusters Score: Raw -3976761.502882 + Penalty 5094.729212 = -3971666.773670 nChanged 10 SP:Iteration 50Q (10466.630000 sec): 3 clusters Score: Raw -3976764.129562 + Penalty 5094.729212 = -3971669.400350 nChanged 6 SP:Iteration 51Q (10466.920000 sec): 3 clusters Score: Raw -3976765.145575 + Penalty 5094.729212 = -3971670.416363 nChanged 5 SP:Iteration 52Q (10467.220000 sec): 3 clusters Score: Raw -3976766.248493 + Penalty 5094.729212 = -3971671.519281 nChanged 9 SP:Iteration 53Q (10467.500000 sec): 3 clusters Score: Raw -3976768.739884 + Penalty 5094.729212 = -3971674.010672 nChanged 13 SP:Iteration 54Q (10467.800000 sec): 3 clusters Score: Raw -3976772.053583 + Penalty 5094.729212 = -3971677.324371 nChanged 12 SP:Iteration 55Q (10468.120000 sec): 3 clusters Score: Raw -3976774.723773 + Penalty 5094.729212 = -3971679.994561 nChanged 10 SP:Iteration 56Q (10468.370000 sec): 3 clusters Score: Raw -3976777.100186 + Penalty 5094.729212 = -3971682.370974 nChanged 7 SP:Iteration 57Q (10468.690000 sec): 3 clusters Score: Raw -3976778.694280 + Penalty 5094.729212 = -3971683.965068 nChanged 4 SP:Iteration 58Q (10469.000000 sec): 3 clusters Score: Raw -3976779.615263 + Penalty 5094.729212 = -3971684.886051 nChanged 5 SP:Iteration 59Q (10469.310000 sec): 3 clusters Score: Raw -3976781.103845 + Penalty 5094.729212 = -3971686.374633 nChanged 7 SP:Iteration 60F (10469.640000 sec): 3 clusters Score: Raw -3976782.317200 + Penalty 5094.729212 = -3971687.587988 nChanged 4 SP:Iteration 61Q (10469.960000 sec): 3 clusters Score: Raw -3976783.038123 + Penalty 5094.729212 = -3971688.308911 nChanged 4 SP:Iteration 62Q (10470.270000 sec): 3 clusters Score: Raw -3976784.121292 + Penalty 5094.729212 = -3971689.392080 nChanged 6 SP:Iteration 63Q (10470.590000 sec): 3 clusters Score: Raw -3976785.240831 + Penalty 5094.729212 = -3971690.511619 nChanged 5 SP:Iteration 64Q (10470.960000 sec): 3 clusters Score: Raw -3976786.327186 + Penalty 5094.729212 = -3971691.597974 nChanged 6 SP:Iteration 65Q (10471.290000 sec): 3 clusters Score: Raw -3976787.899768 + Penalty 5094.729212 = -3971693.170556 nChanged 11 SP:Iteration 66Q (10471.700000 sec): 3 clusters Score: Raw -3976790.703604 + Penalty 5094.729212 = -3971695.974392 nChanged 7 SP:Iteration 67Q (10472.010000 sec): 3 clusters Score: Raw -3976792.482866 + Penalty 5094.729212 = -3971697.753654 nChanged 6 SP:Iteration 68Q (10472.370000 sec): 3 clusters Score: Raw -3976793.964619 + Penalty 5094.729212 = -3971699.235408 nChanged 7 SP:Iteration 69Q (10472.660000 sec): 3 clusters Score: Raw -3976795.722577 + Penalty 5094.729212 = -3971700.993365 nChanged 4 SP:Iteration 70Q (10473.060000 sec): 3 clusters Score: Raw -3976796.982437 + Penalty 5094.729212 = -3971702.253225 nChanged 4 SP:Iteration 71Q (10473.410000 sec): 3 clusters Score: Raw -3976797.870177 + Penalty 5094.729212 = -3971703.140965 nChanged 1 SP:Iteration 72Q (10473.750000 sec): 3 clusters Score: Raw -3976798.211900 + Penalty 5094.729212 = -3971703.482688 nChanged 2 SP:Iteration 73Q (10474.100000 sec): 3 clusters Score: Raw -3976798.815130 + Penalty 5094.729212 = -3971704.085919 nChanged 3 SP:Iteration 74Q (10474.450000 sec): 3 clusters Score: Raw -3976799.405589 + Penalty 5094.729212 = -3971704.676377 nChanged 3 SP:Iteration 75Q (10474.780000 sec): 3 clusters Score: Raw -3976800.344013 + Penalty 5094.729212 = -3971705.614801 nChanged 3 SP:Iteration 76Q (10475.150000 sec): 3 clusters Score: Raw -3976800.929525 + Penalty 5094.729212 = -3971706.200313 nChanged 4 SP:Iteration 77Q (10475.490000 sec): 3 clusters Score: Raw -3976802.185057 + Penalty 5094.729212 = -3971707.455846 nChanged 6 SP:Iteration 78Q (10475.840000 sec): 3 clusters Score: Raw -3976802.992911 + Penalty 5094.729212 = -3971708.263699 nChanged 2 SP:Iteration 79Q (10476.200000 sec): 3 clusters Score: Raw -3976803.236092 + Penalty 5094.729212 = -3971708.506880 nChanged 2 SP:Iteration 80F (10476.580000 sec): 3 clusters Score: Raw -3976803.724338 + Penalty 5094.729212 = -3971708.995126 nChanged 2 SP:Iteration 81Q (10476.900000 sec): 3 clusters Score: Raw -3976803.969073 + Penalty 5094.729212 = -3971709.239862 nChanged 1 SP:Iteration 82Q (10477.270000 sec): 3 clusters Score: Raw -3976804.086735 + Penalty 5094.729212 = -3971709.357523 nChanged 0 SP:Iteration 83F (10477.680000 sec): 3 clusters Score: Raw -3976804.086735 + Penalty 5094.729212 = -3971709.357523 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10477.800000 sec): 2 clusters Score: Raw -103566.192574 + Penalty 1655.916698 = -101910.275876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10478.060000 sec): 3 clusters Score: Raw -103457.800079 + Penalty 3311.833397 = -100145.966683 nChanged 184 SP:Iteration 1F (10478.230000 sec): 3 clusters Score: Raw -103685.755894 + Penalty 3311.833397 = -100373.922497 nChanged 52 SP:Iteration 2F (10478.360000 sec): 3 clusters Score: Raw -103764.559991 + Penalty 3311.833397 = -100452.726594 nChanged 22 SP:Iteration 3Q (10478.540000 sec): 3 clusters Score: Raw -103813.076404 + Penalty 3311.833397 = -100501.243007 nChanged 20 SP:Iteration 4Q (10478.750000 sec): 3 clusters Score: Raw -103868.629488 + Penalty 3311.833397 = -100556.796091 nChanged 19 SP:Iteration 5Q (10478.920000 sec): 3 clusters Score: Raw -103913.197116 + Penalty 3311.833397 = -100601.363719 nChanged 15 SP:Iteration 6Q (10479.140000 sec): 3 clusters Score: Raw -103947.136037 + Penalty 3311.833397 = -100635.302641 nChanged 15 SP:Iteration 7Q (10479.340000 sec): 3 clusters Score: Raw -103983.642424 + Penalty 3311.833397 = -100671.809027 nChanged 14 SP:Iteration 8Q (10479.550000 sec): 3 clusters Score: Raw -104012.882983 + Penalty 3311.833397 = -100701.049586 nChanged 8 SP:Iteration 9Q (10479.770000 sec): 3 clusters Score: Raw -104028.474768 + Penalty 3311.833397 = -100716.641371 nChanged 6 SP:Iteration 10Q (10479.970000 sec): 3 clusters Score: Raw -104039.604770 + Penalty 3311.833397 = -100727.771373 nChanged 4 SP:Iteration 11Q (10480.170000 sec): 3 clusters Score: Raw -104048.882158 + Penalty 3311.833397 = -100737.048761 nChanged 3 SP:Iteration 12Q (10480.410000 sec): 3 clusters Score: Raw -104055.343931 + Penalty 3311.833397 = -100743.510535 nChanged 4 SP:Iteration 13Q (10480.630000 sec): 3 clusters Score: Raw -104060.839446 + Penalty 3311.833397 = -100749.006050 nChanged 2 SP:Iteration 14Q (10480.850000 sec): 3 clusters Score: Raw -104063.207957 + Penalty 3311.833397 = -100751.374560 nChanged 1 SP:Iteration 15Q (10481.070000 sec): 3 clusters Score: Raw -104063.954196 + Penalty 3311.833397 = -100752.120799 nChanged 1 SP:Iteration 16Q (10481.280000 sec): 3 clusters Score: Raw -104065.086786 + Penalty 3311.833397 = -100753.253389 nChanged 0 SP:Iteration 17F (10481.450000 sec): 3 clusters Score: Raw -104065.086786 + Penalty 3311.833397 = -100753.253389 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10481.540000 sec): 2 clusters Score: Raw -335963.799205 + Penalty 1945.954314 = -334017.844891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10481.810000 sec): 3 clusters Score: Raw -334947.264972 + Penalty 3891.908628 = -331055.356344 nChanged 861 SP:Iteration 1F (10482.050000 sec): 3 clusters Score: Raw -335542.743669 + Penalty 3891.908628 = -331650.835042 nChanged 176 SP:Iteration 2F (10482.260000 sec): 3 clusters Score: Raw -335681.396057 + Penalty 3891.908628 = -331789.487429 nChanged 119 SP:Iteration 3Q (10482.480000 sec): 3 clusters Score: Raw -335776.409827 + Penalty 3891.908628 = -331884.501199 nChanged 86 SP:Iteration 4Q (10482.690000 sec): 3 clusters Score: Raw -335846.203686 + Penalty 3891.908628 = -331954.295058 nChanged 63 SP:Iteration 5Q (10482.810000 sec): 3 clusters Score: Raw -335888.530820 + Penalty 3891.908628 = -331996.622192 nChanged 38 SP:Iteration 6Q (10482.990000 sec): 3 clusters Score: Raw -335911.246510 + Penalty 3891.908628 = -332019.337882 nChanged 31 SP:Iteration 7Q (10483.200000 sec): 3 clusters Score: Raw -335931.686876 + Penalty 3891.908628 = -332039.778249 nChanged 23 SP:Iteration 8Q (10483.410000 sec): 3 clusters Score: Raw -335949.520053 + Penalty 3891.908628 = -332057.611425 nChanged 29 SP:Iteration 9Q (10483.580000 sec): 3 clusters Score: Raw -335973.207912 + Penalty 3891.908628 = -332081.299284 nChanged 35 SP:Iteration 10Q (10483.780000 sec): 3 clusters Score: Raw -336002.707438 + Penalty 3891.908628 = -332110.798810 nChanged 39 SP:Iteration 11Q (10484.000000 sec): 3 clusters Score: Raw -336029.423948 + Penalty 3891.908628 = -332137.515320 nChanged 25 SP:Iteration 12Q (10484.220000 sec): 3 clusters Score: Raw -336046.840389 + Penalty 3891.908628 = -332154.931761 nChanged 31 SP:Iteration 13Q (10484.390000 sec): 3 clusters Score: Raw -336068.113894 + Penalty 3891.908628 = -332176.205266 nChanged 22 SP:Iteration 14Q (10484.610000 sec): 3 clusters Score: Raw -336082.070634 + Penalty 3891.908628 = -332190.162006 nChanged 26 SP:Iteration 15Q (10484.830000 sec): 3 clusters Score: Raw -336095.220474 + Penalty 3891.908628 = -332203.311847 nChanged 9 SP:Iteration 16Q (10485.050000 sec): 3 clusters Score: Raw -336099.494696 + Penalty 3891.908628 = -332207.586069 nChanged 8 SP:Iteration 17Q (10485.260000 sec): 3 clusters Score: Raw -336103.971562 + Penalty 3891.908628 = -332212.062934 nChanged 9 SP:Iteration 18Q (10485.470000 sec): 3 clusters Score: Raw -336110.317893 + Penalty 3891.908628 = -332218.409265 nChanged 9 SP:Iteration 19Q (10485.690000 sec): 3 clusters Score: Raw -336115.056647 + Penalty 3891.908628 = -332223.148019 nChanged 3 SP:Iteration 20F (10485.890000 sec): 3 clusters Score: Raw -336116.510203 + Penalty 3891.908628 = -332224.601575 nChanged 2 SP:Iteration 21Q (10486.090000 sec): 3 clusters Score: Raw -336117.643854 + Penalty 3891.908628 = -332225.735226 nChanged 0 SP:Iteration 22F (10486.260000 sec): 3 clusters Score: Raw -336117.643854 + Penalty 3891.908628 = -332225.735226 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10486.380000 sec): 2 clusters Score: Raw -278117.990241 + Penalty 1895.702563 = -276222.287677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10486.580000 sec): 3 clusters Score: Raw -277290.877120 + Penalty 3791.405127 = -273499.471993 nChanged 659 SP:Iteration 1F (10486.770000 sec): 3 clusters Score: Raw -277775.999845 + Penalty 3791.405127 = -273984.594718 nChanged 172 SP:Iteration 2F (10487.010000 sec): 3 clusters Score: Raw -277936.326302 + Penalty 3791.405127 = -274144.921175 nChanged 94 SP:Iteration 3Q (10487.180000 sec): 3 clusters Score: Raw -278022.455501 + Penalty 3791.405127 = -274231.050374 nChanged 67 SP:Iteration 4Q (10487.400000 sec): 3 clusters Score: Raw -278072.531493 + Penalty 3791.405127 = -274281.126366 nChanged 52 SP:Iteration 5Q (10487.610000 sec): 3 clusters Score: Raw -278107.626434 + Penalty 3791.405127 = -274316.221308 nChanged 35 SP:Iteration 6Q (10487.790000 sec): 3 clusters Score: Raw -278135.396842 + Penalty 3791.405127 = -274343.991716 nChanged 34 SP:Iteration 7Q (10488.020000 sec): 3 clusters Score: Raw -278163.881404 + Penalty 3791.405127 = -274372.476277 nChanged 21 SP:Iteration 8Q (10488.190000 sec): 3 clusters Score: Raw -278180.229600 + Penalty 3791.405127 = -274388.824473 nChanged 22 SP:Iteration 9Q (10488.410000 sec): 3 clusters Score: Raw -278195.610722 + Penalty 3791.405127 = -274404.205596 nChanged 15 SP:Iteration 10Q (10488.650000 sec): 3 clusters Score: Raw -278209.841360 + Penalty 3791.405127 = -274418.436233 nChanged 17 SP:Iteration 11Q (10488.850000 sec): 3 clusters Score: Raw -278224.323797 + Penalty 3791.405127 = -274432.918670 nChanged 15 SP:Iteration 12Q (10489.090000 sec): 3 clusters Score: Raw -278235.283892 + Penalty 3791.405127 = -274443.878765 nChanged 13 SP:Iteration 13Q (10489.250000 sec): 3 clusters Score: Raw -278245.600496 + Penalty 3791.405127 = -274454.195369 nChanged 9 SP:Iteration 14Q (10489.510000 sec): 3 clusters Score: Raw -278251.389127 + Penalty 3791.405127 = -274459.984000 nChanged 10 SP:Iteration 15Q (10489.680000 sec): 3 clusters Score: Raw -278256.786209 + Penalty 3791.405127 = -274465.381082 nChanged 7 SP:Iteration 16Q (10489.880000 sec): 3 clusters Score: Raw -278261.872130 + Penalty 3791.405127 = -274470.467003 nChanged 8 SP:Iteration 17Q (10490.120000 sec): 3 clusters Score: Raw -278267.299183 + Penalty 3791.405127 = -274475.894056 nChanged 2 SP:Iteration 18Q (10490.250000 sec): 3 clusters Score: Raw -278268.514636 + Penalty 3791.405127 = -274477.109510 nChanged 2 SP:Iteration 19Q (10490.530000 sec): 3 clusters Score: Raw -278269.271873 + Penalty 3791.405127 = -274477.866746 nChanged 1 SP:Iteration 20F (10490.720000 sec): 3 clusters Score: Raw -278269.543770 + Penalty 3791.405127 = -274478.138643 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10490.820000 sec): 2 clusters Score: Raw -36295.964123 + Penalty 1443.380567 = -34852.583556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10490.990000 sec): 3 clusters Score: Raw -36577.710718 + Penalty 2886.761133 = -33690.949584 nChanged 79 SP:Iteration 1F (10491.210000 sec): 3 clusters Score: Raw -36959.042526 + Penalty 2886.761133 = -34072.281392 nChanged 25 SP:Iteration 2F (10491.440000 sec): 3 clusters Score: Raw -37100.703876 + Penalty 2886.761133 = -34213.942742 nChanged 16 SP:Iteration 3Q (10491.730000 sec): 3 clusters Score: Raw -37194.680094 + Penalty 2886.761133 = -34307.918961 nChanged 10 SP:Iteration 4Q (10491.890000 sec): 3 clusters Score: Raw -37259.008978 + Penalty 2886.761133 = -34372.247845 nChanged 4 SP:Iteration 5Q (10492.070000 sec): 3 clusters Score: Raw -37279.432296 + Penalty 2886.761133 = -34392.671162 nChanged 1 SP:Iteration 6Q (10492.270000 sec): 3 clusters Score: Raw -37292.426246 + Penalty 2886.761133 = -34405.665113 nChanged 1 SP:Iteration 7Q (10492.490000 sec): 3 clusters Score: Raw -37293.904818 + Penalty 2886.761133 = -34407.143685 nChanged 0 SP:Iteration 8F (10492.660000 sec): 3 clusters Score: Raw -37293.904818 + Penalty 2886.761133 = -34407.143685 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10492.760000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10492.940000 sec): 3 clusters Score: Raw -44919.337663 + Penalty 2916.744361 = -42002.593302 nChanged 55 SP:Iteration 1F (10493.110000 sec): 3 clusters Score: Raw -45128.325568 + Penalty 2916.744361 = -42211.581207 nChanged 22 SP:Iteration 2F (10493.350000 sec): 3 clusters Score: Raw -45249.870227 + Penalty 2916.744361 = -42333.125866 nChanged 16 SP:Iteration 3Q (10493.680000 sec): 3 clusters Score: Raw -45330.555301 + Penalty 2916.744361 = -42413.810940 nChanged 10 SP:Iteration 4Q (10493.790000 sec): 3 clusters Score: Raw -45382.837932 + Penalty 2916.744361 = -42466.093571 nChanged 5 SP:Iteration 5Q (10493.990000 sec): 3 clusters Score: Raw -45403.065005 + Penalty 2916.744361 = -42486.320644 nChanged 2 SP:Iteration 6Q (10494.140000 sec): 3 clusters Score: Raw -45405.847950 + Penalty 2916.744361 = -42489.103589 nChanged 0 SP:Iteration 7F (10494.300000 sec): 3 clusters Score: Raw -45405.847950 + Penalty 2916.744361 = -42489.103589 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10494.410000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10494.560000 sec): 3 clusters Score: Raw -73811.239658 + Penalty 3128.816827 = -70682.422831 nChanged 89 SP:Iteration 1F (10494.720000 sec): 3 clusters Score: Raw -74022.797155 + Penalty 3128.816827 = -70893.980328 nChanged 27 SP:Iteration 2Q (10494.870000 sec): 3 clusters Score: Raw -74096.423932 + Penalty 3128.816827 = -70967.607105 nChanged 17 SP:Iteration 3Q (10495.110000 sec): 3 clusters Score: Raw -74172.891619 + Penalty 3128.816827 = -71044.074792 nChanged 12 SP:Iteration 4Q (10495.260000 sec): 3 clusters Score: Raw -74201.890394 + Penalty 3128.816827 = -71073.073567 nChanged 13 SP:Iteration 5Q (10495.450000 sec): 3 clusters Score: Raw -74224.516746 + Penalty 3128.816827 = -71095.699919 nChanged 7 SP:Iteration 6Q (10495.630000 sec): 3 clusters Score: Raw -74240.800995 + Penalty 3128.816827 = -71111.984168 nChanged 5 SP:Iteration 7Q (10495.790000 sec): 3 clusters Score: Raw -74252.472665 + Penalty 3128.816827 = -71123.655838 nChanged 6 SP:Iteration 8Q (10495.950000 sec): 3 clusters Score: Raw -74264.595116 + Penalty 3128.816827 = -71135.778289 nChanged 6 SP:Iteration 9Q (10496.110000 sec): 3 clusters Score: Raw -74279.812479 + Penalty 3128.816827 = -71150.995652 nChanged 2 SP:Iteration 10Q (10496.270000 sec): 3 clusters Score: Raw -74281.693651 + Penalty 3128.816827 = -71152.876824 nChanged 0 SP:Iteration 11F (10496.470000 sec): 3 clusters Score: Raw -74281.693651 + Penalty 3128.816827 = -71152.876824 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10496.530000 sec): 2 clusters Score: Raw -19625.637352 + Penalty 1321.313290 = -18304.324063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10496.710000 sec): 3 clusters Score: Raw -19895.497962 + Penalty 2642.626580 = -17252.871382 nChanged 22 SP:Iteration 1F (10496.890000 sec): 3 clusters Score: Raw -19990.087442 + Penalty 2642.626580 = -17347.460862 nChanged 5 SP:Iteration 2Q (10497.150000 sec): 3 clusters Score: Raw -20010.501977 + Penalty 2642.626580 = -17367.875397 nChanged 1 SP:Iteration 3Q (10497.350000 sec): 3 clusters Score: Raw -20012.669931 + Penalty 2642.626580 = -17370.043351 nChanged 0 SP:Iteration 4F (10497.480000 sec): 3 clusters Score: Raw -20012.669931 + Penalty 2642.626580 = -17370.043351 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10497.550000 sec): 2 clusters Score: Raw -69162.121602 + Penalty 1561.225968 = -67600.895634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10497.750000 sec): 3 clusters Score: Raw -69139.251978 + Penalty 3122.451937 = -66016.800041 nChanged 99 SP:Iteration 1F (10498.010000 sec): 3 clusters Score: Raw -69290.467553 + Penalty 3122.451937 = -66168.015616 nChanged 28 SP:Iteration 2F (10498.160000 sec): 3 clusters Score: Raw -69347.832447 + Penalty 3122.451937 = -66225.380510 nChanged 11 SP:Iteration 3Q (10498.450000 sec): 3 clusters Score: Raw -69366.923030 + Penalty 3122.451937 = -66244.471093 nChanged 3 SP:Iteration 4Q (10498.620000 sec): 3 clusters Score: Raw -69370.287902 + Penalty 3122.451937 = -66247.835965 nChanged 5 SP:Iteration 5Q (10498.850000 sec): 3 clusters Score: Raw -69380.803090 + Penalty 3122.451937 = -66258.351153 nChanged 6 SP:Iteration 6Q (10499.060000 sec): 3 clusters Score: Raw -69390.293044 + Penalty 3122.451937 = -66267.841107 nChanged 1 SP:Iteration 7Q (10499.260000 sec): 3 clusters Score: Raw -69391.297450 + Penalty 3122.451937 = -66268.845513 nChanged 2 SP:Iteration 8Q (10499.400000 sec): 3 clusters Score: Raw -69395.360229 + Penalty 3122.451937 = -66272.908292 nChanged 1 SP:Iteration 9Q (10499.630000 sec): 3 clusters Score: Raw -69399.669097 + Penalty 3122.451937 = -66277.217160 nChanged 1 SP:Iteration 10Q (10499.830000 sec): 3 clusters Score: Raw -69401.803863 + Penalty 3122.451937 = -66279.351927 nChanged 1 SP:Iteration 11Q (10500.010000 sec): 3 clusters Score: Raw -69403.576666 + Penalty 3122.451937 = -66281.124730 nChanged 4 SP:Iteration 12Q (10500.180000 sec): 3 clusters Score: Raw -69414.610948 + Penalty 3122.451937 = -66292.159011 nChanged 1 SP:Iteration 13Q (10500.370000 sec): 3 clusters Score: Raw -69416.963523 + Penalty 3122.451937 = -66294.511586 nChanged 0 SP:Iteration 14F (10500.540000 sec): 3 clusters Score: Raw -69416.963523 + Penalty 3122.451937 = -66294.511586 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (25507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10500.790000 sec): 2 clusters Score: Raw -3444340.763399 + Penalty 2516.383634 = -3441824.379765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10501.170000 sec): 3 clusters Score: Raw -3429273.163472 + Penalty 5032.767269 = -3424240.396203 nChanged 11387 SP:Iteration 1F (10501.540000 sec): 3 clusters Score: Raw -3435336.241762 + Penalty 5032.767269 = -3430303.474494 nChanged 1321 SP:Iteration 2F (10501.940000 sec): 3 clusters Score: Raw -3435849.117603 + Penalty 5032.767269 = -3430816.350335 nChanged 1259 SP:Iteration 3Q (10502.330000 sec): 3 clusters Score: Raw -3436400.673977 + Penalty 5032.767269 = -3431367.906708 nChanged 1324 SP:Iteration 4F (10502.710000 sec): 3 clusters Score: Raw -3437088.760569 + Penalty 5032.767269 = -3432055.993300 nChanged 1464 SP:Iteration 5F (10503.080000 sec): 3 clusters Score: Raw -3438006.765631 + Penalty 5032.767269 = -3432973.998362 nChanged 1672 SP:Iteration 6F (10503.400000 sec): 3 clusters Score: Raw -3439168.013460 + Penalty 5032.767269 = -3434135.246191 nChanged 1720 SP:Iteration 7F (10503.780000 sec): 3 clusters Score: Raw -3440405.506398 + Penalty 5032.767269 = -3435372.739129 nChanged 1564 SP:Iteration 8F (10504.150000 sec): 3 clusters Score: Raw -3441664.791050 + Penalty 5032.767269 = -3436632.023781 nChanged 1289 SP:Iteration 9F (10504.510000 sec): 3 clusters Score: Raw -3443051.577898 + Penalty 5032.767269 = -3438018.810630 nChanged 909 SP:Iteration 10Q (10504.890000 sec): 3 clusters Score: Raw -3444224.990760 + Penalty 5032.767269 = -3439192.223491 nChanged 534 SP:Iteration 11Q (10505.200000 sec): 3 clusters Score: Raw -3444626.333276 + Penalty 5032.767269 = -3439593.566007 nChanged 325 SP:Iteration 12Q (10505.560000 sec): 3 clusters Score: Raw -3444789.049125 + Penalty 5032.767269 = -3439756.281856 nChanged 226 SP:Iteration 13Q (10505.890000 sec): 3 clusters Score: Raw -3444868.286203 + Penalty 5032.767269 = -3439835.518934 nChanged 187 SP:Iteration 14Q (10506.250000 sec): 3 clusters Score: Raw -3444929.728845 + Penalty 5032.767269 = -3439896.961577 nChanged 155 SP:Iteration 15Q (10506.630000 sec): 3 clusters Score: Raw -3444975.805843 + Penalty 5032.767269 = -3439943.038574 nChanged 139 SP:Iteration 16Q (10506.940000 sec): 3 clusters Score: Raw -3445009.132728 + Penalty 5032.767269 = -3439976.365459 nChanged 104 SP:Iteration 17Q (10507.330000 sec): 3 clusters Score: Raw -3445031.100942 + Penalty 5032.767269 = -3439998.333673 nChanged 92 SP:Iteration 18Q (10507.640000 sec): 3 clusters Score: Raw -3445051.789910 + Penalty 5032.767269 = -3440019.022641 nChanged 96 SP:Iteration 19Q (10507.930000 sec): 3 clusters Score: Raw -3445073.345759 + Penalty 5032.767269 = -3440040.578490 nChanged 80 SP:Iteration 20F (10508.300000 sec): 3 clusters Score: Raw -3445089.794971 + Penalty 5032.767269 = -3440057.027702 nChanged 69 SP:Iteration 21Q (10508.650000 sec): 3 clusters Score: Raw -3445103.390460 + Penalty 5032.767269 = -3440070.623191 nChanged 47 SP:Iteration 22Q (10508.920000 sec): 3 clusters Score: Raw -3445110.535750 + Penalty 5032.767269 = -3440077.768481 nChanged 38 SP:Iteration 23Q (10509.270000 sec): 3 clusters Score: Raw -3445115.444435 + Penalty 5032.767269 = -3440082.677166 nChanged 23 SP:Iteration 24Q (10509.570000 sec): 3 clusters Score: Raw -3445117.833583 + Penalty 5032.767269 = -3440085.066314 nChanged 16 SP:Iteration 25Q (10509.920000 sec): 3 clusters Score: Raw -3445120.126875 + Penalty 5032.767269 = -3440087.359606 nChanged 17 SP:Iteration 26Q (10510.190000 sec): 3 clusters Score: Raw -3445122.434990 + Penalty 5032.767269 = -3440089.667721 nChanged 20 SP:Iteration 27Q (10510.560000 sec): 3 clusters Score: Raw -3445125.090579 + Penalty 5032.767269 = -3440092.323310 nChanged 16 SP:Iteration 28Q (10510.950000 sec): 3 clusters Score: Raw -3445127.471867 + Penalty 5032.767269 = -3440094.704598 nChanged 18 SP:Iteration 29Q (10511.240000 sec): 3 clusters Score: Raw -3445129.642197 + Penalty 5032.767269 = -3440096.874928 nChanged 9 SP:Iteration 30Q (10511.550000 sec): 3 clusters Score: Raw -3445131.037492 + Penalty 5032.767269 = -3440098.270224 nChanged 11 SP:Iteration 31Q (10511.870000 sec): 3 clusters Score: Raw -3445133.284685 + Penalty 5032.767269 = -3440100.517417 nChanged 12 SP:Iteration 32Q (10512.220000 sec): 3 clusters Score: Raw -3445134.976767 + Penalty 5032.767269 = -3440102.209498 nChanged 8 SP:Iteration 33Q (10512.470000 sec): 3 clusters Score: Raw -3445135.839504 + Penalty 5032.767269 = -3440103.072235 nChanged 8 SP:Iteration 34Q (10512.820000 sec): 3 clusters Score: Raw -3445136.895569 + Penalty 5032.767269 = -3440104.128300 nChanged 8 SP:Iteration 35Q (10513.140000 sec): 3 clusters Score: Raw -3445138.153905 + Penalty 5032.767269 = -3440105.386636 nChanged 10 SP:Iteration 36Q (10513.490000 sec): 3 clusters Score: Raw -3445139.380300 + Penalty 5032.767269 = -3440106.613031 nChanged 6 SP:Iteration 37Q (10513.860000 sec): 3 clusters Score: Raw -3445139.893864 + Penalty 5032.767269 = -3440107.126595 nChanged 7 SP:Iteration 38Q (10514.230000 sec): 3 clusters Score: Raw -3445140.517918 + Penalty 5032.767269 = -3440107.750649 nChanged 4 SP:Iteration 39Q (10514.550000 sec): 3 clusters Score: Raw -3445140.874215 + Penalty 5032.767269 = -3440108.106946 nChanged 3 SP:Iteration 40F (10514.910000 sec): 3 clusters Score: Raw -3445141.000624 + Penalty 5032.767269 = -3440108.233355 nChanged 1 SP:Iteration 41Q (10515.230000 sec): 3 clusters Score: Raw -3445141.180237 + Penalty 5032.767269 = -3440108.412968 nChanged 0 SP:Iteration 42F (10515.520000 sec): 3 clusters Score: Raw -3445141.180237 + Penalty 5032.767269 = -3440108.412968 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10515.650000 sec): 2 clusters Score: Raw -321986.616174 + Penalty 1936.262490 = -320050.353684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10515.860000 sec): 3 clusters Score: Raw -321045.088987 + Penalty 3872.524981 = -317172.564006 nChanged 806 SP:Iteration 1F (10516.060000 sec): 3 clusters Score: Raw -321620.648568 + Penalty 3872.524981 = -317748.123587 nChanged 205 SP:Iteration 2F (10516.220000 sec): 3 clusters Score: Raw -321811.214889 + Penalty 3872.524981 = -317938.689908 nChanged 114 SP:Iteration 3Q (10516.430000 sec): 3 clusters Score: Raw -321913.352377 + Penalty 3872.524981 = -318040.827396 nChanged 101 SP:Iteration 4Q (10516.590000 sec): 3 clusters Score: Raw -321988.797134 + Penalty 3872.524981 = -318116.272153 nChanged 82 SP:Iteration 5Q (10516.780000 sec): 3 clusters Score: Raw -322064.943678 + Penalty 3872.524981 = -318192.418697 nChanged 82 SP:Iteration 6Q (10516.950000 sec): 3 clusters Score: Raw -322127.355897 + Penalty 3872.524981 = -318254.830916 nChanged 72 SP:Iteration 7Q (10517.130000 sec): 3 clusters Score: Raw -322180.285252 + Penalty 3872.524981 = -318307.760271 nChanged 47 SP:Iteration 8Q (10517.350000 sec): 3 clusters Score: Raw -322219.490875 + Penalty 3872.524981 = -318346.965894 nChanged 48 SP:Iteration 9Q (10517.560000 sec): 3 clusters Score: Raw -322258.060288 + Penalty 3872.524981 = -318385.535307 nChanged 46 SP:Iteration 10Q (10517.740000 sec): 3 clusters Score: Raw -322294.171137 + Penalty 3872.524981 = -318421.646156 nChanged 53 SP:Iteration 11Q (10517.900000 sec): 3 clusters Score: Raw -322334.207651 + Penalty 3872.524981 = -318461.682670 nChanged 45 SP:Iteration 12Q (10518.130000 sec): 3 clusters Score: Raw -322365.539786 + Penalty 3872.524981 = -318493.014805 nChanged 36 SP:Iteration 13Q (10518.280000 sec): 3 clusters Score: Raw -322393.591951 + Penalty 3872.524981 = -318521.066970 nChanged 33 SP:Iteration 14Q (10518.480000 sec): 3 clusters Score: Raw -322421.541217 + Penalty 3872.524981 = -318549.016236 nChanged 36 SP:Iteration 15Q (10518.670000 sec): 3 clusters Score: Raw -322446.694565 + Penalty 3872.524981 = -318574.169584 nChanged 20 SP:Iteration 16Q (10518.820000 sec): 3 clusters Score: Raw -322461.885423 + Penalty 3872.524981 = -318589.360442 nChanged 23 SP:Iteration 17Q (10519.020000 sec): 3 clusters Score: Raw -322482.462183 + Penalty 3872.524981 = -318609.937202 nChanged 23 SP:Iteration 18Q (10519.180000 sec): 3 clusters Score: Raw -322503.328779 + Penalty 3872.524981 = -318630.803798 nChanged 28 SP:Iteration 19Q (10519.400000 sec): 3 clusters Score: Raw -322534.135524 + Penalty 3872.524981 = -318661.610543 nChanged 23 SP:Iteration 20F (10519.570000 sec): 3 clusters Score: Raw -322558.314158 + Penalty 3872.524981 = -318685.789177 nChanged 25 SP:Iteration 21Q (10519.760000 sec): 3 clusters Score: Raw -322581.010325 + Penalty 3872.524981 = -318708.485344 nChanged 18 SP:Iteration 22Q (10519.910000 sec): 3 clusters Score: Raw -322597.013772 + Penalty 3872.524981 = -318724.488791 nChanged 10 SP:Iteration 23Q (10520.090000 sec): 3 clusters Score: Raw -322609.779344 + Penalty 3872.524981 = -318737.254363 nChanged 10 SP:Iteration 24Q (10520.290000 sec): 3 clusters Score: Raw -322620.490541 + Penalty 3872.524981 = -318747.965560 nChanged 6 SP:Iteration 25Q (10520.450000 sec): 3 clusters Score: Raw -322624.756331 + Penalty 3872.524981 = -318752.231350 nChanged 5 SP:Iteration 26Q (10520.620000 sec): 3 clusters Score: Raw -322629.032075 + Penalty 3872.524981 = -318756.507094 nChanged 4 SP:Iteration 27Q (10520.770000 sec): 3 clusters Score: Raw -322633.849814 + Penalty 3872.524981 = -318761.324833 nChanged 4 SP:Iteration 28Q (10520.960000 sec): 3 clusters Score: Raw -322636.552058 + Penalty 3872.524981 = -318764.027077 nChanged 1 SP:Iteration 29Q (10521.120000 sec): 3 clusters Score: Raw -322637.213643 + Penalty 3872.524981 = -318764.688662 nChanged 2 SP:Iteration 30Q (10521.330000 sec): 3 clusters Score: Raw -322639.074125 + Penalty 3872.524981 = -318766.549144 nChanged 1 SP:Iteration 31Q (10521.480000 sec): 3 clusters Score: Raw -322639.616691 + Penalty 3872.524981 = -318767.091710 nChanged 1 SP:Iteration 32Q (10521.640000 sec): 3 clusters Score: Raw -322640.005700 + Penalty 3872.524981 = -318767.480720 nChanged 0 SP:Iteration 33F (10521.790000 sec): 3 clusters Score: Raw -322640.005700 + Penalty 3872.524981 = -318767.480720 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10521.900000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10522.040000 sec): 3 clusters Score: Raw -102194.973001 + Penalty 3279.572353 = -98915.400648 nChanged 166 SP:Iteration 1F (10522.250000 sec): 3 clusters Score: Raw -102409.772870 + Penalty 3279.572353 = -99130.200517 nChanged 29 SP:Iteration 2Q (10522.450000 sec): 3 clusters Score: Raw -102459.123917 + Penalty 3279.572353 = -99179.551564 nChanged 16 SP:Iteration 3Q (10522.640000 sec): 3 clusters Score: Raw -102487.524023 + Penalty 3279.572353 = -99207.951670 nChanged 10 SP:Iteration 4Q (10522.870000 sec): 3 clusters Score: Raw -102500.937301 + Penalty 3279.572353 = -99221.364948 nChanged 9 SP:Iteration 5Q (10523.050000 sec): 3 clusters Score: Raw -102513.102457 + Penalty 3279.572353 = -99233.530103 nChanged 7 SP:Iteration 6Q (10523.220000 sec): 3 clusters Score: Raw -102523.038351 + Penalty 3279.572353 = -99243.465997 nChanged 4 SP:Iteration 7Q (10523.360000 sec): 3 clusters Score: Raw -102530.822246 + Penalty 3279.572353 = -99251.249893 nChanged 4 SP:Iteration 8Q (10523.560000 sec): 3 clusters Score: Raw -102536.175322 + Penalty 3279.572353 = -99256.602968 nChanged 5 SP:Iteration 9Q (10523.710000 sec): 3 clusters Score: Raw -102541.901184 + Penalty 3279.572353 = -99262.328831 nChanged 1 SP:Iteration 10Q (10523.930000 sec): 3 clusters Score: Raw -102542.611001 + Penalty 3279.572353 = -99263.038648 nChanged 2 SP:Iteration 11Q (10524.100000 sec): 3 clusters Score: Raw -102545.463764 + Penalty 3279.572353 = -99265.891411 nChanged 0 SP:Iteration 12F (10524.360000 sec): 3 clusters Score: Raw -102545.463764 + Penalty 3279.572353 = -99265.891411 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10524.490000 sec): 2 clusters Score: Raw -1392025.091221 + Penalty 2286.386428 = -1389738.704793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10524.750000 sec): 3 clusters Score: Raw -1386585.992536 + Penalty 4572.772856 = -1382013.219680 nChanged 4245 SP:Iteration 1F (10525.000000 sec): 3 clusters Score: Raw -1388784.688832 + Penalty 4572.772856 = -1384211.915976 nChanged 619 SP:Iteration 2F (10525.190000 sec): 3 clusters Score: Raw -1389069.662312 + Penalty 4572.772856 = -1384496.889456 nChanged 489 SP:Iteration 3Q (10525.420000 sec): 3 clusters Score: Raw -1389301.315015 + Penalty 4572.772856 = -1384728.542159 nChanged 491 SP:Iteration 4Q (10525.730000 sec): 3 clusters Score: Raw -1389527.784604 + Penalty 4572.772856 = -1384955.011748 nChanged 469 SP:Iteration 5Q (10526.030000 sec): 3 clusters Score: Raw -1389765.613694 + Penalty 4572.772856 = -1385192.840838 nChanged 448 SP:Iteration 6Q (10526.260000 sec): 3 clusters Score: Raw -1390015.197270 + Penalty 4572.772856 = -1385442.424414 nChanged 455 SP:Iteration 7Q (10526.460000 sec): 3 clusters Score: Raw -1390297.697596 + Penalty 4572.772856 = -1385724.924740 nChanged 487 SP:Iteration 8Q (10526.730000 sec): 3 clusters Score: Raw -1390652.911307 + Penalty 4572.772856 = -1386080.138451 nChanged 505 SP:Iteration 9F (10526.980000 sec): 3 clusters Score: Raw -1391071.777561 + Penalty 4572.772856 = -1386499.004705 nChanged 454 SP:Iteration 10Q (10527.180000 sec): 3 clusters Score: Raw -1391451.087317 + Penalty 4572.772856 = -1386878.314460 nChanged 338 SP:Iteration 11Q (10527.470000 sec): 3 clusters Score: Raw -1391719.036920 + Penalty 4572.772856 = -1387146.264063 nChanged 221 SP:Iteration 12Q (10527.660000 sec): 3 clusters Score: Raw -1391901.075584 + Penalty 4572.772856 = -1387328.302727 nChanged 145 SP:Iteration 13Q (10527.950000 sec): 3 clusters Score: Raw -1392017.832173 + Penalty 4572.772856 = -1387445.059317 nChanged 106 SP:Iteration 14Q (10528.170000 sec): 3 clusters Score: Raw -1392109.091654 + Penalty 4572.772856 = -1387536.318798 nChanged 77 SP:Iteration 15Q (10528.350000 sec): 3 clusters Score: Raw -1392174.200250 + Penalty 4572.772856 = -1387601.427393 nChanged 49 SP:Iteration 16Q (10528.570000 sec): 3 clusters Score: Raw -1392210.654011 + Penalty 4572.772856 = -1387637.881155 nChanged 25 SP:Iteration 17Q (10528.780000 sec): 3 clusters Score: Raw -1392231.641536 + Penalty 4572.772856 = -1387658.868680 nChanged 20 SP:Iteration 18Q (10528.990000 sec): 3 clusters Score: Raw -1392247.951483 + Penalty 4572.772856 = -1387675.178627 nChanged 12 SP:Iteration 19Q (10529.200000 sec): 3 clusters Score: Raw -1392256.263631 + Penalty 4572.772856 = -1387683.490775 nChanged 17 SP:Iteration 20F (10529.450000 sec): 3 clusters Score: Raw -1392271.267463 + Penalty 4572.772856 = -1387698.494607 nChanged 15 SP:Iteration 21Q (10529.680000 sec): 3 clusters Score: Raw -1392285.470634 + Penalty 4572.772856 = -1387712.697778 nChanged 14 SP:Iteration 22Q (10529.950000 sec): 3 clusters Score: Raw -1392298.963482 + Penalty 4572.772856 = -1387726.190626 nChanged 14 SP:Iteration 23Q (10530.180000 sec): 3 clusters Score: Raw -1392312.469564 + Penalty 4572.772856 = -1387739.696708 nChanged 14 SP:Iteration 24Q (10530.470000 sec): 3 clusters Score: Raw -1392326.469057 + Penalty 4572.772856 = -1387753.696201 nChanged 9 SP:Iteration 25Q (10530.730000 sec): 3 clusters Score: Raw -1392331.901280 + Penalty 4572.772856 = -1387759.128423 nChanged 3 SP:Iteration 26Q (10530.980000 sec): 3 clusters Score: Raw -1392333.681502 + Penalty 4572.772856 = -1387760.908646 nChanged 0 SP:Iteration 27F (10531.270000 sec): 3 clusters Score: Raw -1392333.681502 + Penalty 4572.772856 = -1387760.908646 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10531.370000 sec): 2 clusters Score: Raw -184487.167594 + Penalty 1787.549248 = -182699.618346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10531.610000 sec): 3 clusters Score: Raw -184059.844390 + Penalty 3575.098496 = -180484.745894 nChanged 359 SP:Iteration 1F (10531.770000 sec): 3 clusters Score: Raw -184392.227881 + Penalty 3575.098496 = -180817.129385 nChanged 89 SP:Iteration 2F (10532.010000 sec): 3 clusters Score: Raw -184499.912393 + Penalty 3575.098496 = -180924.813896 nChanged 42 SP:Iteration 3Q (10532.240000 sec): 3 clusters Score: Raw -184541.063424 + Penalty 3575.098496 = -180965.964927 nChanged 31 SP:Iteration 4Q (10532.420000 sec): 3 clusters Score: Raw -184571.383703 + Penalty 3575.098496 = -180996.285207 nChanged 23 SP:Iteration 5Q (10532.660000 sec): 3 clusters Score: Raw -184594.120952 + Penalty 3575.098496 = -181019.022456 nChanged 15 SP:Iteration 6Q (10532.810000 sec): 3 clusters Score: Raw -184606.241622 + Penalty 3575.098496 = -181031.143125 nChanged 9 SP:Iteration 7Q (10533.050000 sec): 3 clusters Score: Raw -184617.161370 + Penalty 3575.098496 = -181042.062874 nChanged 9 SP:Iteration 8Q (10533.260000 sec): 3 clusters Score: Raw -184626.034425 + Penalty 3575.098496 = -181050.935928 nChanged 8 SP:Iteration 9Q (10533.460000 sec): 3 clusters Score: Raw -184634.199620 + Penalty 3575.098496 = -181059.101124 nChanged 11 SP:Iteration 10Q (10533.680000 sec): 3 clusters Score: Raw -184647.861494 + Penalty 3575.098496 = -181072.762998 nChanged 6 SP:Iteration 11Q (10533.870000 sec): 3 clusters Score: Raw -184656.547453 + Penalty 3575.098496 = -181081.448957 nChanged 6 SP:Iteration 12Q (10534.000000 sec): 3 clusters Score: Raw -184661.074916 + Penalty 3575.098496 = -181085.976420 nChanged 6 SP:Iteration 13Q (10534.220000 sec): 3 clusters Score: Raw -184669.049200 + Penalty 3575.098496 = -181093.950703 nChanged 7 SP:Iteration 14Q (10534.410000 sec): 3 clusters Score: Raw -184676.323039 + Penalty 3575.098496 = -181101.224543 nChanged 6 SP:Iteration 15Q (10534.580000 sec): 3 clusters Score: Raw -184682.106079 + Penalty 3575.098496 = -181107.007583 nChanged 2 SP:Iteration 16Q (10534.840000 sec): 3 clusters Score: Raw -184684.329957 + Penalty 3575.098496 = -181109.231461 nChanged 2 SP:Iteration 17Q (10535.030000 sec): 3 clusters Score: Raw -184687.270138 + Penalty 3575.098496 = -181112.171642 nChanged 3 SP:Iteration 18Q (10535.200000 sec): 3 clusters Score: Raw -184691.249329 + Penalty 3575.098496 = -181116.150833 nChanged 5 SP:Iteration 19Q (10535.380000 sec): 3 clusters Score: Raw -184695.612244 + Penalty 3575.098496 = -181120.513748 nChanged 3 SP:Iteration 20F (10535.560000 sec): 3 clusters Score: Raw -184698.096751 + Penalty 3575.098496 = -181122.998255 nChanged 7 SP:Iteration 21Q (10535.740000 sec): 3 clusters Score: Raw -184705.461026 + Penalty 3575.098496 = -181130.362529 nChanged 3 SP:Iteration 22Q (10535.970000 sec): 3 clusters Score: Raw -184708.825777 + Penalty 3575.098496 = -181133.727281 nChanged 1 SP:Iteration 23Q (10536.160000 sec): 3 clusters Score: Raw -184710.124055 + Penalty 3575.098496 = -181135.025559 nChanged 1 SP:Iteration 24Q (10536.330000 sec): 3 clusters Score: Raw -184710.749404 + Penalty 3575.098496 = -181135.650908 nChanged 0 SP:Iteration 25F (10536.450000 sec): 3 clusters Score: Raw -184710.749404 + Penalty 3575.098496 = -181135.650908 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10536.520000 sec): 2 clusters Score: Raw -41435.298809 + Penalty 1452.057837 = -39983.240972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10536.650000 sec): 3 clusters Score: Raw -41703.096719 + Penalty 2904.115673 = -38798.981046 nChanged 65 SP:Iteration 1F (10536.790000 sec): 3 clusters Score: Raw -41965.185636 + Penalty 2904.115673 = -39061.069963 nChanged 19 SP:Iteration 2F (10536.940000 sec): 3 clusters Score: Raw -42074.038338 + Penalty 2904.115673 = -39169.922665 nChanged 15 SP:Iteration 3Q (10537.160000 sec): 3 clusters Score: Raw -42186.554969 + Penalty 2904.115673 = -39282.439295 nChanged 8 SP:Iteration 4Q (10537.320000 sec): 3 clusters Score: Raw -42215.233343 + Penalty 2904.115673 = -39311.117669 nChanged 3 SP:Iteration 5Q (10537.570000 sec): 3 clusters Score: Raw -42234.032215 + Penalty 2904.115673 = -39329.916541 nChanged 3 SP:Iteration 6Q (10537.730000 sec): 3 clusters Score: Raw -42255.547391 + Penalty 2904.115673 = -39351.431718 nChanged 3 SP:Iteration 7Q (10537.930000 sec): 3 clusters Score: Raw -42264.385137 + Penalty 2904.115673 = -39360.269463 nChanged 0 SP:Iteration 8F (10538.170000 sec): 3 clusters Score: Raw -42264.385137 + Penalty 2904.115673 = -39360.269463 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10538.270000 sec): 2 clusters Score: Raw -19483.438335 + Penalty 1370.312329 = -18113.126006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10538.470000 sec): 3 clusters Score: Raw -19911.548898 + Penalty 2740.624658 = -17170.924240 nChanged 54 SP:Iteration 1F (10538.640000 sec): 3 clusters Score: Raw -20183.915573 + Penalty 2740.624658 = -17443.290915 nChanged 14 SP:Iteration 2F (10538.810000 sec): 3 clusters Score: Raw -20266.684815 + Penalty 2740.624658 = -17526.060157 nChanged 12 SP:Iteration 3Q (10539.030000 sec): 3 clusters Score: Raw -20401.372899 + Penalty 2740.624658 = -17660.748241 nChanged 12 SP:Iteration 4Q (10539.170000 sec): 3 clusters Score: Raw -20538.320089 + Penalty 2740.624658 = -17797.695431 nChanged 5 SP:Iteration 5Q (10539.370000 sec): 3 clusters Score: Raw -20602.977305 + Penalty 2740.624658 = -17862.352647 nChanged 7 SP:Iteration 6Q (10539.570000 sec): 3 clusters Score: Raw -20703.101913 + Penalty 2740.624658 = -17962.477256 nChanged 2 SP:Iteration 7Q (10539.710000 sec): 3 clusters Score: Raw -20714.765959 + Penalty 2740.624658 = -17974.141301 nChanged 2 SP:Iteration 8Q (10539.960000 sec): 3 clusters Score: Raw -20724.799076 + Penalty 2740.624658 = -17984.174418 nChanged 0 SP:Iteration 9F (10540.220000 sec): 3 clusters Score: Raw -20736.626258 + Penalty 2740.624658 = -17996.001601 nChanged 1 SP:Iteration 10Q (10540.380000 sec): 3 clusters Score: Raw -20802.710556 + Penalty 2740.624658 = -18062.085898 nChanged 0 SP:Iteration 11F (10540.560000 sec): 3 clusters Score: Raw -20802.710556 + Penalty 2740.624658 = -18062.085898 nChanged 0 Iteration 219Q (10556.120000 sec): 23 clusters Score: Raw -78083949.680859 + Penalty 72373.581514 = -78011576.099345 nChanged 211 Iteration 220F (10583.320000 sec): 23 clusters Score: Raw -78083985.545423 + Penalty 72373.581514 = -78011611.963909 nChanged 229 Iteration 221Q (10599.110000 sec): 23 clusters Score: Raw -78084089.375651 + Penalty 72373.581514 = -78011715.794137 nChanged 216 Iteration 222Q (10613.390000 sec): 23 clusters Score: Raw -78084095.480810 + Penalty 72373.581514 = -78011721.899296 nChanged 207 Iteration 223Q (10628.740000 sec): 23 clusters Score: Raw -78084100.780006 + Penalty 72373.581514 = -78011727.198492 nChanged 220 Iteration 224Q (10644.800000 sec): 23 clusters Score: Raw -78084106.792175 + Penalty 72373.581514 = -78011733.210661 nChanged 242 Iteration 225Q (10660.390000 sec): 23 clusters Score: Raw -78084114.542770 + Penalty 72373.581514 = -78011740.961256 nChanged 246 Iteration 226Q (10676.310000 sec): 23 clusters Score: Raw -78084122.333046 + Penalty 72373.581514 = -78011748.751532 nChanged 255 Iteration 227Q (10691.240000 sec): 23 clusters Score: Raw -78084131.925439 + Penalty 72373.581514 = -78011758.343925 nChanged 285 Iteration 228Q (10705.560000 sec): 23 clusters Score: Raw -78084143.212663 + Penalty 72373.581514 = -78011769.631149 nChanged 299 Iteration 229Q (10720.380000 sec): 23 clusters Score: Raw -78084153.693620 + Penalty 72373.581514 = -78011780.112106 nChanged 315 Iteration 230Q (10734.060000 sec): 23 clusters Score: Raw -78084165.411822 + Penalty 72373.581514 = -78011791.830308 nChanged 318 Iteration 231Q (10748.840000 sec): 23 clusters Score: Raw -78084178.528827 + Penalty 72373.581514 = -78011804.947313 nChanged 303 Iteration 232Q (10764.640000 sec): 23 clusters Score: Raw -78084189.510237 + Penalty 72373.581514 = -78011815.928723 nChanged 293 Iteration 233Q (10779.750000 sec): 23 clusters Score: Raw -78084201.706432 + Penalty 72373.581514 = -78011828.124918 nChanged 341 Iteration 234Q (10795.540000 sec): 23 clusters Score: Raw -78084216.110353 + Penalty 72373.581514 = -78011842.528839 nChanged 346 Iteration 235Q (10810.680000 sec): 23 clusters Score: Raw -78084232.877417 + Penalty 72373.581514 = -78011859.295903 nChanged 390 Iteration 236Q (10826.050000 sec): 23 clusters Score: Raw -78084250.856308 + Penalty 72373.581514 = -78011877.274794 nChanged 402 Iteration 237Q (10839.880000 sec): 23 clusters Score: Raw -78084269.847497 + Penalty 72373.581514 = -78011896.265983 nChanged 429 Iteration 238Q (10855.620000 sec): 23 clusters Score: Raw -78084290.215056 + Penalty 72373.581514 = -78011916.633542 nChanged 409 Iteration 239Q (10870.680000 sec): 23 clusters Score: Raw -78084308.088668 + Penalty 72373.581514 = -78011934.507154 nChanged 361 Iteration 240F (10898.030000 sec): 23 clusters Score: Raw -78084364.267951 + Penalty 72373.581514 = -78011990.686437 nChanged 366 Iteration 241Q (10913.370000 sec): 23 clusters Score: Raw -78084453.896831 + Penalty 72373.581514 = -78012080.315317 nChanged 326 Iteration 242Q (10929.180000 sec): 23 clusters Score: Raw -78084483.586304 + Penalty 72373.581514 = -78012110.004790 nChanged 370 Iteration 243Q (10944.380000 sec): 23 clusters Score: Raw -78084501.021158 + Penalty 72373.581514 = -78012127.439644 nChanged 390 Iteration 244Q (10962.330000 sec): 23 clusters Score: Raw -78084519.333916 + Penalty 72373.581514 = -78012145.752402 nChanged 375 Iteration 245Q (10983.010000 sec): 23 clusters Score: Raw -78084535.471953 + Penalty 72373.581514 = -78012161.890439 nChanged 386 Iteration 246Q (10998.500000 sec): 23 clusters Score: Raw -78084550.469015 + Penalty 72373.581514 = -78012176.887501 nChanged 374 Iteration 247Q (11014.880000 sec): 23 clusters Score: Raw -78084566.178906 + Penalty 72373.581514 = -78012192.597392 nChanged 325 Iteration 248Q (11030.730000 sec): 23 clusters Score: Raw -78084579.537702 + Penalty 72373.581514 = -78012205.956188 nChanged 326 Iteration 249Q (11044.570000 sec): 23 clusters Score: Raw -78084592.626823 + Penalty 72373.581514 = -78012219.045309 nChanged 334 Iteration 250Q (11058.580000 sec): 23 clusters Score: Raw -78084603.756517 + Penalty 72373.581514 = -78012230.175003 nChanged 330 Iteration 251Q (11072.690000 sec): 23 clusters Score: Raw -78084616.040891 + Penalty 72373.581514 = -78012242.459377 nChanged 276 Iteration 252Q (11088.140000 sec): 23 clusters Score: Raw -78084625.774131 + Penalty 72373.581514 = -78012252.192617 nChanged 287 Iteration 253Q (11103.180000 sec): 23 clusters Score: Raw -78084635.334837 + Penalty 72373.581514 = -78012261.753323 nChanged 286 Iteration 254Q (11117.490000 sec): 23 clusters Score: Raw -78084644.531976 + Penalty 72373.581514 = -78012270.950462 nChanged 277 Iteration 255Q (11131.490000 sec): 23 clusters Score: Raw -78084653.756821 + Penalty 72373.581514 = -78012280.175307 nChanged 279 Iteration 256Q (11143.910000 sec): 23 clusters Score: Raw -78084661.577669 + Penalty 72373.581514 = -78012287.996155 nChanged 265 Iteration 257Q (11156.890000 sec): 23 clusters Score: Raw -78084669.352173 + Penalty 72373.581514 = -78012295.770659 nChanged 257 Iteration 258Q (11172.390000 sec): 23 clusters Score: Raw -78084676.558638 + Penalty 72373.581514 = -78012302.977124 nChanged 249 Writing temp clu file Because OldScore, -78012295.770659, is greater than current (better) Score,-78012302.977124 Compute initial score before splitting: Score: Raw -78084676.558638 + Penalty 72373.581514 = -78012302.977124 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (187656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11173.650000 sec): 2 clusters Score: Raw -25664400.279715 + Penalty 3011.306713 = -25661388.973002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11175.070000 sec): 3 clusters Score: Raw -25541660.999776 + Penalty 6022.613426 = -25535638.386350 nChanged 90158 SP:Iteration 1F (11176.240000 sec): 3 clusters Score: Raw -25594522.923252 + Penalty 6022.613426 = -25588500.309826 nChanged 5104 SP:Iteration 2Q (11177.420000 sec): 3 clusters Score: Raw -25595533.249994 + Penalty 6022.613426 = -25589510.636567 nChanged 5771 SP:Iteration 3Q (11178.680000 sec): 3 clusters Score: Raw -25596960.525662 + Penalty 6022.613426 = -25590937.912236 nChanged 7032 SP:Iteration 4Q (11179.860000 sec): 3 clusters Score: Raw -25599258.827937 + Penalty 6022.613426 = -25593236.214511 nChanged 9202 SP:Iteration 5Q (11181.010000 sec): 3 clusters Score: Raw -25603341.527646 + Penalty 6022.613426 = -25597318.914220 nChanged 12114 SP:Iteration 6F (11182.200000 sec): 3 clusters Score: Raw -25610595.783280 + Penalty 6022.613426 = -25604573.169854 nChanged 15228 SP:Iteration 7F (11183.510000 sec): 3 clusters Score: Raw -25622446.462033 + Penalty 6022.613426 = -25616423.848607 nChanged 16701 SP:Iteration 8F (11184.670000 sec): 3 clusters Score: Raw -25638000.573807 + Penalty 6022.613426 = -25631977.960381 nChanged 14056 SP:Iteration 9F (11185.900000 sec): 3 clusters Score: Raw -25652079.000146 + Penalty 6022.613426 = -25646056.386720 nChanged 8336 SP:Iteration 10Q (11187.150000 sec): 3 clusters Score: Raw -25660235.101156 + Penalty 6022.613426 = -25654212.487730 nChanged 3362 SP:Iteration 11Q (11188.240000 sec): 3 clusters Score: Raw -25663269.359907 + Penalty 6022.613426 = -25657246.746481 nChanged 1050 SP:Iteration 12Q (11189.200000 sec): 3 clusters Score: Raw -25664211.959198 + Penalty 6022.613426 = -25658189.345771 nChanged 331 SP:Iteration 13Q (11190.320000 sec): 3 clusters Score: Raw -25664541.150522 + Penalty 6022.613426 = -25658518.537096 nChanged 120 SP:Iteration 14Q (11191.430000 sec): 3 clusters Score: Raw -25664672.257547 + Penalty 6022.613426 = -25658649.644121 nChanged 59 SP:Iteration 15Q (11192.430000 sec): 3 clusters Score: Raw -25664741.121903 + Penalty 6022.613426 = -25658718.508477 nChanged 32 SP:Iteration 16Q (11193.580000 sec): 3 clusters Score: Raw -25664781.768462 + Penalty 6022.613426 = -25658759.155036 nChanged 23 SP:Iteration 17Q (11194.690000 sec): 3 clusters Score: Raw -25664811.805454 + Penalty 6022.613426 = -25658789.192028 nChanged 15 SP:Iteration 18Q (11195.810000 sec): 3 clusters Score: Raw -25664832.224139 + Penalty 6022.613426 = -25658809.610713 nChanged 10 SP:Iteration 19Q (11196.830000 sec): 3 clusters Score: Raw -25664848.230798 + Penalty 6022.613426 = -25658825.617372 nChanged 7 SP:Iteration 20F (11198.020000 sec): 3 clusters Score: Raw -25664855.756469 + Penalty 6022.613426 = -25658833.143043 nChanged 5 SP:Iteration 21Q (11199.130000 sec): 3 clusters Score: Raw -25664864.899485 + Penalty 6022.613426 = -25658842.286059 nChanged 5 SP:Iteration 22Q (11200.200000 sec): 3 clusters Score: Raw -25664871.191208 + Penalty 6022.613426 = -25658848.577782 nChanged 1 SP:Iteration 23Q (11201.250000 sec): 3 clusters Score: Raw -25664871.905217 + Penalty 6022.613426 = -25658849.291791 nChanged 0 SP:Iteration 24F (11202.350000 sec): 3 clusters Score: Raw -25664871.905217 + Penalty 6022.613426 = -25658849.291791 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11202.530000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11202.700000 sec): 3 clusters Score: Raw -44791.352292 + Penalty 2960.478950 = -41830.873342 nChanged 62 SP:Iteration 1F (11202.870000 sec): 3 clusters Score: Raw -45010.148692 + Penalty 2960.478950 = -42049.669742 nChanged 20 SP:Iteration 2F (11203.070000 sec): 3 clusters Score: Raw -45104.980726 + Penalty 2960.478950 = -42144.501777 nChanged 14 SP:Iteration 3Q (11203.200000 sec): 3 clusters Score: Raw -45149.669479 + Penalty 2960.478950 = -42189.190529 nChanged 6 SP:Iteration 4Q (11203.390000 sec): 3 clusters Score: Raw -45164.591071 + Penalty 2960.478950 = -42204.112121 nChanged 3 SP:Iteration 5Q (11203.570000 sec): 3 clusters Score: Raw -45176.568591 + Penalty 2960.478950 = -42216.089642 nChanged 2 SP:Iteration 6Q (11203.770000 sec): 3 clusters Score: Raw -45179.707754 + Penalty 2960.478950 = -42219.228805 nChanged 1 SP:Iteration 7Q (11203.940000 sec): 3 clusters Score: Raw -45180.531734 + Penalty 2960.478950 = -42220.052784 nChanged 3 SP:Iteration 8Q (11204.180000 sec): 3 clusters Score: Raw -45187.126294 + Penalty 2960.478950 = -42226.647344 nChanged 3 SP:Iteration 9Q (11204.400000 sec): 3 clusters Score: Raw -45193.497309 + Penalty 2960.478950 = -42233.018359 nChanged 1 SP:Iteration 10Q (11204.600000 sec): 3 clusters Score: Raw -45201.716033 + Penalty 2960.478950 = -42241.237084 nChanged 3 SP:Iteration 11Q (11204.770000 sec): 3 clusters Score: Raw -45213.096786 + Penalty 2960.478950 = -42252.617836 nChanged 3 SP:Iteration 12Q (11204.960000 sec): 3 clusters Score: Raw -45220.673025 + Penalty 2960.478950 = -42260.194076 nChanged 6 SP:Iteration 13Q (11205.140000 sec): 3 clusters Score: Raw -45249.207781 + Penalty 2960.478950 = -42288.728831 nChanged 8 SP:Iteration 14Q (11205.290000 sec): 3 clusters Score: Raw -45310.395191 + Penalty 2960.478950 = -42349.916242 nChanged 10 SP:Iteration 15Q (11205.500000 sec): 3 clusters Score: Raw -45396.200185 + Penalty 2960.478950 = -42435.721236 nChanged 4 SP:Iteration 16Q (11205.670000 sec): 3 clusters Score: Raw -45409.843751 + Penalty 2960.478950 = -42449.364801 nChanged 1 SP:Iteration 17Q (11205.830000 sec): 3 clusters Score: Raw -45413.648199 + Penalty 2960.478950 = -42453.169249 nChanged 0 SP:Iteration 18F (11205.990000 sec): 3 clusters Score: Raw -45413.648199 + Penalty 2960.478950 = -42453.169249 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (312565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11207.750000 sec): 2 clusters Score: Raw -42852752.660521 + Penalty 3137.836796 = -42849614.823725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11209.720000 sec): 3 clusters Score: Raw -42645572.213740 + Penalty 6275.673592 = -42639296.540147 nChanged 151648 SP:Iteration 1F (11211.810000 sec): 3 clusters Score: Raw -42736104.555854 + Penalty 6275.673592 = -42729828.882261 nChanged 10338 SP:Iteration 2Q (11213.780000 sec): 3 clusters Score: Raw -42739145.197713 + Penalty 6275.673592 = -42732869.524121 nChanged 12507 SP:Iteration 3Q (11215.770000 sec): 3 clusters Score: Raw -42743850.810192 + Penalty 6275.673592 = -42737575.136600 nChanged 15090 SP:Iteration 4Q (11217.720000 sec): 3 clusters Score: Raw -42750674.334851 + Penalty 6275.673592 = -42744398.661258 nChanged 17484 SP:Iteration 5F (11219.640000 sec): 3 clusters Score: Raw -42759248.794430 + Penalty 6275.673592 = -42752973.120837 nChanged 18765 SP:Iteration 6F (11221.530000 sec): 3 clusters Score: Raw -42768714.003486 + Penalty 6275.673592 = -42762438.329893 nChanged 18258 SP:Iteration 7F (11223.330000 sec): 3 clusters Score: Raw -42777949.660073 + Penalty 6275.673592 = -42771673.986481 nChanged 16767 SP:Iteration 8F (11225.410000 sec): 3 clusters Score: Raw -42786639.273494 + Penalty 6275.673592 = -42780363.599902 nChanged 15266 SP:Iteration 9Q (11227.480000 sec): 3 clusters Score: Raw -42795182.572353 + Penalty 6275.673592 = -42788906.898760 nChanged 13772 SP:Iteration 10Q (11229.540000 sec): 3 clusters Score: Raw -42803838.657928 + Penalty 6275.673592 = -42797562.984335 nChanged 12470 SP:Iteration 11Q (11231.520000 sec): 3 clusters Score: Raw -42812445.285833 + Penalty 6275.673592 = -42806169.612240 nChanged 10787 SP:Iteration 12Q (11233.590000 sec): 3 clusters Score: Raw -42820045.452402 + Penalty 6275.673592 = -42813769.778809 nChanged 9117 SP:Iteration 13Q (11235.650000 sec): 3 clusters Score: Raw -42826203.922671 + Penalty 6275.673592 = -42819928.249079 nChanged 7503 SP:Iteration 14Q (11237.470000 sec): 3 clusters Score: Raw -42830972.819361 + Penalty 6275.673592 = -42824697.145769 nChanged 6417 SP:Iteration 15Q (11239.250000 sec): 3 clusters Score: Raw -42834900.508158 + Penalty 6275.673592 = -42828624.834565 nChanged 5663 SP:Iteration 16Q (11241.070000 sec): 3 clusters Score: Raw -42838324.032664 + Penalty 6275.673592 = -42832048.359071 nChanged 4913 SP:Iteration 17Q (11242.840000 sec): 3 clusters Score: Raw -42841265.652953 + Penalty 6275.673592 = -42834989.979361 nChanged 4225 SP:Iteration 18Q (11244.620000 sec): 3 clusters Score: Raw -42843798.506166 + Penalty 6275.673592 = -42837522.832574 nChanged 3652 SP:Iteration 19Q (11246.300000 sec): 3 clusters Score: Raw -42846051.492772 + Penalty 6275.673592 = -42839775.819179 nChanged 3007 SP:Iteration 20F (11248.170000 sec): 3 clusters Score: Raw -42847888.599810 + Penalty 6275.673592 = -42841612.926218 nChanged 2441 SP:Iteration 21Q (11249.860000 sec): 3 clusters Score: Raw -42849300.535977 + Penalty 6275.673592 = -42843024.862384 nChanged 1912 SP:Iteration 22Q (11251.560000 sec): 3 clusters Score: Raw -42850349.591635 + Penalty 6275.673592 = -42844073.918043 nChanged 1509 SP:Iteration 23Q (11253.160000 sec): 3 clusters Score: Raw -42851158.711243 + Penalty 6275.673592 = -42844883.037651 nChanged 1192 SP:Iteration 24Q (11254.800000 sec): 3 clusters Score: Raw -42851780.451678 + Penalty 6275.673592 = -42845504.778085 nChanged 951 SP:Iteration 25Q (11256.470000 sec): 3 clusters Score: Raw -42852245.903231 + Penalty 6275.673592 = -42845970.229638 nChanged 723 SP:Iteration 26Q (11258.130000 sec): 3 clusters Score: Raw -42852585.710293 + Penalty 6275.673592 = -42846310.036701 nChanged 519 SP:Iteration 27Q (11259.790000 sec): 3 clusters Score: Raw -42852819.153978 + Penalty 6275.673592 = -42846543.480386 nChanged 398 SP:Iteration 28Q (11261.390000 sec): 3 clusters Score: Raw -42853007.613953 + Penalty 6275.673592 = -42846731.940361 nChanged 314 SP:Iteration 29Q (11263.030000 sec): 3 clusters Score: Raw -42853160.816087 + Penalty 6275.673592 = -42846885.142494 nChanged 260 SP:Iteration 30Q (11264.530000 sec): 3 clusters Score: Raw -42853297.989551 + Penalty 6275.673592 = -42847022.315959 nChanged 225 SP:Iteration 31Q (11266.070000 sec): 3 clusters Score: Raw -42853408.558143 + Penalty 6275.673592 = -42847132.884551 nChanged 178 SP:Iteration 32Q (11267.760000 sec): 3 clusters Score: Raw -42853499.145873 + Penalty 6275.673592 = -42847223.472281 nChanged 151 SP:Iteration 33Q (11269.390000 sec): 3 clusters Score: Raw -42853564.333801 + Penalty 6275.673592 = -42847288.660209 nChanged 115 SP:Iteration 34Q (11271.050000 sec): 3 clusters Score: Raw -42853604.813950 + Penalty 6275.673592 = -42847329.140358 nChanged 100 SP:Iteration 35Q (11272.680000 sec): 3 clusters Score: Raw -42853633.606773 + Penalty 6275.673592 = -42847357.933181 nChanged 71 SP:Iteration 36Q (11274.290000 sec): 3 clusters Score: Raw -42853655.669681 + Penalty 6275.673592 = -42847379.996089 nChanged 73 SP:Iteration 37Q (11276.050000 sec): 3 clusters Score: Raw -42853678.950131 + Penalty 6275.673592 = -42847403.276538 nChanged 72 SP:Iteration 38Q (11277.610000 sec): 3 clusters Score: Raw -42853698.045803 + Penalty 6275.673592 = -42847422.372211 nChanged 58 SP:Iteration 39Q (11279.240000 sec): 3 clusters Score: Raw -42853711.238633 + Penalty 6275.673592 = -42847435.565040 nChanged 41 SP:Iteration 40F (11281.140000 sec): 3 clusters Score: Raw -42853720.008448 + Penalty 6275.673592 = -42847444.334855 nChanged 30 SP:Iteration 41Q (11282.880000 sec): 3 clusters Score: Raw -42853726.740165 + Penalty 6275.673592 = -42847451.066573 nChanged 28 SP:Iteration 42Q (11284.580000 sec): 3 clusters Score: Raw -42853734.753051 + Penalty 6275.673592 = -42847459.079459 nChanged 33 SP:Iteration 43Q (11286.040000 sec): 3 clusters Score: Raw -42853741.864631 + Penalty 6275.673592 = -42847466.191038 nChanged 29 SP:Iteration 44Q (11287.560000 sec): 3 clusters Score: Raw -42853748.414898 + Penalty 6275.673592 = -42847472.741305 nChanged 23 SP:Iteration 45Q (11289.170000 sec): 3 clusters Score: Raw -42853752.941809 + Penalty 6275.673592 = -42847477.268217 nChanged 11 SP:Iteration 46Q (11290.840000 sec): 3 clusters Score: Raw -42853755.735026 + Penalty 6275.673592 = -42847480.061434 nChanged 14 SP:Iteration 47Q (11292.460000 sec): 3 clusters Score: Raw -42853758.315337 + Penalty 6275.673592 = -42847482.641745 nChanged 6 SP:Iteration 48Q (11293.920000 sec): 3 clusters Score: Raw -42853759.147712 + Penalty 6275.673592 = -42847483.474120 nChanged 3 SP:Iteration 49Q (11295.370000 sec): 3 clusters Score: Raw -42853759.811593 + Penalty 6275.673592 = -42847484.138000 nChanged 3 SP:Iteration 50Q (11296.880000 sec): 3 clusters Score: Raw -42853760.591884 + Penalty 6275.673592 = -42847484.918291 nChanged 4 SP:Iteration 51Q (11298.300000 sec): 3 clusters Score: Raw -42853761.408088 + Penalty 6275.673592 = -42847485.734496 nChanged 2 SP:Iteration 52Q (11300.030000 sec): 3 clusters Score: Raw -42853761.563837 + Penalty 6275.673592 = -42847485.890245 nChanged 1 SP:Iteration 53Q (11301.460000 sec): 3 clusters Score: Raw -42853761.647363 + Penalty 6275.673592 = -42847485.973771 nChanged 0 SP:Iteration 54F (11303.250000 sec): 3 clusters Score: Raw -42853761.647363 + Penalty 6275.673592 = -42847485.973771 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11303.570000 sec): 2 clusters Score: Raw -461836.368791 + Penalty 2028.580602 = -459807.788188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11303.810000 sec): 3 clusters Score: Raw -460260.812564 + Penalty 4057.161205 = -456203.651359 nChanged 1253 SP:Iteration 1F (11304.030000 sec): 3 clusters Score: Raw -460985.576088 + Penalty 4057.161205 = -456928.414883 nChanged 247 SP:Iteration 2F (11304.200000 sec): 3 clusters Score: Raw -461155.653111 + Penalty 4057.161205 = -457098.491907 nChanged 164 SP:Iteration 3Q (11304.450000 sec): 3 clusters Score: Raw -461260.092670 + Penalty 4057.161205 = -457202.931465 nChanged 130 SP:Iteration 4Q (11304.640000 sec): 3 clusters Score: Raw -461346.039395 + Penalty 4057.161205 = -457288.878190 nChanged 113 SP:Iteration 5Q (11304.870000 sec): 3 clusters Score: Raw -461412.797263 + Penalty 4057.161205 = -457355.636058 nChanged 92 SP:Iteration 6Q (11305.130000 sec): 3 clusters Score: Raw -461465.600707 + Penalty 4057.161205 = -457408.439502 nChanged 64 SP:Iteration 7Q (11305.330000 sec): 3 clusters Score: Raw -461502.262469 + Penalty 4057.161205 = -457445.101264 nChanged 58 SP:Iteration 8Q (11305.520000 sec): 3 clusters Score: Raw -461535.699863 + Penalty 4057.161205 = -457478.538658 nChanged 48 SP:Iteration 9Q (11305.740000 sec): 3 clusters Score: Raw -461562.054744 + Penalty 4057.161205 = -457504.893539 nChanged 46 SP:Iteration 10Q (11305.960000 sec): 3 clusters Score: Raw -461585.956189 + Penalty 4057.161205 = -457528.794984 nChanged 57 SP:Iteration 11Q (11306.100000 sec): 3 clusters Score: Raw -461620.325005 + Penalty 4057.161205 = -457563.163800 nChanged 46 SP:Iteration 12Q (11306.390000 sec): 3 clusters Score: Raw -461645.999873 + Penalty 4057.161205 = -457588.838668 nChanged 45 SP:Iteration 13Q (11306.580000 sec): 3 clusters Score: Raw -461671.068912 + Penalty 4057.161205 = -457613.907707 nChanged 38 SP:Iteration 14Q (11306.800000 sec): 3 clusters Score: Raw -461692.113523 + Penalty 4057.161205 = -457634.952318 nChanged 38 SP:Iteration 15Q (11307.020000 sec): 3 clusters Score: Raw -461709.906018 + Penalty 4057.161205 = -457652.744813 nChanged 34 SP:Iteration 16Q (11307.220000 sec): 3 clusters Score: Raw -461729.705958 + Penalty 4057.161205 = -457672.544753 nChanged 38 SP:Iteration 17Q (11307.480000 sec): 3 clusters Score: Raw -461754.494840 + Penalty 4057.161205 = -457697.333635 nChanged 43 SP:Iteration 18Q (11307.670000 sec): 3 clusters Score: Raw -461781.947876 + Penalty 4057.161205 = -457724.786671 nChanged 38 SP:Iteration 19Q (11307.880000 sec): 3 clusters Score: Raw -461809.115432 + Penalty 4057.161205 = -457751.954227 nChanged 51 SP:Iteration 20F (11308.070000 sec): 3 clusters Score: Raw -461848.052074 + Penalty 4057.161205 = -457790.890869 nChanged 49 SP:Iteration 21Q (11308.290000 sec): 3 clusters Score: Raw -461878.214872 + Penalty 4057.161205 = -457821.053667 nChanged 34 SP:Iteration 22Q (11308.500000 sec): 3 clusters Score: Raw -461899.793167 + Penalty 4057.161205 = -457842.631963 nChanged 38 SP:Iteration 23Q (11308.730000 sec): 3 clusters Score: Raw -461920.556574 + Penalty 4057.161205 = -457863.395369 nChanged 32 SP:Iteration 24Q (11308.890000 sec): 3 clusters Score: Raw -461942.941149 + Penalty 4057.161205 = -457885.779944 nChanged 23 SP:Iteration 25Q (11309.100000 sec): 3 clusters Score: Raw -461959.151896 + Penalty 4057.161205 = -457901.990691 nChanged 27 SP:Iteration 26Q (11309.350000 sec): 3 clusters Score: Raw -461975.582907 + Penalty 4057.161205 = -457918.421702 nChanged 22 SP:Iteration 27Q (11309.610000 sec): 3 clusters Score: Raw -461987.530689 + Penalty 4057.161205 = -457930.369484 nChanged 18 SP:Iteration 28Q (11309.800000 sec): 3 clusters Score: Raw -461998.604007 + Penalty 4057.161205 = -457941.442802 nChanged 14 SP:Iteration 29Q (11309.990000 sec): 3 clusters Score: Raw -462004.920769 + Penalty 4057.161205 = -457947.759564 nChanged 14 SP:Iteration 30Q (11310.170000 sec): 3 clusters Score: Raw -462011.156242 + Penalty 4057.161205 = -457953.995037 nChanged 10 SP:Iteration 31Q (11310.420000 sec): 3 clusters Score: Raw -462016.743763 + Penalty 4057.161205 = -457959.582558 nChanged 12 SP:Iteration 32Q (11310.660000 sec): 3 clusters Score: Raw -462024.078934 + Penalty 4057.161205 = -457966.917729 nChanged 14 SP:Iteration 33Q (11310.860000 sec): 3 clusters Score: Raw -462033.865256 + Penalty 4057.161205 = -457976.704051 nChanged 8 SP:Iteration 34Q (11311.090000 sec): 3 clusters Score: Raw -462038.926781 + Penalty 4057.161205 = -457981.765576 nChanged 4 SP:Iteration 35Q (11311.290000 sec): 3 clusters Score: Raw -462041.115817 + Penalty 4057.161205 = -457983.954612 nChanged 5 SP:Iteration 36Q (11311.480000 sec): 3 clusters Score: Raw -462043.307625 + Penalty 4057.161205 = -457986.146420 nChanged 3 SP:Iteration 37Q (11311.730000 sec): 3 clusters Score: Raw -462044.693674 + Penalty 4057.161205 = -457987.532469 nChanged 2 SP:Iteration 38Q (11311.920000 sec): 3 clusters Score: Raw -462046.143055 + Penalty 4057.161205 = -457988.981850 nChanged 2 SP:Iteration 39Q (11312.120000 sec): 3 clusters Score: Raw -462046.682426 + Penalty 4057.161205 = -457989.521221 nChanged 0 SP:Iteration 40F (11312.330000 sec): 3 clusters Score: Raw -462046.682426 + Penalty 4057.161205 = -457989.521221 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11312.430000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11312.590000 sec): 3 clusters Score: Raw -155755.458251 + Penalty 3535.733989 = -152219.724262 nChanged 330 SP:Iteration 1F (11312.790000 sec): 3 clusters Score: Raw -156125.569119 + Penalty 3535.733989 = -152589.835130 nChanged 97 SP:Iteration 2F (11313.000000 sec): 3 clusters Score: Raw -156264.188081 + Penalty 3535.733989 = -152728.454092 nChanged 55 SP:Iteration 3Q (11313.180000 sec): 3 clusters Score: Raw -156329.299927 + Penalty 3535.733989 = -152793.565938 nChanged 29 SP:Iteration 4Q (11313.380000 sec): 3 clusters Score: Raw -156364.386142 + Penalty 3535.733989 = -152828.652153 nChanged 22 SP:Iteration 5Q (11313.570000 sec): 3 clusters Score: Raw -156394.958737 + Penalty 3535.733989 = -152859.224747 nChanged 23 SP:Iteration 6Q (11313.790000 sec): 3 clusters Score: Raw -156420.261433 + Penalty 3535.733989 = -152884.527444 nChanged 13 SP:Iteration 7Q (11313.990000 sec): 3 clusters Score: Raw -156434.314019 + Penalty 3535.733989 = -152898.580030 nChanged 12 SP:Iteration 8Q (11314.190000 sec): 3 clusters Score: Raw -156446.313926 + Penalty 3535.733989 = -152910.579937 nChanged 9 SP:Iteration 9Q (11314.370000 sec): 3 clusters Score: Raw -156454.920324 + Penalty 3535.733989 = -152919.186335 nChanged 6 SP:Iteration 10Q (11314.610000 sec): 3 clusters Score: Raw -156461.470930 + Penalty 3535.733989 = -152925.736941 nChanged 4 SP:Iteration 11Q (11314.770000 sec): 3 clusters Score: Raw -156463.872634 + Penalty 3535.733989 = -152928.138645 nChanged 1 SP:Iteration 12Q (11315.000000 sec): 3 clusters Score: Raw -156465.499993 + Penalty 3535.733989 = -152929.766004 nChanged 1 SP:Iteration 13Q (11315.180000 sec): 3 clusters Score: Raw -156466.603929 + Penalty 3535.733989 = -152930.869940 nChanged 1 SP:Iteration 14Q (11315.330000 sec): 3 clusters Score: Raw -156467.690602 + Penalty 3535.733989 = -152931.956613 nChanged 3 SP:Iteration 15Q (11315.570000 sec): 3 clusters Score: Raw -156469.302709 + Penalty 3535.733989 = -152933.568720 nChanged 1 SP:Iteration 16Q (11315.730000 sec): 3 clusters Score: Raw -156470.638416 + Penalty 3535.733989 = -152934.904427 nChanged 1 SP:Iteration 17Q (11315.950000 sec): 3 clusters Score: Raw -156471.563118 + Penalty 3535.733989 = -152935.829129 nChanged 0 SP:Iteration 18F (11316.170000 sec): 3 clusters Score: Raw -156471.563118 + Penalty 3535.733989 = -152935.829129 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11316.330000 sec): 2 clusters Score: Raw -50079.670906 + Penalty 1503.818732 = -48575.852174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11316.480000 sec): 3 clusters Score: Raw -50173.089659 + Penalty 3007.637464 = -47165.452195 nChanged 71 SP:Iteration 1F (11316.650000 sec): 3 clusters Score: Raw -50418.703518 + Penalty 3007.637464 = -47411.066054 nChanged 29 SP:Iteration 2F (11316.850000 sec): 3 clusters Score: Raw -50542.099001 + Penalty 3007.637464 = -47534.461538 nChanged 24 SP:Iteration 3F (11317.050000 sec): 3 clusters Score: Raw -50633.292127 + Penalty 3007.637464 = -47625.654664 nChanged 21 SP:Iteration 4Q (11317.260000 sec): 3 clusters Score: Raw -50739.461586 + Penalty 3007.637464 = -47731.824123 nChanged 19 SP:Iteration 5Q (11317.410000 sec): 3 clusters Score: Raw -50864.251749 + Penalty 3007.637464 = -47856.614286 nChanged 21 SP:Iteration 6Q (11317.570000 sec): 3 clusters Score: Raw -50998.846288 + Penalty 3007.637464 = -47991.208825 nChanged 15 SP:Iteration 7Q (11317.730000 sec): 3 clusters Score: Raw -51130.561493 + Penalty 3007.637464 = -48122.924030 nChanged 14 SP:Iteration 8Q (11317.910000 sec): 3 clusters Score: Raw -51281.560532 + Penalty 3007.637464 = -48273.923069 nChanged 10 SP:Iteration 9Q (11318.160000 sec): 3 clusters Score: Raw -51448.666974 + Penalty 3007.637464 = -48441.029510 nChanged 2 SP:Iteration 10Q (11318.330000 sec): 3 clusters Score: Raw -51533.528132 + Penalty 3007.637464 = -48525.890669 nChanged 4 SP:Iteration 11Q (11318.560000 sec): 3 clusters Score: Raw -51608.311457 + Penalty 3007.637464 = -48600.673994 nChanged 2 SP:Iteration 12Q (11318.730000 sec): 3 clusters Score: Raw -51681.911381 + Penalty 3007.637464 = -48674.273917 nChanged 2 SP:Iteration 13Q (11318.910000 sec): 3 clusters Score: Raw -51721.312929 + Penalty 3007.637464 = -48713.675466 nChanged 1 SP:Iteration 14Q (11319.100000 sec): 3 clusters Score: Raw -51727.476493 + Penalty 3007.637464 = -48719.839030 nChanged 1 SP:Iteration 15Q (11319.270000 sec): 3 clusters Score: Raw -51729.283638 + Penalty 3007.637464 = -48721.646175 nChanged 0 SP:Iteration 16F (11319.530000 sec): 3 clusters Score: Raw -51745.059063 + Penalty 3007.637464 = -48737.421599 nChanged 2 SP:Iteration 17Q (11319.690000 sec): 3 clusters Score: Raw -51794.698106 + Penalty 3007.637464 = -48787.060643 nChanged 3 SP:Iteration 18Q (11319.800000 sec): 3 clusters Score: Raw -51865.830613 + Penalty 3007.637464 = -48858.193150 nChanged 3 SP:Iteration 19Q (11319.970000 sec): 3 clusters Score: Raw -51873.718053 + Penalty 3007.637464 = -48866.080590 nChanged 0 SP:Iteration 20F (11320.060000 sec): 3 clusters Score: Raw -51873.718053 + Penalty 3007.637464 = -48866.080590 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 4.57 GB. Trying to split cluster 7 (22036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11320.320000 sec): 2 clusters Score: Raw -3030190.000018 + Penalty 2480.107324 = -3027709.892694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11320.620000 sec): 3 clusters Score: Raw -3017249.397023 + Penalty 4960.214648 = -3012289.182375 nChanged 9724 SP:Iteration 1F (11321.010000 sec): 3 clusters Score: Raw -3022581.704619 + Penalty 4960.214648 = -3017621.489971 nChanged 1164 SP:Iteration 2F (11321.360000 sec): 3 clusters Score: Raw -3023007.059383 + Penalty 4960.214648 = -3018046.844735 nChanged 1011 SP:Iteration 3Q (11321.670000 sec): 3 clusters Score: Raw -3023359.800274 + Penalty 4960.214648 = -3018399.585626 nChanged 924 SP:Iteration 4Q (11321.990000 sec): 3 clusters Score: Raw -3023682.354340 + Penalty 4960.214648 = -3018722.139692 nChanged 833 SP:Iteration 5Q (11322.290000 sec): 3 clusters Score: Raw -3023985.383172 + Penalty 4960.214648 = -3019025.168524 nChanged 840 SP:Iteration 6Q (11322.560000 sec): 3 clusters Score: Raw -3024309.730475 + Penalty 4960.214648 = -3019349.515826 nChanged 876 SP:Iteration 7Q (11322.870000 sec): 3 clusters Score: Raw -3024698.395052 + Penalty 4960.214648 = -3019738.180403 nChanged 993 SP:Iteration 8Q (11323.210000 sec): 3 clusters Score: Raw -3025190.112449 + Penalty 4960.214648 = -3020229.897801 nChanged 1041 SP:Iteration 9Q (11323.510000 sec): 3 clusters Score: Raw -3025772.051623 + Penalty 4960.214648 = -3020811.836975 nChanged 1158 SP:Iteration 10F (11323.890000 sec): 3 clusters Score: Raw -3026516.733303 + Penalty 4960.214648 = -3021556.518655 nChanged 1175 SP:Iteration 11F (11324.160000 sec): 3 clusters Score: Raw -3027329.927013 + Penalty 4960.214648 = -3022369.712364 nChanged 1086 SP:Iteration 12Q (11324.460000 sec): 3 clusters Score: Raw -3028156.597464 + Penalty 4960.214648 = -3023196.382816 nChanged 885 SP:Iteration 13Q (11324.770000 sec): 3 clusters Score: Raw -3028847.653139 + Penalty 4960.214648 = -3023887.438491 nChanged 684 SP:Iteration 14Q (11325.060000 sec): 3 clusters Score: Raw -3029411.125856 + Penalty 4960.214648 = -3024450.911208 nChanged 486 SP:Iteration 15Q (11325.430000 sec): 3 clusters Score: Raw -3029823.979400 + Penalty 4960.214648 = -3024863.764752 nChanged 313 SP:Iteration 16Q (11325.740000 sec): 3 clusters Score: Raw -3030095.722615 + Penalty 4960.214648 = -3025135.507967 nChanged 178 SP:Iteration 17Q (11326.090000 sec): 3 clusters Score: Raw -3030249.167626 + Penalty 4960.214648 = -3025288.952977 nChanged 95 SP:Iteration 18Q (11326.410000 sec): 3 clusters Score: Raw -3030340.377457 + Penalty 4960.214648 = -3025380.162809 nChanged 59 SP:Iteration 19Q (11326.720000 sec): 3 clusters Score: Raw -3030406.366652 + Penalty 4960.214648 = -3025446.152004 nChanged 36 SP:Iteration 20F (11326.970000 sec): 3 clusters Score: Raw -3030442.750609 + Penalty 4960.214648 = -3025482.535960 nChanged 21 SP:Iteration 21Q (11327.300000 sec): 3 clusters Score: Raw -3030465.915725 + Penalty 4960.214648 = -3025505.701077 nChanged 15 SP:Iteration 22Q (11327.590000 sec): 3 clusters Score: Raw -3030482.368780 + Penalty 4960.214648 = -3025522.154131 nChanged 13 SP:Iteration 23Q (11327.850000 sec): 3 clusters Score: Raw -3030496.676091 + Penalty 4960.214648 = -3025536.461443 nChanged 10 SP:Iteration 24Q (11328.170000 sec): 3 clusters Score: Raw -3030509.010599 + Penalty 4960.214648 = -3025548.795951 nChanged 14 SP:Iteration 25Q (11328.480000 sec): 3 clusters Score: Raw -3030522.748910 + Penalty 4960.214648 = -3025562.534261 nChanged 8 SP:Iteration 26Q (11328.810000 sec): 3 clusters Score: Raw -3030531.395670 + Penalty 4960.214648 = -3025571.181022 nChanged 5 SP:Iteration 27Q (11329.080000 sec): 3 clusters Score: Raw -3030537.207777 + Penalty 4960.214648 = -3025576.993129 nChanged 4 SP:Iteration 28Q (11329.350000 sec): 3 clusters Score: Raw -3030539.895875 + Penalty 4960.214648 = -3025579.681226 nChanged 1 SP:Iteration 29Q (11329.650000 sec): 3 clusters Score: Raw -3030540.505094 + Penalty 4960.214648 = -3025580.290445 nChanged 1 SP:Iteration 30Q (11329.950000 sec): 3 clusters Score: Raw -3030542.084033 + Penalty 4960.214648 = -3025581.869385 nChanged 1 SP:Iteration 31Q (11330.280000 sec): 3 clusters Score: Raw -3030542.940290 + Penalty 4960.214648 = -3025582.725642 nChanged 1 SP:Iteration 32Q (11330.540000 sec): 3 clusters Score: Raw -3030543.702814 + Penalty 4960.214648 = -3025583.488166 nChanged 0 SP:Iteration 33F (11330.850000 sec): 3 clusters Score: Raw -3030543.702814 + Penalty 4960.214648 = -3025583.488166 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11330.970000 sec): 2 clusters Score: Raw -103566.192574 + Penalty 1655.916698 = -101910.275876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11331.150000 sec): 3 clusters Score: Raw -103428.164106 + Penalty 3311.833397 = -100116.330709 nChanged 173 SP:Iteration 1F (11331.330000 sec): 3 clusters Score: Raw -103643.049366 + Penalty 3311.833397 = -100331.215969 nChanged 40 SP:Iteration 2F (11331.520000 sec): 3 clusters Score: Raw -103710.319177 + Penalty 3311.833397 = -100398.485780 nChanged 28 SP:Iteration 3Q (11331.680000 sec): 3 clusters Score: Raw -103758.192854 + Penalty 3311.833397 = -100446.359457 nChanged 17 SP:Iteration 4Q (11331.860000 sec): 3 clusters Score: Raw -103815.784790 + Penalty 3311.833397 = -100503.951393 nChanged 24 SP:Iteration 5Q (11332.040000 sec): 3 clusters Score: Raw -103893.727884 + Penalty 3311.833397 = -100581.894488 nChanged 19 SP:Iteration 6Q (11332.250000 sec): 3 clusters Score: Raw -103939.816215 + Penalty 3311.833397 = -100627.982818 nChanged 16 SP:Iteration 7Q (11332.440000 sec): 3 clusters Score: Raw -103977.023350 + Penalty 3311.833397 = -100665.189953 nChanged 9 SP:Iteration 8Q (11332.640000 sec): 3 clusters Score: Raw -104004.382479 + Penalty 3311.833397 = -100692.549082 nChanged 8 SP:Iteration 9Q (11332.790000 sec): 3 clusters Score: Raw -104017.239473 + Penalty 3311.833397 = -100705.406077 nChanged 7 SP:Iteration 10Q (11332.970000 sec): 3 clusters Score: Raw -104024.403159 + Penalty 3311.833397 = -100712.569762 nChanged 4 SP:Iteration 11Q (11333.180000 sec): 3 clusters Score: Raw -104034.366671 + Penalty 3311.833397 = -100722.533274 nChanged 6 SP:Iteration 12Q (11333.380000 sec): 3 clusters Score: Raw -104044.307375 + Penalty 3311.833397 = -100732.473978 nChanged 5 SP:Iteration 13Q (11333.580000 sec): 3 clusters Score: Raw -104052.595892 + Penalty 3311.833397 = -100740.762495 nChanged 3 SP:Iteration 14Q (11333.790000 sec): 3 clusters Score: Raw -104057.878280 + Penalty 3311.833397 = -100746.044883 nChanged 4 SP:Iteration 15Q (11333.970000 sec): 3 clusters Score: Raw -104065.690301 + Penalty 3311.833397 = -100753.856905 nChanged 4 SP:Iteration 16Q (11334.140000 sec): 3 clusters Score: Raw -104074.031958 + Penalty 3311.833397 = -100762.198561 nChanged 2 SP:Iteration 17Q (11334.310000 sec): 3 clusters Score: Raw -104076.696345 + Penalty 3311.833397 = -100764.862949 nChanged 2 SP:Iteration 18Q (11334.480000 sec): 3 clusters Score: Raw -104080.098205 + Penalty 3311.833397 = -100768.264808 nChanged 1 SP:Iteration 19Q (11334.650000 sec): 3 clusters Score: Raw -104081.338804 + Penalty 3311.833397 = -100769.505407 nChanged 1 SP:Iteration 20F (11334.870000 sec): 3 clusters Score: Raw -104083.856688 + Penalty 3311.833397 = -100772.023291 nChanged 1 SP:Iteration 21Q (11335.010000 sec): 3 clusters Score: Raw -104086.839192 + Penalty 3311.833397 = -100775.005795 nChanged 1 SP:Iteration 22Q (11335.250000 sec): 3 clusters Score: Raw -104087.794234 + Penalty 3311.833397 = -100775.960837 nChanged 0 SP:Iteration 23F (11335.390000 sec): 3 clusters Score: Raw -104087.794234 + Penalty 3311.833397 = -100775.960837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11335.550000 sec): 2 clusters Score: Raw -319756.925366 + Penalty 1933.830105 = -317823.095261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11335.710000 sec): 3 clusters Score: Raw -318784.605658 + Penalty 3867.660210 = -314916.945448 nChanged 782 SP:Iteration 1F (11335.920000 sec): 3 clusters Score: Raw -319288.084409 + Penalty 3867.660210 = -315420.424200 nChanged 162 SP:Iteration 2F (11336.140000 sec): 3 clusters Score: Raw -319428.835335 + Penalty 3867.660210 = -315561.175125 nChanged 99 SP:Iteration 3Q (11336.360000 sec): 3 clusters Score: Raw -319515.799050 + Penalty 3867.660210 = -315648.138841 nChanged 75 SP:Iteration 4Q (11336.580000 sec): 3 clusters Score: Raw -319576.370044 + Penalty 3867.660210 = -315708.709835 nChanged 61 SP:Iteration 5Q (11336.810000 sec): 3 clusters Score: Raw -319631.991856 + Penalty 3867.660210 = -315764.331647 nChanged 49 SP:Iteration 6Q (11336.960000 sec): 3 clusters Score: Raw -319663.911642 + Penalty 3867.660210 = -315796.251433 nChanged 34 SP:Iteration 7Q (11337.170000 sec): 3 clusters Score: Raw -319683.365586 + Penalty 3867.660210 = -315815.705377 nChanged 26 SP:Iteration 8Q (11337.370000 sec): 3 clusters Score: Raw -319701.585923 + Penalty 3867.660210 = -315833.925713 nChanged 24 SP:Iteration 9Q (11337.520000 sec): 3 clusters Score: Raw -319717.369302 + Penalty 3867.660210 = -315849.709092 nChanged 23 SP:Iteration 10Q (11337.700000 sec): 3 clusters Score: Raw -319731.328108 + Penalty 3867.660210 = -315863.667898 nChanged 24 SP:Iteration 11Q (11337.920000 sec): 3 clusters Score: Raw -319746.777656 + Penalty 3867.660210 = -315879.117446 nChanged 18 SP:Iteration 12Q (11338.110000 sec): 3 clusters Score: Raw -319755.175613 + Penalty 3867.660210 = -315887.515403 nChanged 11 SP:Iteration 13Q (11338.300000 sec): 3 clusters Score: Raw -319759.633285 + Penalty 3867.660210 = -315891.973075 nChanged 7 SP:Iteration 14Q (11338.520000 sec): 3 clusters Score: Raw -319763.089625 + Penalty 3867.660210 = -315895.429415 nChanged 7 SP:Iteration 15Q (11338.690000 sec): 3 clusters Score: Raw -319766.292537 + Penalty 3867.660210 = -315898.632327 nChanged 7 SP:Iteration 16Q (11338.900000 sec): 3 clusters Score: Raw -319769.615663 + Penalty 3867.660210 = -315901.955454 nChanged 4 SP:Iteration 17Q (11339.050000 sec): 3 clusters Score: Raw -319771.114658 + Penalty 3867.660210 = -315903.454449 nChanged 2 SP:Iteration 18Q (11339.270000 sec): 3 clusters Score: Raw -319772.277742 + Penalty 3867.660210 = -315904.617533 nChanged 2 SP:Iteration 19Q (11339.500000 sec): 3 clusters Score: Raw -319773.924709 + Penalty 3867.660210 = -315906.264499 nChanged 3 SP:Iteration 20F (11339.650000 sec): 3 clusters Score: Raw -319776.260340 + Penalty 3867.660210 = -315908.600130 nChanged 7 SP:Iteration 21Q (11339.870000 sec): 3 clusters Score: Raw -319779.434897 + Penalty 3867.660210 = -315911.774687 nChanged 4 SP:Iteration 22Q (11340.040000 sec): 3 clusters Score: Raw -319780.332819 + Penalty 3867.660210 = -315912.672609 nChanged 4 SP:Iteration 23Q (11340.230000 sec): 3 clusters Score: Raw -319781.857347 + Penalty 3867.660210 = -315914.197137 nChanged 1 SP:Iteration 24Q (11340.440000 sec): 3 clusters Score: Raw -319782.311776 + Penalty 3867.660210 = -315914.651567 nChanged 2 SP:Iteration 25Q (11340.650000 sec): 3 clusters Score: Raw -319783.344656 + Penalty 3867.660210 = -315915.684447 nChanged 1 SP:Iteration 26Q (11340.850000 sec): 3 clusters Score: Raw -319784.544629 + Penalty 3867.660210 = -315916.884419 nChanged 4 SP:Iteration 27Q (11341.080000 sec): 3 clusters Score: Raw -319787.341606 + Penalty 3867.660210 = -315919.681396 nChanged 3 SP:Iteration 28Q (11341.330000 sec): 3 clusters Score: Raw -319789.089281 + Penalty 3867.660210 = -315921.429071 nChanged 4 SP:Iteration 29Q (11341.510000 sec): 3 clusters Score: Raw -319792.129668 + Penalty 3867.660210 = -315924.469458 nChanged 4 SP:Iteration 30Q (11341.710000 sec): 3 clusters Score: Raw -319793.929561 + Penalty 3867.660210 = -315926.269352 nChanged 2 SP:Iteration 31Q (11341.890000 sec): 3 clusters Score: Raw -319794.372703 + Penalty 3867.660210 = -315926.712494 nChanged 1 SP:Iteration 32Q (11342.050000 sec): 3 clusters Score: Raw -319794.569907 + Penalty 3867.660210 = -315926.909698 nChanged 0 SP:Iteration 33F (11342.270000 sec): 3 clusters Score: Raw -319794.569907 + Penalty 3867.660210 = -315926.909698 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11342.340000 sec): 2 clusters Score: Raw -281573.247464 + Penalty 1898.771617 = -279674.475847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11342.530000 sec): 3 clusters Score: Raw -280745.127973 + Penalty 3797.543235 = -276947.584738 nChanged 687 SP:Iteration 1F (11342.700000 sec): 3 clusters Score: Raw -281226.494800 + Penalty 3797.543235 = -277428.951566 nChanged 165 SP:Iteration 2F (11342.900000 sec): 3 clusters Score: Raw -281365.792943 + Penalty 3797.543235 = -277568.249708 nChanged 95 SP:Iteration 3Q (11343.160000 sec): 3 clusters Score: Raw -281450.118812 + Penalty 3797.543235 = -277652.575577 nChanged 70 SP:Iteration 4Q (11343.400000 sec): 3 clusters Score: Raw -281514.567308 + Penalty 3797.543235 = -277717.024073 nChanged 60 SP:Iteration 5Q (11343.580000 sec): 3 clusters Score: Raw -281572.913449 + Penalty 3797.543235 = -277775.370214 nChanged 50 SP:Iteration 6Q (11343.810000 sec): 3 clusters Score: Raw -281631.551538 + Penalty 3797.543235 = -277834.008303 nChanged 60 SP:Iteration 7Q (11344.020000 sec): 3 clusters Score: Raw -281682.912756 + Penalty 3797.543235 = -277885.369521 nChanged 49 SP:Iteration 8Q (11344.190000 sec): 3 clusters Score: Raw -281731.567752 + Penalty 3797.543235 = -277934.024517 nChanged 45 SP:Iteration 9Q (11344.390000 sec): 3 clusters Score: Raw -281790.770545 + Penalty 3797.543235 = -277993.227310 nChanged 53 SP:Iteration 10Q (11344.630000 sec): 3 clusters Score: Raw -281838.711298 + Penalty 3797.543235 = -278041.168063 nChanged 41 SP:Iteration 11Q (11344.840000 sec): 3 clusters Score: Raw -281872.832003 + Penalty 3797.543235 = -278075.288768 nChanged 32 SP:Iteration 12Q (11345.030000 sec): 3 clusters Score: Raw -281903.403213 + Penalty 3797.543235 = -278105.859978 nChanged 27 SP:Iteration 13Q (11345.200000 sec): 3 clusters Score: Raw -281929.378748 + Penalty 3797.543235 = -278131.835513 nChanged 34 SP:Iteration 14Q (11345.380000 sec): 3 clusters Score: Raw -281962.016721 + Penalty 3797.543235 = -278164.473486 nChanged 23 SP:Iteration 15Q (11345.570000 sec): 3 clusters Score: Raw -281987.397453 + Penalty 3797.543235 = -278189.854218 nChanged 25 SP:Iteration 16Q (11345.730000 sec): 3 clusters Score: Raw -282010.868918 + Penalty 3797.543235 = -278213.325683 nChanged 25 SP:Iteration 17Q (11345.920000 sec): 3 clusters Score: Raw -282037.901278 + Penalty 3797.543235 = -278240.358044 nChanged 22 SP:Iteration 18Q (11346.150000 sec): 3 clusters Score: Raw -282055.741941 + Penalty 3797.543235 = -278258.198707 nChanged 19 SP:Iteration 19Q (11346.400000 sec): 3 clusters Score: Raw -282071.464506 + Penalty 3797.543235 = -278273.921272 nChanged 16 SP:Iteration 20F (11346.590000 sec): 3 clusters Score: Raw -282085.431918 + Penalty 3797.543235 = -278287.888684 nChanged 15 SP:Iteration 21Q (11346.790000 sec): 3 clusters Score: Raw -282099.074101 + Penalty 3797.543235 = -278301.530866 nChanged 14 SP:Iteration 22Q (11346.990000 sec): 3 clusters Score: Raw -282111.912947 + Penalty 3797.543235 = -278314.369713 nChanged 17 SP:Iteration 23Q (11347.190000 sec): 3 clusters Score: Raw -282129.700322 + Penalty 3797.543235 = -278332.157088 nChanged 22 SP:Iteration 24Q (11347.370000 sec): 3 clusters Score: Raw -282148.586490 + Penalty 3797.543235 = -278351.043256 nChanged 21 SP:Iteration 25Q (11347.580000 sec): 3 clusters Score: Raw -282173.641880 + Penalty 3797.543235 = -278376.098646 nChanged 25 SP:Iteration 26Q (11347.750000 sec): 3 clusters Score: Raw -282198.277631 + Penalty 3797.543235 = -278400.734397 nChanged 25 SP:Iteration 27Q (11347.950000 sec): 3 clusters Score: Raw -282221.397926 + Penalty 3797.543235 = -278423.854692 nChanged 27 SP:Iteration 28Q (11348.170000 sec): 3 clusters Score: Raw -282248.587601 + Penalty 3797.543235 = -278451.044366 nChanged 28 SP:Iteration 29Q (11348.390000 sec): 3 clusters Score: Raw -282274.288759 + Penalty 3797.543235 = -278476.745524 nChanged 23 SP:Iteration 30Q (11348.590000 sec): 3 clusters Score: Raw -282297.314342 + Penalty 3797.543235 = -278499.771107 nChanged 23 SP:Iteration 31Q (11348.780000 sec): 3 clusters Score: Raw -282315.919800 + Penalty 3797.543235 = -278518.376566 nChanged 21 SP:Iteration 32Q (11349.010000 sec): 3 clusters Score: Raw -282332.987249 + Penalty 3797.543235 = -278535.444015 nChanged 12 SP:Iteration 33Q (11349.170000 sec): 3 clusters Score: Raw -282342.889686 + Penalty 3797.543235 = -278545.346452 nChanged 13 SP:Iteration 34Q (11349.420000 sec): 3 clusters Score: Raw -282355.638405 + Penalty 3797.543235 = -278558.095171 nChanged 17 SP:Iteration 35Q (11349.630000 sec): 3 clusters Score: Raw -282371.594799 + Penalty 3797.543235 = -278574.051565 nChanged 15 SP:Iteration 36Q (11349.870000 sec): 3 clusters Score: Raw -282387.836066 + Penalty 3797.543235 = -278590.292832 nChanged 19 SP:Iteration 37Q (11350.030000 sec): 3 clusters Score: Raw -282406.528922 + Penalty 3797.543235 = -278608.985687 nChanged 17 SP:Iteration 38Q (11350.280000 sec): 3 clusters Score: Raw -282419.898960 + Penalty 3797.543235 = -278622.355725 nChanged 11 SP:Iteration 39Q (11350.460000 sec): 3 clusters Score: Raw -282430.823986 + Penalty 3797.543235 = -278633.280751 nChanged 9 SP:Iteration 40F (11350.690000 sec): 3 clusters Score: Raw -282440.410285 + Penalty 3797.543235 = -278642.867051 nChanged 8 SP:Iteration 41Q (11350.840000 sec): 3 clusters Score: Raw -282449.017794 + Penalty 3797.543235 = -278651.474560 nChanged 4 SP:Iteration 42Q (11351.040000 sec): 3 clusters Score: Raw -282451.039112 + Penalty 3797.543235 = -278653.495877 nChanged 0 SP:Iteration 43F (11351.220000 sec): 3 clusters Score: Raw -282451.039112 + Penalty 3797.543235 = -278653.495877 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11351.330000 sec): 2 clusters Score: Raw -36295.964123 + Penalty 1443.380567 = -34852.583556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11351.540000 sec): 3 clusters Score: Raw -36644.471203 + Penalty 2886.761133 = -33757.710069 nChanged 78 SP:Iteration 1F (11351.710000 sec): 3 clusters Score: Raw -36940.283663 + Penalty 2886.761133 = -34053.522530 nChanged 33 SP:Iteration 2F (11351.920000 sec): 3 clusters Score: Raw -37060.262898 + Penalty 2886.761133 = -34173.501764 nChanged 11 SP:Iteration 3Q (11352.070000 sec): 3 clusters Score: Raw -37101.900129 + Penalty 2886.761133 = -34215.138995 nChanged 6 SP:Iteration 4Q (11352.240000 sec): 3 clusters Score: Raw -37144.159278 + Penalty 2886.761133 = -34257.398144 nChanged 6 SP:Iteration 5Q (11352.460000 sec): 3 clusters Score: Raw -37169.835351 + Penalty 2886.761133 = -34283.074217 nChanged 0 SP:Iteration 6F (11352.570000 sec): 3 clusters Score: Raw -37169.835351 + Penalty 2886.761133 = -34283.074217 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11352.680000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11352.830000 sec): 3 clusters Score: Raw -44978.656114 + Penalty 2916.744361 = -42061.911753 nChanged 49 SP:Iteration 1F (11353.050000 sec): 3 clusters Score: Raw -45176.421314 + Penalty 2916.744361 = -42259.676953 nChanged 19 SP:Iteration 2F (11353.250000 sec): 3 clusters Score: Raw -45302.729126 + Penalty 2916.744361 = -42385.984764 nChanged 18 SP:Iteration 3F (11353.450000 sec): 3 clusters Score: Raw -45453.853101 + Penalty 2916.744361 = -42537.108740 nChanged 10 SP:Iteration 4Q (11353.620000 sec): 3 clusters Score: Raw -45582.926061 + Penalty 2916.744361 = -42666.181700 nChanged 9 SP:Iteration 5Q (11353.830000 sec): 3 clusters Score: Raw -45680.515375 + Penalty 2916.744361 = -42763.771014 nChanged 8 SP:Iteration 6Q (11353.970000 sec): 3 clusters Score: Raw -45708.731109 + Penalty 2916.744361 = -42791.986748 nChanged 4 SP:Iteration 7Q (11354.190000 sec): 3 clusters Score: Raw -45724.776255 + Penalty 2916.744361 = -42808.031894 nChanged 1 SP:Iteration 8Q (11354.350000 sec): 3 clusters Score: Raw -45728.744219 + Penalty 2916.744361 = -42811.999857 nChanged 0 SP:Iteration 9F (11354.580000 sec): 3 clusters Score: Raw -45728.744219 + Penalty 2916.744361 = -42811.999857 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11354.680000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11354.890000 sec): 3 clusters Score: Raw -73820.825818 + Penalty 3128.816827 = -70692.008991 nChanged 117 SP:Iteration 1F (11355.070000 sec): 3 clusters Score: Raw -74051.557494 + Penalty 3128.816827 = -70922.740667 nChanged 29 SP:Iteration 2F (11355.240000 sec): 3 clusters Score: Raw -74133.845986 + Penalty 3128.816827 = -71005.029159 nChanged 10 SP:Iteration 3Q (11355.430000 sec): 3 clusters Score: Raw -74157.863028 + Penalty 3128.816827 = -71029.046201 nChanged 3 SP:Iteration 4Q (11355.590000 sec): 3 clusters Score: Raw -74162.081574 + Penalty 3128.816827 = -71033.264747 nChanged 0 SP:Iteration 5F (11355.790000 sec): 3 clusters Score: Raw -74162.081574 + Penalty 3128.816827 = -71033.264747 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11355.870000 sec): 2 clusters Score: Raw -19742.160124 + Penalty 1323.709444 = -18418.450680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11356.040000 sec): 3 clusters Score: Raw -20025.618851 + Penalty 2647.418888 = -17378.199963 nChanged 30 SP:Iteration 1F (11356.240000 sec): 3 clusters Score: Raw -20222.052373 + Penalty 2647.418888 = -17574.633486 nChanged 5 SP:Iteration 2Q (11356.440000 sec): 3 clusters Score: Raw -20263.140049 + Penalty 2647.418888 = -17615.721161 nChanged 4 SP:Iteration 3Q (11356.580000 sec): 3 clusters Score: Raw -20296.593319 + Penalty 2647.418888 = -17649.174431 nChanged 0 SP:Iteration 4F (11356.770000 sec): 3 clusters Score: Raw -20296.593319 + Penalty 2647.418888 = -17649.174431 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11356.880000 sec): 2 clusters Score: Raw -69162.121602 + Penalty 1561.225968 = -67600.895634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11357.040000 sec): 3 clusters Score: Raw -69126.409544 + Penalty 3122.451937 = -66003.957607 nChanged 100 SP:Iteration 1F (11357.200000 sec): 3 clusters Score: Raw -69288.095626 + Penalty 3122.451937 = -66165.643690 nChanged 32 SP:Iteration 2F (11357.420000 sec): 3 clusters Score: Raw -69358.758921 + Penalty 3122.451937 = -66236.306984 nChanged 14 SP:Iteration 3Q (11357.640000 sec): 3 clusters Score: Raw -69397.242870 + Penalty 3122.451937 = -66274.790933 nChanged 8 SP:Iteration 4Q (11357.840000 sec): 3 clusters Score: Raw -69411.048696 + Penalty 3122.451937 = -66288.596759 nChanged 7 SP:Iteration 5Q (11358.020000 sec): 3 clusters Score: Raw -69425.434476 + Penalty 3122.451937 = -66302.982539 nChanged 7 SP:Iteration 6Q (11358.250000 sec): 3 clusters Score: Raw -69463.297884 + Penalty 3122.451937 = -66340.845948 nChanged 10 SP:Iteration 7Q (11358.440000 sec): 3 clusters Score: Raw -69483.533766 + Penalty 3122.451937 = -66361.081829 nChanged 7 SP:Iteration 8Q (11358.660000 sec): 3 clusters Score: Raw -69500.041795 + Penalty 3122.451937 = -66377.589858 nChanged 2 SP:Iteration 9Q (11358.890000 sec): 3 clusters Score: Raw -69506.178600 + Penalty 3122.451937 = -66383.726664 nChanged 2 SP:Iteration 10Q (11359.060000 sec): 3 clusters Score: Raw -69510.007509 + Penalty 3122.451937 = -66387.555572 nChanged 3 SP:Iteration 11Q (11359.240000 sec): 3 clusters Score: Raw -69516.780906 + Penalty 3122.451937 = -66394.328969 nChanged 0 SP:Iteration 12F (11359.410000 sec): 3 clusters Score: Raw -69516.780906 + Penalty 3122.451937 = -66394.328969 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (26026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11359.760000 sec): 2 clusters Score: Raw -3514635.282060 + Penalty 2521.379127 = -3512113.902933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11360.160000 sec): 3 clusters Score: Raw -3499169.714047 + Penalty 5042.758253 = -3494126.955793 nChanged 11703 SP:Iteration 1F (11360.540000 sec): 3 clusters Score: Raw -3505379.596964 + Penalty 5042.758253 = -3500336.838710 nChanged 1364 SP:Iteration 2F (11360.940000 sec): 3 clusters Score: Raw -3505927.974039 + Penalty 5042.758253 = -3500885.215786 nChanged 1317 SP:Iteration 3F (11361.280000 sec): 3 clusters Score: Raw -3506571.474606 + Penalty 5042.758253 = -3501528.716353 nChanged 1426 SP:Iteration 4F (11361.650000 sec): 3 clusters Score: Raw -3507347.014581 + Penalty 5042.758253 = -3502304.256328 nChanged 1564 SP:Iteration 5F (11362.030000 sec): 3 clusters Score: Raw -3508300.000152 + Penalty 5042.758253 = -3503257.241899 nChanged 1708 SP:Iteration 6F (11362.410000 sec): 3 clusters Score: Raw -3509393.076822 + Penalty 5042.758253 = -3504350.318568 nChanged 1708 SP:Iteration 7F (11362.780000 sec): 3 clusters Score: Raw -3510487.522578 + Penalty 5042.758253 = -3505444.764325 nChanged 1531 SP:Iteration 8F (11363.110000 sec): 3 clusters Score: Raw -3511506.129606 + Penalty 5042.758253 = -3506463.371353 nChanged 1256 SP:Iteration 9Q (11363.520000 sec): 3 clusters Score: Raw -3512403.285196 + Penalty 5042.758253 = -3507360.526943 nChanged 977 SP:Iteration 10Q (11363.860000 sec): 3 clusters Score: Raw -3513133.830418 + Penalty 5042.758253 = -3508091.072165 nChanged 665 SP:Iteration 11Q (11364.200000 sec): 3 clusters Score: Raw -3513656.504603 + Penalty 5042.758253 = -3508613.746350 nChanged 510 SP:Iteration 12Q (11364.590000 sec): 3 clusters Score: Raw -3514304.535898 + Penalty 5042.758253 = -3509261.777644 nChanged 384 SP:Iteration 13Q (11364.920000 sec): 3 clusters Score: Raw -3514761.098112 + Penalty 5042.758253 = -3509718.339859 nChanged 309 SP:Iteration 14Q (11365.230000 sec): 3 clusters Score: Raw -3514911.470001 + Penalty 5042.758253 = -3509868.711747 nChanged 250 SP:Iteration 15Q (11365.610000 sec): 3 clusters Score: Raw -3515009.166998 + Penalty 5042.758253 = -3509966.408745 nChanged 217 SP:Iteration 16Q (11365.900000 sec): 3 clusters Score: Raw -3515081.537818 + Penalty 5042.758253 = -3510038.779565 nChanged 202 SP:Iteration 17Q (11366.240000 sec): 3 clusters Score: Raw -3515145.323732 + Penalty 5042.758253 = -3510102.565479 nChanged 199 SP:Iteration 18Q (11366.610000 sec): 3 clusters Score: Raw -3515202.830789 + Penalty 5042.758253 = -3510160.072535 nChanged 163 SP:Iteration 19Q (11366.950000 sec): 3 clusters Score: Raw -3515245.060495 + Penalty 5042.758253 = -3510202.302242 nChanged 149 SP:Iteration 20F (11367.300000 sec): 3 clusters Score: Raw -3515280.793568 + Penalty 5042.758253 = -3510238.035314 nChanged 127 SP:Iteration 21Q (11367.660000 sec): 3 clusters Score: Raw -3515307.754830 + Penalty 5042.758253 = -3510264.996577 nChanged 100 SP:Iteration 22Q (11367.980000 sec): 3 clusters Score: Raw -3515326.908309 + Penalty 5042.758253 = -3510284.150055 nChanged 89 SP:Iteration 23Q (11368.330000 sec): 3 clusters Score: Raw -3515345.633444 + Penalty 5042.758253 = -3510302.875190 nChanged 88 SP:Iteration 24Q (11368.690000 sec): 3 clusters Score: Raw -3515363.816708 + Penalty 5042.758253 = -3510321.058455 nChanged 77 SP:Iteration 25Q (11369.100000 sec): 3 clusters Score: Raw -3515377.722417 + Penalty 5042.758253 = -3510334.964164 nChanged 64 SP:Iteration 26Q (11369.440000 sec): 3 clusters Score: Raw -3515390.341802 + Penalty 5042.758253 = -3510347.583549 nChanged 62 SP:Iteration 27Q (11369.760000 sec): 3 clusters Score: Raw -3515401.357334 + Penalty 5042.758253 = -3510358.599080 nChanged 48 SP:Iteration 28Q (11370.080000 sec): 3 clusters Score: Raw -3515409.602736 + Penalty 5042.758253 = -3510366.844483 nChanged 61 SP:Iteration 29Q (11370.370000 sec): 3 clusters Score: Raw -3515420.014617 + Penalty 5042.758253 = -3510377.256363 nChanged 50 SP:Iteration 30Q (11370.710000 sec): 3 clusters Score: Raw -3515428.582285 + Penalty 5042.758253 = -3510385.824032 nChanged 32 SP:Iteration 31Q (11371.000000 sec): 3 clusters Score: Raw -3515433.364186 + Penalty 5042.758253 = -3510390.605933 nChanged 26 SP:Iteration 32Q (11371.360000 sec): 3 clusters Score: Raw -3515436.739257 + Penalty 5042.758253 = -3510393.981004 nChanged 22 SP:Iteration 33Q (11371.700000 sec): 3 clusters Score: Raw -3515439.280022 + Penalty 5042.758253 = -3510396.521768 nChanged 17 SP:Iteration 34Q (11371.970000 sec): 3 clusters Score: Raw -3515441.560798 + Penalty 5042.758253 = -3510398.802544 nChanged 17 SP:Iteration 35Q (11372.300000 sec): 3 clusters Score: Raw -3515443.726220 + Penalty 5042.758253 = -3510400.967967 nChanged 8 SP:Iteration 36Q (11372.580000 sec): 3 clusters Score: Raw -3515444.419713 + Penalty 5042.758253 = -3510401.661460 nChanged 6 SP:Iteration 37Q (11372.940000 sec): 3 clusters Score: Raw -3515444.914506 + Penalty 5042.758253 = -3510402.156253 nChanged 7 SP:Iteration 38Q (11373.280000 sec): 3 clusters Score: Raw -3515445.669844 + Penalty 5042.758253 = -3510402.911591 nChanged 6 SP:Iteration 39Q (11373.620000 sec): 3 clusters Score: Raw -3515446.528101 + Penalty 5042.758253 = -3510403.769847 nChanged 6 SP:Iteration 40F (11374.000000 sec): 3 clusters Score: Raw -3515447.297846 + Penalty 5042.758253 = -3510404.539593 nChanged 4 SP:Iteration 41Q (11374.280000 sec): 3 clusters Score: Raw -3515447.796012 + Penalty 5042.758253 = -3510405.037758 nChanged 5 SP:Iteration 42Q (11374.580000 sec): 3 clusters Score: Raw -3515448.290012 + Penalty 5042.758253 = -3510405.531758 nChanged 1 SP:Iteration 43Q (11374.940000 sec): 3 clusters Score: Raw -3515448.452129 + Penalty 5042.758253 = -3510405.693876 nChanged 1 SP:Iteration 44Q (11375.270000 sec): 3 clusters Score: Raw -3515448.494852 + Penalty 5042.758253 = -3510405.736598 nChanged 2 SP:Iteration 45Q (11375.560000 sec): 3 clusters Score: Raw -3515448.603423 + Penalty 5042.758253 = -3510405.845170 nChanged 1 SP:Iteration 46Q (11375.890000 sec): 3 clusters Score: Raw -3515448.633365 + Penalty 5042.758253 = -3510405.875112 nChanged 1 SP:Iteration 47Q (11376.240000 sec): 3 clusters Score: Raw -3515448.716279 + Penalty 5042.758253 = -3510405.958026 nChanged 3 SP:Iteration 48Q (11376.540000 sec): 3 clusters Score: Raw -3515449.054819 + Penalty 5042.758253 = -3510406.296566 nChanged 2 SP:Iteration 49Q (11376.880000 sec): 3 clusters Score: Raw -3515449.435150 + Penalty 5042.758253 = -3510406.676897 nChanged 4 SP:Iteration 50Q (11377.210000 sec): 3 clusters Score: Raw -3515450.533826 + Penalty 5042.758253 = -3510407.775572 nChanged 4 SP:Iteration 51Q (11377.490000 sec): 3 clusters Score: Raw -3515451.346794 + Penalty 5042.758253 = -3510408.588541 nChanged 9 SP:Iteration 52Q (11377.800000 sec): 3 clusters Score: Raw -3515452.286275 + Penalty 5042.758253 = -3510409.528022 nChanged 7 SP:Iteration 53Q (11378.130000 sec): 3 clusters Score: Raw -3515453.520119 + Penalty 5042.758253 = -3510410.761866 nChanged 11 SP:Iteration 54Q (11378.530000 sec): 3 clusters Score: Raw -3515455.268669 + Penalty 5042.758253 = -3510412.510415 nChanged 11 SP:Iteration 55Q (11378.850000 sec): 3 clusters Score: Raw -3515456.499635 + Penalty 5042.758253 = -3510413.741382 nChanged 9 SP:Iteration 56Q (11379.210000 sec): 3 clusters Score: Raw -3515457.470975 + Penalty 5042.758253 = -3510414.712722 nChanged 7 SP:Iteration 57Q (11379.580000 sec): 3 clusters Score: Raw -3515458.007869 + Penalty 5042.758253 = -3510415.249616 nChanged 4 SP:Iteration 58Q (11379.960000 sec): 3 clusters Score: Raw -3515458.567953 + Penalty 5042.758253 = -3510415.809699 nChanged 4 SP:Iteration 59Q (11380.450000 sec): 3 clusters Score: Raw -3515459.168068 + Penalty 5042.758253 = -3510416.409815 nChanged 6 SP:Iteration 60F (11380.780000 sec): 3 clusters Score: Raw -3515459.958386 + Penalty 5042.758253 = -3510417.200132 nChanged 6 SP:Iteration 61Q (11381.220000 sec): 3 clusters Score: Raw -3515460.509523 + Penalty 5042.758253 = -3510417.751270 nChanged 6 SP:Iteration 62Q (11381.560000 sec): 3 clusters Score: Raw -3515460.918767 + Penalty 5042.758253 = -3510418.160513 nChanged 4 SP:Iteration 63Q (11382.000000 sec): 3 clusters Score: Raw -3515461.280381 + Penalty 5042.758253 = -3510418.522127 nChanged 3 SP:Iteration 64Q (11382.350000 sec): 3 clusters Score: Raw -3515461.542565 + Penalty 5042.758253 = -3510418.784312 nChanged 4 SP:Iteration 65Q (11382.700000 sec): 3 clusters Score: Raw -3515461.984444 + Penalty 5042.758253 = -3510419.226190 nChanged 5 SP:Iteration 66Q (11382.990000 sec): 3 clusters Score: Raw -3515462.576437 + Penalty 5042.758253 = -3510419.818184 nChanged 5 SP:Iteration 67Q (11383.370000 sec): 3 clusters Score: Raw -3515463.080066 + Penalty 5042.758253 = -3510420.321812 nChanged 7 SP:Iteration 68Q (11383.710000 sec): 3 clusters Score: Raw -3515463.950003 + Penalty 5042.758253 = -3510421.191750 nChanged 7 SP:Iteration 69Q (11384.000000 sec): 3 clusters Score: Raw -3515464.662777 + Penalty 5042.758253 = -3510421.904523 nChanged 3 SP:Iteration 70Q (11384.370000 sec): 3 clusters Score: Raw -3515464.853804 + Penalty 5042.758253 = -3510422.095550 nChanged 4 SP:Iteration 71Q (11384.690000 sec): 3 clusters Score: Raw -3515465.179552 + Penalty 5042.758253 = -3510422.421299 nChanged 4 SP:Iteration 72Q (11385.040000 sec): 3 clusters Score: Raw -3515465.507732 + Penalty 5042.758253 = -3510422.749478 nChanged 2 SP:Iteration 73Q (11385.430000 sec): 3 clusters Score: Raw -3515465.714907 + Penalty 5042.758253 = -3510422.956653 nChanged 2 SP:Iteration 74Q (11385.720000 sec): 3 clusters Score: Raw -3515466.024471 + Penalty 5042.758253 = -3510423.266218 nChanged 3 SP:Iteration 75Q (11386.060000 sec): 3 clusters Score: Raw -3515466.430693 + Penalty 5042.758253 = -3510423.672440 nChanged 1 SP:Iteration 76Q (11386.370000 sec): 3 clusters Score: Raw -3515466.480637 + Penalty 5042.758253 = -3510423.722383 nChanged 0 SP:Iteration 77F (11386.650000 sec): 3 clusters Score: Raw -3515466.480637 + Penalty 5042.758253 = -3510423.722383 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11386.760000 sec): 2 clusters Score: Raw -323427.735106 + Penalty 1937.369411 = -321490.365695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11386.970000 sec): 3 clusters Score: Raw -322464.006783 + Penalty 3874.738821 = -318589.267962 nChanged 820 SP:Iteration 1F (11387.190000 sec): 3 clusters Score: Raw -323199.979180 + Penalty 3874.738821 = -319325.240359 nChanged 215 SP:Iteration 2F (11387.350000 sec): 3 clusters Score: Raw -323437.184550 + Penalty 3874.738821 = -319562.445729 nChanged 159 SP:Iteration 3F (11387.560000 sec): 3 clusters Score: Raw -323584.439230 + Penalty 3874.738821 = -319709.700409 nChanged 126 SP:Iteration 4F (11387.770000 sec): 3 clusters Score: Raw -323711.282002 + Penalty 3874.738821 = -319836.543181 nChanged 88 SP:Iteration 5Q (11387.970000 sec): 3 clusters Score: Raw -323795.446175 + Penalty 3874.738821 = -319920.707354 nChanged 86 SP:Iteration 6Q (11388.160000 sec): 3 clusters Score: Raw -323886.428125 + Penalty 3874.738821 = -320011.689304 nChanged 80 SP:Iteration 7Q (11388.400000 sec): 3 clusters Score: Raw -323983.485458 + Penalty 3874.738821 = -320108.746637 nChanged 89 SP:Iteration 8Q (11388.560000 sec): 3 clusters Score: Raw -324149.461168 + Penalty 3874.738821 = -320274.722347 nChanged 76 SP:Iteration 9Q (11388.770000 sec): 3 clusters Score: Raw -324339.594035 + Penalty 3874.738821 = -320464.855214 nChanged 83 SP:Iteration 10Q (11388.950000 sec): 3 clusters Score: Raw -324423.949139 + Penalty 3874.738821 = -320549.210318 nChanged 49 SP:Iteration 11Q (11389.160000 sec): 3 clusters Score: Raw -324459.577251 + Penalty 3874.738821 = -320584.838430 nChanged 19 SP:Iteration 12Q (11389.350000 sec): 3 clusters Score: Raw -324470.524542 + Penalty 3874.738821 = -320595.785721 nChanged 8 SP:Iteration 13Q (11389.530000 sec): 3 clusters Score: Raw -324475.606644 + Penalty 3874.738821 = -320600.867823 nChanged 7 SP:Iteration 14Q (11389.770000 sec): 3 clusters Score: Raw -324482.057835 + Penalty 3874.738821 = -320607.319014 nChanged 5 SP:Iteration 15Q (11389.970000 sec): 3 clusters Score: Raw -324485.162417 + Penalty 3874.738821 = -320610.423596 nChanged 1 SP:Iteration 16Q (11390.240000 sec): 3 clusters Score: Raw -324485.409336 + Penalty 3874.738821 = -320610.670515 nChanged 0 SP:Iteration 17F (11390.420000 sec): 3 clusters Score: Raw -324485.409336 + Penalty 3874.738821 = -320610.670515 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11390.500000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11390.630000 sec): 3 clusters Score: Raw -102216.818489 + Penalty 3279.572353 = -98937.246135 nChanged 147 SP:Iteration 1F (11390.830000 sec): 3 clusters Score: Raw -102419.742860 + Penalty 3279.572353 = -99140.170507 nChanged 40 SP:Iteration 2F (11391.040000 sec): 3 clusters Score: Raw -102483.298243 + Penalty 3279.572353 = -99203.725890 nChanged 22 SP:Iteration 3Q (11391.220000 sec): 3 clusters Score: Raw -102520.125882 + Penalty 3279.572353 = -99240.553528 nChanged 14 SP:Iteration 4Q (11391.410000 sec): 3 clusters Score: Raw -102539.134565 + Penalty 3279.572353 = -99259.562212 nChanged 5 SP:Iteration 5Q (11391.620000 sec): 3 clusters Score: Raw -102545.550773 + Penalty 3279.572353 = -99265.978420 nChanged 1 SP:Iteration 6Q (11391.830000 sec): 3 clusters Score: Raw -102546.226206 + Penalty 3279.572353 = -99266.653853 nChanged 0 SP:Iteration 7F (11392.050000 sec): 3 clusters Score: Raw -102546.226206 + Penalty 3279.572353 = -99266.653853 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11392.190000 sec): 2 clusters Score: Raw -1394281.272281 + Penalty 2286.779377 = -1391994.492903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11392.430000 sec): 3 clusters Score: Raw -1388788.607997 + Penalty 4573.558755 = -1384215.049242 nChanged 4248 SP:Iteration 1F (11392.590000 sec): 3 clusters Score: Raw -1391031.344070 + Penalty 4573.558755 = -1386457.785315 nChanged 699 SP:Iteration 2F (11392.870000 sec): 3 clusters Score: Raw -1391387.492009 + Penalty 4573.558755 = -1386813.933255 nChanged 558 SP:Iteration 3F (11393.130000 sec): 3 clusters Score: Raw -1391653.990282 + Penalty 4573.558755 = -1387080.431528 nChanged 469 SP:Iteration 4Q (11393.430000 sec): 3 clusters Score: Raw -1391862.085904 + Penalty 4573.558755 = -1387288.527150 nChanged 402 SP:Iteration 5Q (11393.650000 sec): 3 clusters Score: Raw -1392041.153921 + Penalty 4573.558755 = -1387467.595166 nChanged 417 SP:Iteration 6Q (11393.910000 sec): 3 clusters Score: Raw -1392246.280908 + Penalty 4573.558755 = -1387672.722153 nChanged 397 SP:Iteration 7Q (11394.170000 sec): 3 clusters Score: Raw -1392459.088622 + Penalty 4573.558755 = -1387885.529867 nChanged 427 SP:Iteration 8Q (11394.400000 sec): 3 clusters Score: Raw -1392683.099963 + Penalty 4573.558755 = -1388109.541209 nChanged 397 SP:Iteration 9Q (11394.680000 sec): 3 clusters Score: Raw -1392908.326134 + Penalty 4573.558755 = -1388334.767379 nChanged 387 SP:Iteration 10Q (11394.940000 sec): 3 clusters Score: Raw -1393119.841498 + Penalty 4573.558755 = -1388546.282743 nChanged 365 SP:Iteration 11Q (11395.190000 sec): 3 clusters Score: Raw -1393316.931027 + Penalty 4573.558755 = -1388743.372272 nChanged 300 SP:Iteration 12Q (11395.440000 sec): 3 clusters Score: Raw -1393446.968729 + Penalty 4573.558755 = -1388873.409975 nChanged 254 SP:Iteration 13Q (11395.660000 sec): 3 clusters Score: Raw -1393543.800956 + Penalty 4573.558755 = -1388970.242202 nChanged 187 SP:Iteration 14Q (11395.920000 sec): 3 clusters Score: Raw -1393605.390804 + Penalty 4573.558755 = -1389031.832049 nChanged 140 SP:Iteration 15Q (11396.230000 sec): 3 clusters Score: Raw -1393649.509885 + Penalty 4573.558755 = -1389075.951131 nChanged 113 SP:Iteration 16Q (11396.470000 sec): 3 clusters Score: Raw -1393676.002748 + Penalty 4573.558755 = -1389102.443993 nChanged 77 SP:Iteration 17Q (11396.750000 sec): 3 clusters Score: Raw -1393694.225174 + Penalty 4573.558755 = -1389120.666419 nChanged 71 SP:Iteration 18Q (11397.000000 sec): 3 clusters Score: Raw -1393712.731031 + Penalty 4573.558755 = -1389139.172276 nChanged 56 SP:Iteration 19Q (11397.280000 sec): 3 clusters Score: Raw -1393724.190072 + Penalty 4573.558755 = -1389150.631318 nChanged 40 SP:Iteration 20F (11397.530000 sec): 3 clusters Score: Raw -1393731.962271 + Penalty 4573.558755 = -1389158.403516 nChanged 43 SP:Iteration 21Q (11397.830000 sec): 3 clusters Score: Raw -1393741.384459 + Penalty 4573.558755 = -1389167.825705 nChanged 43 SP:Iteration 22Q (11398.120000 sec): 3 clusters Score: Raw -1393750.371655 + Penalty 4573.558755 = -1389176.812901 nChanged 33 SP:Iteration 23Q (11398.390000 sec): 3 clusters Score: Raw -1393756.718652 + Penalty 4573.558755 = -1389183.159897 nChanged 32 SP:Iteration 24Q (11398.730000 sec): 3 clusters Score: Raw -1393762.969336 + Penalty 4573.558755 = -1389189.410582 nChanged 36 SP:Iteration 25Q (11398.950000 sec): 3 clusters Score: Raw -1393771.122728 + Penalty 4573.558755 = -1389197.563973 nChanged 31 SP:Iteration 26Q (11399.230000 sec): 3 clusters Score: Raw -1393777.055195 + Penalty 4573.558755 = -1389203.496440 nChanged 36 SP:Iteration 27Q (11399.520000 sec): 3 clusters Score: Raw -1393782.000225 + Penalty 4573.558755 = -1389208.441470 nChanged 19 SP:Iteration 28Q (11399.740000 sec): 3 clusters Score: Raw -1393785.197158 + Penalty 4573.558755 = -1389211.638403 nChanged 20 SP:Iteration 29Q (11400.050000 sec): 3 clusters Score: Raw -1393788.332045 + Penalty 4573.558755 = -1389214.773291 nChanged 21 SP:Iteration 30Q (11400.320000 sec): 3 clusters Score: Raw -1393791.989679 + Penalty 4573.558755 = -1389218.430924 nChanged 15 SP:Iteration 31Q (11400.570000 sec): 3 clusters Score: Raw -1393794.881801 + Penalty 4573.558755 = -1389221.323046 nChanged 9 SP:Iteration 32Q (11400.880000 sec): 3 clusters Score: Raw -1393796.157647 + Penalty 4573.558755 = -1389222.598893 nChanged 10 SP:Iteration 33Q (11401.210000 sec): 3 clusters Score: Raw -1393797.732170 + Penalty 4573.558755 = -1389224.173415 nChanged 5 SP:Iteration 34Q (11401.430000 sec): 3 clusters Score: Raw -1393798.549463 + Penalty 4573.558755 = -1389224.990708 nChanged 6 SP:Iteration 35Q (11401.650000 sec): 3 clusters Score: Raw -1393799.898421 + Penalty 4573.558755 = -1389226.339667 nChanged 13 SP:Iteration 36Q (11401.900000 sec): 3 clusters Score: Raw -1393801.957945 + Penalty 4573.558755 = -1389228.399191 nChanged 9 SP:Iteration 37Q (11402.180000 sec): 3 clusters Score: Raw -1393803.162879 + Penalty 4573.558755 = -1389229.604124 nChanged 8 SP:Iteration 38Q (11402.440000 sec): 3 clusters Score: Raw -1393804.684456 + Penalty 4573.558755 = -1389231.125701 nChanged 7 SP:Iteration 39Q (11402.660000 sec): 3 clusters Score: Raw -1393806.111379 + Penalty 4573.558755 = -1389232.552624 nChanged 6 SP:Iteration 40F (11402.890000 sec): 3 clusters Score: Raw -1393807.420678 + Penalty 4573.558755 = -1389233.861924 nChanged 7 SP:Iteration 41Q (11403.120000 sec): 3 clusters Score: Raw -1393809.084678 + Penalty 4573.558755 = -1389235.525924 nChanged 9 SP:Iteration 42Q (11403.310000 sec): 3 clusters Score: Raw -1393810.547408 + Penalty 4573.558755 = -1389236.988654 nChanged 9 SP:Iteration 43Q (11403.580000 sec): 3 clusters Score: Raw -1393811.978966 + Penalty 4573.558755 = -1389238.420211 nChanged 6 SP:Iteration 44Q (11403.840000 sec): 3 clusters Score: Raw -1393812.735335 + Penalty 4573.558755 = -1389239.176580 nChanged 2 SP:Iteration 45Q (11404.040000 sec): 3 clusters Score: Raw -1393813.233289 + Penalty 4573.558755 = -1389239.674535 nChanged 4 SP:Iteration 46Q (11404.290000 sec): 3 clusters Score: Raw -1393813.635115 + Penalty 4573.558755 = -1389240.076360 nChanged 2 SP:Iteration 47Q (11404.550000 sec): 3 clusters Score: Raw -1393813.888041 + Penalty 4573.558755 = -1389240.329287 nChanged 3 SP:Iteration 48Q (11404.770000 sec): 3 clusters Score: Raw -1393814.476172 + Penalty 4573.558755 = -1389240.917417 nChanged 5 SP:Iteration 49Q (11405.000000 sec): 3 clusters Score: Raw -1393815.210350 + Penalty 4573.558755 = -1389241.651595 nChanged 2 SP:Iteration 50Q (11405.200000 sec): 3 clusters Score: Raw -1393815.615229 + Penalty 4573.558755 = -1389242.056474 nChanged 2 SP:Iteration 51Q (11405.460000 sec): 3 clusters Score: Raw -1393816.003634 + Penalty 4573.558755 = -1389242.444879 nChanged 2 SP:Iteration 52Q (11405.760000 sec): 3 clusters Score: Raw -1393816.213151 + Penalty 4573.558755 = -1389242.654397 nChanged 1 SP:Iteration 53Q (11405.970000 sec): 3 clusters Score: Raw -1393816.357164 + Penalty 4573.558755 = -1389242.798409 nChanged 0 SP:Iteration 54F (11406.250000 sec): 3 clusters Score: Raw -1393816.357164 + Penalty 4573.558755 = -1389242.798409 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11406.330000 sec): 2 clusters Score: Raw -184487.167594 + Penalty 1787.549248 = -182699.618346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11406.520000 sec): 3 clusters Score: Raw -184100.587885 + Penalty 3575.098496 = -180525.489389 nChanged 384 SP:Iteration 1F (11406.750000 sec): 3 clusters Score: Raw -184435.926928 + Penalty 3575.098496 = -180860.828432 nChanged 72 SP:Iteration 2F (11406.920000 sec): 3 clusters Score: Raw -184514.096679 + Penalty 3575.098496 = -180938.998183 nChanged 40 SP:Iteration 3Q (11407.110000 sec): 3 clusters Score: Raw -184560.920219 + Penalty 3575.098496 = -180985.821722 nChanged 29 SP:Iteration 4Q (11407.260000 sec): 3 clusters Score: Raw -184596.687058 + Penalty 3575.098496 = -181021.588561 nChanged 21 SP:Iteration 5Q (11407.440000 sec): 3 clusters Score: Raw -184621.207397 + Penalty 3575.098496 = -181046.108901 nChanged 23 SP:Iteration 6Q (11407.640000 sec): 3 clusters Score: Raw -184643.501668 + Penalty 3575.098496 = -181068.403172 nChanged 16 SP:Iteration 7Q (11407.810000 sec): 3 clusters Score: Raw -184662.361352 + Penalty 3575.098496 = -181087.262855 nChanged 17 SP:Iteration 8Q (11408.020000 sec): 3 clusters Score: Raw -184684.203218 + Penalty 3575.098496 = -181109.104722 nChanged 25 SP:Iteration 9Q (11408.200000 sec): 3 clusters Score: Raw -184713.832375 + Penalty 3575.098496 = -181138.733879 nChanged 24 SP:Iteration 10Q (11408.380000 sec): 3 clusters Score: Raw -184743.881984 + Penalty 3575.098496 = -181168.783488 nChanged 18 SP:Iteration 11Q (11408.530000 sec): 3 clusters Score: Raw -184766.050408 + Penalty 3575.098496 = -181190.951912 nChanged 26 SP:Iteration 12Q (11408.720000 sec): 3 clusters Score: Raw -184802.083596 + Penalty 3575.098496 = -181226.985100 nChanged 26 SP:Iteration 13Q (11408.880000 sec): 3 clusters Score: Raw -184844.300123 + Penalty 3575.098496 = -181269.201627 nChanged 25 SP:Iteration 14Q (11409.080000 sec): 3 clusters Score: Raw -184884.998727 + Penalty 3575.098496 = -181309.900231 nChanged 28 SP:Iteration 15Q (11409.230000 sec): 3 clusters Score: Raw -184930.847972 + Penalty 3575.098496 = -181355.749476 nChanged 36 SP:Iteration 16Q (11409.390000 sec): 3 clusters Score: Raw -185006.331609 + Penalty 3575.098496 = -181431.233113 nChanged 40 SP:Iteration 17Q (11409.550000 sec): 3 clusters Score: Raw -185084.833905 + Penalty 3575.098496 = -181509.735409 nChanged 32 SP:Iteration 18Q (11409.760000 sec): 3 clusters Score: Raw -185157.168345 + Penalty 3575.098496 = -181582.069849 nChanged 40 SP:Iteration 19Q (11409.970000 sec): 3 clusters Score: Raw -185253.238025 + Penalty 3575.098496 = -181678.139529 nChanged 33 SP:Iteration 20F (11410.150000 sec): 3 clusters Score: Raw -185308.508834 + Penalty 3575.098496 = -181733.410338 nChanged 23 SP:Iteration 21Q (11410.360000 sec): 3 clusters Score: Raw -185342.455407 + Penalty 3575.098496 = -181767.356911 nChanged 18 SP:Iteration 22Q (11410.580000 sec): 3 clusters Score: Raw -185364.533207 + Penalty 3575.098496 = -181789.434711 nChanged 11 SP:Iteration 23Q (11410.790000 sec): 3 clusters Score: Raw -185379.524647 + Penalty 3575.098496 = -181804.426151 nChanged 9 SP:Iteration 24Q (11410.990000 sec): 3 clusters Score: Raw -185391.351126 + Penalty 3575.098496 = -181816.252630 nChanged 5 SP:Iteration 25Q (11411.190000 sec): 3 clusters Score: Raw -185397.697137 + Penalty 3575.098496 = -181822.598641 nChanged 6 SP:Iteration 26Q (11411.340000 sec): 3 clusters Score: Raw -185405.135853 + Penalty 3575.098496 = -181830.037357 nChanged 2 SP:Iteration 27Q (11411.480000 sec): 3 clusters Score: Raw -185407.271525 + Penalty 3575.098496 = -181832.173029 nChanged 2 SP:Iteration 28Q (11411.690000 sec): 3 clusters Score: Raw -185409.831705 + Penalty 3575.098496 = -181834.733209 nChanged 7 SP:Iteration 29Q (11411.870000 sec): 3 clusters Score: Raw -185416.616513 + Penalty 3575.098496 = -181841.518017 nChanged 6 SP:Iteration 30Q (11412.010000 sec): 3 clusters Score: Raw -185423.680577 + Penalty 3575.098496 = -181848.582081 nChanged 5 SP:Iteration 31Q (11412.200000 sec): 3 clusters Score: Raw -185432.146866 + Penalty 3575.098496 = -181857.048370 nChanged 10 SP:Iteration 32Q (11412.390000 sec): 3 clusters Score: Raw -185452.911792 + Penalty 3575.098496 = -181877.813295 nChanged 8 SP:Iteration 33Q (11412.590000 sec): 3 clusters Score: Raw -185464.801600 + Penalty 3575.098496 = -181889.703104 nChanged 8 SP:Iteration 34Q (11412.820000 sec): 3 clusters Score: Raw -185483.313418 + Penalty 3575.098496 = -181908.214921 nChanged 11 SP:Iteration 35Q (11413.000000 sec): 3 clusters Score: Raw -185498.347907 + Penalty 3575.098496 = -181923.249410 nChanged 5 SP:Iteration 36Q (11413.200000 sec): 3 clusters Score: Raw -185505.185078 + Penalty 3575.098496 = -181930.086582 nChanged 6 SP:Iteration 37Q (11413.400000 sec): 3 clusters Score: Raw -185511.097521 + Penalty 3575.098496 = -181935.999024 nChanged 0 SP:Iteration 38F (11413.570000 sec): 3 clusters Score: Raw -185511.097521 + Penalty 3575.098496 = -181935.999024 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11413.690000 sec): 2 clusters Score: Raw -41435.298809 + Penalty 1452.057837 = -39983.240972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11413.910000 sec): 3 clusters Score: Raw -41630.070240 + Penalty 2904.115673 = -38725.954567 nChanged 62 SP:Iteration 1F (11414.130000 sec): 3 clusters Score: Raw -41930.261537 + Penalty 2904.115673 = -39026.145863 nChanged 20 SP:Iteration 2F (11414.350000 sec): 3 clusters Score: Raw -42052.163309 + Penalty 2904.115673 = -39148.047635 nChanged 12 SP:Iteration 3Q (11414.510000 sec): 3 clusters Score: Raw -42114.867953 + Penalty 2904.115673 = -39210.752280 nChanged 13 SP:Iteration 4Q (11414.690000 sec): 3 clusters Score: Raw -42204.076014 + Penalty 2904.115673 = -39299.960341 nChanged 14 SP:Iteration 5Q (11414.880000 sec): 3 clusters Score: Raw -42265.925345 + Penalty 2904.115673 = -39361.809672 nChanged 11 SP:Iteration 6Q (11415.050000 sec): 3 clusters Score: Raw -42331.719283 + Penalty 2904.115673 = -39427.603609 nChanged 7 SP:Iteration 7Q (11415.240000 sec): 3 clusters Score: Raw -42384.316269 + Penalty 2904.115673 = -39480.200596 nChanged 3 SP:Iteration 8Q (11415.450000 sec): 3 clusters Score: Raw -42413.745788 + Penalty 2904.115673 = -39509.630115 nChanged 4 SP:Iteration 9Q (11415.610000 sec): 3 clusters Score: Raw -42431.785424 + Penalty 2904.115673 = -39527.669751 nChanged 3 SP:Iteration 10Q (11415.760000 sec): 3 clusters Score: Raw -42450.044593 + Penalty 2904.115673 = -39545.928920 nChanged 2 SP:Iteration 11Q (11415.970000 sec): 3 clusters Score: Raw -42457.948334 + Penalty 2904.115673 = -39553.832660 nChanged 0 SP:Iteration 12F (11416.150000 sec): 3 clusters Score: Raw -42457.948334 + Penalty 2904.115673 = -39553.832660 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11416.330000 sec): 2 clusters Score: Raw -19340.084827 + Penalty 1371.298414 = -17968.786414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11416.490000 sec): 3 clusters Score: Raw -19737.334880 + Penalty 2742.596827 = -16994.738053 nChanged 50 SP:Iteration 1F (11416.730000 sec): 3 clusters Score: Raw -20026.837697 + Penalty 2742.596827 = -17284.240870 nChanged 21 SP:Iteration 2F (11416.930000 sec): 3 clusters Score: Raw -20221.565285 + Penalty 2742.596827 = -17478.968458 nChanged 9 SP:Iteration 3Q (11417.110000 sec): 3 clusters Score: Raw -20343.026472 + Penalty 2742.596827 = -17600.429644 nChanged 4 SP:Iteration 4Q (11417.330000 sec): 3 clusters Score: Raw -20382.396012 + Penalty 2742.596827 = -17639.799185 nChanged 2 SP:Iteration 5Q (11417.510000 sec): 3 clusters Score: Raw -20399.127969 + Penalty 2742.596827 = -17656.531141 nChanged 0 SP:Iteration 6F (11417.710000 sec): 3 clusters Score: Raw -20399.127969 + Penalty 2742.596827 = -17656.531141 nChanged 0 Deleting Class 6 (173 points): Lose 3231.164650 but Gain 3289.708251 Iteration 259Q (11433.390000 sec): 23 clusters Score: Raw -78083277.447328 + Penalty 72373.581514 = -78010903.865814 nChanged 440 Iteration 260F (11460.150000 sec): 23 clusters Score: Raw -78084521.026380 + Penalty 72373.581514 = -78012147.444866 nChanged 309 Iteration 261Q (11477.780000 sec): 23 clusters Score: Raw -78084695.640023 + Penalty 72373.581514 = -78012322.058509 nChanged 279 Iteration 262Q (11493.490000 sec): 23 clusters Score: Raw -78084746.763769 + Penalty 72373.581514 = -78012373.182255 nChanged 273 Iteration 263Q (11509.480000 sec): 23 clusters Score: Raw -78084779.586413 + Penalty 72373.581514 = -78012406.004899 nChanged 296 Iteration 264Q (11525.740000 sec): 23 clusters Score: Raw -78084808.604264 + Penalty 72373.581514 = -78012435.022750 nChanged 308 Iteration 265Q (11547.480000 sec): 23 clusters Score: Raw -78084822.466268 + Penalty 72373.581514 = -78012448.884754 nChanged 297 Iteration 266Q (11563.860000 sec): 23 clusters Score: Raw -78084834.970070 + Penalty 72373.581514 = -78012461.388556 nChanged 307 Iteration 267Q (11581.160000 sec): 23 clusters Score: Raw -78084847.021187 + Penalty 72373.581514 = -78012473.439673 nChanged 300 Iteration 268Q (11597.350000 sec): 23 clusters Score: Raw -78084858.581246 + Penalty 72373.581514 = -78012484.999732 nChanged 271 Iteration 269Q (11614.550000 sec): 23 clusters Score: Raw -78084868.921421 + Penalty 72373.581514 = -78012495.339907 nChanged 254 Iteration 270Q (11631.590000 sec): 23 clusters Score: Raw -78084877.422691 + Penalty 72373.581514 = -78012503.841177 nChanged 246 Iteration 271Q (11647.910000 sec): 23 clusters Score: Raw -78084886.597253 + Penalty 72373.581514 = -78012513.015739 nChanged 245 Iteration 272Q (11662.690000 sec): 23 clusters Score: Raw -78084894.107390 + Penalty 72373.581514 = -78012520.525876 nChanged 269 Iteration 273Q (11677.440000 sec): 23 clusters Score: Raw -78084902.588729 + Penalty 72373.581514 = -78012529.007215 nChanged 244 Iteration 274Q (11694.690000 sec): 23 clusters Score: Raw -78084910.640302 + Penalty 72373.581514 = -78012537.058788 nChanged 256 Iteration 275Q (11711.730000 sec): 23 clusters Score: Raw -78084918.010497 + Penalty 72373.581514 = -78012544.428983 nChanged 267 Iteration 276Q (11726.710000 sec): 23 clusters Score: Raw -78084925.147229 + Penalty 72373.581514 = -78012551.565715 nChanged 237 Iteration 277Q (11743.540000 sec): 23 clusters Score: Raw -78084931.100492 + Penalty 72373.581514 = -78012557.518978 nChanged 225 Iteration 278Q (11760.530000 sec): 23 clusters Score: Raw -78084936.605136 + Penalty 72373.581514 = -78012563.023622 nChanged 198 Iteration 279Q (11776.930000 sec): 23 clusters Score: Raw -78084941.068134 + Penalty 72373.581514 = -78012567.486620 nChanged 198 Iteration 280F (11802.710000 sec): 23 clusters Score: Raw -78084996.898754 + Penalty 72373.581514 = -78012623.317240 nChanged 202 Iteration 281Q (11819.990000 sec): 23 clusters Score: Raw -78085166.577778 + Penalty 72373.581514 = -78012792.996264 nChanged 178 Iteration 282Q (11835.550000 sec): 23 clusters Score: Raw -78085201.526899 + Penalty 72373.581514 = -78012827.945385 nChanged 157 Iteration 283Q (11852.850000 sec): 23 clusters Score: Raw -78085204.940410 + Penalty 72373.581514 = -78012831.358896 nChanged 172 Iteration 284Q (11868.400000 sec): 23 clusters Score: Raw -78085209.428023 + Penalty 72373.581514 = -78012835.846509 nChanged 187 Iteration 285Q (11884.660000 sec): 23 clusters Score: Raw -78085215.227447 + Penalty 72373.581514 = -78012841.645933 nChanged 194 Iteration 286Q (11900.900000 sec): 23 clusters Score: Raw -78085220.417495 + Penalty 72373.581514 = -78012846.835981 nChanged 217 Iteration 287Q (11917.250000 sec): 23 clusters Score: Raw -78085225.257783 + Penalty 72373.581514 = -78012851.676269 nChanged 197 Iteration 288Q (11933.030000 sec): 23 clusters Score: Raw -78085230.086227 + Penalty 72373.581514 = -78012856.504713 nChanged 212 Iteration 289Q (11947.020000 sec): 23 clusters Score: Raw -78085236.354388 + Penalty 72373.581514 = -78012862.772874 nChanged 219 Iteration 290Q (11962.350000 sec): 23 clusters Score: Raw -78085243.697874 + Penalty 72373.581514 = -78012870.116360 nChanged 213 Iteration 291Q (11979.350000 sec): 23 clusters Score: Raw -78085251.138920 + Penalty 72373.581514 = -78012877.557406 nChanged 181 Iteration 292Q (11995.120000 sec): 23 clusters Score: Raw -78085255.753016 + Penalty 72373.581514 = -78012882.171502 nChanged 174 Iteration 293Q (12012.600000 sec): 23 clusters Score: Raw -78085259.972109 + Penalty 72373.581514 = -78012886.390595 nChanged 167 Iteration 294Q (12029.540000 sec): 23 clusters Score: Raw -78085265.637855 + Penalty 72373.581514 = -78012892.056341 nChanged 174 Iteration 295Q (12046.000000 sec): 23 clusters Score: Raw -78085272.014837 + Penalty 72373.581514 = -78012898.433323 nChanged 162 Iteration 296Q (12060.720000 sec): 23 clusters Score: Raw -78085277.441882 + Penalty 72373.581514 = -78012903.860368 nChanged 164 Iteration 297Q (12074.990000 sec): 23 clusters Score: Raw -78085282.439972 + Penalty 72373.581514 = -78012908.858458 nChanged 158 Iteration 298Q (12090.150000 sec): 23 clusters Score: Raw -78085287.214865 + Penalty 72373.581514 = -78012913.633351 nChanged 156 Writing temp clu file Because OldScore, -78012908.858458, is greater than current (better) Score,-78012913.633351 Compute initial score before splitting: Score: Raw -78085287.214865 + Penalty 72373.581514 = -78012913.633351 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (190911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12091.180000 sec): 2 clusters Score: Raw -26109747.289008 + Penalty 3015.571532 = -26106731.717476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12092.430000 sec): 3 clusters Score: Raw -25984548.984343 + Penalty 6031.143064 = -25978517.841278 nChanged 91854 SP:Iteration 1F (12093.670000 sec): 3 clusters Score: Raw -26038226.362350 + Penalty 6031.143064 = -26032195.219285 nChanged 5066 SP:Iteration 2Q (12094.960000 sec): 3 clusters Score: Raw -26039155.340512 + Penalty 6031.143064 = -26033124.197447 nChanged 5338 SP:Iteration 3Q (12096.380000 sec): 3 clusters Score: Raw -26040211.592725 + Penalty 6031.143064 = -26034180.449660 nChanged 5556 SP:Iteration 4Q (12097.800000 sec): 3 clusters Score: Raw -26041452.324521 + Penalty 6031.143064 = -26035421.181457 nChanged 6274 SP:Iteration 5Q (12099.230000 sec): 3 clusters Score: Raw -26043134.914139 + Penalty 6031.143064 = -26037103.771075 nChanged 7426 SP:Iteration 6Q (12100.550000 sec): 3 clusters Score: Raw -26045641.851542 + Penalty 6031.143064 = -26039610.708478 nChanged 9238 SP:Iteration 7Q (12101.830000 sec): 3 clusters Score: Raw -26049768.442569 + Penalty 6031.143064 = -26043737.299505 nChanged 11770 SP:Iteration 8F (12102.990000 sec): 3 clusters Score: Raw -26056620.369135 + Penalty 6031.143064 = -26050589.226070 nChanged 14368 SP:Iteration 9F (12104.230000 sec): 3 clusters Score: Raw -26067106.108727 + Penalty 6031.143064 = -26061074.965663 nChanged 15471 SP:Iteration 10F (12105.500000 sec): 3 clusters Score: Raw -26080498.108709 + Penalty 6031.143064 = -26074466.965645 nChanged 14118 SP:Iteration 11F (12106.780000 sec): 3 clusters Score: Raw -26094131.949108 + Penalty 6031.143064 = -26088100.806044 nChanged 9682 SP:Iteration 12F (12107.950000 sec): 3 clusters Score: Raw -26103568.849946 + Penalty 6031.143064 = -26097537.706882 nChanged 4624 SP:Iteration 13Q (12109.190000 sec): 3 clusters Score: Raw -26107863.418875 + Penalty 6031.143064 = -26101832.275811 nChanged 1703 SP:Iteration 14Q (12110.370000 sec): 3 clusters Score: Raw -26109379.626290 + Penalty 6031.143064 = -26103348.483226 nChanged 513 SP:Iteration 15Q (12111.460000 sec): 3 clusters Score: Raw -26109856.409359 + Penalty 6031.143064 = -26103825.266295 nChanged 173 SP:Iteration 16Q (12112.430000 sec): 3 clusters Score: Raw -26110028.024116 + Penalty 6031.143064 = -26103996.881052 nChanged 70 SP:Iteration 17Q (12113.500000 sec): 3 clusters Score: Raw -26110110.035531 + Penalty 6031.143064 = -26104078.892467 nChanged 34 SP:Iteration 18Q (12114.570000 sec): 3 clusters Score: Raw -26110153.390948 + Penalty 6031.143064 = -26104122.247883 nChanged 23 SP:Iteration 19Q (12115.650000 sec): 3 clusters Score: Raw -26110187.579647 + Penalty 6031.143064 = -26104156.436583 nChanged 14 SP:Iteration 20F (12116.960000 sec): 3 clusters Score: Raw -26110207.062773 + Penalty 6031.143064 = -26104175.919708 nChanged 12 SP:Iteration 21Q (12118.010000 sec): 3 clusters Score: Raw -26110228.457837 + Penalty 6031.143064 = -26104197.314773 nChanged 11 SP:Iteration 22Q (12119.020000 sec): 3 clusters Score: Raw -26110245.323566 + Penalty 6031.143064 = -26104214.180502 nChanged 8 SP:Iteration 23Q (12119.980000 sec): 3 clusters Score: Raw -26110258.651272 + Penalty 6031.143064 = -26104227.508207 nChanged 6 SP:Iteration 24Q (12120.920000 sec): 3 clusters Score: Raw -26110268.772127 + Penalty 6031.143064 = -26104237.629062 nChanged 4 SP:Iteration 25Q (12121.840000 sec): 3 clusters Score: Raw -26110273.875045 + Penalty 6031.143064 = -26104242.731981 nChanged 5 SP:Iteration 26Q (12122.870000 sec): 3 clusters Score: Raw -26110279.836906 + Penalty 6031.143064 = -26104248.693841 nChanged 4 SP:Iteration 27Q (12123.960000 sec): 3 clusters Score: Raw -26110285.824145 + Penalty 6031.143064 = -26104254.681080 nChanged 2 SP:Iteration 28Q (12124.990000 sec): 3 clusters Score: Raw -26110289.205250 + Penalty 6031.143064 = -26104258.062186 nChanged 3 SP:Iteration 29Q (12126.030000 sec): 3 clusters Score: Raw -26110293.494073 + Penalty 6031.143064 = -26104262.351009 nChanged 4 SP:Iteration 30Q (12127.040000 sec): 3 clusters Score: Raw -26110299.273608 + Penalty 6031.143064 = -26104268.130544 nChanged 2 SP:Iteration 31Q (12128.040000 sec): 3 clusters Score: Raw -26110301.420896 + Penalty 6031.143064 = -26104270.277832 nChanged 2 SP:Iteration 32Q (12129.030000 sec): 3 clusters Score: Raw -26110303.406945 + Penalty 6031.143064 = -26104272.263881 nChanged 0 SP:Iteration 33F (12130.210000 sec): 3 clusters Score: Raw -26110303.406945 + Penalty 6031.143064 = -26104272.263881 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12130.430000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12130.570000 sec): 3 clusters Score: Raw -44775.462376 + Penalty 2960.478950 = -41814.983427 nChanged 63 SP:Iteration 1F (12130.760000 sec): 3 clusters Score: Raw -44987.305863 + Penalty 2960.478950 = -42026.826913 nChanged 19 SP:Iteration 2Q (12130.960000 sec): 3 clusters Score: Raw -45058.551545 + Penalty 2960.478950 = -42098.072596 nChanged 5 SP:Iteration 3Q (12131.100000 sec): 3 clusters Score: Raw -45068.367672 + Penalty 2960.478950 = -42107.888722 nChanged 2 SP:Iteration 4Q (12131.280000 sec): 3 clusters Score: Raw -45073.154118 + Penalty 2960.478950 = -42112.675168 nChanged 2 SP:Iteration 5Q (12131.480000 sec): 3 clusters Score: Raw -45078.184745 + Penalty 2960.478950 = -42117.705795 nChanged 1 SP:Iteration 6Q (12131.700000 sec): 3 clusters Score: Raw -45080.141527 + Penalty 2960.478950 = -42119.662578 nChanged 0 SP:Iteration 7F (12131.930000 sec): 3 clusters Score: Raw -45080.141527 + Penalty 2960.478950 = -42119.662578 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (312792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12133.810000 sec): 2 clusters Score: Raw -42879859.626383 + Penalty 3138.016841 = -42876721.609542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12135.770000 sec): 3 clusters Score: Raw -42672913.816500 + Penalty 6276.033681 = -42666637.782819 nChanged 151483 SP:Iteration 1F (12137.680000 sec): 3 clusters Score: Raw -42763793.640611 + Penalty 6276.033681 = -42757517.606930 nChanged 11320 SP:Iteration 2Q (12139.620000 sec): 3 clusters Score: Raw -42767412.516448 + Penalty 6276.033681 = -42761136.482767 nChanged 14146 SP:Iteration 3Q (12141.850000 sec): 3 clusters Score: Raw -42773299.523123 + Penalty 6276.033681 = -42767023.489442 nChanged 17348 SP:Iteration 4F (12143.780000 sec): 3 clusters Score: Raw -42782260.082343 + Penalty 6276.033681 = -42775984.048661 nChanged 20451 SP:Iteration 5F (12145.890000 sec): 3 clusters Score: Raw -42794332.130452 + Penalty 6276.033681 = -42788056.096771 nChanged 21796 SP:Iteration 6F (12147.750000 sec): 3 clusters Score: Raw -42808539.161565 + Penalty 6276.033681 = -42802263.127884 nChanged 21333 SP:Iteration 7F (12149.630000 sec): 3 clusters Score: Raw -42823235.564011 + Penalty 6276.033681 = -42816959.530330 nChanged 19545 SP:Iteration 8F (12151.410000 sec): 3 clusters Score: Raw -42837497.657281 + Penalty 6276.033681 = -42831221.623599 nChanged 17439 SP:Iteration 9F (12153.300000 sec): 3 clusters Score: Raw -42851050.231478 + Penalty 6276.033681 = -42844774.197797 nChanged 14439 SP:Iteration 10Q (12155.640000 sec): 3 clusters Score: Raw -42862662.290159 + Penalty 6276.033681 = -42856386.256478 nChanged 10488 SP:Iteration 11Q (12158.320000 sec): 3 clusters Score: Raw -42871233.452052 + Penalty 6276.033681 = -42864957.418371 nChanged 6267 SP:Iteration 12Q (12160.710000 sec): 3 clusters Score: Raw -42876246.033932 + Penalty 6276.033681 = -42869970.000251 nChanged 3063 SP:Iteration 13Q (12162.640000 sec): 3 clusters Score: Raw -42878610.627110 + Penalty 6276.033681 = -42872334.593429 nChanged 1285 SP:Iteration 14Q (12164.270000 sec): 3 clusters Score: Raw -42879588.279860 + Penalty 6276.033681 = -42873312.246179 nChanged 549 SP:Iteration 15Q (12165.940000 sec): 3 clusters Score: Raw -42880000.647834 + Penalty 6276.033681 = -42873724.614152 nChanged 245 SP:Iteration 16Q (12167.800000 sec): 3 clusters Score: Raw -42880190.327737 + Penalty 6276.033681 = -42873914.294056 nChanged 127 SP:Iteration 17Q (12169.600000 sec): 3 clusters Score: Raw -42880288.162559 + Penalty 6276.033681 = -42874012.128878 nChanged 79 SP:Iteration 18Q (12171.080000 sec): 3 clusters Score: Raw -42880357.744522 + Penalty 6276.033681 = -42874081.710840 nChanged 56 SP:Iteration 19Q (12172.600000 sec): 3 clusters Score: Raw -42880406.757458 + Penalty 6276.033681 = -42874130.723777 nChanged 43 SP:Iteration 20F (12174.360000 sec): 3 clusters Score: Raw -42880450.250156 + Penalty 6276.033681 = -42874174.216475 nChanged 33 SP:Iteration 21Q (12176.170000 sec): 3 clusters Score: Raw -42880484.564068 + Penalty 6276.033681 = -42874208.530387 nChanged 32 SP:Iteration 22Q (12177.730000 sec): 3 clusters Score: Raw -42880514.460356 + Penalty 6276.033681 = -42874238.426675 nChanged 21 SP:Iteration 23Q (12179.240000 sec): 3 clusters Score: Raw -42880541.911422 + Penalty 6276.033681 = -42874265.877741 nChanged 30 SP:Iteration 24Q (12181.030000 sec): 3 clusters Score: Raw -42880569.421745 + Penalty 6276.033681 = -42874293.388064 nChanged 24 SP:Iteration 25Q (12182.710000 sec): 3 clusters Score: Raw -42880592.627390 + Penalty 6276.033681 = -42874316.593709 nChanged 28 SP:Iteration 26Q (12184.510000 sec): 3 clusters Score: Raw -42880627.268201 + Penalty 6276.033681 = -42874351.234520 nChanged 28 SP:Iteration 27Q (12186.330000 sec): 3 clusters Score: Raw -42880652.703228 + Penalty 6276.033681 = -42874376.669547 nChanged 23 SP:Iteration 28Q (12188.050000 sec): 3 clusters Score: Raw -42880670.203542 + Penalty 6276.033681 = -42874394.169861 nChanged 24 SP:Iteration 29Q (12189.660000 sec): 3 clusters Score: Raw -42880688.555453 + Penalty 6276.033681 = -42874412.521772 nChanged 19 SP:Iteration 30Q (12191.200000 sec): 3 clusters Score: Raw -42880700.442224 + Penalty 6276.033681 = -42874424.408543 nChanged 19 SP:Iteration 31Q (12192.860000 sec): 3 clusters Score: Raw -42880713.997957 + Penalty 6276.033681 = -42874437.964276 nChanged 17 SP:Iteration 32Q (12194.470000 sec): 3 clusters Score: Raw -42880725.310777 + Penalty 6276.033681 = -42874449.277096 nChanged 17 SP:Iteration 33Q (12196.050000 sec): 3 clusters Score: Raw -42880734.294250 + Penalty 6276.033681 = -42874458.260569 nChanged 12 SP:Iteration 34Q (12197.610000 sec): 3 clusters Score: Raw -42880744.482541 + Penalty 6276.033681 = -42874468.448860 nChanged 15 SP:Iteration 35Q (12199.270000 sec): 3 clusters Score: Raw -42880755.626417 + Penalty 6276.033681 = -42874479.592735 nChanged 9 SP:Iteration 36Q (12200.860000 sec): 3 clusters Score: Raw -42880761.424958 + Penalty 6276.033681 = -42874485.391277 nChanged 7 SP:Iteration 37Q (12202.610000 sec): 3 clusters Score: Raw -42880766.942023 + Penalty 6276.033681 = -42874490.908342 nChanged 7 SP:Iteration 38Q (12204.180000 sec): 3 clusters Score: Raw -42880771.105661 + Penalty 6276.033681 = -42874495.071980 nChanged 8 SP:Iteration 39Q (12205.740000 sec): 3 clusters Score: Raw -42880774.162836 + Penalty 6276.033681 = -42874498.129155 nChanged 4 SP:Iteration 40F (12207.460000 sec): 3 clusters Score: Raw -42880775.498856 + Penalty 6276.033681 = -42874499.465175 nChanged 2 SP:Iteration 41Q (12208.950000 sec): 3 clusters Score: Raw -42880777.878045 + Penalty 6276.033681 = -42874501.844363 nChanged 3 SP:Iteration 42Q (12210.520000 sec): 3 clusters Score: Raw -42880779.568094 + Penalty 6276.033681 = -42874503.534413 nChanged 5 SP:Iteration 43Q (12212.270000 sec): 3 clusters Score: Raw -42880781.400606 + Penalty 6276.033681 = -42874505.366925 nChanged 3 SP:Iteration 44Q (12213.920000 sec): 3 clusters Score: Raw -42880783.389923 + Penalty 6276.033681 = -42874507.356242 nChanged 6 SP:Iteration 45Q (12215.350000 sec): 3 clusters Score: Raw -42880787.761349 + Penalty 6276.033681 = -42874511.727668 nChanged 5 SP:Iteration 46Q (12216.830000 sec): 3 clusters Score: Raw -42880789.686171 + Penalty 6276.033681 = -42874513.652490 nChanged 3 SP:Iteration 47Q (12218.310000 sec): 3 clusters Score: Raw -42880791.083329 + Penalty 6276.033681 = -42874515.049648 nChanged 2 SP:Iteration 48Q (12219.930000 sec): 3 clusters Score: Raw -42880792.763369 + Penalty 6276.033681 = -42874516.729688 nChanged 2 SP:Iteration 49Q (12221.490000 sec): 3 clusters Score: Raw -42880793.938784 + Penalty 6276.033681 = -42874517.905103 nChanged 1 SP:Iteration 50Q (12223.110000 sec): 3 clusters Score: Raw -42880794.400884 + Penalty 6276.033681 = -42874518.367203 nChanged 1 SP:Iteration 51Q (12224.650000 sec): 3 clusters Score: Raw -42880794.603667 + Penalty 6276.033681 = -42874518.569986 nChanged 0 SP:Iteration 52F (12226.600000 sec): 3 clusters Score: Raw -42880794.603667 + Penalty 6276.033681 = -42874518.569986 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12226.880000 sec): 2 clusters Score: Raw -464552.743919 + Penalty 2030.035965 = -462522.707954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12227.070000 sec): 3 clusters Score: Raw -462900.187929 + Penalty 4060.071930 = -458840.115999 nChanged 1348 SP:Iteration 1F (12227.250000 sec): 3 clusters Score: Raw -463797.478251 + Penalty 4060.071930 = -459737.406321 nChanged 293 SP:Iteration 2F (12227.440000 sec): 3 clusters Score: Raw -464018.416949 + Penalty 4060.071930 = -459958.345019 nChanged 184 SP:Iteration 3F (12227.590000 sec): 3 clusters Score: Raw -464139.562177 + Penalty 4060.071930 = -460079.490247 nChanged 123 SP:Iteration 4Q (12227.820000 sec): 3 clusters Score: Raw -464219.365090 + Penalty 4060.071930 = -460159.293160 nChanged 93 SP:Iteration 5Q (12227.970000 sec): 3 clusters Score: Raw -464286.545400 + Penalty 4060.071930 = -460226.473470 nChanged 92 SP:Iteration 6Q (12228.160000 sec): 3 clusters Score: Raw -464352.892245 + Penalty 4060.071930 = -460292.820315 nChanged 88 SP:Iteration 7Q (12228.350000 sec): 3 clusters Score: Raw -464417.688081 + Penalty 4060.071930 = -460357.616151 nChanged 89 SP:Iteration 8Q (12228.540000 sec): 3 clusters Score: Raw -464480.092391 + Penalty 4060.071930 = -460420.020461 nChanged 82 SP:Iteration 9Q (12228.680000 sec): 3 clusters Score: Raw -464534.474866 + Penalty 4060.071930 = -460474.402936 nChanged 70 SP:Iteration 10Q (12228.860000 sec): 3 clusters Score: Raw -464578.210377 + Penalty 4060.071930 = -460518.138447 nChanged 54 SP:Iteration 11Q (12229.010000 sec): 3 clusters Score: Raw -464607.333780 + Penalty 4060.071930 = -460547.261850 nChanged 40 SP:Iteration 12Q (12229.230000 sec): 3 clusters Score: Raw -464627.811871 + Penalty 4060.071930 = -460567.739941 nChanged 40 SP:Iteration 13Q (12229.440000 sec): 3 clusters Score: Raw -464646.631617 + Penalty 4060.071930 = -460586.559687 nChanged 25 SP:Iteration 14Q (12229.620000 sec): 3 clusters Score: Raw -464655.354846 + Penalty 4060.071930 = -460595.282916 nChanged 19 SP:Iteration 15Q (12229.820000 sec): 3 clusters Score: Raw -464663.303695 + Penalty 4060.071930 = -460603.231765 nChanged 23 SP:Iteration 16Q (12230.030000 sec): 3 clusters Score: Raw -464675.393732 + Penalty 4060.071930 = -460615.321802 nChanged 23 SP:Iteration 17Q (12230.220000 sec): 3 clusters Score: Raw -464688.198437 + Penalty 4060.071930 = -460628.126507 nChanged 23 SP:Iteration 18Q (12230.480000 sec): 3 clusters Score: Raw -464701.706328 + Penalty 4060.071930 = -460641.634398 nChanged 23 SP:Iteration 19Q (12230.640000 sec): 3 clusters Score: Raw -464713.662842 + Penalty 4060.071930 = -460653.590912 nChanged 20 SP:Iteration 20F (12230.840000 sec): 3 clusters Score: Raw -464726.306960 + Penalty 4060.071930 = -460666.235030 nChanged 27 SP:Iteration 21Q (12231.000000 sec): 3 clusters Score: Raw -464742.645599 + Penalty 4060.071930 = -460682.573669 nChanged 30 SP:Iteration 22Q (12231.160000 sec): 3 clusters Score: Raw -464761.226034 + Penalty 4060.071930 = -460701.154104 nChanged 25 SP:Iteration 23Q (12231.420000 sec): 3 clusters Score: Raw -464774.060070 + Penalty 4060.071930 = -460713.988140 nChanged 16 SP:Iteration 24Q (12231.600000 sec): 3 clusters Score: Raw -464782.670666 + Penalty 4060.071930 = -460722.598736 nChanged 20 SP:Iteration 25Q (12231.810000 sec): 3 clusters Score: Raw -464795.049999 + Penalty 4060.071930 = -460734.978069 nChanged 22 SP:Iteration 26Q (12232.010000 sec): 3 clusters Score: Raw -464809.026711 + Penalty 4060.071930 = -460748.954781 nChanged 26 SP:Iteration 27Q (12232.200000 sec): 3 clusters Score: Raw -464827.926183 + Penalty 4060.071930 = -460767.854253 nChanged 19 SP:Iteration 28Q (12232.380000 sec): 3 clusters Score: Raw -464840.733455 + Penalty 4060.071930 = -460780.661525 nChanged 18 SP:Iteration 29Q (12232.570000 sec): 3 clusters Score: Raw -464849.166003 + Penalty 4060.071930 = -460789.094073 nChanged 21 SP:Iteration 30Q (12232.770000 sec): 3 clusters Score: Raw -464860.786239 + Penalty 4060.071930 = -460800.714309 nChanged 28 SP:Iteration 31Q (12232.970000 sec): 3 clusters Score: Raw -464876.156091 + Penalty 4060.071930 = -460816.084161 nChanged 26 SP:Iteration 32Q (12233.160000 sec): 3 clusters Score: Raw -464889.786050 + Penalty 4060.071930 = -460829.714120 nChanged 27 SP:Iteration 33Q (12233.380000 sec): 3 clusters Score: Raw -464906.948959 + Penalty 4060.071930 = -460846.877029 nChanged 27 SP:Iteration 34Q (12233.580000 sec): 3 clusters Score: Raw -464929.911374 + Penalty 4060.071930 = -460869.839444 nChanged 36 SP:Iteration 35Q (12233.820000 sec): 3 clusters Score: Raw -464951.799506 + Penalty 4060.071930 = -460891.727576 nChanged 34 SP:Iteration 36Q (12234.030000 sec): 3 clusters Score: Raw -464976.743803 + Penalty 4060.071930 = -460916.671873 nChanged 31 SP:Iteration 37Q (12234.210000 sec): 3 clusters Score: Raw -465003.304516 + Penalty 4060.071930 = -460943.232586 nChanged 32 SP:Iteration 38Q (12234.430000 sec): 3 clusters Score: Raw -465030.044808 + Penalty 4060.071930 = -460969.972878 nChanged 24 SP:Iteration 39Q (12234.690000 sec): 3 clusters Score: Raw -465049.913471 + Penalty 4060.071930 = -460989.841541 nChanged 28 SP:Iteration 40F (12234.900000 sec): 3 clusters Score: Raw -465073.315145 + Penalty 4060.071930 = -461013.243215 nChanged 27 SP:Iteration 41Q (12235.090000 sec): 3 clusters Score: Raw -465097.877967 + Penalty 4060.071930 = -461037.806037 nChanged 27 SP:Iteration 42Q (12235.270000 sec): 3 clusters Score: Raw -465118.520600 + Penalty 4060.071930 = -461058.448670 nChanged 28 SP:Iteration 43Q (12235.470000 sec): 3 clusters Score: Raw -465144.204737 + Penalty 4060.071930 = -461084.132807 nChanged 23 SP:Iteration 44Q (12235.630000 sec): 3 clusters Score: Raw -465162.035731 + Penalty 4060.071930 = -461101.963801 nChanged 21 SP:Iteration 45Q (12235.860000 sec): 3 clusters Score: Raw -465182.472962 + Penalty 4060.071930 = -461122.401032 nChanged 22 SP:Iteration 46Q (12236.050000 sec): 3 clusters Score: Raw -465203.694279 + Penalty 4060.071930 = -461143.622349 nChanged 20 SP:Iteration 47Q (12236.270000 sec): 3 clusters Score: Raw -465223.519588 + Penalty 4060.071930 = -461163.447658 nChanged 15 SP:Iteration 48Q (12236.510000 sec): 3 clusters Score: Raw -465236.321591 + Penalty 4060.071930 = -461176.249660 nChanged 15 SP:Iteration 49Q (12236.740000 sec): 3 clusters Score: Raw -465251.538290 + Penalty 4060.071930 = -461191.466360 nChanged 19 SP:Iteration 50Q (12236.960000 sec): 3 clusters Score: Raw -465270.359103 + Penalty 4060.071930 = -461210.287173 nChanged 18 SP:Iteration 51Q (12237.200000 sec): 3 clusters Score: Raw -465292.732603 + Penalty 4060.071930 = -461232.660673 nChanged 26 SP:Iteration 52Q (12237.350000 sec): 3 clusters Score: Raw -465323.834359 + Penalty 4060.071930 = -461263.762429 nChanged 19 SP:Iteration 53Q (12237.520000 sec): 3 clusters Score: Raw -465340.863463 + Penalty 4060.071930 = -461280.791533 nChanged 8 SP:Iteration 54Q (12237.730000 sec): 3 clusters Score: Raw -465346.534051 + Penalty 4060.071930 = -461286.462121 nChanged 10 SP:Iteration 55Q (12237.950000 sec): 3 clusters Score: Raw -465353.956552 + Penalty 4060.071930 = -461293.884622 nChanged 4 SP:Iteration 56Q (12238.160000 sec): 3 clusters Score: Raw -465357.373772 + Penalty 4060.071930 = -461297.301842 nChanged 5 SP:Iteration 57Q (12238.390000 sec): 3 clusters Score: Raw -465360.230622 + Penalty 4060.071930 = -461300.158692 nChanged 0 SP:Iteration 58F (12238.610000 sec): 3 clusters Score: Raw -465360.230622 + Penalty 4060.071930 = -461300.158692 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12238.700000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12238.930000 sec): 3 clusters Score: Raw -155745.123138 + Penalty 3535.733989 = -152209.389149 nChanged 319 SP:Iteration 1F (12239.080000 sec): 3 clusters Score: Raw -156060.107845 + Penalty 3535.733989 = -152524.373856 nChanged 83 SP:Iteration 2F (12239.300000 sec): 3 clusters Score: Raw -156157.835034 + Penalty 3535.733989 = -152622.101044 nChanged 42 SP:Iteration 3Q (12239.510000 sec): 3 clusters Score: Raw -156214.315273 + Penalty 3535.733989 = -152678.581284 nChanged 36 SP:Iteration 4Q (12239.730000 sec): 3 clusters Score: Raw -156256.185716 + Penalty 3535.733989 = -152720.451727 nChanged 33 SP:Iteration 5Q (12239.900000 sec): 3 clusters Score: Raw -156285.696208 + Penalty 3535.733989 = -152749.962219 nChanged 13 SP:Iteration 6Q (12240.080000 sec): 3 clusters Score: Raw -156301.487583 + Penalty 3535.733989 = -152765.753594 nChanged 11 SP:Iteration 7Q (12240.220000 sec): 3 clusters Score: Raw -156315.378215 + Penalty 3535.733989 = -152779.644226 nChanged 12 SP:Iteration 8Q (12240.470000 sec): 3 clusters Score: Raw -156330.599496 + Penalty 3535.733989 = -152794.865507 nChanged 10 SP:Iteration 9Q (12240.650000 sec): 3 clusters Score: Raw -156339.416509 + Penalty 3535.733989 = -152803.682520 nChanged 8 SP:Iteration 10Q (12240.860000 sec): 3 clusters Score: Raw -156347.770189 + Penalty 3535.733989 = -152812.036200 nChanged 12 SP:Iteration 11Q (12241.050000 sec): 3 clusters Score: Raw -156360.192797 + Penalty 3535.733989 = -152824.458808 nChanged 8 SP:Iteration 12Q (12241.250000 sec): 3 clusters Score: Raw -156367.063040 + Penalty 3535.733989 = -152831.329051 nChanged 5 SP:Iteration 13Q (12241.380000 sec): 3 clusters Score: Raw -156371.702657 + Penalty 3535.733989 = -152835.968668 nChanged 6 SP:Iteration 14Q (12241.580000 sec): 3 clusters Score: Raw -156378.997494 + Penalty 3535.733989 = -152843.263505 nChanged 6 SP:Iteration 15Q (12241.780000 sec): 3 clusters Score: Raw -156385.789161 + Penalty 3535.733989 = -152850.055172 nChanged 5 SP:Iteration 16Q (12241.970000 sec): 3 clusters Score: Raw -156389.263912 + Penalty 3535.733989 = -152853.529923 nChanged 2 SP:Iteration 17Q (12242.160000 sec): 3 clusters Score: Raw -156392.405519 + Penalty 3535.733989 = -152856.671530 nChanged 1 SP:Iteration 18Q (12242.350000 sec): 3 clusters Score: Raw -156392.967096 + Penalty 3535.733989 = -152857.233107 nChanged 0 SP:Iteration 19F (12242.570000 sec): 3 clusters Score: Raw -156392.967096 + Penalty 3535.733989 = -152857.233107 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (18177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12242.790000 sec): 2 clusters Score: Raw -2497911.176085 + Penalty 2432.362260 = -2495478.813826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12243.080000 sec): 3 clusters Score: Raw -2487425.725709 + Penalty 4864.724519 = -2482561.001189 nChanged 7941 SP:Iteration 1F (12243.380000 sec): 3 clusters Score: Raw -2491638.428947 + Penalty 4864.724519 = -2486773.704427 nChanged 1020 SP:Iteration 2F (12243.680000 sec): 3 clusters Score: Raw -2492063.208126 + Penalty 4864.724519 = -2487198.483607 nChanged 918 SP:Iteration 3F (12244.020000 sec): 3 clusters Score: Raw -2492494.770637 + Penalty 4864.724519 = -2487630.046117 nChanged 913 SP:Iteration 4F (12244.280000 sec): 3 clusters Score: Raw -2492948.224037 + Penalty 4864.724519 = -2488083.499517 nChanged 929 SP:Iteration 5F (12244.660000 sec): 3 clusters Score: Raw -2493469.743278 + Penalty 4864.724519 = -2488605.018758 nChanged 999 SP:Iteration 6F (12245.000000 sec): 3 clusters Score: Raw -2494158.784278 + Penalty 4864.724519 = -2489294.059758 nChanged 974 SP:Iteration 7F (12245.280000 sec): 3 clusters Score: Raw -2494898.578543 + Penalty 4864.724519 = -2490033.854023 nChanged 939 SP:Iteration 8F (12245.630000 sec): 3 clusters Score: Raw -2495674.646505 + Penalty 4864.724519 = -2490809.921985 nChanged 842 SP:Iteration 9Q (12245.960000 sec): 3 clusters Score: Raw -2496396.203629 + Penalty 4864.724519 = -2491531.479110 nChanged 656 SP:Iteration 10Q (12246.250000 sec): 3 clusters Score: Raw -2496945.737574 + Penalty 4864.724519 = -2492081.013055 nChanged 492 SP:Iteration 11Q (12246.570000 sec): 3 clusters Score: Raw -2497331.131918 + Penalty 4864.724519 = -2492466.407399 nChanged 343 SP:Iteration 12Q (12246.930000 sec): 3 clusters Score: Raw -2497588.114749 + Penalty 4864.724519 = -2492723.390230 nChanged 245 SP:Iteration 13Q (12247.210000 sec): 3 clusters Score: Raw -2497766.000502 + Penalty 4864.724519 = -2492901.275983 nChanged 166 SP:Iteration 14Q (12247.520000 sec): 3 clusters Score: Raw -2497889.418511 + Penalty 4864.724519 = -2493024.693991 nChanged 121 SP:Iteration 15Q (12247.850000 sec): 3 clusters Score: Raw -2497983.084078 + Penalty 4864.724519 = -2493118.359558 nChanged 85 SP:Iteration 16Q (12248.130000 sec): 3 clusters Score: Raw -2498054.833765 + Penalty 4864.724519 = -2493190.109245 nChanged 81 SP:Iteration 17Q (12248.510000 sec): 3 clusters Score: Raw -2498119.269004 + Penalty 4864.724519 = -2493254.544485 nChanged 45 SP:Iteration 18Q (12248.730000 sec): 3 clusters Score: Raw -2498150.713440 + Penalty 4864.724519 = -2493285.988921 nChanged 31 SP:Iteration 19Q (12248.990000 sec): 3 clusters Score: Raw -2498175.998868 + Penalty 4864.724519 = -2493311.274348 nChanged 29 SP:Iteration 20F (12249.300000 sec): 3 clusters Score: Raw -2498202.165212 + Penalty 4864.724519 = -2493337.440693 nChanged 19 SP:Iteration 21Q (12249.580000 sec): 3 clusters Score: Raw -2498220.022340 + Penalty 4864.724519 = -2493355.297820 nChanged 23 SP:Iteration 22Q (12249.800000 sec): 3 clusters Score: Raw -2498234.115676 + Penalty 4864.724519 = -2493369.391157 nChanged 9 SP:Iteration 23Q (12250.050000 sec): 3 clusters Score: Raw -2498239.332008 + Penalty 4864.724519 = -2493374.607488 nChanged 11 SP:Iteration 24Q (12250.350000 sec): 3 clusters Score: Raw -2498245.577115 + Penalty 4864.724519 = -2493380.852595 nChanged 8 SP:Iteration 25Q (12250.580000 sec): 3 clusters Score: Raw -2498250.395468 + Penalty 4864.724519 = -2493385.670948 nChanged 9 SP:Iteration 26Q (12250.850000 sec): 3 clusters Score: Raw -2498254.744906 + Penalty 4864.724519 = -2493390.020387 nChanged 2 SP:Iteration 27Q (12251.100000 sec): 3 clusters Score: Raw -2498255.570017 + Penalty 4864.724519 = -2493390.845497 nChanged 2 SP:Iteration 28Q (12251.410000 sec): 3 clusters Score: Raw -2498256.688918 + Penalty 4864.724519 = -2493391.964399 nChanged 3 SP:Iteration 29Q (12251.730000 sec): 3 clusters Score: Raw -2498257.734017 + Penalty 4864.724519 = -2493393.009498 nChanged 3 SP:Iteration 30Q (12252.010000 sec): 3 clusters Score: Raw -2498259.526999 + Penalty 4864.724519 = -2493394.802479 nChanged 1 SP:Iteration 31Q (12252.220000 sec): 3 clusters Score: Raw -2498260.199929 + Penalty 4864.724519 = -2493395.475410 nChanged 0 SP:Iteration 32F (12252.560000 sec): 3 clusters Score: Raw -2498260.199929 + Penalty 4864.724519 = -2493395.475410 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12252.690000 sec): 2 clusters Score: Raw -103675.435846 + Penalty 1656.228844 = -102019.207001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12252.860000 sec): 3 clusters Score: Raw -103578.268439 + Penalty 3312.457689 = -100265.810750 nChanged 176 SP:Iteration 1F (12253.060000 sec): 3 clusters Score: Raw -103845.560582 + Penalty 3312.457689 = -100533.102893 nChanged 44 SP:Iteration 2F (12253.220000 sec): 3 clusters Score: Raw -103923.260129 + Penalty 3312.457689 = -100610.802441 nChanged 26 SP:Iteration 3Q (12253.430000 sec): 3 clusters Score: Raw -103964.016138 + Penalty 3312.457689 = -100651.558449 nChanged 13 SP:Iteration 4Q (12253.600000 sec): 3 clusters Score: Raw -103987.571200 + Penalty 3312.457689 = -100675.113511 nChanged 7 SP:Iteration 5Q (12253.810000 sec): 3 clusters Score: Raw -104000.093667 + Penalty 3312.457689 = -100687.635978 nChanged 3 SP:Iteration 6Q (12254.010000 sec): 3 clusters Score: Raw -104005.079924 + Penalty 3312.457689 = -100692.622235 nChanged 1 SP:Iteration 7Q (12254.210000 sec): 3 clusters Score: Raw -104006.236301 + Penalty 3312.457689 = -100693.778612 nChanged 2 SP:Iteration 8Q (12254.380000 sec): 3 clusters Score: Raw -104009.150083 + Penalty 3312.457689 = -100696.692394 nChanged 1 SP:Iteration 9Q (12254.570000 sec): 3 clusters Score: Raw -104011.682365 + Penalty 3312.457689 = -100699.224676 nChanged 4 SP:Iteration 10Q (12254.790000 sec): 3 clusters Score: Raw -104019.032153 + Penalty 3312.457689 = -100706.574464 nChanged 3 SP:Iteration 11Q (12254.940000 sec): 3 clusters Score: Raw -104022.172062 + Penalty 3312.457689 = -100709.714373 nChanged 0 SP:Iteration 12F (12255.080000 sec): 3 clusters Score: Raw -104022.172062 + Penalty 3312.457689 = -100709.714373 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12255.210000 sec): 2 clusters Score: Raw -293752.244874 + Penalty 1913.018585 = -291839.226289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12255.400000 sec): 3 clusters Score: Raw -292857.276176 + Penalty 3826.037170 = -289031.239007 nChanged 699 SP:Iteration 1F (12255.590000 sec): 3 clusters Score: Raw -293340.504589 + Penalty 3826.037170 = -289514.467420 nChanged 170 SP:Iteration 2F (12255.750000 sec): 3 clusters Score: Raw -293491.048589 + Penalty 3826.037170 = -289665.011419 nChanged 93 SP:Iteration 3Q (12255.930000 sec): 3 clusters Score: Raw -293558.616286 + Penalty 3826.037170 = -289732.579116 nChanged 55 SP:Iteration 4Q (12256.120000 sec): 3 clusters Score: Raw -293606.628578 + Penalty 3826.037170 = -289780.591408 nChanged 49 SP:Iteration 5Q (12256.340000 sec): 3 clusters Score: Raw -293638.520414 + Penalty 3826.037170 = -289812.483244 nChanged 29 SP:Iteration 6Q (12256.550000 sec): 3 clusters Score: Raw -293654.283732 + Penalty 3826.037170 = -289828.246562 nChanged 24 SP:Iteration 7Q (12256.790000 sec): 3 clusters Score: Raw -293671.968499 + Penalty 3826.037170 = -289845.931329 nChanged 24 SP:Iteration 8Q (12256.980000 sec): 3 clusters Score: Raw -293688.130334 + Penalty 3826.037170 = -289862.093164 nChanged 24 SP:Iteration 9Q (12257.160000 sec): 3 clusters Score: Raw -293702.246308 + Penalty 3826.037170 = -289876.209138 nChanged 18 SP:Iteration 10Q (12257.330000 sec): 3 clusters Score: Raw -293711.576865 + Penalty 3826.037170 = -289885.539695 nChanged 13 SP:Iteration 11Q (12257.520000 sec): 3 clusters Score: Raw -293718.532479 + Penalty 3826.037170 = -289892.495309 nChanged 8 SP:Iteration 12Q (12257.680000 sec): 3 clusters Score: Raw -293722.011114 + Penalty 3826.037170 = -289895.973945 nChanged 7 SP:Iteration 13Q (12257.890000 sec): 3 clusters Score: Raw -293725.493476 + Penalty 3826.037170 = -289899.456306 nChanged 5 SP:Iteration 14Q (12258.140000 sec): 3 clusters Score: Raw -293729.065614 + Penalty 3826.037170 = -289903.028444 nChanged 4 SP:Iteration 15Q (12258.340000 sec): 3 clusters Score: Raw -293730.706971 + Penalty 3826.037170 = -289904.669801 nChanged 5 SP:Iteration 16Q (12258.510000 sec): 3 clusters Score: Raw -293732.268185 + Penalty 3826.037170 = -289906.231015 nChanged 5 SP:Iteration 17Q (12258.740000 sec): 3 clusters Score: Raw -293734.281681 + Penalty 3826.037170 = -289908.244511 nChanged 4 SP:Iteration 18Q (12258.920000 sec): 3 clusters Score: Raw -293736.620484 + Penalty 3826.037170 = -289910.583314 nChanged 4 SP:Iteration 19Q (12259.100000 sec): 3 clusters Score: Raw -293739.659090 + Penalty 3826.037170 = -289913.621920 nChanged 4 SP:Iteration 20F (12259.250000 sec): 3 clusters Score: Raw -293742.641139 + Penalty 3826.037170 = -289916.603969 nChanged 5 SP:Iteration 21Q (12259.460000 sec): 3 clusters Score: Raw -293745.080867 + Penalty 3826.037170 = -289919.043697 nChanged 6 SP:Iteration 22Q (12259.630000 sec): 3 clusters Score: Raw -293749.394038 + Penalty 3826.037170 = -289923.356869 nChanged 9 SP:Iteration 23Q (12259.780000 sec): 3 clusters Score: Raw -293755.500100 + Penalty 3826.037170 = -289929.462930 nChanged 5 SP:Iteration 24Q (12259.990000 sec): 3 clusters Score: Raw -293757.831120 + Penalty 3826.037170 = -289931.793950 nChanged 3 SP:Iteration 25Q (12260.130000 sec): 3 clusters Score: Raw -293759.564067 + Penalty 3826.037170 = -289933.526897 nChanged 1 SP:Iteration 26Q (12260.300000 sec): 3 clusters Score: Raw -293760.218970 + Penalty 3826.037170 = -289934.181800 nChanged 2 SP:Iteration 27Q (12260.490000 sec): 3 clusters Score: Raw -293760.980263 + Penalty 3826.037170 = -289934.943093 nChanged 3 SP:Iteration 28Q (12260.700000 sec): 3 clusters Score: Raw -293762.460050 + Penalty 3826.037170 = -289936.422880 nChanged 1 SP:Iteration 29Q (12260.890000 sec): 3 clusters Score: Raw -293763.151368 + Penalty 3826.037170 = -289937.114198 nChanged 2 SP:Iteration 30Q (12261.080000 sec): 3 clusters Score: Raw -293764.552736 + Penalty 3826.037170 = -289938.515566 nChanged 4 SP:Iteration 31Q (12261.320000 sec): 3 clusters Score: Raw -293766.578683 + Penalty 3826.037170 = -289940.541513 nChanged 3 SP:Iteration 32Q (12261.490000 sec): 3 clusters Score: Raw -293770.415105 + Penalty 3826.037170 = -289944.377936 nChanged 8 SP:Iteration 33Q (12261.690000 sec): 3 clusters Score: Raw -293775.932106 + Penalty 3826.037170 = -289949.894936 nChanged 4 SP:Iteration 34Q (12261.840000 sec): 3 clusters Score: Raw -293777.556125 + Penalty 3826.037170 = -289951.518955 nChanged 3 SP:Iteration 35Q (12262.010000 sec): 3 clusters Score: Raw -293779.195134 + Penalty 3826.037170 = -289953.157964 nChanged 4 SP:Iteration 36Q (12262.200000 sec): 3 clusters Score: Raw -293781.843154 + Penalty 3826.037170 = -289955.805984 nChanged 8 SP:Iteration 37Q (12262.380000 sec): 3 clusters Score: Raw -293786.276796 + Penalty 3826.037170 = -289960.239626 nChanged 3 SP:Iteration 38Q (12262.600000 sec): 3 clusters Score: Raw -293787.076109 + Penalty 3826.037170 = -289961.038939 nChanged 2 SP:Iteration 39Q (12262.770000 sec): 3 clusters Score: Raw -293787.551186 + Penalty 3826.037170 = -289961.514016 nChanged 1 SP:Iteration 40F (12262.940000 sec): 3 clusters Score: Raw -293788.048826 + Penalty 3826.037170 = -289962.011656 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12263.050000 sec): 2 clusters Score: Raw -282651.548216 + Penalty 1899.708351 = -280751.839865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12263.240000 sec): 3 clusters Score: Raw -281826.421068 + Penalty 3799.416702 = -278027.004366 nChanged 660 SP:Iteration 1F (12263.420000 sec): 3 clusters Score: Raw -282288.221195 + Penalty 3799.416702 = -278488.804493 nChanged 158 SP:Iteration 2F (12263.680000 sec): 3 clusters Score: Raw -282418.649575 + Penalty 3799.416702 = -278619.232872 nChanged 89 SP:Iteration 3Q (12263.870000 sec): 3 clusters Score: Raw -282490.921586 + Penalty 3799.416702 = -278691.504884 nChanged 72 SP:Iteration 4Q (12264.060000 sec): 3 clusters Score: Raw -282540.882301 + Penalty 3799.416702 = -278741.465599 nChanged 48 SP:Iteration 5Q (12264.300000 sec): 3 clusters Score: Raw -282585.737213 + Penalty 3799.416702 = -278786.320511 nChanged 50 SP:Iteration 6Q (12264.500000 sec): 3 clusters Score: Raw -282630.216385 + Penalty 3799.416702 = -278830.799683 nChanged 44 SP:Iteration 7Q (12264.730000 sec): 3 clusters Score: Raw -282665.607465 + Penalty 3799.416702 = -278866.190763 nChanged 32 SP:Iteration 8Q (12264.910000 sec): 3 clusters Score: Raw -282692.306753 + Penalty 3799.416702 = -278892.890051 nChanged 30 SP:Iteration 9Q (12265.100000 sec): 3 clusters Score: Raw -282714.407164 + Penalty 3799.416702 = -278914.990461 nChanged 24 SP:Iteration 10Q (12265.320000 sec): 3 clusters Score: Raw -282729.068855 + Penalty 3799.416702 = -278929.652152 nChanged 19 SP:Iteration 11Q (12265.480000 sec): 3 clusters Score: Raw -282742.825256 + Penalty 3799.416702 = -278943.408554 nChanged 17 SP:Iteration 12Q (12265.680000 sec): 3 clusters Score: Raw -282757.602726 + Penalty 3799.416702 = -278958.186024 nChanged 17 SP:Iteration 13Q (12265.860000 sec): 3 clusters Score: Raw -282773.722206 + Penalty 3799.416702 = -278974.305504 nChanged 15 SP:Iteration 14Q (12266.040000 sec): 3 clusters Score: Raw -282786.468881 + Penalty 3799.416702 = -278987.052178 nChanged 10 SP:Iteration 15Q (12266.260000 sec): 3 clusters Score: Raw -282791.309110 + Penalty 3799.416702 = -278991.892408 nChanged 5 SP:Iteration 16Q (12266.510000 sec): 3 clusters Score: Raw -282796.280011 + Penalty 3799.416702 = -278996.863309 nChanged 4 SP:Iteration 17Q (12266.680000 sec): 3 clusters Score: Raw -282798.998723 + Penalty 3799.416702 = -278999.582021 nChanged 2 SP:Iteration 18Q (12266.860000 sec): 3 clusters Score: Raw -282800.947996 + Penalty 3799.416702 = -279001.531294 nChanged 1 SP:Iteration 19Q (12267.130000 sec): 3 clusters Score: Raw -282801.441550 + Penalty 3799.416702 = -279002.024847 nChanged 1 SP:Iteration 20F (12267.330000 sec): 3 clusters Score: Raw -282801.782929 + Penalty 3799.416702 = -279002.366227 nChanged 2 SP:Iteration 21Q (12267.500000 sec): 3 clusters Score: Raw -282802.550867 + Penalty 3799.416702 = -279003.134164 nChanged 1 SP:Iteration 22Q (12267.660000 sec): 3 clusters Score: Raw -282803.258793 + Penalty 3799.416702 = -279003.842090 nChanged 2 SP:Iteration 23Q (12267.900000 sec): 3 clusters Score: Raw -282804.238354 + Penalty 3799.416702 = -279004.821652 nChanged 4 SP:Iteration 24Q (12268.060000 sec): 3 clusters Score: Raw -282805.936535 + Penalty 3799.416702 = -279006.519832 nChanged 2 SP:Iteration 25Q (12268.230000 sec): 3 clusters Score: Raw -282807.171780 + Penalty 3799.416702 = -279007.755078 nChanged 1 SP:Iteration 26Q (12268.450000 sec): 3 clusters Score: Raw -282807.527681 + Penalty 3799.416702 = -279008.110979 nChanged 1 SP:Iteration 27Q (12268.630000 sec): 3 clusters Score: Raw -282807.922304 + Penalty 3799.416702 = -279008.505602 nChanged 1 SP:Iteration 28Q (12268.820000 sec): 3 clusters Score: Raw -282808.177100 + Penalty 3799.416702 = -279008.760398 nChanged 0 SP:Iteration 29F (12269.050000 sec): 3 clusters Score: Raw -282808.177100 + Penalty 3799.416702 = -279008.760398 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12269.140000 sec): 2 clusters Score: Raw -36752.854309 + Penalty 1446.306854 = -35306.547455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12269.370000 sec): 3 clusters Score: Raw -37102.404558 + Penalty 2892.613709 = -34209.790850 nChanged 85 SP:Iteration 1F (12269.540000 sec): 3 clusters Score: Raw -37455.090782 + Penalty 2892.613709 = -34562.477074 nChanged 35 SP:Iteration 2F (12269.730000 sec): 3 clusters Score: Raw -37604.836077 + Penalty 2892.613709 = -34712.222369 nChanged 21 SP:Iteration 3F (12269.910000 sec): 3 clusters Score: Raw -37705.114122 + Penalty 2892.613709 = -34812.500413 nChanged 6 SP:Iteration 4Q (12270.140000 sec): 3 clusters Score: Raw -37729.788044 + Penalty 2892.613709 = -34837.174335 nChanged 4 SP:Iteration 5Q (12270.320000 sec): 3 clusters Score: Raw -37824.429393 + Penalty 2892.613709 = -34931.815684 nChanged 2 SP:Iteration 6Q (12270.490000 sec): 3 clusters Score: Raw -37904.399864 + Penalty 2892.613709 = -35011.786155 nChanged 1 SP:Iteration 7Q (12270.690000 sec): 3 clusters Score: Raw -37907.705298 + Penalty 2892.613709 = -35015.091589 nChanged 1 SP:Iteration 8Q (12270.840000 sec): 3 clusters Score: Raw -37922.233118 + Penalty 2892.613709 = -35029.619409 nChanged 0 SP:Iteration 9F (12270.990000 sec): 3 clusters Score: Raw -37922.233118 + Penalty 2892.613709 = -35029.619409 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12271.090000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12271.280000 sec): 3 clusters Score: Raw -45039.647346 + Penalty 2916.744361 = -42122.902985 nChanged 61 SP:Iteration 1F (12271.470000 sec): 3 clusters Score: Raw -45274.645243 + Penalty 2916.744361 = -42357.900882 nChanged 20 SP:Iteration 2F (12271.600000 sec): 3 clusters Score: Raw -45355.083287 + Penalty 2916.744361 = -42438.338926 nChanged 8 SP:Iteration 3Q (12271.780000 sec): 3 clusters Score: Raw -45407.318867 + Penalty 2916.744361 = -42490.574506 nChanged 4 SP:Iteration 4Q (12271.910000 sec): 3 clusters Score: Raw -45453.570756 + Penalty 2916.744361 = -42536.826395 nChanged 4 SP:Iteration 5Q (12272.110000 sec): 3 clusters Score: Raw -45470.646533 + Penalty 2916.744361 = -42553.902172 nChanged 3 SP:Iteration 6Q (12272.340000 sec): 3 clusters Score: Raw -45479.889058 + Penalty 2916.744361 = -42563.144696 nChanged 0 SP:Iteration 7F (12272.480000 sec): 3 clusters Score: Raw -45479.889058 + Penalty 2916.744361 = -42563.144696 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12272.580000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12272.740000 sec): 3 clusters Score: Raw -73810.469262 + Penalty 3128.816827 = -70681.652436 nChanged 105 SP:Iteration 1F (12272.940000 sec): 3 clusters Score: Raw -73988.438298 + Penalty 3128.816827 = -70859.621471 nChanged 24 SP:Iteration 2Q (12273.140000 sec): 3 clusters Score: Raw -74035.573739 + Penalty 3128.816827 = -70906.756912 nChanged 8 SP:Iteration 3Q (12273.350000 sec): 3 clusters Score: Raw -74051.919799 + Penalty 3128.816827 = -70923.102972 nChanged 7 SP:Iteration 4Q (12273.520000 sec): 3 clusters Score: Raw -74083.446237 + Penalty 3128.816827 = -70954.629410 nChanged 5 SP:Iteration 5Q (12273.690000 sec): 3 clusters Score: Raw -74101.252648 + Penalty 3128.816827 = -70972.435821 nChanged 4 SP:Iteration 6Q (12273.860000 sec): 3 clusters Score: Raw -74116.039713 + Penalty 3128.816827 = -70987.222886 nChanged 5 SP:Iteration 7Q (12274.050000 sec): 3 clusters Score: Raw -74129.213068 + Penalty 3128.816827 = -71000.396241 nChanged 7 SP:Iteration 8Q (12274.210000 sec): 3 clusters Score: Raw -74152.151416 + Penalty 3128.816827 = -71023.334589 nChanged 6 SP:Iteration 9Q (12274.320000 sec): 3 clusters Score: Raw -74169.513307 + Penalty 3128.816827 = -71040.696480 nChanged 2 SP:Iteration 10Q (12274.470000 sec): 3 clusters Score: Raw -74175.138040 + Penalty 3128.816827 = -71046.321213 nChanged 3 SP:Iteration 11Q (12274.630000 sec): 3 clusters Score: Raw -74181.711563 + Penalty 3128.816827 = -71052.894736 nChanged 2 SP:Iteration 12Q (12274.770000 sec): 3 clusters Score: Raw -74185.252696 + Penalty 3128.816827 = -71056.435869 nChanged 0 SP:Iteration 13F (12274.980000 sec): 3 clusters Score: Raw -74185.252696 + Penalty 3128.816827 = -71056.435869 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12275.080000 sec): 2 clusters Score: Raw -19742.160124 + Penalty 1323.709444 = -18418.450680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12275.280000 sec): 3 clusters Score: Raw -20018.950246 + Penalty 2647.418888 = -17371.531359 nChanged 34 SP:Iteration 1F (12275.470000 sec): 3 clusters Score: Raw -20199.406674 + Penalty 2647.418888 = -17551.987787 nChanged 9 SP:Iteration 2Q (12275.650000 sec): 3 clusters Score: Raw -20257.279542 + Penalty 2647.418888 = -17609.860654 nChanged 3 SP:Iteration 3Q (12275.830000 sec): 3 clusters Score: Raw -20283.600791 + Penalty 2647.418888 = -17636.181904 nChanged 5 SP:Iteration 4Q (12276.030000 sec): 3 clusters Score: Raw -20315.344648 + Penalty 2647.418888 = -17667.925760 nChanged 3 SP:Iteration 5Q (12276.250000 sec): 3 clusters Score: Raw -20327.320460 + Penalty 2647.418888 = -17679.901572 nChanged 1 SP:Iteration 6Q (12276.420000 sec): 3 clusters Score: Raw -20331.244455 + Penalty 2647.418888 = -17683.825568 nChanged 1 SP:Iteration 7Q (12276.610000 sec): 3 clusters Score: Raw -20343.965336 + Penalty 2647.418888 = -17696.546448 nChanged 1 SP:Iteration 8Q (12276.740000 sec): 3 clusters Score: Raw -20359.360437 + Penalty 2647.418888 = -17711.941549 nChanged 1 SP:Iteration 9Q (12276.910000 sec): 3 clusters Score: Raw -20370.643654 + Penalty 2647.418888 = -17723.224766 nChanged 0 SP:Iteration 10F (12277.110000 sec): 3 clusters Score: Raw -20370.643654 + Penalty 2647.418888 = -17723.224766 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12277.210000 sec): 2 clusters Score: Raw -49947.242910 + Penalty 1503.241316 = -48444.001594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12277.360000 sec): 3 clusters Score: Raw -50072.831432 + Penalty 3006.482632 = -47066.348800 nChanged 78 SP:Iteration 1F (12277.580000 sec): 3 clusters Score: Raw -50360.007264 + Penalty 3006.482632 = -47353.524633 nChanged 32 SP:Iteration 2F (12277.740000 sec): 3 clusters Score: Raw -50534.833026 + Penalty 3006.482632 = -47528.350394 nChanged 19 SP:Iteration 3Q (12277.950000 sec): 3 clusters Score: Raw -50633.509104 + Penalty 3006.482632 = -47627.026472 nChanged 13 SP:Iteration 4Q (12278.180000 sec): 3 clusters Score: Raw -50681.857512 + Penalty 3006.482632 = -47675.374880 nChanged 9 SP:Iteration 5Q (12278.430000 sec): 3 clusters Score: Raw -50763.267301 + Penalty 3006.482632 = -47756.784669 nChanged 14 SP:Iteration 6Q (12278.660000 sec): 3 clusters Score: Raw -50898.600731 + Penalty 3006.482632 = -47892.118099 nChanged 14 SP:Iteration 7Q (12278.870000 sec): 3 clusters Score: Raw -50962.104214 + Penalty 3006.482632 = -47955.621582 nChanged 10 SP:Iteration 8Q (12279.020000 sec): 3 clusters Score: Raw -51008.099755 + Penalty 3006.482632 = -48001.617124 nChanged 15 SP:Iteration 9Q (12279.220000 sec): 3 clusters Score: Raw -51091.353384 + Penalty 3006.482632 = -48084.870752 nChanged 16 SP:Iteration 10Q (12279.440000 sec): 3 clusters Score: Raw -51174.003413 + Penalty 3006.482632 = -48167.520781 nChanged 11 SP:Iteration 11Q (12279.590000 sec): 3 clusters Score: Raw -51328.212368 + Penalty 3006.482632 = -48321.729736 nChanged 7 SP:Iteration 12Q (12279.790000 sec): 3 clusters Score: Raw -51388.252253 + Penalty 3006.482632 = -48381.769621 nChanged 6 SP:Iteration 13Q (12279.940000 sec): 3 clusters Score: Raw -51408.306481 + Penalty 3006.482632 = -48401.823849 nChanged 7 SP:Iteration 14Q (12280.090000 sec): 3 clusters Score: Raw -51433.086698 + Penalty 3006.482632 = -48426.604067 nChanged 5 SP:Iteration 15Q (12280.300000 sec): 3 clusters Score: Raw -51464.084946 + Penalty 3006.482632 = -48457.602314 nChanged 3 SP:Iteration 16Q (12280.470000 sec): 3 clusters Score: Raw -51474.721186 + Penalty 3006.482632 = -48468.238554 nChanged 0 SP:Iteration 17F (12280.590000 sec): 3 clusters Score: Raw -51481.170928 + Penalty 3006.482632 = -48474.688297 nChanged 2 SP:Iteration 18Q (12280.810000 sec): 3 clusters Score: Raw -51494.526348 + Penalty 3006.482632 = -48488.043717 nChanged 1 SP:Iteration 19Q (12280.980000 sec): 3 clusters Score: Raw -51497.892765 + Penalty 3006.482632 = -48491.410133 nChanged 1 SP:Iteration 20F (12281.140000 sec): 3 clusters Score: Raw -51500.635654 + Penalty 3006.482632 = -48494.153022 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 4.57 GB. Trying to split cluster 16 (554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12281.270000 sec): 2 clusters Score: Raw -70417.354008 + Penalty 1566.656842 = -68850.697166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12281.430000 sec): 3 clusters Score: Raw -70429.595895 + Penalty 3133.313685 = -67296.282210 nChanged 97 SP:Iteration 1F (12281.580000 sec): 3 clusters Score: Raw -70594.061714 + Penalty 3133.313685 = -67460.748029 nChanged 31 SP:Iteration 2F (12281.810000 sec): 3 clusters Score: Raw -70647.980165 + Penalty 3133.313685 = -67514.666481 nChanged 11 SP:Iteration 3Q (12281.970000 sec): 3 clusters Score: Raw -70673.851447 + Penalty 3133.313685 = -67540.537763 nChanged 8 SP:Iteration 4Q (12282.180000 sec): 3 clusters Score: Raw -70686.322058 + Penalty 3133.313685 = -67553.008373 nChanged 7 SP:Iteration 5Q (12282.460000 sec): 3 clusters Score: Raw -70700.199449 + Penalty 3133.313685 = -67566.885765 nChanged 1 SP:Iteration 6Q (12282.670000 sec): 3 clusters Score: Raw -70702.086466 + Penalty 3133.313685 = -67568.772781 nChanged 0 SP:Iteration 7F (12282.910000 sec): 3 clusters Score: Raw -70702.086466 + Penalty 3133.313685 = -67568.772781 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (26475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12283.140000 sec): 2 clusters Score: Raw -3576120.787681 + Penalty 2525.621130 = -3573595.166551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12283.520000 sec): 3 clusters Score: Raw -3560403.411643 + Penalty 5051.242261 = -3555352.169383 nChanged 11885 SP:Iteration 1F (12283.900000 sec): 3 clusters Score: Raw -3566577.399164 + Penalty 5051.242261 = -3561526.156903 nChanged 1231 SP:Iteration 2Q (12284.260000 sec): 3 clusters Score: Raw -3566946.732048 + Penalty 5051.242261 = -3561895.489788 nChanged 1057 SP:Iteration 3Q (12284.680000 sec): 3 clusters Score: Raw -3567260.535655 + Penalty 5051.242261 = -3562209.293394 nChanged 980 SP:Iteration 4Q (12285.080000 sec): 3 clusters Score: Raw -3567545.499032 + Penalty 5051.242261 = -3562494.256771 nChanged 933 SP:Iteration 5Q (12285.460000 sec): 3 clusters Score: Raw -3567854.756540 + Penalty 5051.242261 = -3562803.514279 nChanged 1067 SP:Iteration 6Q (12285.780000 sec): 3 clusters Score: Raw -3568293.843494 + Penalty 5051.242261 = -3563242.601233 nChanged 1218 SP:Iteration 7Q (12286.110000 sec): 3 clusters Score: Raw -3568926.222443 + Penalty 5051.242261 = -3563874.980183 nChanged 1481 SP:Iteration 8F (12286.450000 sec): 3 clusters Score: Raw -3569832.811908 + Penalty 5051.242261 = -3564781.569648 nChanged 1649 SP:Iteration 9F (12286.830000 sec): 3 clusters Score: Raw -3571007.562008 + Penalty 5051.242261 = -3565956.319747 nChanged 1705 SP:Iteration 10F (12287.220000 sec): 3 clusters Score: Raw -3572248.275275 + Penalty 5051.242261 = -3567197.033014 nChanged 1456 SP:Iteration 11F (12287.550000 sec): 3 clusters Score: Raw -3573313.282117 + Penalty 5051.242261 = -3568262.039856 nChanged 1127 SP:Iteration 12Q (12287.900000 sec): 3 clusters Score: Raw -3574082.366139 + Penalty 5051.242261 = -3569031.123878 nChanged 851 SP:Iteration 13Q (12288.340000 sec): 3 clusters Score: Raw -3574589.183794 + Penalty 5051.242261 = -3569537.941533 nChanged 613 SP:Iteration 14Q (12288.760000 sec): 3 clusters Score: Raw -3574974.477938 + Penalty 5051.242261 = -3569923.235678 nChanged 477 SP:Iteration 15Q (12289.160000 sec): 3 clusters Score: Raw -3575455.251456 + Penalty 5051.242261 = -3570404.009195 nChanged 425 SP:Iteration 16Q (12289.510000 sec): 3 clusters Score: Raw -3576181.055036 + Penalty 5051.242261 = -3571129.812775 nChanged 308 SP:Iteration 17Q (12289.850000 sec): 3 clusters Score: Raw -3576563.203045 + Penalty 5051.242261 = -3571511.960784 nChanged 256 SP:Iteration 18Q (12290.200000 sec): 3 clusters Score: Raw -3576708.297851 + Penalty 5051.242261 = -3571657.055590 nChanged 163 SP:Iteration 19Q (12290.520000 sec): 3 clusters Score: Raw -3576777.104429 + Penalty 5051.242261 = -3571725.862168 nChanged 136 SP:Iteration 20F (12290.850000 sec): 3 clusters Score: Raw -3576819.972458 + Penalty 5051.242261 = -3571768.730197 nChanged 97 SP:Iteration 21Q (12291.230000 sec): 3 clusters Score: Raw -3576847.833249 + Penalty 5051.242261 = -3571796.590989 nChanged 84 SP:Iteration 22Q (12291.550000 sec): 3 clusters Score: Raw -3576869.241202 + Penalty 5051.242261 = -3571817.998942 nChanged 80 SP:Iteration 23Q (12291.870000 sec): 3 clusters Score: Raw -3576887.801856 + Penalty 5051.242261 = -3571836.559596 nChanged 64 SP:Iteration 24Q (12292.240000 sec): 3 clusters Score: Raw -3576900.123973 + Penalty 5051.242261 = -3571848.881713 nChanged 52 SP:Iteration 25Q (12292.630000 sec): 3 clusters Score: Raw -3576909.206345 + Penalty 5051.242261 = -3571857.964085 nChanged 49 SP:Iteration 26Q (12292.950000 sec): 3 clusters Score: Raw -3576918.209309 + Penalty 5051.242261 = -3571866.967049 nChanged 38 SP:Iteration 27Q (12293.260000 sec): 3 clusters Score: Raw -3576924.213402 + Penalty 5051.242261 = -3571872.971141 nChanged 28 SP:Iteration 28Q (12293.550000 sec): 3 clusters Score: Raw -3576928.563856 + Penalty 5051.242261 = -3571877.321595 nChanged 28 SP:Iteration 29Q (12293.940000 sec): 3 clusters Score: Raw -3576933.573474 + Penalty 5051.242261 = -3571882.331213 nChanged 26 SP:Iteration 30Q (12294.280000 sec): 3 clusters Score: Raw -3576937.977383 + Penalty 5051.242261 = -3571886.735123 nChanged 24 SP:Iteration 31Q (12294.640000 sec): 3 clusters Score: Raw -3576941.569237 + Penalty 5051.242261 = -3571890.326976 nChanged 18 SP:Iteration 32Q (12294.960000 sec): 3 clusters Score: Raw -3576943.988119 + Penalty 5051.242261 = -3571892.745858 nChanged 14 SP:Iteration 33Q (12295.270000 sec): 3 clusters Score: Raw -3576945.536511 + Penalty 5051.242261 = -3571894.294250 nChanged 10 SP:Iteration 34Q (12295.630000 sec): 3 clusters Score: Raw -3576946.855942 + Penalty 5051.242261 = -3571895.613682 nChanged 7 SP:Iteration 35Q (12295.990000 sec): 3 clusters Score: Raw -3576947.642491 + Penalty 5051.242261 = -3571896.400231 nChanged 5 SP:Iteration 36Q (12296.330000 sec): 3 clusters Score: Raw -3576948.145258 + Penalty 5051.242261 = -3571896.902998 nChanged 5 SP:Iteration 37Q (12296.630000 sec): 3 clusters Score: Raw -3576948.676754 + Penalty 5051.242261 = -3571897.434494 nChanged 3 SP:Iteration 38Q (12296.950000 sec): 3 clusters Score: Raw -3576949.050505 + Penalty 5051.242261 = -3571897.808244 nChanged 3 SP:Iteration 39Q (12297.340000 sec): 3 clusters Score: Raw -3576949.371860 + Penalty 5051.242261 = -3571898.129599 nChanged 2 SP:Iteration 40F (12297.810000 sec): 3 clusters Score: Raw -3576949.586700 + Penalty 5051.242261 = -3571898.344439 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12297.920000 sec): 2 clusters Score: Raw -333288.728463 + Penalty 1944.690245 = -331344.038218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12298.110000 sec): 3 clusters Score: Raw -332294.376311 + Penalty 3889.380491 = -328404.995821 nChanged 873 SP:Iteration 1F (12298.370000 sec): 3 clusters Score: Raw -333019.804931 + Penalty 3889.380491 = -329130.424440 nChanged 230 SP:Iteration 2F (12298.570000 sec): 3 clusters Score: Raw -333277.283055 + Penalty 3889.380491 = -329387.902565 nChanged 149 SP:Iteration 3F (12298.800000 sec): 3 clusters Score: Raw -333416.995399 + Penalty 3889.380491 = -329527.614909 nChanged 110 SP:Iteration 4Q (12299.010000 sec): 3 clusters Score: Raw -333519.510232 + Penalty 3889.380491 = -329630.129742 nChanged 105 SP:Iteration 5Q (12299.200000 sec): 3 clusters Score: Raw -333633.440650 + Penalty 3889.380491 = -329744.060159 nChanged 87 SP:Iteration 6Q (12299.430000 sec): 3 clusters Score: Raw -333698.195437 + Penalty 3889.380491 = -329808.814946 nChanged 59 SP:Iteration 7Q (12299.680000 sec): 3 clusters Score: Raw -333741.238872 + Penalty 3889.380491 = -329851.858382 nChanged 51 SP:Iteration 8Q (12299.860000 sec): 3 clusters Score: Raw -333779.690346 + Penalty 3889.380491 = -329890.309856 nChanged 48 SP:Iteration 9Q (12300.080000 sec): 3 clusters Score: Raw -333819.602709 + Penalty 3889.380491 = -329930.222218 nChanged 47 SP:Iteration 10Q (12300.220000 sec): 3 clusters Score: Raw -333853.179708 + Penalty 3889.380491 = -329963.799218 nChanged 39 SP:Iteration 11Q (12300.430000 sec): 3 clusters Score: Raw -333881.378772 + Penalty 3889.380491 = -329991.998281 nChanged 31 SP:Iteration 12Q (12300.630000 sec): 3 clusters Score: Raw -333906.270010 + Penalty 3889.380491 = -330016.889519 nChanged 31 SP:Iteration 13Q (12300.830000 sec): 3 clusters Score: Raw -333929.841580 + Penalty 3889.380491 = -330040.461089 nChanged 30 SP:Iteration 14Q (12301.060000 sec): 3 clusters Score: Raw -333948.839704 + Penalty 3889.380491 = -330059.459214 nChanged 30 SP:Iteration 15Q (12301.220000 sec): 3 clusters Score: Raw -333970.109730 + Penalty 3889.380491 = -330080.729240 nChanged 20 SP:Iteration 16Q (12301.460000 sec): 3 clusters Score: Raw -333985.405545 + Penalty 3889.380491 = -330096.025054 nChanged 21 SP:Iteration 17Q (12301.640000 sec): 3 clusters Score: Raw -333997.894746 + Penalty 3889.380491 = -330108.514255 nChanged 17 SP:Iteration 18Q (12301.770000 sec): 3 clusters Score: Raw -334006.191691 + Penalty 3889.380491 = -330116.811200 nChanged 11 SP:Iteration 19Q (12302.010000 sec): 3 clusters Score: Raw -334013.462223 + Penalty 3889.380491 = -330124.081732 nChanged 7 SP:Iteration 20F (12302.200000 sec): 3 clusters Score: Raw -334018.400133 + Penalty 3889.380491 = -330129.019642 nChanged 7 SP:Iteration 21Q (12302.420000 sec): 3 clusters Score: Raw -334021.825479 + Penalty 3889.380491 = -330132.444989 nChanged 10 SP:Iteration 22Q (12302.600000 sec): 3 clusters Score: Raw -334026.739494 + Penalty 3889.380491 = -330137.359004 nChanged 9 SP:Iteration 23Q (12302.790000 sec): 3 clusters Score: Raw -334033.109389 + Penalty 3889.380491 = -330143.728899 nChanged 5 SP:Iteration 24Q (12302.960000 sec): 3 clusters Score: Raw -334035.492184 + Penalty 3889.380491 = -330146.111693 nChanged 5 SP:Iteration 25Q (12303.180000 sec): 3 clusters Score: Raw -334038.872347 + Penalty 3889.380491 = -330149.491856 nChanged 4 SP:Iteration 26Q (12303.390000 sec): 3 clusters Score: Raw -334040.477993 + Penalty 3889.380491 = -330151.097503 nChanged 2 SP:Iteration 27Q (12303.580000 sec): 3 clusters Score: Raw -334041.105907 + Penalty 3889.380491 = -330151.725417 nChanged 1 SP:Iteration 28Q (12303.790000 sec): 3 clusters Score: Raw -334041.417516 + Penalty 3889.380491 = -330152.037026 nChanged 1 SP:Iteration 29Q (12303.960000 sec): 3 clusters Score: Raw -334041.641324 + Penalty 3889.380491 = -330152.260834 nChanged 1 SP:Iteration 30Q (12304.150000 sec): 3 clusters Score: Raw -334042.291754 + Penalty 3889.380491 = -330152.911264 nChanged 2 SP:Iteration 31Q (12304.360000 sec): 3 clusters Score: Raw -334043.414100 + Penalty 3889.380491 = -330154.033609 nChanged 3 SP:Iteration 32Q (12304.590000 sec): 3 clusters Score: Raw -334045.994121 + Penalty 3889.380491 = -330156.613631 nChanged 1 SP:Iteration 33Q (12304.770000 sec): 3 clusters Score: Raw -334046.228983 + Penalty 3889.380491 = -330156.848493 nChanged 3 SP:Iteration 34Q (12304.980000 sec): 3 clusters Score: Raw -334047.374967 + Penalty 3889.380491 = -330157.994477 nChanged 0 SP:Iteration 35F (12305.190000 sec): 3 clusters Score: Raw -334047.374967 + Penalty 3889.380491 = -330157.994477 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12305.290000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12305.450000 sec): 3 clusters Score: Raw -102236.932819 + Penalty 3279.572353 = -98957.360466 nChanged 156 SP:Iteration 1F (12305.660000 sec): 3 clusters Score: Raw -102470.086755 + Penalty 3279.572353 = -99190.514402 nChanged 38 SP:Iteration 2F (12305.910000 sec): 3 clusters Score: Raw -102539.963097 + Penalty 3279.572353 = -99260.390744 nChanged 19 SP:Iteration 3Q (12306.080000 sec): 3 clusters Score: Raw -102565.236579 + Penalty 3279.572353 = -99285.664226 nChanged 11 SP:Iteration 4Q (12306.260000 sec): 3 clusters Score: Raw -102576.876505 + Penalty 3279.572353 = -99297.304152 nChanged 1 SP:Iteration 5Q (12306.470000 sec): 3 clusters Score: Raw -102578.184214 + Penalty 3279.572353 = -99298.611860 nChanged 0 SP:Iteration 6F (12306.700000 sec): 3 clusters Score: Raw -102578.184214 + Penalty 3279.572353 = -99298.611860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12306.880000 sec): 2 clusters Score: Raw -1396308.471724 + Penalty 2287.147203 = -1394021.324521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12307.100000 sec): 3 clusters Score: Raw -1390869.360713 + Penalty 4574.294405 = -1386295.066307 nChanged 4211 SP:Iteration 1F (12307.350000 sec): 3 clusters Score: Raw -1393134.922691 + Penalty 4574.294405 = -1388560.628286 nChanged 642 SP:Iteration 2F (12307.650000 sec): 3 clusters Score: Raw -1393427.534854 + Penalty 4574.294405 = -1388853.240449 nChanged 479 SP:Iteration 3Q (12307.860000 sec): 3 clusters Score: Raw -1393629.675197 + Penalty 4574.294405 = -1389055.380792 nChanged 389 SP:Iteration 4Q (12308.180000 sec): 3 clusters Score: Raw -1393806.747705 + Penalty 4574.294405 = -1389232.453300 nChanged 356 SP:Iteration 5Q (12308.420000 sec): 3 clusters Score: Raw -1393971.747528 + Penalty 4574.294405 = -1389397.453123 nChanged 336 SP:Iteration 6Q (12308.720000 sec): 3 clusters Score: Raw -1394123.225544 + Penalty 4574.294405 = -1389548.931139 nChanged 299 SP:Iteration 7Q (12308.930000 sec): 3 clusters Score: Raw -1394254.202156 + Penalty 4574.294405 = -1389679.907751 nChanged 300 SP:Iteration 8Q (12309.180000 sec): 3 clusters Score: Raw -1394392.709308 + Penalty 4574.294405 = -1389818.414903 nChanged 319 SP:Iteration 9Q (12309.420000 sec): 3 clusters Score: Raw -1394562.613943 + Penalty 4574.294405 = -1389988.319538 nChanged 338 SP:Iteration 10Q (12309.710000 sec): 3 clusters Score: Raw -1394735.507930 + Penalty 4574.294405 = -1390161.213525 nChanged 334 SP:Iteration 11Q (12309.970000 sec): 3 clusters Score: Raw -1394925.764707 + Penalty 4574.294405 = -1390351.470302 nChanged 340 SP:Iteration 12Q (12310.210000 sec): 3 clusters Score: Raw -1395115.567132 + Penalty 4574.294405 = -1390541.272727 nChanged 324 SP:Iteration 13Q (12310.480000 sec): 3 clusters Score: Raw -1395292.140810 + Penalty 4574.294405 = -1390717.846405 nChanged 308 SP:Iteration 14Q (12310.720000 sec): 3 clusters Score: Raw -1395480.355176 + Penalty 4574.294405 = -1390906.060771 nChanged 299 SP:Iteration 15Q (12310.980000 sec): 3 clusters Score: Raw -1395635.149603 + Penalty 4574.294405 = -1391060.855198 nChanged 276 SP:Iteration 16Q (12311.220000 sec): 3 clusters Score: Raw -1395755.482898 + Penalty 4574.294405 = -1391181.188493 nChanged 213 SP:Iteration 17Q (12311.520000 sec): 3 clusters Score: Raw -1395849.366252 + Penalty 4574.294405 = -1391275.071847 nChanged 203 SP:Iteration 18Q (12311.750000 sec): 3 clusters Score: Raw -1395932.401549 + Penalty 4574.294405 = -1391358.107144 nChanged 183 SP:Iteration 19Q (12311.980000 sec): 3 clusters Score: Raw -1395999.116715 + Penalty 4574.294405 = -1391424.822310 nChanged 144 SP:Iteration 20F (12312.200000 sec): 3 clusters Score: Raw -1396046.883642 + Penalty 4574.294405 = -1391472.589237 nChanged 132 SP:Iteration 21Q (12312.430000 sec): 3 clusters Score: Raw -1396090.160573 + Penalty 4574.294405 = -1391515.866168 nChanged 126 SP:Iteration 22Q (12312.720000 sec): 3 clusters Score: Raw -1396128.954567 + Penalty 4574.294405 = -1391554.660162 nChanged 106 SP:Iteration 23Q (12313.000000 sec): 3 clusters Score: Raw -1396160.213531 + Penalty 4574.294405 = -1391585.919126 nChanged 99 SP:Iteration 24Q (12313.260000 sec): 3 clusters Score: Raw -1396186.195887 + Penalty 4574.294405 = -1391611.901482 nChanged 88 SP:Iteration 25Q (12313.510000 sec): 3 clusters Score: Raw -1396209.746263 + Penalty 4574.294405 = -1391635.451858 nChanged 80 SP:Iteration 26Q (12313.740000 sec): 3 clusters Score: Raw -1396231.044048 + Penalty 4574.294405 = -1391656.749643 nChanged 67 SP:Iteration 27Q (12314.030000 sec): 3 clusters Score: Raw -1396246.647736 + Penalty 4574.294405 = -1391672.353331 nChanged 68 SP:Iteration 28Q (12314.250000 sec): 3 clusters Score: Raw -1396265.054747 + Penalty 4574.294405 = -1391690.760342 nChanged 58 SP:Iteration 29Q (12314.500000 sec): 3 clusters Score: Raw -1396279.537388 + Penalty 4574.294405 = -1391705.242983 nChanged 49 SP:Iteration 30Q (12314.740000 sec): 3 clusters Score: Raw -1396291.657761 + Penalty 4574.294405 = -1391717.363356 nChanged 51 SP:Iteration 31Q (12315.030000 sec): 3 clusters Score: Raw -1396305.464542 + Penalty 4574.294405 = -1391731.170137 nChanged 58 SP:Iteration 32Q (12315.310000 sec): 3 clusters Score: Raw -1396321.148611 + Penalty 4574.294405 = -1391746.854206 nChanged 54 SP:Iteration 33Q (12315.580000 sec): 3 clusters Score: Raw -1396333.689053 + Penalty 4574.294405 = -1391759.394648 nChanged 54 SP:Iteration 34Q (12315.840000 sec): 3 clusters Score: Raw -1396350.047247 + Penalty 4574.294405 = -1391775.752842 nChanged 65 SP:Iteration 35Q (12316.090000 sec): 3 clusters Score: Raw -1396368.697880 + Penalty 4574.294405 = -1391794.403475 nChanged 62 SP:Iteration 36Q (12316.360000 sec): 3 clusters Score: Raw -1396385.806439 + Penalty 4574.294405 = -1391811.512034 nChanged 58 SP:Iteration 37Q (12316.620000 sec): 3 clusters Score: Raw -1396404.931440 + Penalty 4574.294405 = -1391830.637034 nChanged 61 SP:Iteration 38Q (12316.870000 sec): 3 clusters Score: Raw -1396421.806018 + Penalty 4574.294405 = -1391847.511613 nChanged 52 SP:Iteration 39Q (12317.140000 sec): 3 clusters Score: Raw -1396435.812300 + Penalty 4574.294405 = -1391861.517895 nChanged 41 SP:Iteration 40F (12317.450000 sec): 3 clusters Score: Raw -1396446.383287 + Penalty 4574.294405 = -1391872.088882 nChanged 35 SP:Iteration 41Q (12317.720000 sec): 3 clusters Score: Raw -1396454.503746 + Penalty 4574.294405 = -1391880.209341 nChanged 22 SP:Iteration 42Q (12317.990000 sec): 3 clusters Score: Raw -1396459.791722 + Penalty 4574.294405 = -1391885.497317 nChanged 21 SP:Iteration 43Q (12318.240000 sec): 3 clusters Score: Raw -1396464.164109 + Penalty 4574.294405 = -1391889.869704 nChanged 18 SP:Iteration 44Q (12318.470000 sec): 3 clusters Score: Raw -1396468.776923 + Penalty 4574.294405 = -1391894.482518 nChanged 23 SP:Iteration 45Q (12318.710000 sec): 3 clusters Score: Raw -1396474.463952 + Penalty 4574.294405 = -1391900.169547 nChanged 26 SP:Iteration 46Q (12318.970000 sec): 3 clusters Score: Raw -1396481.041512 + Penalty 4574.294405 = -1391906.747107 nChanged 21 SP:Iteration 47Q (12319.210000 sec): 3 clusters Score: Raw -1396486.548388 + Penalty 4574.294405 = -1391912.253983 nChanged 19 SP:Iteration 48Q (12319.440000 sec): 3 clusters Score: Raw -1396490.573741 + Penalty 4574.294405 = -1391916.279336 nChanged 13 SP:Iteration 49Q (12319.660000 sec): 3 clusters Score: Raw -1396493.145644 + Penalty 4574.294405 = -1391918.851239 nChanged 16 SP:Iteration 50Q (12319.960000 sec): 3 clusters Score: Raw -1396496.312797 + Penalty 4574.294405 = -1391922.018392 nChanged 15 SP:Iteration 51Q (12320.170000 sec): 3 clusters Score: Raw -1396499.084354 + Penalty 4574.294405 = -1391924.789949 nChanged 14 SP:Iteration 52Q (12320.500000 sec): 3 clusters Score: Raw -1396502.569229 + Penalty 4574.294405 = -1391928.274824 nChanged 15 SP:Iteration 53Q (12320.780000 sec): 3 clusters Score: Raw -1396505.713549 + Penalty 4574.294405 = -1391931.419144 nChanged 15 SP:Iteration 54Q (12321.020000 sec): 3 clusters Score: Raw -1396509.619175 + Penalty 4574.294405 = -1391935.324770 nChanged 8 SP:Iteration 55Q (12321.270000 sec): 3 clusters Score: Raw -1396511.538487 + Penalty 4574.294405 = -1391937.244082 nChanged 7 SP:Iteration 56Q (12321.520000 sec): 3 clusters Score: Raw -1396513.009904 + Penalty 4574.294405 = -1391938.715499 nChanged 1 SP:Iteration 57Q (12321.810000 sec): 3 clusters Score: Raw -1396513.069259 + Penalty 4574.294405 = -1391938.774854 nChanged 1 SP:Iteration 58Q (12322.080000 sec): 3 clusters Score: Raw -1396513.230060 + Penalty 4574.294405 = -1391938.935655 nChanged 0 SP:Iteration 59F (12322.320000 sec): 3 clusters Score: Raw -1396513.230060 + Penalty 4574.294405 = -1391938.935655 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12322.450000 sec): 2 clusters Score: Raw -184753.243102 + Penalty 1787.916384 = -182965.326719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12322.650000 sec): 3 clusters Score: Raw -184352.454537 + Penalty 3575.832767 = -180776.621769 nChanged 349 SP:Iteration 1F (12322.890000 sec): 3 clusters Score: Raw -184651.959459 + Penalty 3575.832767 = -181076.126692 nChanged 89 SP:Iteration 2F (12323.040000 sec): 3 clusters Score: Raw -184744.780301 + Penalty 3575.832767 = -181168.947534 nChanged 51 SP:Iteration 3Q (12323.250000 sec): 3 clusters Score: Raw -184802.239388 + Penalty 3575.832767 = -181226.406620 nChanged 36 SP:Iteration 4Q (12323.460000 sec): 3 clusters Score: Raw -184848.516008 + Penalty 3575.832767 = -181272.683241 nChanged 26 SP:Iteration 5Q (12323.620000 sec): 3 clusters Score: Raw -184876.231085 + Penalty 3575.832767 = -181300.398318 nChanged 21 SP:Iteration 6Q (12323.790000 sec): 3 clusters Score: Raw -184899.774875 + Penalty 3575.832767 = -181323.942108 nChanged 15 SP:Iteration 7Q (12323.960000 sec): 3 clusters Score: Raw -184913.576852 + Penalty 3575.832767 = -181337.744084 nChanged 14 SP:Iteration 8Q (12324.180000 sec): 3 clusters Score: Raw -184927.790748 + Penalty 3575.832767 = -181351.957981 nChanged 13 SP:Iteration 9Q (12324.340000 sec): 3 clusters Score: Raw -184940.489799 + Penalty 3575.832767 = -181364.657032 nChanged 15 SP:Iteration 10Q (12324.510000 sec): 3 clusters Score: Raw -184955.691530 + Penalty 3575.832767 = -181379.858763 nChanged 10 SP:Iteration 11Q (12324.710000 sec): 3 clusters Score: Raw -184963.751265 + Penalty 3575.832767 = -181387.918498 nChanged 6 SP:Iteration 12Q (12324.950000 sec): 3 clusters Score: Raw -184972.002299 + Penalty 3575.832767 = -181396.169532 nChanged 10 SP:Iteration 13Q (12325.180000 sec): 3 clusters Score: Raw -184981.553421 + Penalty 3575.832767 = -181405.720654 nChanged 9 SP:Iteration 14Q (12325.340000 sec): 3 clusters Score: Raw -184988.469090 + Penalty 3575.832767 = -181412.636323 nChanged 6 SP:Iteration 15Q (12325.500000 sec): 3 clusters Score: Raw -184995.217713 + Penalty 3575.832767 = -181419.384946 nChanged 4 SP:Iteration 16Q (12325.700000 sec): 3 clusters Score: Raw -184997.305901 + Penalty 3575.832767 = -181421.473134 nChanged 1 SP:Iteration 17Q (12325.900000 sec): 3 clusters Score: Raw -184997.908524 + Penalty 3575.832767 = -181422.075757 nChanged 1 SP:Iteration 18Q (12326.060000 sec): 3 clusters Score: Raw -184999.189526 + Penalty 3575.832767 = -181423.356759 nChanged 1 SP:Iteration 19Q (12326.230000 sec): 3 clusters Score: Raw -184999.488057 + Penalty 3575.832767 = -181423.655290 nChanged 0 SP:Iteration 20F (12326.380000 sec): 3 clusters Score: Raw -184999.488057 + Penalty 3575.832767 = -181423.655290 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12326.480000 sec): 2 clusters Score: Raw -40996.552853 + Penalty 1449.199015 = -39547.353838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12326.650000 sec): 3 clusters Score: Raw -41232.705846 + Penalty 2898.398031 = -38334.307815 nChanged 40 SP:Iteration 1F (12326.870000 sec): 3 clusters Score: Raw -41456.874484 + Penalty 2898.398031 = -38558.476453 nChanged 28 SP:Iteration 2F (12327.100000 sec): 3 clusters Score: Raw -41591.504790 + Penalty 2898.398031 = -38693.106759 nChanged 16 SP:Iteration 3Q (12327.360000 sec): 3 clusters Score: Raw -41695.242122 + Penalty 2898.398031 = -38796.844091 nChanged 14 SP:Iteration 4Q (12327.520000 sec): 3 clusters Score: Raw -41761.629935 + Penalty 2898.398031 = -38863.231904 nChanged 9 SP:Iteration 5Q (12327.780000 sec): 3 clusters Score: Raw -41799.020194 + Penalty 2898.398031 = -38900.622163 nChanged 5 SP:Iteration 6Q (12327.990000 sec): 3 clusters Score: Raw -41821.451610 + Penalty 2898.398031 = -38923.053579 nChanged 3 SP:Iteration 7Q (12328.160000 sec): 3 clusters Score: Raw -41836.126025 + Penalty 2898.398031 = -38937.727994 nChanged 3 SP:Iteration 8Q (12328.330000 sec): 3 clusters Score: Raw -41849.208770 + Penalty 2898.398031 = -38950.810739 nChanged 0 SP:Iteration 9F (12328.560000 sec): 3 clusters Score: Raw -41849.208770 + Penalty 2898.398031 = -38950.810739 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12328.620000 sec): 2 clusters Score: Raw -18852.989895 + Penalty 1368.328318 = -17484.661576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12328.830000 sec): 3 clusters Score: Raw -19354.386822 + Penalty 2736.656637 = -16617.730185 nChanged 54 SP:Iteration 1F (12329.030000 sec): 3 clusters Score: Raw -19704.257388 + Penalty 2736.656637 = -16967.600751 nChanged 8 SP:Iteration 2Q (12329.230000 sec): 3 clusters Score: Raw -19824.209710 + Penalty 2736.656637 = -17087.553074 nChanged 4 SP:Iteration 3Q (12329.440000 sec): 3 clusters Score: Raw -19855.370711 + Penalty 2736.656637 = -17118.714075 nChanged 0 SP:Iteration 4F (12329.630000 sec): 3 clusters Score: Raw -19855.370711 + Penalty 2736.656637 = -17118.714075 nChanged 0 Iteration 299Q (12346.220000 sec): 24 clusters Score: Raw -78086859.365557 + Penalty 75663.289765 = -78011196.075793 nChanged 177 Iteration 300F (12374.040000 sec): 24 clusters Score: Raw -78086924.446994 + Penalty 75663.289765 = -78011261.157229 nChanged 175 Iteration 301Q (12390.030000 sec): 24 clusters Score: Raw -78086998.337358 + Penalty 75663.289765 = -78011335.047593 nChanged 161 Iteration 302Q (12406.170000 sec): 24 clusters Score: Raw -78087013.980275 + Penalty 75663.289765 = -78011350.690510 nChanged 146 Iteration 303Q (12424.780000 sec): 24 clusters Score: Raw -78087017.543262 + Penalty 75663.289765 = -78011354.253497 nChanged 145 Iteration 304Q (12442.800000 sec): 24 clusters Score: Raw -78087020.452035 + Penalty 75663.289765 = -78011357.162271 nChanged 126 Iteration 305Q (12461.260000 sec): 24 clusters Score: Raw -78087023.027548 + Penalty 75663.289765 = -78011359.737783 nChanged 97 Iteration 306Q (12479.380000 sec): 24 clusters Score: Raw -78087024.861008 + Penalty 75663.289765 = -78011361.571243 nChanged 81 Iteration 307Q (12497.430000 sec): 24 clusters Score: Raw -78087026.783873 + Penalty 75663.289765 = -78011363.494109 nChanged 75 Iteration 308Q (12513.670000 sec): 24 clusters Score: Raw -78087028.055322 + Penalty 75663.289765 = -78011364.765557 nChanged 59 Iteration 309Q (12529.990000 sec): 24 clusters Score: Raw -78087028.708864 + Penalty 75663.289765 = -78011365.419100 nChanged 54 Iteration 310Q (12546.840000 sec): 24 clusters Score: Raw -78087029.270960 + Penalty 75663.289765 = -78011365.981195 nChanged 39 Iteration 311Q (12564.220000 sec): 24 clusters Score: Raw -78087030.098302 + Penalty 75663.289765 = -78011366.808538 nChanged 30 Iteration 312Q (12580.940000 sec): 24 clusters Score: Raw -78087030.466521 + Penalty 75663.289765 = -78011367.176757 nChanged 27 Iteration 313Q (12597.960000 sec): 24 clusters Score: Raw -78087030.803343 + Penalty 75663.289765 = -78011367.513578 nChanged 35 Iteration 314Q (12614.800000 sec): 24 clusters Score: Raw -78087031.418846 + Penalty 75663.289765 = -78011368.129081 nChanged 30 Iteration 315Q (12632.450000 sec): 24 clusters Score: Raw -78087031.820195 + Penalty 75663.289765 = -78011368.530431 nChanged 32 Iteration 316Q (12649.170000 sec): 24 clusters Score: Raw -78087032.425732 + Penalty 75663.289765 = -78011369.135968 nChanged 29 Iteration 317Q (12664.070000 sec): 24 clusters Score: Raw -78087033.011589 + Penalty 75663.289765 = -78011369.721824 nChanged 30 Iteration 318Q (12679.400000 sec): 24 clusters Score: Raw -78087033.692395 + Penalty 75663.289765 = -78011370.402630 nChanged 35 Iteration 319Q (12695.810000 sec): 24 clusters Score: Raw -78087034.702854 + Penalty 75663.289765 = -78011371.413089 nChanged 48 Iteration 320F (12723.810000 sec): 24 clusters Score: Raw -78087036.080837 + Penalty 75663.289765 = -78011372.791072 nChanged 58 Iteration 321Q (12747.980000 sec): 24 clusters Score: Raw -78087037.432101 + Penalty 75663.289765 = -78011374.142337 nChanged 55 Iteration 322Q (12764.560000 sec): 24 clusters Score: Raw -78087038.264259 + Penalty 75663.289765 = -78011374.974494 nChanged 47 Iteration 323Q (12782.030000 sec): 24 clusters Score: Raw -78087039.154040 + Penalty 75663.289765 = -78011375.864275 nChanged 60 Iteration 324Q (12798.810000 sec): 24 clusters Score: Raw -78087040.312180 + Penalty 75663.289765 = -78011377.022416 nChanged 63 Iteration 325Q (12813.230000 sec): 24 clusters Score: Raw -78087042.210762 + Penalty 75663.289765 = -78011378.920997 nChanged 66 Iteration 326Q (12829.370000 sec): 24 clusters Score: Raw -78087044.165087 + Penalty 75663.289765 = -78011380.875322 nChanged 70 Iteration 327Q (12847.750000 sec): 24 clusters Score: Raw -78087046.475094 + Penalty 75663.289765 = -78011383.185329 nChanged 70 Iteration 328Q (12865.300000 sec): 24 clusters Score: Raw -78087048.932788 + Penalty 75663.289765 = -78011385.643023 nChanged 61 Iteration 329Q (12882.170000 sec): 24 clusters Score: Raw -78087050.737292 + Penalty 75663.289765 = -78011387.447528 nChanged 62 Iteration 330Q (12899.280000 sec): 24 clusters Score: Raw -78087052.323909 + Penalty 75663.289765 = -78011389.034144 nChanged 65 Iteration 331Q (12915.330000 sec): 24 clusters Score: Raw -78087054.166797 + Penalty 75663.289765 = -78011390.877032 nChanged 66 Iteration 332Q (12931.830000 sec): 24 clusters Score: Raw -78087055.857100 + Penalty 75663.289765 = -78011392.567336 nChanged 64 Iteration 333Q (12949.830000 sec): 24 clusters Score: Raw -78087057.025731 + Penalty 75663.289765 = -78011393.735966 nChanged 58 Iteration 334Q (12966.140000 sec): 24 clusters Score: Raw -78087057.969628 + Penalty 75663.289765 = -78011394.679863 nChanged 60 Iteration 335Q (12981.960000 sec): 24 clusters Score: Raw -78087059.081781 + Penalty 75663.289765 = -78011395.792016 nChanged 52 Iteration 336Q (12999.320000 sec): 24 clusters Score: Raw -78087060.435390 + Penalty 75663.289765 = -78011397.145625 nChanged 46 Iteration 337Q (13016.360000 sec): 24 clusters Score: Raw -78087061.358485 + Penalty 75663.289765 = -78011398.068720 nChanged 37 Iteration 338Q (13032.490000 sec): 24 clusters Score: Raw -78087062.555012 + Penalty 75663.289765 = -78011399.265248 nChanged 45 Writing temp clu file Because OldScore, -78011398.068720, is greater than current (better) Score,-78011399.265248 Compute initial score before splitting: Score: Raw -78087062.555012 + Penalty 75663.289765 = -78011399.265248 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (191954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13033.760000 sec): 2 clusters Score: Raw -26252596.766578 + Penalty 3016.922738 = -26249579.843840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13035.140000 sec): 3 clusters Score: Raw -26127119.967393 + Penalty 6033.845475 = -26121086.121918 nChanged 92113 SP:Iteration 1F (13036.410000 sec): 3 clusters Score: Raw -26180666.429988 + Penalty 6033.845475 = -26174632.584513 nChanged 4816 SP:Iteration 2Q (13037.730000 sec): 3 clusters Score: Raw -26181551.882528 + Penalty 6033.845475 = -26175518.037053 nChanged 5028 SP:Iteration 3Q (13039.150000 sec): 3 clusters Score: Raw -26182539.780663 + Penalty 6033.845475 = -26176505.935188 nChanged 5247 SP:Iteration 4Q (13040.440000 sec): 3 clusters Score: Raw -26183637.700117 + Penalty 6033.845475 = -26177603.854641 nChanged 5620 SP:Iteration 5Q (13041.780000 sec): 3 clusters Score: Raw -26184906.436104 + Penalty 6033.845475 = -26178872.590629 nChanged 6065 SP:Iteration 6Q (13043.100000 sec): 3 clusters Score: Raw -26186414.737517 + Penalty 6033.845475 = -26180380.892041 nChanged 6632 SP:Iteration 7Q (13044.600000 sec): 3 clusters Score: Raw -26188354.842093 + Penalty 6033.845475 = -26182320.996617 nChanged 7722 SP:Iteration 8Q (13046.020000 sec): 3 clusters Score: Raw -26191130.526755 + Penalty 6033.845475 = -26185096.681279 nChanged 9078 SP:Iteration 9Q (13047.470000 sec): 3 clusters Score: Raw -26195165.552190 + Penalty 6033.845475 = -26189131.706714 nChanged 10759 SP:Iteration 10F (13048.760000 sec): 3 clusters Score: Raw -26201316.542256 + Penalty 6033.845475 = -26195282.696781 nChanged 12659 SP:Iteration 11F (13049.930000 sec): 3 clusters Score: Raw -26210368.648839 + Penalty 6033.845475 = -26204334.803364 nChanged 13766 SP:Iteration 12F (13051.110000 sec): 3 clusters Score: Raw -26222045.668978 + Penalty 6033.845475 = -26216011.823503 nChanged 12851 SP:Iteration 13F (13052.270000 sec): 3 clusters Score: Raw -26234088.916133 + Penalty 6033.845475 = -26228055.070657 nChanged 9630 SP:Iteration 14F (13053.480000 sec): 3 clusters Score: Raw -26243283.326801 + Penalty 6033.845475 = -26237249.481326 nChanged 5794 SP:Iteration 15Q (13054.660000 sec): 3 clusters Score: Raw -26248624.692895 + Penalty 6033.845475 = -26242590.847419 nChanged 2860 SP:Iteration 16Q (13055.710000 sec): 3 clusters Score: Raw -26251055.650743 + Penalty 6033.845475 = -26245021.805268 nChanged 1280 SP:Iteration 17Q (13056.710000 sec): 3 clusters Score: Raw -26252067.495281 + Penalty 6033.845475 = -26246033.649805 nChanged 589 SP:Iteration 18Q (13057.830000 sec): 3 clusters Score: Raw -26252550.255334 + Penalty 6033.845475 = -26246516.409859 nChanged 270 SP:Iteration 19Q (13058.840000 sec): 3 clusters Score: Raw -26252770.381049 + Penalty 6033.845475 = -26246736.535574 nChanged 143 SP:Iteration 20F (13060.040000 sec): 3 clusters Score: Raw -26252889.393415 + Penalty 6033.845475 = -26246855.547939 nChanged 89 SP:Iteration 21Q (13061.130000 sec): 3 clusters Score: Raw -26252956.768881 + Penalty 6033.845475 = -26246922.923405 nChanged 51 SP:Iteration 22Q (13062.310000 sec): 3 clusters Score: Raw -26252992.873062 + Penalty 6033.845475 = -26246959.027586 nChanged 32 SP:Iteration 23Q (13063.370000 sec): 3 clusters Score: Raw -26253014.916640 + Penalty 6033.845475 = -26246981.071165 nChanged 25 SP:Iteration 24Q (13064.350000 sec): 3 clusters Score: Raw -26253035.464965 + Penalty 6033.845475 = -26247001.619490 nChanged 22 SP:Iteration 25Q (13065.470000 sec): 3 clusters Score: Raw -26253051.588920 + Penalty 6033.845475 = -26247017.743445 nChanged 15 SP:Iteration 26Q (13066.650000 sec): 3 clusters Score: Raw -26253062.705314 + Penalty 6033.845475 = -26247028.859838 nChanged 12 SP:Iteration 27Q (13067.700000 sec): 3 clusters Score: Raw -26253070.125649 + Penalty 6033.845475 = -26247036.280174 nChanged 6 SP:Iteration 28Q (13068.720000 sec): 3 clusters Score: Raw -26253074.400331 + Penalty 6033.845475 = -26247040.554855 nChanged 9 SP:Iteration 29Q (13069.820000 sec): 3 clusters Score: Raw -26253079.837612 + Penalty 6033.845475 = -26247045.992136 nChanged 6 SP:Iteration 30Q (13070.940000 sec): 3 clusters Score: Raw -26253083.232123 + Penalty 6033.845475 = -26247049.386647 nChanged 6 SP:Iteration 31Q (13071.980000 sec): 3 clusters Score: Raw -26253087.480804 + Penalty 6033.845475 = -26247053.635329 nChanged 8 SP:Iteration 32Q (13073.030000 sec): 3 clusters Score: Raw -26253095.076213 + Penalty 6033.845475 = -26247061.230738 nChanged 7 SP:Iteration 33Q (13074.160000 sec): 3 clusters Score: Raw -26253100.071650 + Penalty 6033.845475 = -26247066.226174 nChanged 4 SP:Iteration 34Q (13075.260000 sec): 3 clusters Score: Raw -26253101.262022 + Penalty 6033.845475 = -26247067.416547 nChanged 1 SP:Iteration 35Q (13076.220000 sec): 3 clusters Score: Raw -26253102.193074 + Penalty 6033.845475 = -26247068.347599 nChanged 1 SP:Iteration 36Q (13077.190000 sec): 3 clusters Score: Raw -26253102.702066 + Penalty 6033.845475 = -26247068.856590 nChanged 0 SP:Iteration 37F (13078.400000 sec): 3 clusters Score: Raw -26253102.702066 + Penalty 6033.845475 = -26247068.856590 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13078.640000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13078.880000 sec): 3 clusters Score: Raw -44777.399842 + Penalty 2960.478950 = -41816.920892 nChanged 77 SP:Iteration 1F (13079.160000 sec): 3 clusters Score: Raw -44981.483247 + Penalty 2960.478950 = -42021.004297 nChanged 21 SP:Iteration 2F (13079.450000 sec): 3 clusters Score: Raw -45044.219466 + Penalty 2960.478950 = -42083.740517 nChanged 14 SP:Iteration 3Q (13079.660000 sec): 3 clusters Score: Raw -45091.086501 + Penalty 2960.478950 = -42130.607551 nChanged 7 SP:Iteration 4Q (13079.840000 sec): 3 clusters Score: Raw -45122.694065 + Penalty 2960.478950 = -42162.215115 nChanged 2 SP:Iteration 5Q (13080.040000 sec): 3 clusters Score: Raw -45129.181597 + Penalty 2960.478950 = -42168.702647 nChanged 3 SP:Iteration 6Q (13080.230000 sec): 3 clusters Score: Raw -45145.041827 + Penalty 2960.478950 = -42184.562878 nChanged 5 SP:Iteration 7Q (13080.440000 sec): 3 clusters Score: Raw -45165.850906 + Penalty 2960.478950 = -42205.371956 nChanged 6 SP:Iteration 8Q (13080.640000 sec): 3 clusters Score: Raw -45186.923332 + Penalty 2960.478950 = -42226.444382 nChanged 2 SP:Iteration 9Q (13080.830000 sec): 3 clusters Score: Raw -45192.451262 + Penalty 2960.478950 = -42231.972312 nChanged 1 SP:Iteration 10Q (13081.060000 sec): 3 clusters Score: Raw -45194.676065 + Penalty 2960.478950 = -42234.197115 nChanged 0 SP:Iteration 11F (13081.240000 sec): 3 clusters Score: Raw -45194.676065 + Penalty 2960.478950 = -42234.197115 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (312833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13083.160000 sec): 2 clusters Score: Raw -42883770.612067 + Penalty 3138.049346 = -42880632.562721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13085.000000 sec): 3 clusters Score: Raw -42676304.013224 + Penalty 6276.098691 = -42670027.914532 nChanged 151814 SP:Iteration 1F (13086.810000 sec): 3 clusters Score: Raw -42768335.758965 + Penalty 6276.098691 = -42762059.660274 nChanged 12532 SP:Iteration 2Q (13088.820000 sec): 3 clusters Score: Raw -42772972.932059 + Penalty 6276.098691 = -42766696.833368 nChanged 15882 SP:Iteration 3F (13090.760000 sec): 3 clusters Score: Raw -42780714.791410 + Penalty 6276.098691 = -42774438.692718 nChanged 19911 SP:Iteration 4F (13092.880000 sec): 3 clusters Score: Raw -42792887.108393 + Penalty 6276.098691 = -42786611.009702 nChanged 22993 SP:Iteration 5F (13094.730000 sec): 3 clusters Score: Raw -42808929.829151 + Penalty 6276.098691 = -42802653.730459 nChanged 22705 SP:Iteration 6F (13096.890000 sec): 3 clusters Score: Raw -42825725.543068 + Penalty 6276.098691 = -42819449.444377 nChanged 19250 SP:Iteration 7F (13098.820000 sec): 3 clusters Score: Raw -42839632.720783 + Penalty 6276.098691 = -42833356.622091 nChanged 14828 SP:Iteration 8Q (13100.880000 sec): 3 clusters Score: Raw -42850619.530634 + Penalty 6276.098691 = -42844343.431943 nChanged 10996 SP:Iteration 9Q (13102.760000 sec): 3 clusters Score: Raw -42858662.097080 + Penalty 6276.098691 = -42852385.998388 nChanged 8118 SP:Iteration 10Q (13104.540000 sec): 3 clusters Score: Raw -42863847.204329 + Penalty 6276.098691 = -42857571.105638 nChanged 5984 SP:Iteration 11Q (13106.310000 sec): 3 clusters Score: Raw -42866623.374806 + Penalty 6276.098691 = -42860347.276115 nChanged 4116 SP:Iteration 12Q (13108.080000 sec): 3 clusters Score: Raw -42867983.562134 + Penalty 6276.098691 = -42861707.463443 nChanged 2988 SP:Iteration 13Q (13109.810000 sec): 3 clusters Score: Raw -42868768.316181 + Penalty 6276.098691 = -42862492.217490 nChanged 2250 SP:Iteration 14Q (13111.520000 sec): 3 clusters Score: Raw -42869270.094016 + Penalty 6276.098691 = -42862993.995325 nChanged 1879 SP:Iteration 15Q (13113.440000 sec): 3 clusters Score: Raw -42869652.770677 + Penalty 6276.098691 = -42863376.671986 nChanged 1776 SP:Iteration 16Q (13115.380000 sec): 3 clusters Score: Raw -42869991.142055 + Penalty 6276.098691 = -42863715.043364 nChanged 1681 SP:Iteration 17Q (13117.090000 sec): 3 clusters Score: Raw -42870303.888346 + Penalty 6276.098691 = -42864027.789654 nChanged 1553 SP:Iteration 18Q (13118.700000 sec): 3 clusters Score: Raw -42870577.540331 + Penalty 6276.098691 = -42864301.441640 nChanged 1520 SP:Iteration 19Q (13120.440000 sec): 3 clusters Score: Raw -42870852.925512 + Penalty 6276.098691 = -42864576.826821 nChanged 1577 SP:Iteration 20F (13122.190000 sec): 3 clusters Score: Raw -42871142.534504 + Penalty 6276.098691 = -42864866.435812 nChanged 1618 SP:Iteration 21Q (13123.970000 sec): 3 clusters Score: Raw -42871453.035314 + Penalty 6276.098691 = -42865176.936623 nChanged 1707 SP:Iteration 22Q (13125.770000 sec): 3 clusters Score: Raw -42871795.418039 + Penalty 6276.098691 = -42865519.319348 nChanged 1776 SP:Iteration 23Q (13127.480000 sec): 3 clusters Score: Raw -42872176.582525 + Penalty 6276.098691 = -42865900.483834 nChanged 1879 SP:Iteration 24Q (13129.260000 sec): 3 clusters Score: Raw -42872601.164373 + Penalty 6276.098691 = -42866325.065681 nChanged 1921 SP:Iteration 25Q (13130.980000 sec): 3 clusters Score: Raw -42873067.551890 + Penalty 6276.098691 = -42866791.453199 nChanged 2016 SP:Iteration 26Q (13132.760000 sec): 3 clusters Score: Raw -42873592.171497 + Penalty 6276.098691 = -42867316.072806 nChanged 2081 SP:Iteration 27Q (13134.430000 sec): 3 clusters Score: Raw -42874194.217302 + Penalty 6276.098691 = -42867918.118611 nChanged 2166 SP:Iteration 28Q (13136.190000 sec): 3 clusters Score: Raw -42874880.422006 + Penalty 6276.098691 = -42868604.323315 nChanged 2215 SP:Iteration 29Q (13137.940000 sec): 3 clusters Score: Raw -42875632.359844 + Penalty 6276.098691 = -42869356.261153 nChanged 2255 SP:Iteration 30Q (13139.670000 sec): 3 clusters Score: Raw -42876467.602434 + Penalty 6276.098691 = -42870191.503742 nChanged 2263 SP:Iteration 31Q (13141.580000 sec): 3 clusters Score: Raw -42877368.256127 + Penalty 6276.098691 = -42871092.157436 nChanged 2203 SP:Iteration 32Q (13143.350000 sec): 3 clusters Score: Raw -42878310.431708 + Penalty 6276.098691 = -42872034.333017 nChanged 2112 SP:Iteration 33Q (13144.940000 sec): 3 clusters Score: Raw -42879256.756671 + Penalty 6276.098691 = -42872980.657980 nChanged 1923 SP:Iteration 34Q (13146.730000 sec): 3 clusters Score: Raw -42880115.692986 + Penalty 6276.098691 = -42873839.594295 nChanged 1720 SP:Iteration 35Q (13148.490000 sec): 3 clusters Score: Raw -42880888.715003 + Penalty 6276.098691 = -42874612.616312 nChanged 1540 SP:Iteration 36Q (13150.180000 sec): 3 clusters Score: Raw -42881599.856137 + Penalty 6276.098691 = -42875323.757446 nChanged 1342 SP:Iteration 37Q (13152.020000 sec): 3 clusters Score: Raw -42882218.807618 + Penalty 6276.098691 = -42875942.708927 nChanged 1061 SP:Iteration 38Q (13153.720000 sec): 3 clusters Score: Raw -42882693.950120 + Penalty 6276.098691 = -42876417.851429 nChanged 847 SP:Iteration 39Q (13155.470000 sec): 3 clusters Score: Raw -42883072.076351 + Penalty 6276.098691 = -42876795.977659 nChanged 691 SP:Iteration 40F (13157.380000 sec): 3 clusters Score: Raw -42883380.505185 + Penalty 6276.098691 = -42877104.406494 nChanged 504 SP:Iteration 41Q (13159.050000 sec): 3 clusters Score: Raw -42883579.310043 + Penalty 6276.098691 = -42877303.211351 nChanged 376 SP:Iteration 42Q (13160.760000 sec): 3 clusters Score: Raw -42883720.700847 + Penalty 6276.098691 = -42877444.602156 nChanged 295 SP:Iteration 43Q (13162.430000 sec): 3 clusters Score: Raw -42883835.619037 + Penalty 6276.098691 = -42877559.520346 nChanged 236 SP:Iteration 44Q (13164.110000 sec): 3 clusters Score: Raw -42883931.921377 + Penalty 6276.098691 = -42877655.822686 nChanged 218 SP:Iteration 45Q (13165.870000 sec): 3 clusters Score: Raw -42884014.213491 + Penalty 6276.098691 = -42877738.114800 nChanged 154 SP:Iteration 46Q (13167.320000 sec): 3 clusters Score: Raw -42884078.012372 + Penalty 6276.098691 = -42877801.913680 nChanged 122 SP:Iteration 47Q (13169.140000 sec): 3 clusters Score: Raw -42884127.762390 + Penalty 6276.098691 = -42877851.663699 nChanged 111 SP:Iteration 48Q (13170.930000 sec): 3 clusters Score: Raw -42884175.018873 + Penalty 6276.098691 = -42877898.920181 nChanged 101 SP:Iteration 49Q (13172.520000 sec): 3 clusters Score: Raw -42884210.893973 + Penalty 6276.098691 = -42877934.795281 nChanged 70 SP:Iteration 50Q (13174.040000 sec): 3 clusters Score: Raw -42884233.446455 + Penalty 6276.098691 = -42877957.347764 nChanged 59 SP:Iteration 51Q (13175.530000 sec): 3 clusters Score: Raw -42884253.658376 + Penalty 6276.098691 = -42877977.559685 nChanged 46 SP:Iteration 52Q (13177.090000 sec): 3 clusters Score: Raw -42884267.116700 + Penalty 6276.098691 = -42877991.018009 nChanged 27 SP:Iteration 53Q (13178.840000 sec): 3 clusters Score: Raw -42884275.597455 + Penalty 6276.098691 = -42877999.498763 nChanged 21 SP:Iteration 54Q (13180.310000 sec): 3 clusters Score: Raw -42884281.612370 + Penalty 6276.098691 = -42878005.513678 nChanged 18 SP:Iteration 55Q (13181.990000 sec): 3 clusters Score: Raw -42884287.105415 + Penalty 6276.098691 = -42878011.006724 nChanged 25 SP:Iteration 56Q (13183.610000 sec): 3 clusters Score: Raw -42884295.866323 + Penalty 6276.098691 = -42878019.767632 nChanged 24 SP:Iteration 57Q (13185.030000 sec): 3 clusters Score: Raw -42884303.248962 + Penalty 6276.098691 = -42878027.150271 nChanged 22 SP:Iteration 58Q (13186.490000 sec): 3 clusters Score: Raw -42884312.220640 + Penalty 6276.098691 = -42878036.121949 nChanged 24 SP:Iteration 59Q (13187.830000 sec): 3 clusters Score: Raw -42884319.230749 + Penalty 6276.098691 = -42878043.132058 nChanged 23 SP:Iteration 60F (13189.490000 sec): 3 clusters Score: Raw -42884326.630529 + Penalty 6276.098691 = -42878050.531837 nChanged 20 SP:Iteration 61Q (13190.950000 sec): 3 clusters Score: Raw -42884334.037369 + Penalty 6276.098691 = -42878057.938677 nChanged 28 SP:Iteration 62Q (13192.430000 sec): 3 clusters Score: Raw -42884341.521310 + Penalty 6276.098691 = -42878065.422618 nChanged 16 SP:Iteration 63Q (13194.060000 sec): 3 clusters Score: Raw -42884346.175813 + Penalty 6276.098691 = -42878070.077122 nChanged 14 SP:Iteration 64Q (13195.860000 sec): 3 clusters Score: Raw -42884349.350776 + Penalty 6276.098691 = -42878073.252085 nChanged 11 SP:Iteration 65Q (13197.220000 sec): 3 clusters Score: Raw -42884352.384756 + Penalty 6276.098691 = -42878076.286065 nChanged 13 SP:Iteration 66Q (13198.800000 sec): 3 clusters Score: Raw -42884356.807331 + Penalty 6276.098691 = -42878080.708640 nChanged 9 SP:Iteration 67Q (13200.390000 sec): 3 clusters Score: Raw -42884359.430408 + Penalty 6276.098691 = -42878083.331716 nChanged 5 SP:Iteration 68Q (13201.880000 sec): 3 clusters Score: Raw -42884361.139128 + Penalty 6276.098691 = -42878085.040437 nChanged 5 SP:Iteration 69Q (13203.520000 sec): 3 clusters Score: Raw -42884362.344526 + Penalty 6276.098691 = -42878086.245835 nChanged 6 SP:Iteration 70Q (13204.940000 sec): 3 clusters Score: Raw -42884363.938143 + Penalty 6276.098691 = -42878087.839452 nChanged 5 SP:Iteration 71Q (13206.490000 sec): 3 clusters Score: Raw -42884365.848654 + Penalty 6276.098691 = -42878089.749963 nChanged 8 SP:Iteration 72Q (13208.280000 sec): 3 clusters Score: Raw -42884368.634121 + Penalty 6276.098691 = -42878092.535429 nChanged 3 SP:Iteration 73Q (13209.860000 sec): 3 clusters Score: Raw -42884369.698420 + Penalty 6276.098691 = -42878093.599729 nChanged 7 SP:Iteration 74Q (13211.420000 sec): 3 clusters Score: Raw -42884371.767691 + Penalty 6276.098691 = -42878095.669000 nChanged 8 SP:Iteration 75Q (13212.930000 sec): 3 clusters Score: Raw -42884374.947796 + Penalty 6276.098691 = -42878098.849105 nChanged 7 SP:Iteration 76Q (13214.450000 sec): 3 clusters Score: Raw -42884376.898294 + Penalty 6276.098691 = -42878100.799602 nChanged 6 SP:Iteration 77Q (13215.970000 sec): 3 clusters Score: Raw -42884378.433369 + Penalty 6276.098691 = -42878102.334677 nChanged 6 SP:Iteration 78Q (13217.580000 sec): 3 clusters Score: Raw -42884380.053902 + Penalty 6276.098691 = -42878103.955210 nChanged 7 SP:Iteration 79Q (13219.300000 sec): 3 clusters Score: Raw -42884381.953529 + Penalty 6276.098691 = -42878105.854837 nChanged 3 SP:Iteration 80F (13221.150000 sec): 3 clusters Score: Raw -42884382.803292 + Penalty 6276.098691 = -42878106.704601 nChanged 1 SP:Iteration 81Q (13222.760000 sec): 3 clusters Score: Raw -42884382.923103 + Penalty 6276.098691 = -42878106.824412 nChanged 1 SP:Iteration 82Q (13224.500000 sec): 3 clusters Score: Raw -42884383.168571 + Penalty 6276.098691 = -42878107.069880 nChanged 3 SP:Iteration 83Q (13226.200000 sec): 3 clusters Score: Raw -42884383.763364 + Penalty 6276.098691 = -42878107.664673 nChanged 2 SP:Iteration 84Q (13227.610000 sec): 3 clusters Score: Raw -42884384.483920 + Penalty 6276.098691 = -42878108.385228 nChanged 3 SP:Iteration 85Q (13229.300000 sec): 3 clusters Score: Raw -42884385.133312 + Penalty 6276.098691 = -42878109.034620 nChanged 1 SP:Iteration 86Q (13230.920000 sec): 3 clusters Score: Raw -42884385.518125 + Penalty 6276.098691 = -42878109.419434 nChanged 2 SP:Iteration 87Q (13232.440000 sec): 3 clusters Score: Raw -42884385.864772 + Penalty 6276.098691 = -42878109.766081 nChanged 0 SP:Iteration 88F (13234.320000 sec): 3 clusters Score: Raw -42884385.864772 + Penalty 6276.098691 = -42878109.766081 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13234.540000 sec): 2 clusters Score: Raw -464558.584642 + Penalty 2030.035965 = -462528.548677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13234.760000 sec): 3 clusters Score: Raw -462956.077565 + Penalty 4060.071930 = -458896.005635 nChanged 1297 SP:Iteration 1F (13234.920000 sec): 3 clusters Score: Raw -463752.648580 + Penalty 4060.071930 = -459692.576649 nChanged 267 SP:Iteration 2F (13235.120000 sec): 3 clusters Score: Raw -463925.848571 + Penalty 4060.071930 = -459865.776641 nChanged 170 SP:Iteration 3Q (13235.340000 sec): 3 clusters Score: Raw -464044.450504 + Penalty 4060.071930 = -459984.378574 nChanged 141 SP:Iteration 4Q (13235.560000 sec): 3 clusters Score: Raw -464145.992637 + Penalty 4060.071930 = -460085.920707 nChanged 113 SP:Iteration 5Q (13235.780000 sec): 3 clusters Score: Raw -464223.014743 + Penalty 4060.071930 = -460162.942813 nChanged 99 SP:Iteration 6Q (13235.990000 sec): 3 clusters Score: Raw -464297.783930 + Penalty 4060.071930 = -460237.712000 nChanged 103 SP:Iteration 7Q (13236.200000 sec): 3 clusters Score: Raw -464372.249503 + Penalty 4060.071930 = -460312.177573 nChanged 77 SP:Iteration 8Q (13236.360000 sec): 3 clusters Score: Raw -464434.365020 + Penalty 4060.071930 = -460374.293090 nChanged 89 SP:Iteration 9Q (13236.620000 sec): 3 clusters Score: Raw -464487.065154 + Penalty 4060.071930 = -460426.993224 nChanged 72 SP:Iteration 10Q (13236.830000 sec): 3 clusters Score: Raw -464523.388443 + Penalty 4060.071930 = -460463.316513 nChanged 56 SP:Iteration 11Q (13237.040000 sec): 3 clusters Score: Raw -464555.204204 + Penalty 4060.071930 = -460495.132274 nChanged 50 SP:Iteration 12Q (13237.240000 sec): 3 clusters Score: Raw -464582.568045 + Penalty 4060.071930 = -460522.496115 nChanged 47 SP:Iteration 13Q (13237.420000 sec): 3 clusters Score: Raw -464609.513686 + Penalty 4060.071930 = -460549.441756 nChanged 40 SP:Iteration 14Q (13237.590000 sec): 3 clusters Score: Raw -464630.191196 + Penalty 4060.071930 = -460570.119266 nChanged 39 SP:Iteration 15Q (13237.780000 sec): 3 clusters Score: Raw -464649.375370 + Penalty 4060.071930 = -460589.303440 nChanged 38 SP:Iteration 16Q (13237.960000 sec): 3 clusters Score: Raw -464670.979909 + Penalty 4060.071930 = -460610.907979 nChanged 30 SP:Iteration 17Q (13238.180000 sec): 3 clusters Score: Raw -464686.516291 + Penalty 4060.071930 = -460626.444361 nChanged 32 SP:Iteration 18Q (13238.340000 sec): 3 clusters Score: Raw -464700.916158 + Penalty 4060.071930 = -460640.844228 nChanged 26 SP:Iteration 19Q (13238.520000 sec): 3 clusters Score: Raw -464712.294966 + Penalty 4060.071930 = -460652.223036 nChanged 26 SP:Iteration 20F (13238.710000 sec): 3 clusters Score: Raw -464722.460798 + Penalty 4060.071930 = -460662.388868 nChanged 20 SP:Iteration 21Q (13238.940000 sec): 3 clusters Score: Raw -464730.965974 + Penalty 4060.071930 = -460670.894044 nChanged 17 SP:Iteration 22Q (13239.180000 sec): 3 clusters Score: Raw -464738.826667 + Penalty 4060.071930 = -460678.754737 nChanged 18 SP:Iteration 23Q (13239.380000 sec): 3 clusters Score: Raw -464745.214977 + Penalty 4060.071930 = -460685.143047 nChanged 21 SP:Iteration 24Q (13239.590000 sec): 3 clusters Score: Raw -464753.875489 + Penalty 4060.071930 = -460693.803559 nChanged 20 SP:Iteration 25Q (13239.800000 sec): 3 clusters Score: Raw -464761.845054 + Penalty 4060.071930 = -460701.773124 nChanged 23 SP:Iteration 26Q (13240.070000 sec): 3 clusters Score: Raw -464774.586236 + Penalty 4060.071930 = -460714.514306 nChanged 21 SP:Iteration 27Q (13240.230000 sec): 3 clusters Score: Raw -464784.884536 + Penalty 4060.071930 = -460724.812606 nChanged 23 SP:Iteration 28Q (13240.410000 sec): 3 clusters Score: Raw -464796.853094 + Penalty 4060.071930 = -460736.781164 nChanged 24 SP:Iteration 29Q (13240.620000 sec): 3 clusters Score: Raw -464809.639136 + Penalty 4060.071930 = -460749.567206 nChanged 20 SP:Iteration 30Q (13240.820000 sec): 3 clusters Score: Raw -464817.264897 + Penalty 4060.071930 = -460757.192967 nChanged 20 SP:Iteration 31Q (13241.070000 sec): 3 clusters Score: Raw -464827.368680 + Penalty 4060.071930 = -460767.296750 nChanged 10 SP:Iteration 32Q (13241.280000 sec): 3 clusters Score: Raw -464830.674560 + Penalty 4060.071930 = -460770.602630 nChanged 10 SP:Iteration 33Q (13241.500000 sec): 3 clusters Score: Raw -464835.138268 + Penalty 4060.071930 = -460775.066338 nChanged 13 SP:Iteration 34Q (13241.710000 sec): 3 clusters Score: Raw -464840.656142 + Penalty 4060.071930 = -460780.584212 nChanged 8 SP:Iteration 35Q (13241.940000 sec): 3 clusters Score: Raw -464843.396472 + Penalty 4060.071930 = -460783.324542 nChanged 11 SP:Iteration 36Q (13242.140000 sec): 3 clusters Score: Raw -464847.432291 + Penalty 4060.071930 = -460787.360361 nChanged 6 SP:Iteration 37Q (13242.320000 sec): 3 clusters Score: Raw -464849.279443 + Penalty 4060.071930 = -460789.207513 nChanged 5 SP:Iteration 38Q (13242.540000 sec): 3 clusters Score: Raw -464851.665481 + Penalty 4060.071930 = -460791.593551 nChanged 8 SP:Iteration 39Q (13242.740000 sec): 3 clusters Score: Raw -464855.562901 + Penalty 4060.071930 = -460795.490971 nChanged 10 SP:Iteration 40F (13243.030000 sec): 3 clusters Score: Raw -464858.917696 + Penalty 4060.071930 = -460798.845766 nChanged 6 SP:Iteration 41Q (13243.230000 sec): 3 clusters Score: Raw -464861.892572 + Penalty 4060.071930 = -460801.820642 nChanged 6 SP:Iteration 42Q (13243.440000 sec): 3 clusters Score: Raw -464864.519592 + Penalty 4060.071930 = -460804.447662 nChanged 5 SP:Iteration 43Q (13243.630000 sec): 3 clusters Score: Raw -464866.968754 + Penalty 4060.071930 = -460806.896824 nChanged 4 SP:Iteration 44Q (13243.850000 sec): 3 clusters Score: Raw -464868.455795 + Penalty 4060.071930 = -460808.383865 nChanged 4 SP:Iteration 45Q (13244.050000 sec): 3 clusters Score: Raw -464869.686907 + Penalty 4060.071930 = -460809.614977 nChanged 3 SP:Iteration 46Q (13244.270000 sec): 3 clusters Score: Raw -464870.717327 + Penalty 4060.071930 = -460810.645397 nChanged 1 SP:Iteration 47Q (13244.420000 sec): 3 clusters Score: Raw -464870.941810 + Penalty 4060.071930 = -460810.869880 nChanged 2 SP:Iteration 48Q (13244.690000 sec): 3 clusters Score: Raw -464871.632420 + Penalty 4060.071930 = -460811.560490 nChanged 1 SP:Iteration 49Q (13244.890000 sec): 3 clusters Score: Raw -464871.896605 + Penalty 4060.071930 = -460811.824675 nChanged 0 SP:Iteration 50F (13245.110000 sec): 3 clusters Score: Raw -464871.896605 + Penalty 4060.071930 = -460811.824675 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13245.200000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13245.380000 sec): 3 clusters Score: Raw -155725.174754 + Penalty 3535.733989 = -152189.440765 nChanged 335 SP:Iteration 1F (13245.590000 sec): 3 clusters Score: Raw -156058.100508 + Penalty 3535.733989 = -152522.366519 nChanged 79 SP:Iteration 2F (13245.860000 sec): 3 clusters Score: Raw -156164.502912 + Penalty 3535.733989 = -152628.768922 nChanged 55 SP:Iteration 3Q (13246.020000 sec): 3 clusters Score: Raw -156233.572903 + Penalty 3535.733989 = -152697.838914 nChanged 29 SP:Iteration 4Q (13246.230000 sec): 3 clusters Score: Raw -156269.268140 + Penalty 3535.733989 = -152733.534151 nChanged 27 SP:Iteration 5Q (13246.410000 sec): 3 clusters Score: Raw -156299.813910 + Penalty 3535.733989 = -152764.079921 nChanged 10 SP:Iteration 6Q (13246.590000 sec): 3 clusters Score: Raw -156308.311766 + Penalty 3535.733989 = -152772.577777 nChanged 12 SP:Iteration 7Q (13246.760000 sec): 3 clusters Score: Raw -156323.079249 + Penalty 3535.733989 = -152787.345260 nChanged 13 SP:Iteration 8Q (13246.950000 sec): 3 clusters Score: Raw -156336.501049 + Penalty 3535.733989 = -152800.767060 nChanged 9 SP:Iteration 9Q (13247.100000 sec): 3 clusters Score: Raw -156344.896069 + Penalty 3535.733989 = -152809.162080 nChanged 11 SP:Iteration 10Q (13247.330000 sec): 3 clusters Score: Raw -156355.388476 + Penalty 3535.733989 = -152819.654487 nChanged 11 SP:Iteration 11Q (13247.490000 sec): 3 clusters Score: Raw -156370.482836 + Penalty 3535.733989 = -152834.748846 nChanged 4 SP:Iteration 12Q (13247.670000 sec): 3 clusters Score: Raw -156375.159087 + Penalty 3535.733989 = -152839.425098 nChanged 3 SP:Iteration 13Q (13247.850000 sec): 3 clusters Score: Raw -156377.013984 + Penalty 3535.733989 = -152841.279995 nChanged 5 SP:Iteration 14Q (13248.030000 sec): 3 clusters Score: Raw -156380.242605 + Penalty 3535.733989 = -152844.508616 nChanged 3 SP:Iteration 15Q (13248.190000 sec): 3 clusters Score: Raw -156381.863711 + Penalty 3535.733989 = -152846.129722 nChanged 2 SP:Iteration 16Q (13248.350000 sec): 3 clusters Score: Raw -156383.285736 + Penalty 3535.733989 = -152847.551747 nChanged 2 SP:Iteration 17Q (13248.580000 sec): 3 clusters Score: Raw -156387.058060 + Penalty 3535.733989 = -152851.324071 nChanged 4 SP:Iteration 18Q (13248.770000 sec): 3 clusters Score: Raw -156392.405169 + Penalty 3535.733989 = -152856.671180 nChanged 6 SP:Iteration 19Q (13248.940000 sec): 3 clusters Score: Raw -156399.433836 + Penalty 3535.733989 = -152863.699847 nChanged 6 SP:Iteration 20F (13249.140000 sec): 3 clusters Score: Raw -156406.534421 + Penalty 3535.733989 = -152870.800432 nChanged 3 SP:Iteration 21Q (13249.300000 sec): 3 clusters Score: Raw -156411.264569 + Penalty 3535.733989 = -152875.530580 nChanged 4 SP:Iteration 22Q (13249.460000 sec): 3 clusters Score: Raw -156414.212301 + Penalty 3535.733989 = -152878.478312 nChanged 3 SP:Iteration 23Q (13249.670000 sec): 3 clusters Score: Raw -156417.918503 + Penalty 3535.733989 = -152882.184514 nChanged 4 SP:Iteration 24Q (13249.840000 sec): 3 clusters Score: Raw -156423.048217 + Penalty 3535.733989 = -152887.314228 nChanged 6 SP:Iteration 25Q (13250.030000 sec): 3 clusters Score: Raw -156429.955158 + Penalty 3535.733989 = -152894.221169 nChanged 3 SP:Iteration 26Q (13250.230000 sec): 3 clusters Score: Raw -156431.962563 + Penalty 3535.733989 = -152896.228573 nChanged 0 SP:Iteration 27F (13250.390000 sec): 3 clusters Score: Raw -156431.962563 + Penalty 3535.733989 = -152896.228573 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13250.510000 sec): 2 clusters Score: Raw -24796.417278 + Penalty 1322.514261 = -23473.903017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13250.720000 sec): 3 clusters Score: Raw -25002.592214 + Penalty 2645.028521 = -22357.563692 nChanged 21 SP:Iteration 1F (13250.930000 sec): 3 clusters Score: Raw -25127.498437 + Penalty 2645.028521 = -22482.469916 nChanged 9 SP:Iteration 2Q (13251.130000 sec): 3 clusters Score: Raw -25164.881819 + Penalty 2645.028521 = -22519.853298 nChanged 7 SP:Iteration 3Q (13251.350000 sec): 3 clusters Score: Raw -25204.260637 + Penalty 2645.028521 = -22559.232116 nChanged 3 SP:Iteration 4Q (13251.520000 sec): 3 clusters Score: Raw -25218.968960 + Penalty 2645.028521 = -22573.940438 nChanged 2 SP:Iteration 5Q (13251.730000 sec): 3 clusters Score: Raw -25228.878603 + Penalty 2645.028521 = -22583.850082 nChanged 2 SP:Iteration 6Q (13251.870000 sec): 3 clusters Score: Raw -25236.399660 + Penalty 2645.028521 = -22591.371139 nChanged 1 SP:Iteration 7Q (13252.000000 sec): 3 clusters Score: Raw -25240.307950 + Penalty 2645.028521 = -22595.279429 nChanged 1 SP:Iteration 8Q (13252.210000 sec): 3 clusters Score: Raw -25246.127107 + Penalty 2645.028521 = -22601.098586 nChanged 0 SP:Iteration 9F (13252.370000 sec): 3 clusters Score: Raw -25246.127107 + Penalty 2645.028521 = -22601.098586 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (16987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13252.570000 sec): 2 clusters Score: Raw -2333924.376020 + Penalty 2415.570499 = -2331508.805521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13252.850000 sec): 3 clusters Score: Raw -2324264.100783 + Penalty 4831.140998 = -2319432.959785 nChanged 7321 SP:Iteration 1F (13253.160000 sec): 3 clusters Score: Raw -2328123.021619 + Penalty 4831.140998 = -2323291.880622 nChanged 945 SP:Iteration 2F (13253.470000 sec): 3 clusters Score: Raw -2328508.398945 + Penalty 4831.140998 = -2323677.257947 nChanged 845 SP:Iteration 3Q (13253.770000 sec): 3 clusters Score: Raw -2328861.046113 + Penalty 4831.140998 = -2324029.905115 nChanged 781 SP:Iteration 4Q (13254.030000 sec): 3 clusters Score: Raw -2329210.248931 + Penalty 4831.140998 = -2324379.107934 nChanged 806 SP:Iteration 5Q (13254.290000 sec): 3 clusters Score: Raw -2329613.653530 + Penalty 4831.140998 = -2324782.512532 nChanged 858 SP:Iteration 6F (13254.580000 sec): 3 clusters Score: Raw -2330118.238975 + Penalty 4831.140998 = -2325287.097978 nChanged 929 SP:Iteration 7F (13254.830000 sec): 3 clusters Score: Raw -2330726.971802 + Penalty 4831.140998 = -2325895.830805 nChanged 944 SP:Iteration 8F (13255.150000 sec): 3 clusters Score: Raw -2331390.256720 + Penalty 4831.140998 = -2326559.115722 nChanged 864 SP:Iteration 9F (13255.410000 sec): 3 clusters Score: Raw -2332056.815460 + Penalty 4831.140998 = -2327225.674462 nChanged 797 SP:Iteration 10Q (13255.690000 sec): 3 clusters Score: Raw -2332690.870472 + Penalty 4831.140998 = -2327859.729474 nChanged 594 SP:Iteration 11Q (13256.020000 sec): 3 clusters Score: Raw -2333159.609763 + Penalty 4831.140998 = -2328328.468765 nChanged 408 SP:Iteration 12Q (13256.230000 sec): 3 clusters Score: Raw -2333497.667568 + Penalty 4831.140998 = -2328666.526570 nChanged 274 SP:Iteration 13Q (13256.500000 sec): 3 clusters Score: Raw -2333715.855013 + Penalty 4831.140998 = -2328884.714016 nChanged 173 SP:Iteration 14Q (13256.770000 sec): 3 clusters Score: Raw -2333867.105031 + Penalty 4831.140998 = -2329035.964033 nChanged 117 SP:Iteration 15Q (13257.020000 sec): 3 clusters Score: Raw -2333967.619709 + Penalty 4831.140998 = -2329136.478711 nChanged 68 SP:Iteration 16Q (13257.310000 sec): 3 clusters Score: Raw -2334020.815108 + Penalty 4831.140998 = -2329189.674110 nChanged 51 SP:Iteration 17Q (13257.590000 sec): 3 clusters Score: Raw -2334064.143345 + Penalty 4831.140998 = -2329233.002348 nChanged 30 SP:Iteration 18Q (13257.920000 sec): 3 clusters Score: Raw -2334089.840844 + Penalty 4831.140998 = -2329258.699847 nChanged 30 SP:Iteration 19Q (13258.190000 sec): 3 clusters Score: Raw -2334113.117774 + Penalty 4831.140998 = -2329281.976776 nChanged 15 SP:Iteration 20F (13258.510000 sec): 3 clusters Score: Raw -2334124.840741 + Penalty 4831.140998 = -2329293.699743 nChanged 16 SP:Iteration 21Q (13258.750000 sec): 3 clusters Score: Raw -2334137.989642 + Penalty 4831.140998 = -2329306.848645 nChanged 11 SP:Iteration 22Q (13259.020000 sec): 3 clusters Score: Raw -2334146.357159 + Penalty 4831.140998 = -2329315.216161 nChanged 9 SP:Iteration 23Q (13259.350000 sec): 3 clusters Score: Raw -2334152.861971 + Penalty 4831.140998 = -2329321.720973 nChanged 10 SP:Iteration 24Q (13259.630000 sec): 3 clusters Score: Raw -2334160.314072 + Penalty 4831.140998 = -2329329.173074 nChanged 9 SP:Iteration 25Q (13259.910000 sec): 3 clusters Score: Raw -2334172.778861 + Penalty 4831.140998 = -2329341.637863 nChanged 6 SP:Iteration 26Q (13260.190000 sec): 3 clusters Score: Raw -2334179.703331 + Penalty 4831.140998 = -2329348.562334 nChanged 7 SP:Iteration 27Q (13260.440000 sec): 3 clusters Score: Raw -2334188.228241 + Penalty 4831.140998 = -2329357.087243 nChanged 4 SP:Iteration 28Q (13260.720000 sec): 3 clusters Score: Raw -2334191.575442 + Penalty 4831.140998 = -2329360.434444 nChanged 3 SP:Iteration 29Q (13261.000000 sec): 3 clusters Score: Raw -2334194.487928 + Penalty 4831.140998 = -2329363.346930 nChanged 4 SP:Iteration 30Q (13261.300000 sec): 3 clusters Score: Raw -2334199.711362 + Penalty 4831.140998 = -2329368.570365 nChanged 9 SP:Iteration 31Q (13261.560000 sec): 3 clusters Score: Raw -2334207.469359 + Penalty 4831.140998 = -2329376.328362 nChanged 4 SP:Iteration 32Q (13261.820000 sec): 3 clusters Score: Raw -2334209.478595 + Penalty 4831.140998 = -2329378.337597 nChanged 2 SP:Iteration 33Q (13262.040000 sec): 3 clusters Score: Raw -2334211.339905 + Penalty 4831.140998 = -2329380.198907 nChanged 2 SP:Iteration 34Q (13262.320000 sec): 3 clusters Score: Raw -2334213.406039 + Penalty 4831.140998 = -2329382.265042 nChanged 3 SP:Iteration 35Q (13262.560000 sec): 3 clusters Score: Raw -2334217.288701 + Penalty 4831.140998 = -2329386.147703 nChanged 3 SP:Iteration 36Q (13262.840000 sec): 3 clusters Score: Raw -2334220.025436 + Penalty 4831.140998 = -2329388.884438 nChanged 3 SP:Iteration 37Q (13263.040000 sec): 3 clusters Score: Raw -2334223.083575 + Penalty 4831.140998 = -2329391.942578 nChanged 0 SP:Iteration 38F (13263.300000 sec): 3 clusters Score: Raw -2334223.083575 + Penalty 4831.140998 = -2329391.942578 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13263.400000 sec): 2 clusters Score: Raw -103675.435846 + Penalty 1656.228844 = -102019.207001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13263.590000 sec): 3 clusters Score: Raw -103555.624549 + Penalty 3312.457689 = -100243.166860 nChanged 201 SP:Iteration 1F (13263.800000 sec): 3 clusters Score: Raw -103814.956364 + Penalty 3312.457689 = -100502.498675 nChanged 49 SP:Iteration 2F (13264.030000 sec): 3 clusters Score: Raw -103903.756395 + Penalty 3312.457689 = -100591.298706 nChanged 25 SP:Iteration 3Q (13264.190000 sec): 3 clusters Score: Raw -103949.914731 + Penalty 3312.457689 = -100637.457042 nChanged 17 SP:Iteration 4Q (13264.380000 sec): 3 clusters Score: Raw -103979.258258 + Penalty 3312.457689 = -100666.800570 nChanged 15 SP:Iteration 5Q (13264.580000 sec): 3 clusters Score: Raw -104009.236061 + Penalty 3312.457689 = -100696.778372 nChanged 5 SP:Iteration 6Q (13264.740000 sec): 3 clusters Score: Raw -104020.531273 + Penalty 3312.457689 = -100708.073584 nChanged 6 SP:Iteration 7Q (13264.940000 sec): 3 clusters Score: Raw -104030.606472 + Penalty 3312.457689 = -100718.148783 nChanged 8 SP:Iteration 8Q (13265.110000 sec): 3 clusters Score: Raw -104041.607682 + Penalty 3312.457689 = -100729.149993 nChanged 2 SP:Iteration 9Q (13265.340000 sec): 3 clusters Score: Raw -104043.377088 + Penalty 3312.457689 = -100730.919399 nChanged 1 SP:Iteration 10Q (13265.550000 sec): 3 clusters Score: Raw -104045.504176 + Penalty 3312.457689 = -100733.046487 nChanged 2 SP:Iteration 11Q (13265.730000 sec): 3 clusters Score: Raw -104048.543083 + Penalty 3312.457689 = -100736.085394 nChanged 0 SP:Iteration 12F (13265.930000 sec): 3 clusters Score: Raw -104048.543083 + Penalty 3312.457689 = -100736.085394 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13266.100000 sec): 2 clusters Score: Raw -289455.678224 + Penalty 1909.336178 = -287546.342046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13266.270000 sec): 3 clusters Score: Raw -288615.285397 + Penalty 3818.672355 = -284796.613042 nChanged 697 SP:Iteration 1F (13266.430000 sec): 3 clusters Score: Raw -289124.976563 + Penalty 3818.672355 = -285306.304208 nChanged 187 SP:Iteration 2F (13266.620000 sec): 3 clusters Score: Raw -289278.011661 + Penalty 3818.672355 = -285459.339306 nChanged 82 SP:Iteration 3Q (13266.800000 sec): 3 clusters Score: Raw -289330.112952 + Penalty 3818.672355 = -285511.440597 nChanged 38 SP:Iteration 4Q (13267.010000 sec): 3 clusters Score: Raw -289358.187460 + Penalty 3818.672355 = -285539.515105 nChanged 31 SP:Iteration 5Q (13267.190000 sec): 3 clusters Score: Raw -289377.581322 + Penalty 3818.672355 = -285558.908967 nChanged 23 SP:Iteration 6Q (13267.350000 sec): 3 clusters Score: Raw -289393.848929 + Penalty 3818.672355 = -285575.176574 nChanged 18 SP:Iteration 7Q (13267.580000 sec): 3 clusters Score: Raw -289402.113643 + Penalty 3818.672355 = -285583.441288 nChanged 10 SP:Iteration 8Q (13267.820000 sec): 3 clusters Score: Raw -289407.023433 + Penalty 3818.672355 = -285588.351078 nChanged 11 SP:Iteration 9Q (13267.980000 sec): 3 clusters Score: Raw -289414.126820 + Penalty 3818.672355 = -285595.454465 nChanged 11 SP:Iteration 10Q (13268.170000 sec): 3 clusters Score: Raw -289423.530059 + Penalty 3818.672355 = -285604.857703 nChanged 12 SP:Iteration 11Q (13268.410000 sec): 3 clusters Score: Raw -289430.945576 + Penalty 3818.672355 = -285612.273221 nChanged 7 SP:Iteration 12Q (13268.610000 sec): 3 clusters Score: Raw -289434.921066 + Penalty 3818.672355 = -285616.248711 nChanged 8 SP:Iteration 13Q (13268.820000 sec): 3 clusters Score: Raw -289439.054324 + Penalty 3818.672355 = -285620.381969 nChanged 6 SP:Iteration 14Q (13268.990000 sec): 3 clusters Score: Raw -289442.756826 + Penalty 3818.672355 = -285624.084471 nChanged 6 SP:Iteration 15Q (13269.130000 sec): 3 clusters Score: Raw -289445.911623 + Penalty 3818.672355 = -285627.239268 nChanged 6 SP:Iteration 16Q (13269.330000 sec): 3 clusters Score: Raw -289448.856610 + Penalty 3818.672355 = -285630.184255 nChanged 1 SP:Iteration 17Q (13269.530000 sec): 3 clusters Score: Raw -289449.170884 + Penalty 3818.672355 = -285630.498529 nChanged 1 SP:Iteration 18Q (13269.680000 sec): 3 clusters Score: Raw -289449.574880 + Penalty 3818.672355 = -285630.902524 nChanged 1 SP:Iteration 19Q (13269.850000 sec): 3 clusters Score: Raw -289450.110658 + Penalty 3818.672355 = -285631.438303 nChanged 1 SP:Iteration 20F (13270.060000 sec): 3 clusters Score: Raw -289450.560974 + Penalty 3818.672355 = -285631.888619 nChanged 2 SP:Iteration 21Q (13270.220000 sec): 3 clusters Score: Raw -289450.957494 + Penalty 3818.672355 = -285632.285139 nChanged 3 SP:Iteration 22Q (13270.400000 sec): 3 clusters Score: Raw -289452.421088 + Penalty 3818.672355 = -285633.748733 nChanged 2 SP:Iteration 23Q (13270.600000 sec): 3 clusters Score: Raw -289453.472733 + Penalty 3818.672355 = -285634.800378 nChanged 1 SP:Iteration 24Q (13270.770000 sec): 3 clusters Score: Raw -289454.084551 + Penalty 3818.672355 = -285635.412196 nChanged 1 SP:Iteration 25Q (13270.940000 sec): 3 clusters Score: Raw -289455.034798 + Penalty 3818.672355 = -285636.362443 nChanged 2 SP:Iteration 26Q (13271.080000 sec): 3 clusters Score: Raw -289455.916644 + Penalty 3818.672355 = -285637.244289 nChanged 2 SP:Iteration 27Q (13271.260000 sec): 3 clusters Score: Raw -289457.431315 + Penalty 3818.672355 = -285638.758960 nChanged 3 SP:Iteration 28Q (13271.440000 sec): 3 clusters Score: Raw -289459.197340 + Penalty 3818.672355 = -285640.524985 nChanged 2 SP:Iteration 29Q (13271.650000 sec): 3 clusters Score: Raw -289460.060261 + Penalty 3818.672355 = -285641.387906 nChanged 2 SP:Iteration 30Q (13271.840000 sec): 3 clusters Score: Raw -289460.407593 + Penalty 3818.672355 = -285641.735238 nChanged 1 SP:Iteration 31Q (13272.010000 sec): 3 clusters Score: Raw -289460.641597 + Penalty 3818.672355 = -285641.969242 nChanged 1 SP:Iteration 32Q (13272.180000 sec): 3 clusters Score: Raw -289461.491781 + Penalty 3818.672355 = -285642.819426 nChanged 1 SP:Iteration 33Q (13272.320000 sec): 3 clusters Score: Raw -289461.974736 + Penalty 3818.672355 = -285643.302381 nChanged 0 SP:Iteration 34F (13272.520000 sec): 3 clusters Score: Raw -289461.974736 + Penalty 3818.672355 = -285643.302381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13272.610000 sec): 2 clusters Score: Raw -283085.611407 + Penalty 1900.058716 = -281185.552691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13272.800000 sec): 3 clusters Score: Raw -282301.536139 + Penalty 3800.117432 = -278501.418706 nChanged 689 SP:Iteration 1F (13272.970000 sec): 3 clusters Score: Raw -282840.720339 + Penalty 3800.117432 = -279040.602906 nChanged 175 SP:Iteration 2F (13273.170000 sec): 3 clusters Score: Raw -283021.076021 + Penalty 3800.117432 = -279220.958589 nChanged 121 SP:Iteration 3F (13273.360000 sec): 3 clusters Score: Raw -283150.877993 + Penalty 3800.117432 = -279350.760561 nChanged 82 SP:Iteration 4Q (13273.540000 sec): 3 clusters Score: Raw -283228.785665 + Penalty 3800.117432 = -279428.668232 nChanged 59 SP:Iteration 5Q (13273.740000 sec): 3 clusters Score: Raw -283280.665291 + Penalty 3800.117432 = -279480.547859 nChanged 49 SP:Iteration 6Q (13273.930000 sec): 3 clusters Score: Raw -283321.440491 + Penalty 3800.117432 = -279521.323059 nChanged 35 SP:Iteration 7Q (13274.100000 sec): 3 clusters Score: Raw -283348.481007 + Penalty 3800.117432 = -279548.363575 nChanged 21 SP:Iteration 8Q (13274.310000 sec): 3 clusters Score: Raw -283363.029515 + Penalty 3800.117432 = -279562.912083 nChanged 15 SP:Iteration 9Q (13274.550000 sec): 3 clusters Score: Raw -283373.111273 + Penalty 3800.117432 = -279572.993841 nChanged 11 SP:Iteration 10Q (13274.760000 sec): 3 clusters Score: Raw -283380.779474 + Penalty 3800.117432 = -279580.662041 nChanged 15 SP:Iteration 11Q (13274.990000 sec): 3 clusters Score: Raw -283394.970321 + Penalty 3800.117432 = -279594.852889 nChanged 19 SP:Iteration 12Q (13275.150000 sec): 3 clusters Score: Raw -283409.654801 + Penalty 3800.117432 = -279609.537369 nChanged 9 SP:Iteration 13Q (13275.380000 sec): 3 clusters Score: Raw -283415.436288 + Penalty 3800.117432 = -279615.318856 nChanged 10 SP:Iteration 14Q (13275.520000 sec): 3 clusters Score: Raw -283420.705405 + Penalty 3800.117432 = -279620.587972 nChanged 10 SP:Iteration 15Q (13275.730000 sec): 3 clusters Score: Raw -283431.018551 + Penalty 3800.117432 = -279630.901119 nChanged 11 SP:Iteration 16Q (13275.900000 sec): 3 clusters Score: Raw -283441.498732 + Penalty 3800.117432 = -279641.381300 nChanged 12 SP:Iteration 17Q (13276.090000 sec): 3 clusters Score: Raw -283454.167253 + Penalty 3800.117432 = -279654.049821 nChanged 23 SP:Iteration 18Q (13276.270000 sec): 3 clusters Score: Raw -283471.488796 + Penalty 3800.117432 = -279671.371364 nChanged 15 SP:Iteration 19Q (13276.470000 sec): 3 clusters Score: Raw -283488.310335 + Penalty 3800.117432 = -279688.192903 nChanged 14 SP:Iteration 20F (13276.620000 sec): 3 clusters Score: Raw -283500.651737 + Penalty 3800.117432 = -279700.534305 nChanged 19 SP:Iteration 21Q (13276.860000 sec): 3 clusters Score: Raw -283519.009278 + Penalty 3800.117432 = -279718.891845 nChanged 14 SP:Iteration 22Q (13277.020000 sec): 3 clusters Score: Raw -283529.730670 + Penalty 3800.117432 = -279729.613238 nChanged 16 SP:Iteration 23Q (13277.220000 sec): 3 clusters Score: Raw -283546.133532 + Penalty 3800.117432 = -279746.016100 nChanged 18 SP:Iteration 24Q (13277.380000 sec): 3 clusters Score: Raw -283567.576186 + Penalty 3800.117432 = -279767.458754 nChanged 19 SP:Iteration 25Q (13277.570000 sec): 3 clusters Score: Raw -283584.026218 + Penalty 3800.117432 = -279783.908786 nChanged 19 SP:Iteration 26Q (13277.760000 sec): 3 clusters Score: Raw -283603.250845 + Penalty 3800.117432 = -279803.133413 nChanged 27 SP:Iteration 27Q (13277.920000 sec): 3 clusters Score: Raw -283635.067935 + Penalty 3800.117432 = -279834.950502 nChanged 27 SP:Iteration 28Q (13278.070000 sec): 3 clusters Score: Raw -283663.250253 + Penalty 3800.117432 = -279863.132820 nChanged 28 SP:Iteration 29Q (13278.260000 sec): 3 clusters Score: Raw -283691.763802 + Penalty 3800.117432 = -279891.646370 nChanged 30 SP:Iteration 30Q (13278.480000 sec): 3 clusters Score: Raw -283716.607001 + Penalty 3800.117432 = -279916.489569 nChanged 24 SP:Iteration 31Q (13278.640000 sec): 3 clusters Score: Raw -283739.960876 + Penalty 3800.117432 = -279939.843444 nChanged 33 SP:Iteration 32Q (13278.810000 sec): 3 clusters Score: Raw -283783.285805 + Penalty 3800.117432 = -279983.168373 nChanged 35 SP:Iteration 33Q (13278.980000 sec): 3 clusters Score: Raw -283833.422916 + Penalty 3800.117432 = -280033.305484 nChanged 38 SP:Iteration 34Q (13279.160000 sec): 3 clusters Score: Raw -283878.634139 + Penalty 3800.117432 = -280078.516706 nChanged 25 SP:Iteration 35Q (13279.350000 sec): 3 clusters Score: Raw -283910.403369 + Penalty 3800.117432 = -280110.285937 nChanged 18 SP:Iteration 36Q (13279.520000 sec): 3 clusters Score: Raw -283927.915116 + Penalty 3800.117432 = -280127.797683 nChanged 12 SP:Iteration 37Q (13279.710000 sec): 3 clusters Score: Raw -283941.980710 + Penalty 3800.117432 = -280141.863277 nChanged 6 SP:Iteration 38Q (13279.900000 sec): 3 clusters Score: Raw -283945.515066 + Penalty 3800.117432 = -280145.397634 nChanged 2 SP:Iteration 39Q (13280.030000 sec): 3 clusters Score: Raw -283946.341212 + Penalty 3800.117432 = -280146.223780 nChanged 2 SP:Iteration 40F (13280.190000 sec): 3 clusters Score: Raw -283949.649977 + Penalty 3800.117432 = -280149.532545 nChanged 1 SP:Iteration 41Q (13280.360000 sec): 3 clusters Score: Raw -283950.445977 + Penalty 3800.117432 = -280150.328544 nChanged 1 SP:Iteration 42Q (13280.510000 sec): 3 clusters Score: Raw -283950.707992 + Penalty 3800.117432 = -280150.590560 nChanged 1 SP:Iteration 43Q (13280.690000 sec): 3 clusters Score: Raw -283951.349521 + Penalty 3800.117432 = -280151.232089 nChanged 1 SP:Iteration 44Q (13280.870000 sec): 3 clusters Score: Raw -283951.791792 + Penalty 3800.117432 = -280151.674359 nChanged 2 SP:Iteration 45Q (13281.060000 sec): 3 clusters Score: Raw -283953.182138 + Penalty 3800.117432 = -280153.064706 nChanged 0 SP:Iteration 46F (13281.270000 sec): 3 clusters Score: Raw -283953.182138 + Penalty 3800.117432 = -280153.064706 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13281.380000 sec): 2 clusters Score: Raw -36752.854309 + Penalty 1446.306854 = -35306.547455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13281.530000 sec): 3 clusters Score: Raw -37127.614105 + Penalty 2892.613709 = -34235.000396 nChanged 73 SP:Iteration 1F (13281.700000 sec): 3 clusters Score: Raw -37440.049022 + Penalty 2892.613709 = -34547.435313 nChanged 28 SP:Iteration 2F (13281.900000 sec): 3 clusters Score: Raw -37589.871513 + Penalty 2892.613709 = -34697.257804 nChanged 14 SP:Iteration 3Q (13282.060000 sec): 3 clusters Score: Raw -37701.270128 + Penalty 2892.613709 = -34808.656419 nChanged 6 SP:Iteration 4Q (13282.250000 sec): 3 clusters Score: Raw -37739.772998 + Penalty 2892.613709 = -34847.159289 nChanged 1 SP:Iteration 5Q (13282.420000 sec): 3 clusters Score: Raw -37746.518966 + Penalty 2892.613709 = -34853.905257 nChanged 1 SP:Iteration 6Q (13282.600000 sec): 3 clusters Score: Raw -37752.596201 + Penalty 2892.613709 = -34859.982492 nChanged 1 SP:Iteration 7Q (13282.800000 sec): 3 clusters Score: Raw -37753.244654 + Penalty 2892.613709 = -34860.630946 nChanged 0 SP:Iteration 8F (13283.000000 sec): 3 clusters Score: Raw -37756.489308 + Penalty 2892.613709 = -34863.875599 nChanged 1 SP:Iteration 9Q (13283.190000 sec): 3 clusters Score: Raw -37783.485655 + Penalty 2892.613709 = -34890.871946 nChanged 1 SP:Iteration 10Q (13283.380000 sec): 3 clusters Score: Raw -37793.934375 + Penalty 2892.613709 = -34901.320667 nChanged 4 SP:Iteration 11Q (13283.580000 sec): 3 clusters Score: Raw -37808.865184 + Penalty 2892.613709 = -34916.251475 nChanged 3 SP:Iteration 12Q (13283.730000 sec): 3 clusters Score: Raw -37827.576548 + Penalty 2892.613709 = -34934.962840 nChanged 4 SP:Iteration 13Q (13283.930000 sec): 3 clusters Score: Raw -37847.208361 + Penalty 2892.613709 = -34954.594652 nChanged 4 SP:Iteration 14Q (13284.060000 sec): 3 clusters Score: Raw -37879.764658 + Penalty 2892.613709 = -34987.150949 nChanged 5 SP:Iteration 15Q (13284.220000 sec): 3 clusters Score: Raw -38011.045895 + Penalty 2892.613709 = -35118.432187 nChanged 5 SP:Iteration 16Q (13284.320000 sec): 3 clusters Score: Raw -38022.271335 + Penalty 2892.613709 = -35129.657627 nChanged 1 SP:Iteration 17Q (13284.500000 sec): 3 clusters Score: Raw -38023.346940 + Penalty 2892.613709 = -35130.733231 nChanged 0 SP:Iteration 18F (13284.690000 sec): 3 clusters Score: Raw -38023.346940 + Penalty 2892.613709 = -35130.733231 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13284.750000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13284.870000 sec): 3 clusters Score: Raw -44961.683500 + Penalty 2916.744361 = -42044.939139 nChanged 48 SP:Iteration 1F (13285.050000 sec): 3 clusters Score: Raw -45090.405840 + Penalty 2916.744361 = -42173.661479 nChanged 17 SP:Iteration 2Q (13285.210000 sec): 3 clusters Score: Raw -45139.290562 + Penalty 2916.744361 = -42222.546201 nChanged 6 SP:Iteration 3Q (13285.410000 sec): 3 clusters Score: Raw -45160.876367 + Penalty 2916.744361 = -42244.132005 nChanged 2 SP:Iteration 4Q (13285.610000 sec): 3 clusters Score: Raw -45174.812897 + Penalty 2916.744361 = -42258.068536 nChanged 1 SP:Iteration 5Q (13285.830000 sec): 3 clusters Score: Raw -45177.049538 + Penalty 2916.744361 = -42260.305176 nChanged 1 SP:Iteration 6Q (13286.020000 sec): 3 clusters Score: Raw -45180.125346 + Penalty 2916.744361 = -42263.380985 nChanged 0 SP:Iteration 7F (13286.210000 sec): 3 clusters Score: Raw -45180.125346 + Penalty 2916.744361 = -42263.380985 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13286.320000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13286.530000 sec): 3 clusters Score: Raw -73775.247690 + Penalty 3128.816827 = -70646.430863 nChanged 115 SP:Iteration 1F (13286.740000 sec): 3 clusters Score: Raw -73983.893518 + Penalty 3128.816827 = -70855.076691 nChanged 23 SP:Iteration 2Q (13286.940000 sec): 3 clusters Score: Raw -74036.184640 + Penalty 3128.816827 = -70907.367814 nChanged 9 SP:Iteration 3Q (13287.120000 sec): 3 clusters Score: Raw -74057.532525 + Penalty 3128.816827 = -70928.715698 nChanged 5 SP:Iteration 4Q (13287.340000 sec): 3 clusters Score: Raw -74066.303822 + Penalty 3128.816827 = -70937.486995 nChanged 4 SP:Iteration 5Q (13287.540000 sec): 3 clusters Score: Raw -74074.517639 + Penalty 3128.816827 = -70945.700812 nChanged 1 SP:Iteration 6Q (13287.730000 sec): 3 clusters Score: Raw -74076.500087 + Penalty 3128.816827 = -70947.683260 nChanged 1 SP:Iteration 7Q (13287.900000 sec): 3 clusters Score: Raw -74078.123632 + Penalty 3128.816827 = -70949.306805 nChanged 1 SP:Iteration 8Q (13288.100000 sec): 3 clusters Score: Raw -74079.369948 + Penalty 3128.816827 = -70950.553121 nChanged 0 SP:Iteration 9F (13288.300000 sec): 3 clusters Score: Raw -74079.369948 + Penalty 3128.816827 = -70950.553121 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13288.400000 sec): 2 clusters Score: Raw -19742.160124 + Penalty 1323.709444 = -18418.450680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13288.560000 sec): 3 clusters Score: Raw -19966.099098 + Penalty 2647.418888 = -17318.680210 nChanged 25 SP:Iteration 1F (13288.780000 sec): 3 clusters Score: Raw -20168.946540 + Penalty 2647.418888 = -17521.527652 nChanged 12 SP:Iteration 2F (13289.020000 sec): 3 clusters Score: Raw -20310.799752 + Penalty 2647.418888 = -17663.380865 nChanged 3 SP:Iteration 3Q (13289.240000 sec): 3 clusters Score: Raw -20381.482298 + Penalty 2647.418888 = -17734.063411 nChanged 3 SP:Iteration 4Q (13289.440000 sec): 3 clusters Score: Raw -20403.929765 + Penalty 2647.418888 = -17756.510877 nChanged 2 SP:Iteration 5Q (13289.630000 sec): 3 clusters Score: Raw -20412.339221 + Penalty 2647.418888 = -17764.920333 nChanged 0 SP:Iteration 6F (13289.790000 sec): 3 clusters Score: Raw -20412.339221 + Penalty 2647.418888 = -17764.920333 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13289.910000 sec): 2 clusters Score: Raw -28075.675961 + Penalty 1350.790868 = -26724.885093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13290.100000 sec): 3 clusters Score: Raw -28243.326397 + Penalty 2701.581736 = -25541.744660 nChanged 22 SP:Iteration 1F (13290.290000 sec): 3 clusters Score: Raw -28304.346809 + Penalty 2701.581736 = -25602.765072 nChanged 3 SP:Iteration 2Q (13290.460000 sec): 3 clusters Score: Raw -28332.981925 + Penalty 2701.581736 = -25631.400188 nChanged 4 SP:Iteration 3Q (13290.680000 sec): 3 clusters Score: Raw -28395.491606 + Penalty 2701.581736 = -25693.909870 nChanged 0 SP:Iteration 4F (13290.860000 sec): 3 clusters Score: Raw -28395.491606 + Penalty 2701.581736 = -25693.909870 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13290.970000 sec): 2 clusters Score: Raw -70190.066349 + Penalty 1565.759915 = -68624.306434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13291.150000 sec): 3 clusters Score: Raw -70199.963134 + Penalty 3131.519831 = -67068.443303 nChanged 115 SP:Iteration 1F (13291.340000 sec): 3 clusters Score: Raw -70423.484391 + Penalty 3131.519831 = -67291.964560 nChanged 28 SP:Iteration 2F (13291.480000 sec): 3 clusters Score: Raw -70487.046741 + Penalty 3131.519831 = -67355.526910 nChanged 16 SP:Iteration 3Q (13291.700000 sec): 3 clusters Score: Raw -70526.426623 + Penalty 3131.519831 = -67394.906792 nChanged 10 SP:Iteration 4Q (13291.820000 sec): 3 clusters Score: Raw -70548.925254 + Penalty 3131.519831 = -67417.405423 nChanged 2 SP:Iteration 5Q (13292.000000 sec): 3 clusters Score: Raw -70553.188352 + Penalty 3131.519831 = -67421.668521 nChanged 3 SP:Iteration 6Q (13292.170000 sec): 3 clusters Score: Raw -70558.839979 + Penalty 3131.519831 = -67427.320148 nChanged 1 SP:Iteration 7Q (13292.330000 sec): 3 clusters Score: Raw -70559.832534 + Penalty 3131.519831 = -67428.312703 nChanged 1 SP:Iteration 8Q (13292.540000 sec): 3 clusters Score: Raw -70562.056113 + Penalty 3131.519831 = -67430.536282 nChanged 0 SP:Iteration 9F (13292.680000 sec): 3 clusters Score: Raw -70562.056113 + Penalty 3131.519831 = -67430.536282 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (26593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13292.930000 sec): 2 clusters Score: Raw -3592152.805009 + Penalty 2526.724019 = -3589626.080990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13293.270000 sec): 3 clusters Score: Raw -3576430.824173 + Penalty 5053.448038 = -3571377.376135 nChanged 11778 SP:Iteration 1F (13293.640000 sec): 3 clusters Score: Raw -3582691.914096 + Penalty 5053.448038 = -3577638.466058 nChanged 1167 SP:Iteration 2Q (13294.040000 sec): 3 clusters Score: Raw -3583053.894363 + Penalty 5053.448038 = -3578000.446325 nChanged 1067 SP:Iteration 3Q (13294.360000 sec): 3 clusters Score: Raw -3583405.602708 + Penalty 5053.448038 = -3578352.154670 nChanged 1007 SP:Iteration 4Q (13294.720000 sec): 3 clusters Score: Raw -3583796.099123 + Penalty 5053.448038 = -3578742.651085 nChanged 1089 SP:Iteration 5Q (13295.070000 sec): 3 clusters Score: Raw -3584340.396128 + Penalty 5053.448038 = -3579286.948090 nChanged 1172 SP:Iteration 6Q (13295.420000 sec): 3 clusters Score: Raw -3585039.558458 + Penalty 5053.448038 = -3579986.110420 nChanged 1279 SP:Iteration 7Q (13295.840000 sec): 3 clusters Score: Raw -3585850.847983 + Penalty 5053.448038 = -3580797.399945 nChanged 1386 SP:Iteration 8F (13296.220000 sec): 3 clusters Score: Raw -3586672.424322 + Penalty 5053.448038 = -3581618.976284 nChanged 1367 SP:Iteration 9F (13296.630000 sec): 3 clusters Score: Raw -3587432.773181 + Penalty 5053.448038 = -3582379.325143 nChanged 1283 SP:Iteration 10Q (13296.980000 sec): 3 clusters Score: Raw -3588067.656364 + Penalty 5053.448038 = -3583014.208326 nChanged 1133 SP:Iteration 11Q (13297.360000 sec): 3 clusters Score: Raw -3588538.830281 + Penalty 5053.448038 = -3583485.382243 nChanged 901 SP:Iteration 12Q (13297.680000 sec): 3 clusters Score: Raw -3588857.219157 + Penalty 5053.448038 = -3583803.771119 nChanged 707 SP:Iteration 13Q (13298.000000 sec): 3 clusters Score: Raw -3589117.207978 + Penalty 5053.448038 = -3584063.759940 nChanged 584 SP:Iteration 14Q (13298.320000 sec): 3 clusters Score: Raw -3589331.266811 + Penalty 5053.448038 = -3584277.818773 nChanged 514 SP:Iteration 15Q (13298.640000 sec): 3 clusters Score: Raw -3589531.278563 + Penalty 5053.448038 = -3584477.830525 nChanged 503 SP:Iteration 16Q (13298.960000 sec): 3 clusters Score: Raw -3589738.702541 + Penalty 5053.448038 = -3584685.254504 nChanged 503 SP:Iteration 17Q (13299.240000 sec): 3 clusters Score: Raw -3589971.836099 + Penalty 5053.448038 = -3584918.388061 nChanged 547 SP:Iteration 18Q (13299.550000 sec): 3 clusters Score: Raw -3590321.425682 + Penalty 5053.448038 = -3585267.977644 nChanged 612 SP:Iteration 19Q (13299.890000 sec): 3 clusters Score: Raw -3590751.061572 + Penalty 5053.448038 = -3585697.613535 nChanged 601 SP:Iteration 20F (13300.250000 sec): 3 clusters Score: Raw -3591179.291264 + Penalty 5053.448038 = -3586125.843226 nChanged 578 SP:Iteration 21Q (13300.580000 sec): 3 clusters Score: Raw -3591565.455481 + Penalty 5053.448038 = -3586512.007443 nChanged 508 SP:Iteration 22Q (13300.870000 sec): 3 clusters Score: Raw -3591861.142616 + Penalty 5053.448038 = -3586807.694578 nChanged 426 SP:Iteration 23Q (13301.230000 sec): 3 clusters Score: Raw -3592071.142379 + Penalty 5053.448038 = -3587017.694341 nChanged 351 SP:Iteration 24Q (13301.560000 sec): 3 clusters Score: Raw -3592222.149376 + Penalty 5053.448038 = -3587168.701338 nChanged 321 SP:Iteration 25Q (13301.900000 sec): 3 clusters Score: Raw -3592340.199755 + Penalty 5053.448038 = -3587286.751717 nChanged 276 SP:Iteration 26Q (13302.240000 sec): 3 clusters Score: Raw -3592434.158171 + Penalty 5053.448038 = -3587380.710133 nChanged 231 SP:Iteration 27Q (13302.530000 sec): 3 clusters Score: Raw -3592506.085206 + Penalty 5053.448038 = -3587452.637168 nChanged 224 SP:Iteration 28Q (13302.840000 sec): 3 clusters Score: Raw -3592575.258396 + Penalty 5053.448038 = -3587521.810358 nChanged 219 SP:Iteration 29Q (13303.150000 sec): 3 clusters Score: Raw -3592636.982164 + Penalty 5053.448038 = -3587583.534126 nChanged 201 SP:Iteration 30Q (13303.510000 sec): 3 clusters Score: Raw -3592695.300779 + Penalty 5053.448038 = -3587641.852741 nChanged 176 SP:Iteration 31Q (13303.820000 sec): 3 clusters Score: Raw -3592742.649649 + Penalty 5053.448038 = -3587689.201611 nChanged 150 SP:Iteration 32Q (13304.170000 sec): 3 clusters Score: Raw -3592782.898953 + Penalty 5053.448038 = -3587729.450915 nChanged 132 SP:Iteration 33Q (13304.540000 sec): 3 clusters Score: Raw -3592810.886822 + Penalty 5053.448038 = -3587757.438784 nChanged 115 SP:Iteration 34Q (13304.870000 sec): 3 clusters Score: Raw -3592834.404209 + Penalty 5053.448038 = -3587780.956171 nChanged 98 SP:Iteration 35Q (13305.160000 sec): 3 clusters Score: Raw -3592852.975837 + Penalty 5053.448038 = -3587799.527799 nChanged 74 SP:Iteration 36Q (13305.510000 sec): 3 clusters Score: Raw -3592865.159630 + Penalty 5053.448038 = -3587811.711592 nChanged 63 SP:Iteration 37Q (13305.850000 sec): 3 clusters Score: Raw -3592875.987470 + Penalty 5053.448038 = -3587822.539432 nChanged 61 SP:Iteration 38Q (13306.190000 sec): 3 clusters Score: Raw -3592887.250689 + Penalty 5053.448038 = -3587833.802651 nChanged 46 SP:Iteration 39Q (13306.550000 sec): 3 clusters Score: Raw -3592895.105608 + Penalty 5053.448038 = -3587841.657570 nChanged 46 SP:Iteration 40F (13306.840000 sec): 3 clusters Score: Raw -3592902.824645 + Penalty 5053.448038 = -3587849.376607 nChanged 47 SP:Iteration 41Q (13307.160000 sec): 3 clusters Score: Raw -3592909.524696 + Penalty 5053.448038 = -3587856.076658 nChanged 49 SP:Iteration 42Q (13307.500000 sec): 3 clusters Score: Raw -3592916.524786 + Penalty 5053.448038 = -3587863.076748 nChanged 48 SP:Iteration 43Q (13307.900000 sec): 3 clusters Score: Raw -3592924.668526 + Penalty 5053.448038 = -3587871.220489 nChanged 52 SP:Iteration 44Q (13308.250000 sec): 3 clusters Score: Raw -3592933.663966 + Penalty 5053.448038 = -3587880.215929 nChanged 50 SP:Iteration 45Q (13308.600000 sec): 3 clusters Score: Raw -3592941.448905 + Penalty 5053.448038 = -3587888.000868 nChanged 40 SP:Iteration 46Q (13308.970000 sec): 3 clusters Score: Raw -3592947.362626 + Penalty 5053.448038 = -3587893.914588 nChanged 26 SP:Iteration 47Q (13309.310000 sec): 3 clusters Score: Raw -3592951.434717 + Penalty 5053.448038 = -3587897.986679 nChanged 36 SP:Iteration 48Q (13309.680000 sec): 3 clusters Score: Raw -3592957.630463 + Penalty 5053.448038 = -3587904.182425 nChanged 22 SP:Iteration 49Q (13310.020000 sec): 3 clusters Score: Raw -3592960.645703 + Penalty 5053.448038 = -3587907.197665 nChanged 14 SP:Iteration 50Q (13310.390000 sec): 3 clusters Score: Raw -3592962.842075 + Penalty 5053.448038 = -3587909.394037 nChanged 12 SP:Iteration 51Q (13310.650000 sec): 3 clusters Score: Raw -3592964.157480 + Penalty 5053.448038 = -3587910.709442 nChanged 10 SP:Iteration 52Q (13310.930000 sec): 3 clusters Score: Raw -3592965.415397 + Penalty 5053.448038 = -3587911.967359 nChanged 10 SP:Iteration 53Q (13311.290000 sec): 3 clusters Score: Raw -3592966.901151 + Penalty 5053.448038 = -3587913.453113 nChanged 7 SP:Iteration 54Q (13311.590000 sec): 3 clusters Score: Raw -3592967.491122 + Penalty 5053.448038 = -3587914.043084 nChanged 4 SP:Iteration 55Q (13311.950000 sec): 3 clusters Score: Raw -3592967.850858 + Penalty 5053.448038 = -3587914.402821 nChanged 3 SP:Iteration 56Q (13312.300000 sec): 3 clusters Score: Raw -3592968.042131 + Penalty 5053.448038 = -3587914.594093 nChanged 3 SP:Iteration 57Q (13312.600000 sec): 3 clusters Score: Raw -3592968.406629 + Penalty 5053.448038 = -3587914.958591 nChanged 4 SP:Iteration 58Q (13312.880000 sec): 3 clusters Score: Raw -3592968.783345 + Penalty 5053.448038 = -3587915.335307 nChanged 4 SP:Iteration 59Q (13313.190000 sec): 3 clusters Score: Raw -3592969.461762 + Penalty 5053.448038 = -3587916.013724 nChanged 4 SP:Iteration 60F (13313.520000 sec): 3 clusters Score: Raw -3592969.853325 + Penalty 5053.448038 = -3587916.405287 nChanged 5 SP:Iteration 61Q (13313.870000 sec): 3 clusters Score: Raw -3592970.723356 + Penalty 5053.448038 = -3587917.275319 nChanged 9 SP:Iteration 62Q (13314.170000 sec): 3 clusters Score: Raw -3592971.901391 + Penalty 5053.448038 = -3587918.453353 nChanged 11 SP:Iteration 63Q (13314.500000 sec): 3 clusters Score: Raw -3592973.573965 + Penalty 5053.448038 = -3587920.125927 nChanged 14 SP:Iteration 64Q (13314.800000 sec): 3 clusters Score: Raw -3592975.193612 + Penalty 5053.448038 = -3587921.745574 nChanged 8 SP:Iteration 65Q (13315.140000 sec): 3 clusters Score: Raw -3592975.995494 + Penalty 5053.448038 = -3587922.547456 nChanged 7 SP:Iteration 66Q (13315.440000 sec): 3 clusters Score: Raw -3592976.757043 + Penalty 5053.448038 = -3587923.309005 nChanged 7 SP:Iteration 67Q (13315.780000 sec): 3 clusters Score: Raw -3592977.913703 + Penalty 5053.448038 = -3587924.465665 nChanged 4 SP:Iteration 68Q (13316.110000 sec): 3 clusters Score: Raw -3592978.489349 + Penalty 5053.448038 = -3587925.041311 nChanged 1 SP:Iteration 69Q (13316.450000 sec): 3 clusters Score: Raw -3592978.723361 + Penalty 5053.448038 = -3587925.275323 nChanged 3 SP:Iteration 70Q (13316.800000 sec): 3 clusters Score: Raw -3592979.210362 + Penalty 5053.448038 = -3587925.762324 nChanged 2 SP:Iteration 71Q (13317.120000 sec): 3 clusters Score: Raw -3592979.344883 + Penalty 5053.448038 = -3587925.896845 nChanged 1 SP:Iteration 72Q (13317.450000 sec): 3 clusters Score: Raw -3592979.407986 + Penalty 5053.448038 = -3587925.959948 nChanged 0 SP:Iteration 73F (13317.810000 sec): 3 clusters Score: Raw -3592979.407986 + Penalty 5053.448038 = -3587925.959948 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13317.900000 sec): 2 clusters Score: Raw -334890.228922 + Penalty 1945.857306 = -332944.371616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13318.160000 sec): 3 clusters Score: Raw -333811.112610 + Penalty 3891.714612 = -329919.397998 nChanged 881 SP:Iteration 1F (13318.340000 sec): 3 clusters Score: Raw -334494.749965 + Penalty 3891.714612 = -330603.035353 nChanged 239 SP:Iteration 2F (13318.530000 sec): 3 clusters Score: Raw -334706.541561 + Penalty 3891.714612 = -330814.826949 nChanged 141 SP:Iteration 3F (13318.750000 sec): 3 clusters Score: Raw -334829.321667 + Penalty 3891.714612 = -330937.607055 nChanged 98 SP:Iteration 4Q (13318.940000 sec): 3 clusters Score: Raw -334918.182240 + Penalty 3891.714612 = -331026.467628 nChanged 82 SP:Iteration 5Q (13319.110000 sec): 3 clusters Score: Raw -335002.535037 + Penalty 3891.714612 = -331110.820424 nChanged 72 SP:Iteration 6Q (13319.310000 sec): 3 clusters Score: Raw -335078.442946 + Penalty 3891.714612 = -331186.728333 nChanged 59 SP:Iteration 7Q (13319.490000 sec): 3 clusters Score: Raw -335128.744407 + Penalty 3891.714612 = -331237.029794 nChanged 49 SP:Iteration 8Q (13319.660000 sec): 3 clusters Score: Raw -335174.493582 + Penalty 3891.714612 = -331282.778970 nChanged 48 SP:Iteration 9Q (13319.880000 sec): 3 clusters Score: Raw -335203.801227 + Penalty 3891.714612 = -331312.086615 nChanged 33 SP:Iteration 10Q (13320.040000 sec): 3 clusters Score: Raw -335223.919647 + Penalty 3891.714612 = -331332.205035 nChanged 31 SP:Iteration 11Q (13320.230000 sec): 3 clusters Score: Raw -335243.427796 + Penalty 3891.714612 = -331351.713183 nChanged 25 SP:Iteration 12Q (13320.410000 sec): 3 clusters Score: Raw -335258.375627 + Penalty 3891.714612 = -331366.661014 nChanged 20 SP:Iteration 13Q (13320.590000 sec): 3 clusters Score: Raw -335270.731060 + Penalty 3891.714612 = -331379.016447 nChanged 20 SP:Iteration 14Q (13320.810000 sec): 3 clusters Score: Raw -335282.952086 + Penalty 3891.714612 = -331391.237474 nChanged 13 SP:Iteration 15Q (13321.000000 sec): 3 clusters Score: Raw -335290.381962 + Penalty 3891.714612 = -331398.667350 nChanged 18 SP:Iteration 16Q (13321.180000 sec): 3 clusters Score: Raw -335298.594775 + Penalty 3891.714612 = -331406.880163 nChanged 18 SP:Iteration 17Q (13321.360000 sec): 3 clusters Score: Raw -335309.289432 + Penalty 3891.714612 = -331417.574819 nChanged 14 SP:Iteration 18Q (13321.560000 sec): 3 clusters Score: Raw -335318.252009 + Penalty 3891.714612 = -331426.537396 nChanged 21 SP:Iteration 19Q (13321.750000 sec): 3 clusters Score: Raw -335329.380591 + Penalty 3891.714612 = -331437.665978 nChanged 20 SP:Iteration 20F (13321.940000 sec): 3 clusters Score: Raw -335346.692322 + Penalty 3891.714612 = -331454.977709 nChanged 21 SP:Iteration 21Q (13322.140000 sec): 3 clusters Score: Raw -335359.963572 + Penalty 3891.714612 = -331468.248960 nChanged 15 SP:Iteration 22Q (13322.310000 sec): 3 clusters Score: Raw -335368.975033 + Penalty 3891.714612 = -331477.260421 nChanged 18 SP:Iteration 23Q (13322.490000 sec): 3 clusters Score: Raw -335378.114938 + Penalty 3891.714612 = -331486.400326 nChanged 20 SP:Iteration 24Q (13322.660000 sec): 3 clusters Score: Raw -335390.830046 + Penalty 3891.714612 = -331499.115433 nChanged 24 SP:Iteration 25Q (13322.900000 sec): 3 clusters Score: Raw -335406.078468 + Penalty 3891.714612 = -331514.363856 nChanged 25 SP:Iteration 26Q (13323.060000 sec): 3 clusters Score: Raw -335429.770341 + Penalty 3891.714612 = -331538.055728 nChanged 28 SP:Iteration 27Q (13323.230000 sec): 3 clusters Score: Raw -335446.801544 + Penalty 3891.714612 = -331555.086932 nChanged 25 SP:Iteration 28Q (13323.380000 sec): 3 clusters Score: Raw -335465.364347 + Penalty 3891.714612 = -331573.649735 nChanged 21 SP:Iteration 29Q (13323.550000 sec): 3 clusters Score: Raw -335478.417726 + Penalty 3891.714612 = -331586.703114 nChanged 27 SP:Iteration 30Q (13323.740000 sec): 3 clusters Score: Raw -335497.739046 + Penalty 3891.714612 = -331606.024434 nChanged 32 SP:Iteration 31Q (13323.940000 sec): 3 clusters Score: Raw -335518.226092 + Penalty 3891.714612 = -331626.511479 nChanged 22 SP:Iteration 32Q (13324.130000 sec): 3 clusters Score: Raw -335535.410173 + Penalty 3891.714612 = -331643.695560 nChanged 25 SP:Iteration 33Q (13324.310000 sec): 3 clusters Score: Raw -335552.418611 + Penalty 3891.714612 = -331660.703999 nChanged 20 SP:Iteration 34Q (13324.550000 sec): 3 clusters Score: Raw -335564.666859 + Penalty 3891.714612 = -331672.952247 nChanged 22 SP:Iteration 35Q (13324.690000 sec): 3 clusters Score: Raw -335582.514401 + Penalty 3891.714612 = -331690.799789 nChanged 21 SP:Iteration 36Q (13324.900000 sec): 3 clusters Score: Raw -335600.497562 + Penalty 3891.714612 = -331708.782949 nChanged 21 SP:Iteration 37Q (13325.070000 sec): 3 clusters Score: Raw -335621.029878 + Penalty 3891.714612 = -331729.315266 nChanged 16 SP:Iteration 38Q (13325.260000 sec): 3 clusters Score: Raw -335633.543000 + Penalty 3891.714612 = -331741.828388 nChanged 16 SP:Iteration 39Q (13325.510000 sec): 3 clusters Score: Raw -335644.731653 + Penalty 3891.714612 = -331753.017041 nChanged 18 SP:Iteration 40F (13325.690000 sec): 3 clusters Score: Raw -335655.108015 + Penalty 3891.714612 = -331763.393403 nChanged 9 SP:Iteration 41Q (13325.870000 sec): 3 clusters Score: Raw -335661.540454 + Penalty 3891.714612 = -331769.825842 nChanged 8 SP:Iteration 42Q (13326.060000 sec): 3 clusters Score: Raw -335666.200951 + Penalty 3891.714612 = -331774.486338 nChanged 3 SP:Iteration 43Q (13326.290000 sec): 3 clusters Score: Raw -335667.522232 + Penalty 3891.714612 = -331775.807619 nChanged 3 SP:Iteration 44Q (13326.450000 sec): 3 clusters Score: Raw -335670.083207 + Penalty 3891.714612 = -331778.368595 nChanged 11 SP:Iteration 45Q (13326.650000 sec): 3 clusters Score: Raw -335675.414734 + Penalty 3891.714612 = -331783.700121 nChanged 6 SP:Iteration 46Q (13326.870000 sec): 3 clusters Score: Raw -335679.753237 + Penalty 3891.714612 = -331788.038625 nChanged 11 SP:Iteration 47Q (13327.010000 sec): 3 clusters Score: Raw -335686.149888 + Penalty 3891.714612 = -331794.435276 nChanged 15 SP:Iteration 48Q (13327.210000 sec): 3 clusters Score: Raw -335692.977428 + Penalty 3891.714612 = -331801.262816 nChanged 7 SP:Iteration 49Q (13327.380000 sec): 3 clusters Score: Raw -335696.890125 + Penalty 3891.714612 = -331805.175513 nChanged 3 SP:Iteration 50Q (13327.620000 sec): 3 clusters Score: Raw -335698.219083 + Penalty 3891.714612 = -331806.504471 nChanged 2 SP:Iteration 51Q (13327.850000 sec): 3 clusters Score: Raw -335699.358053 + Penalty 3891.714612 = -331807.643440 nChanged 2 SP:Iteration 52Q (13328.020000 sec): 3 clusters Score: Raw -335699.796232 + Penalty 3891.714612 = -331808.081620 nChanged 0 SP:Iteration 53F (13328.230000 sec): 3 clusters Score: Raw -335699.796232 + Penalty 3891.714612 = -331808.081620 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13328.330000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13328.510000 sec): 3 clusters Score: Raw -102190.990186 + Penalty 3279.572353 = -98911.417833 nChanged 154 SP:Iteration 1F (13328.660000 sec): 3 clusters Score: Raw -102400.050569 + Penalty 3279.572353 = -99120.478216 nChanged 44 SP:Iteration 2F (13328.830000 sec): 3 clusters Score: Raw -102477.317512 + Penalty 3279.572353 = -99197.745159 nChanged 19 SP:Iteration 3Q (13328.970000 sec): 3 clusters Score: Raw -102503.308292 + Penalty 3279.572353 = -99223.735939 nChanged 7 SP:Iteration 4Q (13329.210000 sec): 3 clusters Score: Raw -102512.440994 + Penalty 3279.572353 = -99232.868641 nChanged 4 SP:Iteration 5Q (13329.350000 sec): 3 clusters Score: Raw -102519.527095 + Penalty 3279.572353 = -99239.954742 nChanged 2 SP:Iteration 6Q (13329.570000 sec): 3 clusters Score: Raw -102521.652188 + Penalty 3279.572353 = -99242.079835 nChanged 0 SP:Iteration 7F (13329.780000 sec): 3 clusters Score: Raw -102521.652188 + Penalty 3279.572353 = -99242.079835 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13329.950000 sec): 2 clusters Score: Raw -1397130.692260 + Penalty 2287.294180 = -1394843.398080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13330.170000 sec): 3 clusters Score: Raw -1391725.957974 + Penalty 4574.588360 = -1387151.369614 nChanged 4170 SP:Iteration 1F (13330.450000 sec): 3 clusters Score: Raw -1393840.993925 + Penalty 4574.588360 = -1389266.405565 nChanged 641 SP:Iteration 2F (13330.710000 sec): 3 clusters Score: Raw -1394139.875652 + Penalty 4574.588360 = -1389565.287292 nChanged 499 SP:Iteration 3Q (13330.920000 sec): 3 clusters Score: Raw -1394364.398113 + Penalty 4574.588360 = -1389789.809753 nChanged 442 SP:Iteration 4Q (13331.150000 sec): 3 clusters Score: Raw -1394566.258275 + Penalty 4574.588360 = -1389991.669915 nChanged 429 SP:Iteration 5Q (13331.400000 sec): 3 clusters Score: Raw -1394761.107493 + Penalty 4574.588360 = -1390186.519133 nChanged 387 SP:Iteration 6Q (13331.690000 sec): 3 clusters Score: Raw -1394924.878068 + Penalty 4574.588360 = -1390350.289708 nChanged 368 SP:Iteration 7Q (13331.930000 sec): 3 clusters Score: Raw -1395084.588222 + Penalty 4574.588360 = -1390509.999862 nChanged 353 SP:Iteration 8Q (13332.260000 sec): 3 clusters Score: Raw -1395264.484684 + Penalty 4574.588360 = -1390689.896324 nChanged 401 SP:Iteration 9Q (13332.490000 sec): 3 clusters Score: Raw -1395483.340626 + Penalty 4574.588360 = -1390908.752266 nChanged 424 SP:Iteration 10Q (13332.710000 sec): 3 clusters Score: Raw -1395727.941154 + Penalty 4574.588360 = -1391153.352793 nChanged 397 SP:Iteration 11Q (13332.960000 sec): 3 clusters Score: Raw -1395937.494952 + Penalty 4574.588360 = -1391362.906592 nChanged 345 SP:Iteration 12Q (13333.190000 sec): 3 clusters Score: Raw -1396105.316812 + Penalty 4574.588360 = -1391530.728452 nChanged 269 SP:Iteration 13Q (13333.450000 sec): 3 clusters Score: Raw -1396217.180133 + Penalty 4574.588360 = -1391642.591773 nChanged 221 SP:Iteration 14Q (13333.680000 sec): 3 clusters Score: Raw -1396314.647846 + Penalty 4574.588360 = -1391740.059486 nChanged 201 SP:Iteration 15Q (13333.910000 sec): 3 clusters Score: Raw -1396397.811290 + Penalty 4574.588360 = -1391823.222930 nChanged 175 SP:Iteration 16Q (13334.170000 sec): 3 clusters Score: Raw -1396478.089234 + Penalty 4574.588360 = -1391903.500874 nChanged 192 SP:Iteration 17Q (13334.390000 sec): 3 clusters Score: Raw -1396574.789548 + Penalty 4574.588360 = -1392000.201188 nChanged 186 SP:Iteration 18Q (13334.650000 sec): 3 clusters Score: Raw -1396657.508021 + Penalty 4574.588360 = -1392082.919661 nChanged 150 SP:Iteration 19Q (13334.900000 sec): 3 clusters Score: Raw -1396728.264427 + Penalty 4574.588360 = -1392153.676067 nChanged 117 SP:Iteration 20F (13335.210000 sec): 3 clusters Score: Raw -1396791.875607 + Penalty 4574.588360 = -1392217.287247 nChanged 113 SP:Iteration 21Q (13335.430000 sec): 3 clusters Score: Raw -1396836.133642 + Penalty 4574.588360 = -1392261.545282 nChanged 94 SP:Iteration 22Q (13335.690000 sec): 3 clusters Score: Raw -1396879.642165 + Penalty 4574.588360 = -1392305.053805 nChanged 93 SP:Iteration 23Q (13335.940000 sec): 3 clusters Score: Raw -1396934.423499 + Penalty 4574.588360 = -1392359.835139 nChanged 106 SP:Iteration 24Q (13336.190000 sec): 3 clusters Score: Raw -1396996.071160 + Penalty 4574.588360 = -1392421.482800 nChanged 89 SP:Iteration 25Q (13336.370000 sec): 3 clusters Score: Raw -1397044.518141 + Penalty 4574.588360 = -1392469.929781 nChanged 76 SP:Iteration 26Q (13336.640000 sec): 3 clusters Score: Raw -1397072.260121 + Penalty 4574.588360 = -1392497.671761 nChanged 60 SP:Iteration 27Q (13336.910000 sec): 3 clusters Score: Raw -1397096.137284 + Penalty 4574.588360 = -1392521.548924 nChanged 56 SP:Iteration 28Q (13337.150000 sec): 3 clusters Score: Raw -1397118.655218 + Penalty 4574.588360 = -1392544.066858 nChanged 55 SP:Iteration 29Q (13337.410000 sec): 3 clusters Score: Raw -1397139.879238 + Penalty 4574.588360 = -1392565.290878 nChanged 41 SP:Iteration 30Q (13337.630000 sec): 3 clusters Score: Raw -1397156.885147 + Penalty 4574.588360 = -1392582.296787 nChanged 40 SP:Iteration 31Q (13337.850000 sec): 3 clusters Score: Raw -1397173.255298 + Penalty 4574.588360 = -1392598.666938 nChanged 38 SP:Iteration 32Q (13338.070000 sec): 3 clusters Score: Raw -1397187.331378 + Penalty 4574.588360 = -1392612.743018 nChanged 36 SP:Iteration 33Q (13338.300000 sec): 3 clusters Score: Raw -1397201.084532 + Penalty 4574.588360 = -1392626.496172 nChanged 29 SP:Iteration 34Q (13338.580000 sec): 3 clusters Score: Raw -1397210.822943 + Penalty 4574.588360 = -1392636.234582 nChanged 33 SP:Iteration 35Q (13338.840000 sec): 3 clusters Score: Raw -1397224.680491 + Penalty 4574.588360 = -1392650.092131 nChanged 29 SP:Iteration 36Q (13339.050000 sec): 3 clusters Score: Raw -1397235.759429 + Penalty 4574.588360 = -1392661.171069 nChanged 26 SP:Iteration 37Q (13339.300000 sec): 3 clusters Score: Raw -1397245.784254 + Penalty 4574.588360 = -1392671.195894 nChanged 23 SP:Iteration 38Q (13339.560000 sec): 3 clusters Score: Raw -1397254.707164 + Penalty 4574.588360 = -1392680.118804 nChanged 28 SP:Iteration 39Q (13339.800000 sec): 3 clusters Score: Raw -1397263.263632 + Penalty 4574.588360 = -1392688.675272 nChanged 19 SP:Iteration 40F (13340.030000 sec): 3 clusters Score: Raw -1397269.483809 + Penalty 4574.588360 = -1392694.895449 nChanged 15 SP:Iteration 41Q (13340.280000 sec): 3 clusters Score: Raw -1397272.805313 + Penalty 4574.588360 = -1392698.216953 nChanged 13 SP:Iteration 42Q (13340.510000 sec): 3 clusters Score: Raw -1397275.514840 + Penalty 4574.588360 = -1392700.926480 nChanged 8 SP:Iteration 43Q (13340.730000 sec): 3 clusters Score: Raw -1397276.672737 + Penalty 4574.588360 = -1392702.084377 nChanged 4 SP:Iteration 44Q (13340.950000 sec): 3 clusters Score: Raw -1397277.614868 + Penalty 4574.588360 = -1392703.026508 nChanged 6 SP:Iteration 45Q (13341.270000 sec): 3 clusters Score: Raw -1397279.234817 + Penalty 4574.588360 = -1392704.646457 nChanged 8 SP:Iteration 46Q (13341.490000 sec): 3 clusters Score: Raw -1397281.406750 + Penalty 4574.588360 = -1392706.818390 nChanged 11 SP:Iteration 47Q (13341.770000 sec): 3 clusters Score: Raw -1397284.121043 + Penalty 4574.588360 = -1392709.532683 nChanged 8 SP:Iteration 48Q (13341.970000 sec): 3 clusters Score: Raw -1397286.140052 + Penalty 4574.588360 = -1392711.551692 nChanged 9 SP:Iteration 49Q (13342.210000 sec): 3 clusters Score: Raw -1397288.409845 + Penalty 4574.588360 = -1392713.821485 nChanged 8 SP:Iteration 50Q (13342.430000 sec): 3 clusters Score: Raw -1397290.636402 + Penalty 4574.588360 = -1392716.048042 nChanged 8 SP:Iteration 51Q (13342.650000 sec): 3 clusters Score: Raw -1397293.541703 + Penalty 4574.588360 = -1392718.953343 nChanged 12 SP:Iteration 52Q (13342.920000 sec): 3 clusters Score: Raw -1397296.696138 + Penalty 4574.588360 = -1392722.107778 nChanged 6 SP:Iteration 53Q (13343.180000 sec): 3 clusters Score: Raw -1397298.420220 + Penalty 4574.588360 = -1392723.831860 nChanged 7 SP:Iteration 54Q (13343.470000 sec): 3 clusters Score: Raw -1397300.499294 + Penalty 4574.588360 = -1392725.910934 nChanged 7 SP:Iteration 55Q (13343.800000 sec): 3 clusters Score: Raw -1397302.386468 + Penalty 4574.588360 = -1392727.798108 nChanged 5 SP:Iteration 56Q (13344.060000 sec): 3 clusters Score: Raw -1397303.544549 + Penalty 4574.588360 = -1392728.956189 nChanged 6 SP:Iteration 57Q (13344.260000 sec): 3 clusters Score: Raw -1397304.697941 + Penalty 4574.588360 = -1392730.109580 nChanged 5 SP:Iteration 58Q (13344.480000 sec): 3 clusters Score: Raw -1397305.642070 + Penalty 4574.588360 = -1392731.053710 nChanged 2 SP:Iteration 59Q (13344.720000 sec): 3 clusters Score: Raw -1397305.906340 + Penalty 4574.588360 = -1392731.317980 nChanged 1 SP:Iteration 60F (13344.970000 sec): 3 clusters Score: Raw -1397306.022844 + Penalty 4574.588360 = -1392731.434484 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13345.070000 sec): 2 clusters Score: Raw -184753.243102 + Penalty 1787.916384 = -182965.326719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13345.280000 sec): 3 clusters Score: Raw -184362.760007 + Penalty 3575.832767 = -180786.927240 nChanged 385 SP:Iteration 1F (13345.480000 sec): 3 clusters Score: Raw -184722.517391 + Penalty 3575.832767 = -181146.684624 nChanged 84 SP:Iteration 2F (13345.670000 sec): 3 clusters Score: Raw -184811.788706 + Penalty 3575.832767 = -181235.955938 nChanged 46 SP:Iteration 3Q (13345.860000 sec): 3 clusters Score: Raw -184867.271911 + Penalty 3575.832767 = -181291.439144 nChanged 29 SP:Iteration 4Q (13346.030000 sec): 3 clusters Score: Raw -184896.168738 + Penalty 3575.832767 = -181320.335971 nChanged 15 SP:Iteration 5Q (13346.230000 sec): 3 clusters Score: Raw -184909.018924 + Penalty 3575.832767 = -181333.186157 nChanged 13 SP:Iteration 6Q (13346.420000 sec): 3 clusters Score: Raw -184919.623385 + Penalty 3575.832767 = -181343.790618 nChanged 10 SP:Iteration 7Q (13346.620000 sec): 3 clusters Score: Raw -184928.845210 + Penalty 3575.832767 = -181353.012443 nChanged 6 SP:Iteration 8Q (13346.820000 sec): 3 clusters Score: Raw -184934.668092 + Penalty 3575.832767 = -181358.835324 nChanged 3 SP:Iteration 9Q (13347.030000 sec): 3 clusters Score: Raw -184937.905979 + Penalty 3575.832767 = -181362.073212 nChanged 4 SP:Iteration 10Q (13347.200000 sec): 3 clusters Score: Raw -184940.281519 + Penalty 3575.832767 = -181364.448752 nChanged 4 SP:Iteration 11Q (13347.400000 sec): 3 clusters Score: Raw -184943.423844 + Penalty 3575.832767 = -181367.591077 nChanged 3 SP:Iteration 12Q (13347.600000 sec): 3 clusters Score: Raw -184945.621368 + Penalty 3575.832767 = -181369.788600 nChanged 3 SP:Iteration 13Q (13347.830000 sec): 3 clusters Score: Raw -184950.978397 + Penalty 3575.832767 = -181375.145630 nChanged 7 SP:Iteration 14Q (13348.090000 sec): 3 clusters Score: Raw -184958.870101 + Penalty 3575.832767 = -181383.037334 nChanged 10 SP:Iteration 15Q (13348.250000 sec): 3 clusters Score: Raw -184968.955161 + Penalty 3575.832767 = -181393.122394 nChanged 7 SP:Iteration 16Q (13348.410000 sec): 3 clusters Score: Raw -184974.286727 + Penalty 3575.832767 = -181398.453959 nChanged 5 SP:Iteration 17Q (13348.610000 sec): 3 clusters Score: Raw -184977.232085 + Penalty 3575.832767 = -181401.399317 nChanged 3 SP:Iteration 18Q (13348.740000 sec): 3 clusters Score: Raw -184978.453578 + Penalty 3575.832767 = -181402.620811 nChanged 0 SP:Iteration 19F (13348.970000 sec): 3 clusters Score: Raw -184978.453578 + Penalty 3575.832767 = -181402.620811 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13349.090000 sec): 2 clusters Score: Raw -40654.494005 + Penalty 1447.033063 = -39207.460942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13349.240000 sec): 3 clusters Score: Raw -40917.797631 + Penalty 2894.066126 = -38023.731506 nChanged 60 SP:Iteration 1F (13349.380000 sec): 3 clusters Score: Raw -41288.661198 + Penalty 2894.066126 = -38394.595072 nChanged 41 SP:Iteration 2F (13349.520000 sec): 3 clusters Score: Raw -41566.301736 + Penalty 2894.066126 = -38672.235611 nChanged 23 SP:Iteration 3F (13349.670000 sec): 3 clusters Score: Raw -41728.709030 + Penalty 2894.066126 = -38834.642905 nChanged 7 SP:Iteration 4Q (13349.800000 sec): 3 clusters Score: Raw -41767.455835 + Penalty 2894.066126 = -38873.389710 nChanged 2 SP:Iteration 5Q (13349.960000 sec): 3 clusters Score: Raw -41785.854539 + Penalty 2894.066126 = -38891.788413 nChanged 1 SP:Iteration 6Q (13350.170000 sec): 3 clusters Score: Raw -41797.264031 + Penalty 2894.066126 = -38903.197905 nChanged 0 SP:Iteration 7F (13350.390000 sec): 3 clusters Score: Raw -41797.264031 + Penalty 2894.066126 = -38903.197905 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13350.490000 sec): 2 clusters Score: Raw -18503.745788 + Penalty 1364.312036 = -17139.433752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13350.680000 sec): 3 clusters Score: Raw -18905.942238 + Penalty 2728.624072 = -16177.318165 nChanged 51 SP:Iteration 1F (13350.860000 sec): 3 clusters Score: Raw -19371.380950 + Penalty 2728.624072 = -16642.756878 nChanged 23 SP:Iteration 2F (13351.040000 sec): 3 clusters Score: Raw -19805.383788 + Penalty 2728.624072 = -17076.759716 nChanged 8 SP:Iteration 3Q (13351.170000 sec): 3 clusters Score: Raw -19940.654868 + Penalty 2728.624072 = -17212.030796 nChanged 1 SP:Iteration 4Q (13351.340000 sec): 3 clusters Score: Raw -19950.026188 + Penalty 2728.624072 = -17221.402115 nChanged 2 SP:Iteration 5Q (13351.550000 sec): 3 clusters Score: Raw -19978.648915 + Penalty 2728.624072 = -17250.024842 nChanged 4 SP:Iteration 6Q (13351.720000 sec): 3 clusters Score: Raw -20102.470166 + Penalty 2728.624072 = -17373.846093 nChanged 1 SP:Iteration 7Q (13351.920000 sec): 3 clusters Score: Raw -20120.741454 + Penalty 2728.624072 = -17392.117381 nChanged 0 SP:Iteration 8F (13352.130000 sec): 3 clusters Score: Raw -20120.741454 + Penalty 2728.624072 = -17392.117381 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Iteration 339Q (13369.400000 sec): 25 clusters Score: Raw -78088683.943486 + Penalty 78952.998015 = -78009730.945470 nChanged 53 Iteration 340F (13399.860000 sec): 25 clusters Score: Raw -78088745.575733 + Penalty 78952.998015 = -78009792.577718 nChanged 52 Iteration 341Q (13417.520000 sec): 25 clusters Score: Raw -78088841.022035 + Penalty 78952.998015 = -78009888.024019 nChanged 41 Iteration 342Q (13434.160000 sec): 25 clusters Score: Raw -78088844.966704 + Penalty 78952.998015 = -78009891.968689 nChanged 36 Iteration 343Q (13450.850000 sec): 25 clusters Score: Raw -78088845.268730 + Penalty 78952.998015 = -78009892.270714 nChanged 28 Iteration 344Q (13468.350000 sec): 25 clusters Score: Raw -78088845.673505 + Penalty 78952.998015 = -78009892.675490 nChanged 26 Iteration 345Q (13484.490000 sec): 25 clusters Score: Raw -78088846.139352 + Penalty 78952.998015 = -78009893.141337 nChanged 34 Iteration 346Q (13499.820000 sec): 25 clusters Score: Raw -78088846.697195 + Penalty 78952.998015 = -78009893.699180 nChanged 30 Iteration 347Q (13517.080000 sec): 25 clusters Score: Raw -78088847.195010 + Penalty 78952.998015 = -78009894.196995 nChanged 23 Iteration 348Q (13532.180000 sec): 25 clusters Score: Raw -78088847.492597 + Penalty 78952.998015 = -78009894.494582 nChanged 26 Iteration 349Q (13549.230000 sec): 25 clusters Score: Raw -78088848.346410 + Penalty 78952.998015 = -78009895.348395 nChanged 33 Iteration 350Q (13565.130000 sec): 25 clusters Score: Raw -78088849.310936 + Penalty 78952.998015 = -78009896.312921 nChanged 29 Iteration 351Q (13580.220000 sec): 25 clusters Score: Raw -78088850.006534 + Penalty 78952.998015 = -78009897.008519 nChanged 36 Iteration 352Q (13595.810000 sec): 25 clusters Score: Raw -78088850.997851 + Penalty 78952.998015 = -78009897.999836 nChanged 38 Iteration 353Q (13609.530000 sec): 25 clusters Score: Raw -78088851.846310 + Penalty 78952.998015 = -78009898.848295 nChanged 41 Iteration 354Q (13624.570000 sec): 25 clusters Score: Raw -78088853.002868 + Penalty 78952.998015 = -78009900.004853 nChanged 35 Iteration 355Q (13638.260000 sec): 25 clusters Score: Raw -78088853.861663 + Penalty 78952.998015 = -78009900.863647 nChanged 32 Iteration 356Q (13655.940000 sec): 25 clusters Score: Raw -78088854.291593 + Penalty 78952.998015 = -78009901.293578 nChanged 23 Iteration 357Q (13671.490000 sec): 25 clusters Score: Raw -78088854.454866 + Penalty 78952.998015 = -78009901.456851 nChanged 18 Iteration 358Q (13686.230000 sec): 25 clusters Score: Raw -78088854.670723 + Penalty 78952.998015 = -78009901.672708 nChanged 24 Iteration 359Q (13701.200000 sec): 25 clusters Score: Raw -78088855.023207 + Penalty 78952.998015 = -78009902.025192 nChanged 16 Iteration 360F (13729.280000 sec): 25 clusters Score: Raw -78088859.472674 + Penalty 78952.998015 = -78009906.474659 nChanged 20 Iteration 361Q (13746.100000 sec): 25 clusters Score: Raw -78088900.716260 + Penalty 78952.998015 = -78009947.718245 nChanged 20 Iteration 362Q (13763.010000 sec): 25 clusters Score: Raw -78088908.185208 + Penalty 78952.998015 = -78009955.187193 nChanged 18 Iteration 363Q (13778.630000 sec): 25 clusters Score: Raw -78088908.492007 + Penalty 78952.998015 = -78009955.493992 nChanged 19 Iteration 364Q (13795.080000 sec): 25 clusters Score: Raw -78088908.771037 + Penalty 78952.998015 = -78009955.773022 nChanged 19 Iteration 365Q (13811.830000 sec): 25 clusters Score: Raw -78088909.096659 + Penalty 78952.998015 = -78009956.098643 nChanged 27 Iteration 366Q (13829.230000 sec): 25 clusters Score: Raw -78088909.542408 + Penalty 78952.998015 = -78009956.544393 nChanged 19 Iteration 367Q (13844.310000 sec): 25 clusters Score: Raw -78088909.831558 + Penalty 78952.998015 = -78009956.833543 nChanged 24 Iteration 368Q (13861.180000 sec): 25 clusters Score: Raw -78088910.267451 + Penalty 78952.998015 = -78009957.269436 nChanged 20 Iteration 369Q (13878.910000 sec): 25 clusters Score: Raw -78088910.604854 + Penalty 78952.998015 = -78009957.606838 nChanged 17 Iteration 370Q (13895.400000 sec): 25 clusters Score: Raw -78088910.952210 + Penalty 78952.998015 = -78009957.954194 nChanged 15 Iteration 371Q (13910.170000 sec): 25 clusters Score: Raw -78088911.068021 + Penalty 78952.998015 = -78009958.070006 nChanged 12 Iteration 372Q (13926.150000 sec): 25 clusters Score: Raw -78088911.139747 + Penalty 78952.998015 = -78009958.141732 nChanged 13 Iteration 373Q (13942.150000 sec): 25 clusters Score: Raw -78088911.278057 + Penalty 78952.998015 = -78009958.280041 nChanged 10 Iteration 374Q (13959.890000 sec): 25 clusters Score: Raw -78088911.490547 + Penalty 78952.998015 = -78009958.492532 nChanged 8 Iteration 375Q (13978.180000 sec): 25 clusters Score: Raw -78088911.566589 + Penalty 78952.998015 = -78009958.568573 nChanged 5 Iteration 376Q (14000.880000 sec): 25 clusters Score: Raw -78088911.661797 + Penalty 78952.998015 = -78009958.663781 nChanged 3 Iteration 377Q (14018.970000 sec): 25 clusters Score: Raw -78088911.703731 + Penalty 78952.998015 = -78009958.705716 nChanged 2 Iteration 378Q (14035.490000 sec): 25 clusters Score: Raw -78088911.706399 + Penalty 78952.998015 = -78009958.708383 nChanged 1 Writing temp clu file Because OldScore, -78009958.705716, is greater than current (better) Score,-78009958.708383 Compute initial score before splitting: Score: Raw -78088911.706399 + Penalty 78952.998015 = -78009958.708383 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (192375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14036.860000 sec): 2 clusters Score: Raw -26310297.714065 + Penalty 3017.466064 = -26307280.248001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14038.130000 sec): 3 clusters Score: Raw -26184028.767928 + Penalty 6034.932128 = -26177993.835800 nChanged 92551 SP:Iteration 1F (14039.450000 sec): 3 clusters Score: Raw -26238226.402238 + Penalty 6034.932128 = -26232191.470110 nChanged 5122 SP:Iteration 2Q (14040.810000 sec): 3 clusters Score: Raw -26239340.438027 + Penalty 6034.932128 = -26233305.505899 nChanged 5776 SP:Iteration 3Q (14042.150000 sec): 3 clusters Score: Raw -26240914.029310 + Penalty 6034.932128 = -26234879.097182 nChanged 7301 SP:Iteration 4Q (14043.490000 sec): 3 clusters Score: Raw -26243600.881207 + Penalty 6034.932128 = -26237565.949079 nChanged 10171 SP:Iteration 5F (14044.700000 sec): 3 clusters Score: Raw -26248792.938498 + Penalty 6034.932128 = -26242758.006370 nChanged 14260 SP:Iteration 6F (14045.990000 sec): 3 clusters Score: Raw -26258610.341684 + Penalty 6034.932128 = -26252575.409556 nChanged 18022 SP:Iteration 7F (14047.270000 sec): 3 clusters Score: Raw -26274458.353996 + Penalty 6034.932128 = -26268423.421868 nChanged 17853 SP:Iteration 8F (14048.550000 sec): 3 clusters Score: Raw -26292447.147452 + Penalty 6034.932128 = -26286412.215324 nChanged 11875 SP:Iteration 9F (14049.850000 sec): 3 clusters Score: Raw -26304540.529428 + Penalty 6034.932128 = -26298505.597299 nChanged 4681 SP:Iteration 10Q (14051.020000 sec): 3 clusters Score: Raw -26308981.311359 + Penalty 6034.932128 = -26302946.379231 nChanged 1208 SP:Iteration 11Q (14052.230000 sec): 3 clusters Score: Raw -26310065.085416 + Penalty 6034.932128 = -26304030.153288 nChanged 301 SP:Iteration 12Q (14053.360000 sec): 3 clusters Score: Raw -26310369.553635 + Penalty 6034.932128 = -26304334.621507 nChanged 90 SP:Iteration 13Q (14054.440000 sec): 3 clusters Score: Raw -26310481.373903 + Penalty 6034.932128 = -26304446.441775 nChanged 36 SP:Iteration 14Q (14055.520000 sec): 3 clusters Score: Raw -26310529.006465 + Penalty 6034.932128 = -26304494.074337 nChanged 13 SP:Iteration 15Q (14056.640000 sec): 3 clusters Score: Raw -26310545.955008 + Penalty 6034.932128 = -26304511.022880 nChanged 10 SP:Iteration 16Q (14057.870000 sec): 3 clusters Score: Raw -26310560.125047 + Penalty 6034.932128 = -26304525.192919 nChanged 7 SP:Iteration 17Q (14058.850000 sec): 3 clusters Score: Raw -26310572.552047 + Penalty 6034.932128 = -26304537.619918 nChanged 8 SP:Iteration 18Q (14059.980000 sec): 3 clusters Score: Raw -26310583.212532 + Penalty 6034.932128 = -26304548.280404 nChanged 5 SP:Iteration 19Q (14061.080000 sec): 3 clusters Score: Raw -26310591.254292 + Penalty 6034.932128 = -26304556.322164 nChanged 3 SP:Iteration 20F (14062.340000 sec): 3 clusters Score: Raw -26310593.742137 + Penalty 6034.932128 = -26304558.810009 nChanged 1 SP:Iteration 21Q (14063.310000 sec): 3 clusters Score: Raw -26310595.630321 + Penalty 6034.932128 = -26304560.698193 nChanged 3 SP:Iteration 22Q (14064.340000 sec): 3 clusters Score: Raw -26310600.994276 + Penalty 6034.932128 = -26304566.062148 nChanged 2 SP:Iteration 23Q (14065.430000 sec): 3 clusters Score: Raw -26310602.613770 + Penalty 6034.932128 = -26304567.681642 nChanged 2 SP:Iteration 24Q (14066.620000 sec): 3 clusters Score: Raw -26310605.354898 + Penalty 6034.932128 = -26304570.422770 nChanged 0 SP:Iteration 25F (14067.880000 sec): 3 clusters Score: Raw -26310605.354898 + Penalty 6034.932128 = -26304570.422770 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14068.100000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14068.270000 sec): 3 clusters Score: Raw -44816.838813 + Penalty 2960.478950 = -41856.359864 nChanged 58 SP:Iteration 1F (14068.480000 sec): 3 clusters Score: Raw -45050.494717 + Penalty 2960.478950 = -42090.015767 nChanged 19 SP:Iteration 2Q (14068.670000 sec): 3 clusters Score: Raw -45140.411892 + Penalty 2960.478950 = -42179.932942 nChanged 9 SP:Iteration 3Q (14068.910000 sec): 3 clusters Score: Raw -45174.624487 + Penalty 2960.478950 = -42214.145537 nChanged 5 SP:Iteration 4Q (14069.110000 sec): 3 clusters Score: Raw -45191.081249 + Penalty 2960.478950 = -42230.602300 nChanged 3 SP:Iteration 5Q (14069.300000 sec): 3 clusters Score: Raw -45196.142540 + Penalty 2960.478950 = -42235.663591 nChanged 0 SP:Iteration 6F (14069.500000 sec): 3 clusters Score: Raw -45196.142540 + Penalty 2960.478950 = -42235.663591 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (312603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14071.120000 sec): 2 clusters Score: Raw -42851975.738166 + Penalty 3137.866945 = -42848837.871221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14072.930000 sec): 3 clusters Score: Raw -42644507.233256 + Penalty 6275.733890 = -42638231.499366 nChanged 151960 SP:Iteration 1F (14074.950000 sec): 3 clusters Score: Raw -42736024.868254 + Penalty 6275.733890 = -42729749.134365 nChanged 9813 SP:Iteration 2Q (14077.010000 sec): 3 clusters Score: Raw -42738730.571010 + Penalty 6275.733890 = -42732454.837120 nChanged 11328 SP:Iteration 3Q (14079.100000 sec): 3 clusters Score: Raw -42742428.218926 + Penalty 6275.733890 = -42736152.485036 nChanged 12926 SP:Iteration 4Q (14081.250000 sec): 3 clusters Score: Raw -42747174.670468 + Penalty 6275.733890 = -42740898.936578 nChanged 14345 SP:Iteration 5Q (14083.330000 sec): 3 clusters Score: Raw -42752915.216414 + Penalty 6275.733890 = -42746639.482524 nChanged 15497 SP:Iteration 6Q (14085.330000 sec): 3 clusters Score: Raw -42759655.416159 + Penalty 6275.733890 = -42753379.682269 nChanged 16177 SP:Iteration 7F (14087.400000 sec): 3 clusters Score: Raw -42767033.766114 + Penalty 6275.733890 = -42760758.032225 nChanged 16030 SP:Iteration 8F (14089.400000 sec): 3 clusters Score: Raw -42774782.226798 + Penalty 6275.733890 = -42768506.492908 nChanged 15605 SP:Iteration 9Q (14091.460000 sec): 3 clusters Score: Raw -42782791.103342 + Penalty 6275.733890 = -42776515.369452 nChanged 14794 SP:Iteration 10Q (14093.460000 sec): 3 clusters Score: Raw -42790601.431377 + Penalty 6275.733890 = -42784325.697487 nChanged 13293 SP:Iteration 11Q (14095.400000 sec): 3 clusters Score: Raw -42796848.024248 + Penalty 6275.733890 = -42790572.290358 nChanged 10864 SP:Iteration 12Q (14097.710000 sec): 3 clusters Score: Raw -42800876.019043 + Penalty 6275.733890 = -42794600.285153 nChanged 7972 SP:Iteration 13Q (14099.890000 sec): 3 clusters Score: Raw -42802938.109890 + Penalty 6275.733890 = -42796662.376000 nChanged 5338 SP:Iteration 14Q (14101.870000 sec): 3 clusters Score: Raw -42803868.274619 + Penalty 6275.733890 = -42797592.540729 nChanged 3484 SP:Iteration 15Q (14103.890000 sec): 3 clusters Score: Raw -42804351.814744 + Penalty 6275.733890 = -42798076.080855 nChanged 2663 SP:Iteration 16Q (14105.960000 sec): 3 clusters Score: Raw -42804702.871136 + Penalty 6275.733890 = -42798427.137247 nChanged 2294 SP:Iteration 17Q (14108.010000 sec): 3 clusters Score: Raw -42805008.130562 + Penalty 6275.733890 = -42798732.396672 nChanged 2205 SP:Iteration 18Q (14110.080000 sec): 3 clusters Score: Raw -42805306.936575 + Penalty 6275.733890 = -42799031.202685 nChanged 2207 SP:Iteration 19Q (14112.190000 sec): 3 clusters Score: Raw -42805599.629093 + Penalty 6275.733890 = -42799323.895204 nChanged 2202 SP:Iteration 20F (14113.980000 sec): 3 clusters Score: Raw -42805896.621686 + Penalty 6275.733890 = -42799620.887797 nChanged 2290 SP:Iteration 21Q (14116.090000 sec): 3 clusters Score: Raw -42806199.031187 + Penalty 6275.733890 = -42799923.297297 nChanged 2199 SP:Iteration 22Q (14118.270000 sec): 3 clusters Score: Raw -42806494.355235 + Penalty 6275.733890 = -42800218.621345 nChanged 2257 SP:Iteration 23Q (14120.440000 sec): 3 clusters Score: Raw -42806817.417915 + Penalty 6275.733890 = -42800541.684025 nChanged 2303 SP:Iteration 24Q (14122.540000 sec): 3 clusters Score: Raw -42807167.180849 + Penalty 6275.733890 = -42800891.446959 nChanged 2461 SP:Iteration 25Q (14124.630000 sec): 3 clusters Score: Raw -42807557.716676 + Penalty 6275.733890 = -42801281.982786 nChanged 2644 SP:Iteration 26Q (14126.600000 sec): 3 clusters Score: Raw -42807996.921641 + Penalty 6275.733890 = -42801721.187751 nChanged 2707 SP:Iteration 27Q (14128.650000 sec): 3 clusters Score: Raw -42808476.212914 + Penalty 6275.733890 = -42802200.479024 nChanged 2923 SP:Iteration 28Q (14130.760000 sec): 3 clusters Score: Raw -42809017.380228 + Penalty 6275.733890 = -42802741.646338 nChanged 3152 SP:Iteration 29Q (14132.850000 sec): 3 clusters Score: Raw -42809630.384885 + Penalty 6275.733890 = -42803354.650995 nChanged 3234 SP:Iteration 30Q (14135.160000 sec): 3 clusters Score: Raw -42810285.963772 + Penalty 6275.733890 = -42804010.229882 nChanged 3465 SP:Iteration 31Q (14137.200000 sec): 3 clusters Score: Raw -42811022.589248 + Penalty 6275.733890 = -42804746.855359 nChanged 3650 SP:Iteration 32Q (14139.140000 sec): 3 clusters Score: Raw -42811832.758194 + Penalty 6275.733890 = -42805557.024304 nChanged 3831 SP:Iteration 33Q (14141.240000 sec): 3 clusters Score: Raw -42812683.229164 + Penalty 6275.733890 = -42806407.495274 nChanged 3860 SP:Iteration 34Q (14143.170000 sec): 3 clusters Score: Raw -42813547.843956 + Penalty 6275.733890 = -42807272.110066 nChanged 3963 SP:Iteration 35Q (14145.090000 sec): 3 clusters Score: Raw -42814471.399444 + Penalty 6275.733890 = -42808195.665554 nChanged 4098 SP:Iteration 36Q (14146.980000 sec): 3 clusters Score: Raw -42815456.929746 + Penalty 6275.733890 = -42809181.195856 nChanged 4280 SP:Iteration 37Q (14148.830000 sec): 3 clusters Score: Raw -42816554.007452 + Penalty 6275.733890 = -42810278.273562 nChanged 4507 SP:Iteration 38Q (14150.830000 sec): 3 clusters Score: Raw -42817773.039783 + Penalty 6275.733890 = -42811497.305893 nChanged 4630 SP:Iteration 39Q (14152.930000 sec): 3 clusters Score: Raw -42819081.382734 + Penalty 6275.733890 = -42812805.648845 nChanged 4762 SP:Iteration 40F (14155.100000 sec): 3 clusters Score: Raw -42820524.170201 + Penalty 6275.733890 = -42814248.436312 nChanged 4833 SP:Iteration 41Q (14157.200000 sec): 3 clusters Score: Raw -42822107.239065 + Penalty 6275.733890 = -42815831.505176 nChanged 4932 SP:Iteration 42Q (14159.170000 sec): 3 clusters Score: Raw -42823861.885717 + Penalty 6275.733890 = -42817586.151828 nChanged 5082 SP:Iteration 43Q (14161.040000 sec): 3 clusters Score: Raw -42825801.862951 + Penalty 6275.733890 = -42819526.129061 nChanged 5143 SP:Iteration 44Q (14162.930000 sec): 3 clusters Score: Raw -42827950.656412 + Penalty 6275.733890 = -42821674.922522 nChanged 5207 SP:Iteration 45Q (14164.950000 sec): 3 clusters Score: Raw -42830338.902823 + Penalty 6275.733890 = -42824063.168933 nChanged 5177 SP:Iteration 46Q (14166.910000 sec): 3 clusters Score: Raw -42832868.197977 + Penalty 6275.733890 = -42826592.464087 nChanged 4894 SP:Iteration 47Q (14168.900000 sec): 3 clusters Score: Raw -42835374.413920 + Penalty 6275.733890 = -42829098.680031 nChanged 4595 SP:Iteration 48Q (14170.690000 sec): 3 clusters Score: Raw -42837858.192060 + Penalty 6275.733890 = -42831582.458170 nChanged 4290 SP:Iteration 49Q (14172.280000 sec): 3 clusters Score: Raw -42840273.300333 + Penalty 6275.733890 = -42833997.566443 nChanged 3828 SP:Iteration 50Q (14173.830000 sec): 3 clusters Score: Raw -42842586.056904 + Penalty 6275.733890 = -42836310.323014 nChanged 3412 SP:Iteration 51Q (14175.430000 sec): 3 clusters Score: Raw -42844755.688515 + Penalty 6275.733890 = -42838479.954625 nChanged 2828 SP:Iteration 52Q (14177.190000 sec): 3 clusters Score: Raw -42846564.184192 + Penalty 6275.733890 = -42840288.450302 nChanged 2328 SP:Iteration 53Q (14178.670000 sec): 3 clusters Score: Raw -42847994.510560 + Penalty 6275.733890 = -42841718.776670 nChanged 1899 SP:Iteration 54Q (14180.480000 sec): 3 clusters Score: Raw -42849068.708631 + Penalty 6275.733890 = -42842792.974742 nChanged 1505 SP:Iteration 55Q (14182.240000 sec): 3 clusters Score: Raw -42849864.993328 + Penalty 6275.733890 = -42843589.259438 nChanged 1253 SP:Iteration 56Q (14184.000000 sec): 3 clusters Score: Raw -42850511.103870 + Penalty 6275.733890 = -42844235.369980 nChanged 1029 SP:Iteration 57Q (14185.540000 sec): 3 clusters Score: Raw -42851042.756624 + Penalty 6275.733890 = -42844767.022734 nChanged 800 SP:Iteration 58Q (14187.060000 sec): 3 clusters Score: Raw -42851429.645989 + Penalty 6275.733890 = -42845153.912100 nChanged 576 SP:Iteration 59Q (14188.750000 sec): 3 clusters Score: Raw -42851693.648599 + Penalty 6275.733890 = -42845417.914710 nChanged 454 SP:Iteration 60F (14190.670000 sec): 3 clusters Score: Raw -42851899.418777 + Penalty 6275.733890 = -42845623.684887 nChanged 345 SP:Iteration 61Q (14192.300000 sec): 3 clusters Score: Raw -42852052.220407 + Penalty 6275.733890 = -42845776.486518 nChanged 274 SP:Iteration 62Q (14193.940000 sec): 3 clusters Score: Raw -42852171.872394 + Penalty 6275.733890 = -42845896.138504 nChanged 193 SP:Iteration 63Q (14195.690000 sec): 3 clusters Score: Raw -42852248.831965 + Penalty 6275.733890 = -42845973.098075 nChanged 159 SP:Iteration 64Q (14197.510000 sec): 3 clusters Score: Raw -42852321.376511 + Penalty 6275.733890 = -42846045.642621 nChanged 142 SP:Iteration 65Q (14199.220000 sec): 3 clusters Score: Raw -42852380.891081 + Penalty 6275.733890 = -42846105.157191 nChanged 95 SP:Iteration 66Q (14200.960000 sec): 3 clusters Score: Raw -42852419.741036 + Penalty 6275.733890 = -42846144.007146 nChanged 75 SP:Iteration 67Q (14202.750000 sec): 3 clusters Score: Raw -42852444.739697 + Penalty 6275.733890 = -42846169.005808 nChanged 63 SP:Iteration 68Q (14204.380000 sec): 3 clusters Score: Raw -42852465.353274 + Penalty 6275.733890 = -42846189.619384 nChanged 37 SP:Iteration 69Q (14206.060000 sec): 3 clusters Score: Raw -42852476.529657 + Penalty 6275.733890 = -42846200.795767 nChanged 29 SP:Iteration 70Q (14207.830000 sec): 3 clusters Score: Raw -42852486.016388 + Penalty 6275.733890 = -42846210.282498 nChanged 25 SP:Iteration 71Q (14209.500000 sec): 3 clusters Score: Raw -42852493.717750 + Penalty 6275.733890 = -42846217.983860 nChanged 27 SP:Iteration 72Q (14211.090000 sec): 3 clusters Score: Raw -42852503.046652 + Penalty 6275.733890 = -42846227.312762 nChanged 36 SP:Iteration 73Q (14212.690000 sec): 3 clusters Score: Raw -42852514.349364 + Penalty 6275.733890 = -42846238.615474 nChanged 17 SP:Iteration 74Q (14214.400000 sec): 3 clusters Score: Raw -42852518.733506 + Penalty 6275.733890 = -42846242.999617 nChanged 14 SP:Iteration 75Q (14216.080000 sec): 3 clusters Score: Raw -42852524.212676 + Penalty 6275.733890 = -42846248.478786 nChanged 19 SP:Iteration 76Q (14217.770000 sec): 3 clusters Score: Raw -42852529.168825 + Penalty 6275.733890 = -42846253.434935 nChanged 19 SP:Iteration 77Q (14219.480000 sec): 3 clusters Score: Raw -42852534.566995 + Penalty 6275.733890 = -42846258.833106 nChanged 15 SP:Iteration 78Q (14221.220000 sec): 3 clusters Score: Raw -42852539.393299 + Penalty 6275.733890 = -42846263.659409 nChanged 20 SP:Iteration 79Q (14222.860000 sec): 3 clusters Score: Raw -42852544.492437 + Penalty 6275.733890 = -42846268.758547 nChanged 12 SP:Iteration 80F (14224.780000 sec): 3 clusters Score: Raw -42852548.194663 + Penalty 6275.733890 = -42846272.460773 nChanged 10 SP:Iteration 81Q (14226.410000 sec): 3 clusters Score: Raw -42852551.425056 + Penalty 6275.733890 = -42846275.691166 nChanged 11 SP:Iteration 82Q (14228.010000 sec): 3 clusters Score: Raw -42852554.387760 + Penalty 6275.733890 = -42846278.653871 nChanged 6 SP:Iteration 83Q (14229.570000 sec): 3 clusters Score: Raw -42852556.395425 + Penalty 6275.733890 = -42846280.661535 nChanged 7 SP:Iteration 84Q (14231.150000 sec): 3 clusters Score: Raw -42852558.710244 + Penalty 6275.733890 = -42846282.976354 nChanged 8 SP:Iteration 85Q (14232.730000 sec): 3 clusters Score: Raw -42852560.892070 + Penalty 6275.733890 = -42846285.158180 nChanged 4 SP:Iteration 86Q (14234.300000 sec): 3 clusters Score: Raw -42852562.132383 + Penalty 6275.733890 = -42846286.398493 nChanged 11 SP:Iteration 87Q (14236.070000 sec): 3 clusters Score: Raw -42852566.454165 + Penalty 6275.733890 = -42846290.720275 nChanged 13 SP:Iteration 88Q (14237.680000 sec): 3 clusters Score: Raw -42852570.061615 + Penalty 6275.733890 = -42846294.327726 nChanged 9 SP:Iteration 89Q (14239.390000 sec): 3 clusters Score: Raw -42852572.637779 + Penalty 6275.733890 = -42846296.903889 nChanged 9 SP:Iteration 90Q (14241.190000 sec): 3 clusters Score: Raw -42852575.437866 + Penalty 6275.733890 = -42846299.703977 nChanged 12 SP:Iteration 91Q (14243.090000 sec): 3 clusters Score: Raw -42852578.083318 + Penalty 6275.733890 = -42846302.349428 nChanged 8 SP:Iteration 92Q (14244.830000 sec): 3 clusters Score: Raw -42852581.151909 + Penalty 6275.733890 = -42846305.418020 nChanged 5 SP:Iteration 93Q (14246.350000 sec): 3 clusters Score: Raw -42852583.161922 + Penalty 6275.733890 = -42846307.428032 nChanged 6 SP:Iteration 94Q (14247.930000 sec): 3 clusters Score: Raw -42852585.256893 + Penalty 6275.733890 = -42846309.523003 nChanged 5 SP:Iteration 95Q (14249.590000 sec): 3 clusters Score: Raw -42852586.830577 + Penalty 6275.733890 = -42846311.096687 nChanged 7 SP:Iteration 96Q (14251.170000 sec): 3 clusters Score: Raw -42852588.709182 + Penalty 6275.733890 = -42846312.975292 nChanged 6 SP:Iteration 97Q (14252.870000 sec): 3 clusters Score: Raw -42852590.461926 + Penalty 6275.733890 = -42846314.728036 nChanged 8 SP:Iteration 98Q (14254.520000 sec): 3 clusters Score: Raw -42852592.839031 + Penalty 6275.733890 = -42846317.105141 nChanged 11 SP:Iteration 99Q (14256.300000 sec): 3 clusters Score: Raw -42852597.763687 + Penalty 6275.733890 = -42846322.029798 nChanged 11 SP:Iteration 100F (14258.230000 sec): 3 clusters Score: Raw -42852602.827653 + Penalty 6275.733890 = -42846327.093764 nChanged 8 SP:Iteration 101Q (14259.880000 sec): 3 clusters Score: Raw -42852606.524270 + Penalty 6275.733890 = -42846330.790380 nChanged 14 SP:Iteration 102Q (14261.490000 sec): 3 clusters Score: Raw -42852610.661111 + Penalty 6275.733890 = -42846334.927221 nChanged 7 SP:Iteration 103Q (14263.160000 sec): 3 clusters Score: Raw -42852612.430990 + Penalty 6275.733890 = -42846336.697100 nChanged 6 SP:Iteration 104Q (14264.810000 sec): 3 clusters Score: Raw -42852614.077263 + Penalty 6275.733890 = -42846338.343373 nChanged 8 SP:Iteration 105Q (14266.440000 sec): 3 clusters Score: Raw -42852616.849653 + Penalty 6275.733890 = -42846341.115763 nChanged 8 SP:Iteration 106Q (14268.070000 sec): 3 clusters Score: Raw -42852619.190112 + Penalty 6275.733890 = -42846343.456222 nChanged 1 SP:Iteration 107Q (14269.680000 sec): 3 clusters Score: Raw -42852620.038769 + Penalty 6275.733890 = -42846344.304879 nChanged 2 SP:Iteration 108Q (14271.340000 sec): 3 clusters Score: Raw -42852620.811500 + Penalty 6275.733890 = -42846345.077611 nChanged 4 SP:Iteration 109Q (14272.880000 sec): 3 clusters Score: Raw -42852621.900217 + Penalty 6275.733890 = -42846346.166327 nChanged 2 SP:Iteration 110Q (14274.330000 sec): 3 clusters Score: Raw -42852622.233449 + Penalty 6275.733890 = -42846346.499559 nChanged 0 SP:Iteration 111F (14276.130000 sec): 3 clusters Score: Raw -42852622.233449 + Penalty 6275.733890 = -42846346.499559 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14276.440000 sec): 2 clusters Score: Raw -464432.183102 + Penalty 2029.966855 = -462402.216246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14276.670000 sec): 3 clusters Score: Raw -462886.245501 + Penalty 4059.933711 = -458826.311790 nChanged 1272 SP:Iteration 1F (14276.830000 sec): 3 clusters Score: Raw -463694.680109 + Penalty 4059.933711 = -459634.746398 nChanged 257 SP:Iteration 2F (14277.070000 sec): 3 clusters Score: Raw -463864.455996 + Penalty 4059.933711 = -459804.522285 nChanged 167 SP:Iteration 3Q (14277.290000 sec): 3 clusters Score: Raw -463977.152793 + Penalty 4059.933711 = -459917.219082 nChanged 127 SP:Iteration 4Q (14277.460000 sec): 3 clusters Score: Raw -464061.722173 + Penalty 4059.933711 = -460001.788462 nChanged 116 SP:Iteration 5Q (14277.670000 sec): 3 clusters Score: Raw -464142.008367 + Penalty 4059.933711 = -460082.074656 nChanged 91 SP:Iteration 6Q (14277.880000 sec): 3 clusters Score: Raw -464206.656535 + Penalty 4059.933711 = -460146.722824 nChanged 78 SP:Iteration 7Q (14278.090000 sec): 3 clusters Score: Raw -464259.884537 + Penalty 4059.933711 = -460199.950826 nChanged 70 SP:Iteration 8Q (14278.280000 sec): 3 clusters Score: Raw -464302.808879 + Penalty 4059.933711 = -460242.875168 nChanged 58 SP:Iteration 9Q (14278.480000 sec): 3 clusters Score: Raw -464339.180240 + Penalty 4059.933711 = -460279.246530 nChanged 58 SP:Iteration 10Q (14278.720000 sec): 3 clusters Score: Raw -464375.173237 + Penalty 4059.933711 = -460315.239527 nChanged 53 SP:Iteration 11Q (14278.910000 sec): 3 clusters Score: Raw -464405.513547 + Penalty 4059.933711 = -460345.579836 nChanged 48 SP:Iteration 12Q (14279.080000 sec): 3 clusters Score: Raw -464431.206054 + Penalty 4059.933711 = -460371.272343 nChanged 39 SP:Iteration 13Q (14279.300000 sec): 3 clusters Score: Raw -464451.493719 + Penalty 4059.933711 = -460391.560008 nChanged 40 SP:Iteration 14Q (14279.560000 sec): 3 clusters Score: Raw -464469.633964 + Penalty 4059.933711 = -460409.700253 nChanged 27 SP:Iteration 15Q (14279.740000 sec): 3 clusters Score: Raw -464482.360905 + Penalty 4059.933711 = -460422.427195 nChanged 24 SP:Iteration 16Q (14279.990000 sec): 3 clusters Score: Raw -464495.158777 + Penalty 4059.933711 = -460435.225066 nChanged 25 SP:Iteration 17Q (14280.180000 sec): 3 clusters Score: Raw -464506.392773 + Penalty 4059.933711 = -460446.459062 nChanged 21 SP:Iteration 18Q (14280.390000 sec): 3 clusters Score: Raw -464514.587580 + Penalty 4059.933711 = -460454.653869 nChanged 16 SP:Iteration 19Q (14280.580000 sec): 3 clusters Score: Raw -464521.090697 + Penalty 4059.933711 = -460461.156986 nChanged 20 SP:Iteration 20F (14280.770000 sec): 3 clusters Score: Raw -464530.191057 + Penalty 4059.933711 = -460470.257346 nChanged 14 SP:Iteration 21Q (14281.040000 sec): 3 clusters Score: Raw -464537.495884 + Penalty 4059.933711 = -460477.562174 nChanged 13 SP:Iteration 22Q (14281.240000 sec): 3 clusters Score: Raw -464543.249365 + Penalty 4059.933711 = -460483.315654 nChanged 11 SP:Iteration 23Q (14281.410000 sec): 3 clusters Score: Raw -464548.003992 + Penalty 4059.933711 = -460488.070281 nChanged 10 SP:Iteration 24Q (14281.600000 sec): 3 clusters Score: Raw -464551.498001 + Penalty 4059.933711 = -460491.564290 nChanged 7 SP:Iteration 25Q (14281.800000 sec): 3 clusters Score: Raw -464553.832725 + Penalty 4059.933711 = -460493.899015 nChanged 3 SP:Iteration 26Q (14282.010000 sec): 3 clusters Score: Raw -464554.972050 + Penalty 4059.933711 = -460495.038339 nChanged 4 SP:Iteration 27Q (14282.230000 sec): 3 clusters Score: Raw -464556.209750 + Penalty 4059.933711 = -460496.276039 nChanged 4 SP:Iteration 28Q (14282.440000 sec): 3 clusters Score: Raw -464557.835858 + Penalty 4059.933711 = -460497.902148 nChanged 5 SP:Iteration 29Q (14282.650000 sec): 3 clusters Score: Raw -464560.095815 + Penalty 4059.933711 = -460500.162104 nChanged 2 SP:Iteration 30Q (14282.820000 sec): 3 clusters Score: Raw -464560.799753 + Penalty 4059.933711 = -460500.866042 nChanged 0 SP:Iteration 31F (14283.020000 sec): 3 clusters Score: Raw -464560.799753 + Penalty 4059.933711 = -460500.866042 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14283.100000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14283.300000 sec): 3 clusters Score: Raw -155742.385578 + Penalty 3535.733989 = -152206.651589 nChanged 324 SP:Iteration 1F (14283.490000 sec): 3 clusters Score: Raw -156105.459400 + Penalty 3535.733989 = -152569.725410 nChanged 87 SP:Iteration 2F (14283.680000 sec): 3 clusters Score: Raw -156207.495981 + Penalty 3535.733989 = -152671.761992 nChanged 42 SP:Iteration 3Q (14283.880000 sec): 3 clusters Score: Raw -156258.497200 + Penalty 3535.733989 = -152722.763211 nChanged 23 SP:Iteration 4Q (14284.050000 sec): 3 clusters Score: Raw -156286.271531 + Penalty 3535.733989 = -152750.537542 nChanged 19 SP:Iteration 5Q (14284.220000 sec): 3 clusters Score: Raw -156312.835717 + Penalty 3535.733989 = -152777.101728 nChanged 18 SP:Iteration 6Q (14284.410000 sec): 3 clusters Score: Raw -156330.313167 + Penalty 3535.733989 = -152794.579178 nChanged 9 SP:Iteration 7Q (14284.580000 sec): 3 clusters Score: Raw -156340.979457 + Penalty 3535.733989 = -152805.245468 nChanged 6 SP:Iteration 8Q (14284.720000 sec): 3 clusters Score: Raw -156346.242499 + Penalty 3535.733989 = -152810.508509 nChanged 3 SP:Iteration 9Q (14284.940000 sec): 3 clusters Score: Raw -156348.874178 + Penalty 3535.733989 = -152813.140189 nChanged 3 SP:Iteration 10Q (14285.140000 sec): 3 clusters Score: Raw -156351.534475 + Penalty 3535.733989 = -152815.800486 nChanged 1 SP:Iteration 11Q (14285.320000 sec): 3 clusters Score: Raw -156353.356082 + Penalty 3535.733989 = -152817.622093 nChanged 2 SP:Iteration 12Q (14285.530000 sec): 3 clusters Score: Raw -156354.879863 + Penalty 3535.733989 = -152819.145874 nChanged 1 SP:Iteration 13Q (14285.710000 sec): 3 clusters Score: Raw -156356.659056 + Penalty 3535.733989 = -152820.925067 nChanged 1 SP:Iteration 14Q (14285.880000 sec): 3 clusters Score: Raw -156356.966196 + Penalty 3535.733989 = -152821.232207 nChanged 0 SP:Iteration 15F (14286.060000 sec): 3 clusters Score: Raw -156356.966196 + Penalty 3535.733989 = -152821.232207 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14286.120000 sec): 2 clusters Score: Raw -24916.086254 + Penalty 1323.709444 = -23592.376811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14286.290000 sec): 3 clusters Score: Raw -25144.926648 + Penalty 2647.418888 = -22497.507760 nChanged 22 SP:Iteration 1F (14286.490000 sec): 3 clusters Score: Raw -25233.129337 + Penalty 2647.418888 = -22585.710449 nChanged 3 SP:Iteration 2Q (14286.690000 sec): 3 clusters Score: Raw -25248.417825 + Penalty 2647.418888 = -22600.998938 nChanged 0 SP:Iteration 3F (14286.880000 sec): 3 clusters Score: Raw -25248.417825 + Penalty 2647.418888 = -22600.998938 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (16736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14287.050000 sec): 2 clusters Score: Raw -2299425.521091 + Penalty 2411.878707 = -2297013.642384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14287.330000 sec): 3 clusters Score: Raw -2289830.400187 + Penalty 4823.757414 = -2285006.642773 nChanged 7350 SP:Iteration 1F (14287.650000 sec): 3 clusters Score: Raw -2293711.309427 + Penalty 4823.757414 = -2288887.552013 nChanged 980 SP:Iteration 2F (14288.040000 sec): 3 clusters Score: Raw -2294072.254116 + Penalty 4823.757414 = -2289248.496702 nChanged 784 SP:Iteration 3Q (14288.330000 sec): 3 clusters Score: Raw -2294358.756066 + Penalty 4823.757414 = -2289534.998652 nChanged 695 SP:Iteration 4Q (14288.680000 sec): 3 clusters Score: Raw -2294615.490964 + Penalty 4823.757414 = -2289791.733550 nChanged 657 SP:Iteration 5Q (14289.000000 sec): 3 clusters Score: Raw -2294863.422420 + Penalty 4823.757414 = -2290039.665006 nChanged 644 SP:Iteration 6Q (14289.290000 sec): 3 clusters Score: Raw -2295131.898716 + Penalty 4823.757414 = -2290308.141302 nChanged 685 SP:Iteration 7Q (14289.570000 sec): 3 clusters Score: Raw -2295449.365639 + Penalty 4823.757414 = -2290625.608225 nChanged 749 SP:Iteration 8Q (14289.870000 sec): 3 clusters Score: Raw -2295835.741510 + Penalty 4823.757414 = -2291011.984096 nChanged 788 SP:Iteration 9Q (14290.200000 sec): 3 clusters Score: Raw -2296280.921756 + Penalty 4823.757414 = -2291457.164342 nChanged 811 SP:Iteration 10Q (14290.490000 sec): 3 clusters Score: Raw -2296783.153114 + Penalty 4823.757414 = -2291959.395700 nChanged 756 SP:Iteration 11Q (14290.840000 sec): 3 clusters Score: Raw -2297302.312095 + Penalty 4823.757414 = -2292478.554681 nChanged 702 SP:Iteration 12Q (14291.190000 sec): 3 clusters Score: Raw -2297844.427707 + Penalty 4823.757414 = -2293020.670293 nChanged 642 SP:Iteration 13Q (14291.450000 sec): 3 clusters Score: Raw -2298408.474323 + Penalty 4823.757414 = -2293584.716909 nChanged 517 SP:Iteration 14Q (14291.680000 sec): 3 clusters Score: Raw -2298906.683354 + Penalty 4823.757414 = -2294082.925940 nChanged 372 SP:Iteration 15Q (14291.980000 sec): 3 clusters Score: Raw -2299271.651529 + Penalty 4823.757414 = -2294447.894115 nChanged 233 SP:Iteration 16Q (14292.250000 sec): 3 clusters Score: Raw -2299531.372595 + Penalty 4823.757414 = -2294707.615181 nChanged 168 SP:Iteration 17Q (14292.510000 sec): 3 clusters Score: Raw -2299693.259640 + Penalty 4823.757414 = -2294869.502226 nChanged 126 SP:Iteration 18Q (14292.770000 sec): 3 clusters Score: Raw -2299804.794396 + Penalty 4823.757414 = -2294981.036982 nChanged 103 SP:Iteration 19Q (14293.000000 sec): 3 clusters Score: Raw -2299883.078799 + Penalty 4823.757414 = -2295059.321385 nChanged 80 SP:Iteration 20F (14293.280000 sec): 3 clusters Score: Raw -2299931.962819 + Penalty 4823.757414 = -2295108.205405 nChanged 52 SP:Iteration 21Q (14293.540000 sec): 3 clusters Score: Raw -2299958.617706 + Penalty 4823.757414 = -2295134.860292 nChanged 28 SP:Iteration 22Q (14293.850000 sec): 3 clusters Score: Raw -2299972.599450 + Penalty 4823.757414 = -2295148.842036 nChanged 23 SP:Iteration 23Q (14294.090000 sec): 3 clusters Score: Raw -2299983.871351 + Penalty 4823.757414 = -2295160.113937 nChanged 20 SP:Iteration 24Q (14294.320000 sec): 3 clusters Score: Raw -2299992.408279 + Penalty 4823.757414 = -2295168.650865 nChanged 15 SP:Iteration 25Q (14294.570000 sec): 3 clusters Score: Raw -2299998.963782 + Penalty 4823.757414 = -2295175.206368 nChanged 12 SP:Iteration 26Q (14294.820000 sec): 3 clusters Score: Raw -2300004.224152 + Penalty 4823.757414 = -2295180.466738 nChanged 8 SP:Iteration 27Q (14295.080000 sec): 3 clusters Score: Raw -2300007.590731 + Penalty 4823.757414 = -2295183.833317 nChanged 9 SP:Iteration 28Q (14295.330000 sec): 3 clusters Score: Raw -2300010.714111 + Penalty 4823.757414 = -2295186.956697 nChanged 4 SP:Iteration 29Q (14295.560000 sec): 3 clusters Score: Raw -2300012.283079 + Penalty 4823.757414 = -2295188.525665 nChanged 6 SP:Iteration 30Q (14295.820000 sec): 3 clusters Score: Raw -2300014.326265 + Penalty 4823.757414 = -2295190.568851 nChanged 1 SP:Iteration 31Q (14296.060000 sec): 3 clusters Score: Raw -2300014.673866 + Penalty 4823.757414 = -2295190.916452 nChanged 1 SP:Iteration 32Q (14296.280000 sec): 3 clusters Score: Raw -2300014.915697 + Penalty 4823.757414 = -2295191.158283 nChanged 1 SP:Iteration 33Q (14296.560000 sec): 3 clusters Score: Raw -2300015.079549 + Penalty 4823.757414 = -2295191.322135 nChanged 1 SP:Iteration 34Q (14296.840000 sec): 3 clusters Score: Raw -2300015.353295 + Penalty 4823.757414 = -2295191.595881 nChanged 0 SP:Iteration 35F (14297.120000 sec): 3 clusters Score: Raw -2300015.353295 + Penalty 4823.757414 = -2295191.595881 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14297.200000 sec): 2 clusters Score: Raw -103675.435846 + Penalty 1656.228844 = -102019.207001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14297.430000 sec): 3 clusters Score: Raw -103560.037358 + Penalty 3312.457689 = -100247.579669 nChanged 188 SP:Iteration 1F (14297.560000 sec): 3 clusters Score: Raw -103849.648877 + Penalty 3312.457689 = -100537.191188 nChanged 59 SP:Iteration 2F (14297.700000 sec): 3 clusters Score: Raw -103972.213241 + Penalty 3312.457689 = -100659.755552 nChanged 33 SP:Iteration 3Q (14297.900000 sec): 3 clusters Score: Raw -104035.487455 + Penalty 3312.457689 = -100723.029766 nChanged 20 SP:Iteration 4Q (14298.080000 sec): 3 clusters Score: Raw -104063.505413 + Penalty 3312.457689 = -100751.047724 nChanged 11 SP:Iteration 5Q (14298.220000 sec): 3 clusters Score: Raw -104078.148492 + Penalty 3312.457689 = -100765.690803 nChanged 7 SP:Iteration 6Q (14298.380000 sec): 3 clusters Score: Raw -104092.811855 + Penalty 3312.457689 = -100780.354166 nChanged 4 SP:Iteration 7Q (14298.550000 sec): 3 clusters Score: Raw -104097.316392 + Penalty 3312.457689 = -100784.858703 nChanged 2 SP:Iteration 8Q (14298.750000 sec): 3 clusters Score: Raw -104101.214597 + Penalty 3312.457689 = -100788.756908 nChanged 2 SP:Iteration 9Q (14298.940000 sec): 3 clusters Score: Raw -104104.278588 + Penalty 3312.457689 = -100791.820899 nChanged 7 SP:Iteration 10Q (14299.140000 sec): 3 clusters Score: Raw -104113.928329 + Penalty 3312.457689 = -100801.470640 nChanged 3 SP:Iteration 11Q (14299.340000 sec): 3 clusters Score: Raw -104118.366616 + Penalty 3312.457689 = -100805.908927 nChanged 5 SP:Iteration 12Q (14299.540000 sec): 3 clusters Score: Raw -104127.116391 + Penalty 3312.457689 = -100814.658702 nChanged 4 SP:Iteration 13Q (14299.700000 sec): 3 clusters Score: Raw -104137.554051 + Penalty 3312.457689 = -100825.096362 nChanged 3 SP:Iteration 14Q (14299.890000 sec): 3 clusters Score: Raw -104142.194579 + Penalty 3312.457689 = -100829.736890 nChanged 4 SP:Iteration 15Q (14300.070000 sec): 3 clusters Score: Raw -104147.324312 + Penalty 3312.457689 = -100834.866623 nChanged 1 SP:Iteration 16Q (14300.200000 sec): 3 clusters Score: Raw -104148.500511 + Penalty 3312.457689 = -100836.042822 nChanged 0 SP:Iteration 17F (14300.420000 sec): 3 clusters Score: Raw -104148.500511 + Penalty 3312.457689 = -100836.042822 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14300.500000 sec): 2 clusters Score: Raw -287612.037434 + Penalty 1907.757273 = -285704.280161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14300.680000 sec): 3 clusters Score: Raw -286756.858321 + Penalty 3815.514545 = -282941.343775 nChanged 735 SP:Iteration 1F (14300.860000 sec): 3 clusters Score: Raw -287299.651619 + Penalty 3815.514545 = -283484.137074 nChanged 167 SP:Iteration 2F (14301.060000 sec): 3 clusters Score: Raw -287416.146235 + Penalty 3815.514545 = -283600.631690 nChanged 76 SP:Iteration 3Q (14301.230000 sec): 3 clusters Score: Raw -287470.761490 + Penalty 3815.514545 = -283655.246944 nChanged 52 SP:Iteration 4Q (14301.480000 sec): 3 clusters Score: Raw -287507.923901 + Penalty 3815.514545 = -283692.409356 nChanged 39 SP:Iteration 5Q (14301.670000 sec): 3 clusters Score: Raw -287534.521482 + Penalty 3815.514545 = -283719.006937 nChanged 25 SP:Iteration 6Q (14301.880000 sec): 3 clusters Score: Raw -287550.192280 + Penalty 3815.514545 = -283734.677735 nChanged 14 SP:Iteration 7Q (14302.030000 sec): 3 clusters Score: Raw -287557.399720 + Penalty 3815.514545 = -283741.885175 nChanged 19 SP:Iteration 8Q (14302.200000 sec): 3 clusters Score: Raw -287567.813182 + Penalty 3815.514545 = -283752.298636 nChanged 13 SP:Iteration 9Q (14302.440000 sec): 3 clusters Score: Raw -287576.614521 + Penalty 3815.514545 = -283761.099975 nChanged 11 SP:Iteration 10Q (14302.680000 sec): 3 clusters Score: Raw -287585.891000 + Penalty 3815.514545 = -283770.376454 nChanged 14 SP:Iteration 11Q (14302.900000 sec): 3 clusters Score: Raw -287593.518361 + Penalty 3815.514545 = -283778.003815 nChanged 8 SP:Iteration 12Q (14303.110000 sec): 3 clusters Score: Raw -287598.397122 + Penalty 3815.514545 = -283782.882576 nChanged 7 SP:Iteration 13Q (14303.310000 sec): 3 clusters Score: Raw -287605.675260 + Penalty 3815.514545 = -283790.160715 nChanged 3 SP:Iteration 14Q (14303.510000 sec): 3 clusters Score: Raw -287607.647868 + Penalty 3815.514545 = -283792.133322 nChanged 1 SP:Iteration 15Q (14303.680000 sec): 3 clusters Score: Raw -287608.016522 + Penalty 3815.514545 = -283792.501977 nChanged 0 SP:Iteration 16F (14303.860000 sec): 3 clusters Score: Raw -287608.016522 + Penalty 3815.514545 = -283792.501977 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14303.980000 sec): 2 clusters Score: Raw -283085.611407 + Penalty 1900.058716 = -281185.552691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14304.210000 sec): 3 clusters Score: Raw -282252.425472 + Penalty 3800.117432 = -278452.308040 nChanged 678 SP:Iteration 1F (14304.460000 sec): 3 clusters Score: Raw -282758.565702 + Penalty 3800.117432 = -278958.448270 nChanged 167 SP:Iteration 2F (14304.670000 sec): 3 clusters Score: Raw -282903.030412 + Penalty 3800.117432 = -279102.912980 nChanged 100 SP:Iteration 3Q (14304.840000 sec): 3 clusters Score: Raw -282994.160856 + Penalty 3800.117432 = -279194.043424 nChanged 76 SP:Iteration 4Q (14305.010000 sec): 3 clusters Score: Raw -283059.652710 + Penalty 3800.117432 = -279259.535277 nChanged 59 SP:Iteration 5Q (14305.150000 sec): 3 clusters Score: Raw -283110.864533 + Penalty 3800.117432 = -279310.747100 nChanged 40 SP:Iteration 6Q (14305.340000 sec): 3 clusters Score: Raw -283144.475680 + Penalty 3800.117432 = -279344.358247 nChanged 25 SP:Iteration 7Q (14305.480000 sec): 3 clusters Score: Raw -283159.691432 + Penalty 3800.117432 = -279359.573999 nChanged 17 SP:Iteration 8Q (14305.620000 sec): 3 clusters Score: Raw -283172.533978 + Penalty 3800.117432 = -279372.416546 nChanged 21 SP:Iteration 9Q (14305.760000 sec): 3 clusters Score: Raw -283192.773127 + Penalty 3800.117432 = -279392.655695 nChanged 25 SP:Iteration 10Q (14305.910000 sec): 3 clusters Score: Raw -283206.882873 + Penalty 3800.117432 = -279406.765441 nChanged 11 SP:Iteration 11Q (14306.080000 sec): 3 clusters Score: Raw -283214.566212 + Penalty 3800.117432 = -279414.448779 nChanged 7 SP:Iteration 12Q (14306.330000 sec): 3 clusters Score: Raw -283218.509093 + Penalty 3800.117432 = -279418.391661 nChanged 8 SP:Iteration 13Q (14306.500000 sec): 3 clusters Score: Raw -283226.975987 + Penalty 3800.117432 = -279426.858554 nChanged 12 SP:Iteration 14Q (14306.710000 sec): 3 clusters Score: Raw -283237.872550 + Penalty 3800.117432 = -279437.755117 nChanged 10 SP:Iteration 15Q (14306.900000 sec): 3 clusters Score: Raw -283243.561154 + Penalty 3800.117432 = -279443.443722 nChanged 8 SP:Iteration 16Q (14307.080000 sec): 3 clusters Score: Raw -283247.689877 + Penalty 3800.117432 = -279447.572444 nChanged 4 SP:Iteration 17Q (14307.320000 sec): 3 clusters Score: Raw -283249.201454 + Penalty 3800.117432 = -279449.084021 nChanged 5 SP:Iteration 18Q (14307.500000 sec): 3 clusters Score: Raw -283251.667073 + Penalty 3800.117432 = -279451.549641 nChanged 5 SP:Iteration 19Q (14307.690000 sec): 3 clusters Score: Raw -283254.407164 + Penalty 3800.117432 = -279454.289731 nChanged 6 SP:Iteration 20F (14307.850000 sec): 3 clusters Score: Raw -283258.856466 + Penalty 3800.117432 = -279458.739033 nChanged 9 SP:Iteration 21Q (14307.990000 sec): 3 clusters Score: Raw -283264.781126 + Penalty 3800.117432 = -279464.663693 nChanged 5 SP:Iteration 22Q (14308.130000 sec): 3 clusters Score: Raw -283268.240118 + Penalty 3800.117432 = -279468.122686 nChanged 2 SP:Iteration 23Q (14308.330000 sec): 3 clusters Score: Raw -283269.092207 + Penalty 3800.117432 = -279468.974774 nChanged 3 SP:Iteration 24Q (14308.480000 sec): 3 clusters Score: Raw -283270.641890 + Penalty 3800.117432 = -279470.524457 nChanged 1 SP:Iteration 25Q (14308.640000 sec): 3 clusters Score: Raw -283270.868960 + Penalty 3800.117432 = -279470.751527 nChanged 0 SP:Iteration 26F (14308.850000 sec): 3 clusters Score: Raw -283270.868960 + Penalty 3800.117432 = -279470.751527 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14308.930000 sec): 2 clusters Score: Raw -36752.854309 + Penalty 1446.306854 = -35306.547455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14309.160000 sec): 3 clusters Score: Raw -37068.776772 + Penalty 2892.613709 = -34176.163063 nChanged 72 SP:Iteration 1F (14309.320000 sec): 3 clusters Score: Raw -37386.834985 + Penalty 2892.613709 = -34494.221276 nChanged 28 SP:Iteration 2F (14309.520000 sec): 3 clusters Score: Raw -37572.612131 + Penalty 2892.613709 = -34679.998423 nChanged 20 SP:Iteration 3F (14309.740000 sec): 3 clusters Score: Raw -37669.385088 + Penalty 2892.613709 = -34776.771380 nChanged 10 SP:Iteration 4Q (14309.920000 sec): 3 clusters Score: Raw -37770.895355 + Penalty 2892.613709 = -34878.281647 nChanged 6 SP:Iteration 5Q (14310.140000 sec): 3 clusters Score: Raw -37802.103353 + Penalty 2892.613709 = -34909.489644 nChanged 3 SP:Iteration 6Q (14310.310000 sec): 3 clusters Score: Raw -37857.709488 + Penalty 2892.613709 = -34965.095780 nChanged 5 SP:Iteration 7Q (14310.520000 sec): 3 clusters Score: Raw -37876.082014 + Penalty 2892.613709 = -34983.468306 nChanged 7 SP:Iteration 8Q (14310.740000 sec): 3 clusters Score: Raw -37899.415667 + Penalty 2892.613709 = -35006.801958 nChanged 5 SP:Iteration 9Q (14310.950000 sec): 3 clusters Score: Raw -37919.395711 + Penalty 2892.613709 = -35026.782002 nChanged 4 SP:Iteration 10Q (14311.140000 sec): 3 clusters Score: Raw -37923.721182 + Penalty 2892.613709 = -35031.107474 nChanged 1 SP:Iteration 11Q (14311.320000 sec): 3 clusters Score: Raw -37930.665805 + Penalty 2892.613709 = -35038.052096 nChanged 2 SP:Iteration 12Q (14311.530000 sec): 3 clusters Score: Raw -37936.778692 + Penalty 2892.613709 = -35044.164983 nChanged 1 SP:Iteration 13Q (14311.700000 sec): 3 clusters Score: Raw -37949.731701 + Penalty 2892.613709 = -35057.117992 nChanged 2 SP:Iteration 14Q (14311.850000 sec): 3 clusters Score: Raw -37954.349874 + Penalty 2892.613709 = -35061.736165 nChanged 1 SP:Iteration 15Q (14312.030000 sec): 3 clusters Score: Raw -37955.990990 + Penalty 2892.613709 = -35063.377281 nChanged 0 SP:Iteration 16F (14312.270000 sec): 3 clusters Score: Raw -37955.990990 + Penalty 2892.613709 = -35063.377281 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14312.380000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14312.620000 sec): 3 clusters Score: Raw -44945.413502 + Penalty 2916.744361 = -42028.669141 nChanged 48 SP:Iteration 1F (14312.760000 sec): 3 clusters Score: Raw -45068.955118 + Penalty 2916.744361 = -42152.210757 nChanged 13 SP:Iteration 2Q (14312.900000 sec): 3 clusters Score: Raw -45099.939075 + Penalty 2916.744361 = -42183.194714 nChanged 5 SP:Iteration 3Q (14313.110000 sec): 3 clusters Score: Raw -45110.279652 + Penalty 2916.744361 = -42193.535291 nChanged 1 SP:Iteration 4Q (14313.320000 sec): 3 clusters Score: Raw -45114.711317 + Penalty 2916.744361 = -42197.966956 nChanged 1 SP:Iteration 5Q (14313.490000 sec): 3 clusters Score: Raw -45118.611309 + Penalty 2916.744361 = -42201.866948 nChanged 1 SP:Iteration 6Q (14313.700000 sec): 3 clusters Score: Raw -45120.136445 + Penalty 2916.744361 = -42203.392083 nChanged 0 SP:Iteration 7F (14313.880000 sec): 3 clusters Score: Raw -45120.136445 + Penalty 2916.744361 = -42203.392083 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14314.000000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14314.190000 sec): 3 clusters Score: Raw -73781.061858 + Penalty 3128.816827 = -70652.245031 nChanged 98 SP:Iteration 1F (14314.340000 sec): 3 clusters Score: Raw -73966.969815 + Penalty 3128.816827 = -70838.152988 nChanged 33 SP:Iteration 2F (14314.530000 sec): 3 clusters Score: Raw -74033.709570 + Penalty 3128.816827 = -70904.892743 nChanged 11 SP:Iteration 3Q (14314.740000 sec): 3 clusters Score: Raw -74066.077006 + Penalty 3128.816827 = -70937.260179 nChanged 10 SP:Iteration 4Q (14314.930000 sec): 3 clusters Score: Raw -74098.398451 + Penalty 3128.816827 = -70969.581624 nChanged 9 SP:Iteration 5Q (14315.110000 sec): 3 clusters Score: Raw -74114.369528 + Penalty 3128.816827 = -70985.552701 nChanged 5 SP:Iteration 6Q (14315.270000 sec): 3 clusters Score: Raw -74125.228290 + Penalty 3128.816827 = -70996.411463 nChanged 2 SP:Iteration 7Q (14315.470000 sec): 3 clusters Score: Raw -74130.502792 + Penalty 3128.816827 = -71001.685965 nChanged 1 SP:Iteration 8Q (14315.680000 sec): 3 clusters Score: Raw -74148.180039 + Penalty 3128.816827 = -71019.363212 nChanged 2 SP:Iteration 9Q (14315.890000 sec): 3 clusters Score: Raw -74153.526826 + Penalty 3128.816827 = -71024.710000 nChanged 0 SP:Iteration 10F (14316.120000 sec): 3 clusters Score: Raw -74153.526826 + Penalty 3128.816827 = -71024.710000 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14316.220000 sec): 2 clusters Score: Raw -19742.160124 + Penalty 1323.709444 = -18418.450680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14316.410000 sec): 3 clusters Score: Raw -20033.838904 + Penalty 2647.418888 = -17386.420016 nChanged 33 SP:Iteration 1F (14316.600000 sec): 3 clusters Score: Raw -20289.539073 + Penalty 2647.418888 = -17642.120185 nChanged 7 SP:Iteration 2Q (14316.800000 sec): 3 clusters Score: Raw -20398.970418 + Penalty 2647.418888 = -17751.551531 nChanged 2 SP:Iteration 3Q (14317.040000 sec): 3 clusters Score: Raw -20418.335326 + Penalty 2647.418888 = -17770.916438 nChanged 1 SP:Iteration 4Q (14317.230000 sec): 3 clusters Score: Raw -20422.991128 + Penalty 2647.418888 = -17775.572241 nChanged 1 SP:Iteration 5Q (14317.400000 sec): 3 clusters Score: Raw -20425.179757 + Penalty 2647.418888 = -17777.760869 nChanged 0 SP:Iteration 6F (14317.590000 sec): 3 clusters Score: Raw -20425.179757 + Penalty 2647.418888 = -17777.760869 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14317.670000 sec): 2 clusters Score: Raw -27751.501804 + Penalty 1346.477716 = -26405.024088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14317.840000 sec): 3 clusters Score: Raw -27957.935786 + Penalty 2692.955432 = -25264.980354 nChanged 22 SP:Iteration 1F (14318.020000 sec): 3 clusters Score: Raw -28084.758676 + Penalty 2692.955432 = -25391.803244 nChanged 8 SP:Iteration 2Q (14318.230000 sec): 3 clusters Score: Raw -28164.589962 + Penalty 2692.955432 = -25471.634530 nChanged 6 SP:Iteration 3Q (14318.390000 sec): 3 clusters Score: Raw -28212.434309 + Penalty 2692.955432 = -25519.478877 nChanged 3 SP:Iteration 4Q (14318.650000 sec): 3 clusters Score: Raw -28232.284508 + Penalty 2692.955432 = -25539.329076 nChanged 0 SP:Iteration 5F (14318.810000 sec): 3 clusters Score: Raw -28232.284508 + Penalty 2692.955432 = -25539.329076 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14318.940000 sec): 2 clusters Score: Raw -70190.066349 + Penalty 1565.759915 = -68624.306434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14319.120000 sec): 3 clusters Score: Raw -70191.678796 + Penalty 3131.519831 = -67060.158965 nChanged 120 SP:Iteration 1F (14319.310000 sec): 3 clusters Score: Raw -70420.416660 + Penalty 3131.519831 = -67288.896829 nChanged 31 SP:Iteration 2F (14319.490000 sec): 3 clusters Score: Raw -70510.830925 + Penalty 3131.519831 = -67379.311094 nChanged 12 SP:Iteration 3Q (14319.650000 sec): 3 clusters Score: Raw -70541.423080 + Penalty 3131.519831 = -67409.903249 nChanged 8 SP:Iteration 4Q (14319.920000 sec): 3 clusters Score: Raw -70559.326681 + Penalty 3131.519831 = -67427.806850 nChanged 9 SP:Iteration 5Q (14320.070000 sec): 3 clusters Score: Raw -70581.668327 + Penalty 3131.519831 = -67450.148496 nChanged 7 SP:Iteration 6Q (14320.230000 sec): 3 clusters Score: Raw -70593.274468 + Penalty 3131.519831 = -67461.754637 nChanged 3 SP:Iteration 7Q (14320.410000 sec): 3 clusters Score: Raw -70600.072955 + Penalty 3131.519831 = -67468.553124 nChanged 2 SP:Iteration 8Q (14320.570000 sec): 3 clusters Score: Raw -70606.531009 + Penalty 3131.519831 = -67475.011178 nChanged 2 SP:Iteration 9Q (14320.700000 sec): 3 clusters Score: Raw -70612.203406 + Penalty 3131.519831 = -67480.683575 nChanged 2 SP:Iteration 10Q (14320.890000 sec): 3 clusters Score: Raw -70615.207801 + Penalty 3131.519831 = -67483.687970 nChanged 3 SP:Iteration 11Q (14321.120000 sec): 3 clusters Score: Raw -70619.655803 + Penalty 3131.519831 = -67488.135972 nChanged 0 SP:Iteration 12F (14321.310000 sec): 3 clusters Score: Raw -70619.655803 + Penalty 3131.519831 = -67488.135972 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (26662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14321.600000 sec): 2 clusters Score: Raw -3601528.493648 + Penalty 2527.366663 = -3599001.126985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14321.910000 sec): 3 clusters Score: Raw -3585523.682017 + Penalty 5054.733326 = -3580468.948690 nChanged 12081 SP:Iteration 1F (14322.250000 sec): 3 clusters Score: Raw -3592131.093200 + Penalty 5054.733326 = -3587076.359873 nChanged 1203 SP:Iteration 2Q (14322.590000 sec): 3 clusters Score: Raw -3592493.912319 + Penalty 5054.733326 = -3587439.178992 nChanged 1048 SP:Iteration 3Q (14322.920000 sec): 3 clusters Score: Raw -3592821.235110 + Penalty 5054.733326 = -3587766.501783 nChanged 1000 SP:Iteration 4Q (14323.230000 sec): 3 clusters Score: Raw -3593166.200518 + Penalty 5054.733326 = -3588111.467191 nChanged 1017 SP:Iteration 5Q (14323.630000 sec): 3 clusters Score: Raw -3593551.479086 + Penalty 5054.733326 = -3588496.745759 nChanged 977 SP:Iteration 6Q (14323.970000 sec): 3 clusters Score: Raw -3594008.114911 + Penalty 5054.733326 = -3588953.381584 nChanged 1051 SP:Iteration 7Q (14324.320000 sec): 3 clusters Score: Raw -3594580.224115 + Penalty 5054.733326 = -3589525.490789 nChanged 1147 SP:Iteration 8Q (14324.690000 sec): 3 clusters Score: Raw -3595328.281558 + Penalty 5054.733326 = -3590273.548232 nChanged 1283 SP:Iteration 9Q (14325.000000 sec): 3 clusters Score: Raw -3596294.790313 + Penalty 5054.733326 = -3591240.056986 nChanged 1361 SP:Iteration 10F (14325.370000 sec): 3 clusters Score: Raw -3597369.071721 + Penalty 5054.733326 = -3592314.338394 nChanged 1321 SP:Iteration 11Q (14325.790000 sec): 3 clusters Score: Raw -3598384.076077 + Penalty 5054.733326 = -3593329.342750 nChanged 1140 SP:Iteration 12Q (14326.180000 sec): 3 clusters Score: Raw -3599259.449865 + Penalty 5054.733326 = -3594204.716538 nChanged 966 SP:Iteration 13Q (14326.490000 sec): 3 clusters Score: Raw -3600005.215518 + Penalty 5054.733326 = -3594950.482192 nChanged 786 SP:Iteration 14Q (14326.790000 sec): 3 clusters Score: Raw -3600622.431639 + Penalty 5054.733326 = -3595567.698313 nChanged 572 SP:Iteration 15Q (14327.200000 sec): 3 clusters Score: Raw -3601048.843743 + Penalty 5054.733326 = -3595994.110416 nChanged 355 SP:Iteration 16Q (14327.530000 sec): 3 clusters Score: Raw -3601317.344003 + Penalty 5054.733326 = -3596262.610677 nChanged 229 SP:Iteration 17Q (14327.940000 sec): 3 clusters Score: Raw -3601480.638349 + Penalty 5054.733326 = -3596425.905022 nChanged 153 SP:Iteration 18Q (14328.270000 sec): 3 clusters Score: Raw -3601600.883851 + Penalty 5054.733326 = -3596546.150525 nChanged 102 SP:Iteration 19Q (14328.630000 sec): 3 clusters Score: Raw -3601669.218360 + Penalty 5054.733326 = -3596614.485033 nChanged 71 SP:Iteration 20F (14328.970000 sec): 3 clusters Score: Raw -3601724.576109 + Penalty 5054.733326 = -3596669.842782 nChanged 48 SP:Iteration 21Q (14329.270000 sec): 3 clusters Score: Raw -3601753.310621 + Penalty 5054.733326 = -3596698.577294 nChanged 34 SP:Iteration 22Q (14329.650000 sec): 3 clusters Score: Raw -3601773.716063 + Penalty 5054.733326 = -3596718.982737 nChanged 27 SP:Iteration 23Q (14329.940000 sec): 3 clusters Score: Raw -3601790.146422 + Penalty 5054.733326 = -3596735.413095 nChanged 16 SP:Iteration 24Q (14330.230000 sec): 3 clusters Score: Raw -3601800.781354 + Penalty 5054.733326 = -3596746.048027 nChanged 20 SP:Iteration 25Q (14330.600000 sec): 3 clusters Score: Raw -3601814.071862 + Penalty 5054.733326 = -3596759.338536 nChanged 19 SP:Iteration 26Q (14330.900000 sec): 3 clusters Score: Raw -3601828.244399 + Penalty 5054.733326 = -3596773.511073 nChanged 14 SP:Iteration 27Q (14331.240000 sec): 3 clusters Score: Raw -3601838.158838 + Penalty 5054.733326 = -3596783.425512 nChanged 9 SP:Iteration 28Q (14331.530000 sec): 3 clusters Score: Raw -3601844.816991 + Penalty 5054.733326 = -3596790.083665 nChanged 5 SP:Iteration 29Q (14331.860000 sec): 3 clusters Score: Raw -3601848.559706 + Penalty 5054.733326 = -3596793.826380 nChanged 4 SP:Iteration 30Q (14332.230000 sec): 3 clusters Score: Raw -3601853.679551 + Penalty 5054.733326 = -3596798.946224 nChanged 3 SP:Iteration 31Q (14332.590000 sec): 3 clusters Score: Raw -3601854.868454 + Penalty 5054.733326 = -3596800.135128 nChanged 1 SP:Iteration 32Q (14332.950000 sec): 3 clusters Score: Raw -3601855.679944 + Penalty 5054.733326 = -3596800.946617 nChanged 2 SP:Iteration 33Q (14333.310000 sec): 3 clusters Score: Raw -3601856.956629 + Penalty 5054.733326 = -3596802.223303 nChanged 2 SP:Iteration 34Q (14333.690000 sec): 3 clusters Score: Raw -3601857.523579 + Penalty 5054.733326 = -3596802.790253 nChanged 3 SP:Iteration 35Q (14333.970000 sec): 3 clusters Score: Raw -3601859.108582 + Penalty 5054.733326 = -3596804.375256 nChanged 2 SP:Iteration 36Q (14334.310000 sec): 3 clusters Score: Raw -3601860.268593 + Penalty 5054.733326 = -3596805.535266 nChanged 4 SP:Iteration 37Q (14334.640000 sec): 3 clusters Score: Raw -3601863.134235 + Penalty 5054.733326 = -3596808.400908 nChanged 3 SP:Iteration 38Q (14334.910000 sec): 3 clusters Score: Raw -3601865.041081 + Penalty 5054.733326 = -3596810.307755 nChanged 3 SP:Iteration 39Q (14335.240000 sec): 3 clusters Score: Raw -3601869.820445 + Penalty 5054.733326 = -3596815.087119 nChanged 4 SP:Iteration 40F (14335.660000 sec): 3 clusters Score: Raw -3601872.410546 + Penalty 5054.733326 = -3596817.677219 nChanged 3 SP:Iteration 41Q (14335.940000 sec): 3 clusters Score: Raw -3601875.265215 + Penalty 5054.733326 = -3596820.531888 nChanged 4 SP:Iteration 42Q (14336.290000 sec): 3 clusters Score: Raw -3601878.179844 + Penalty 5054.733326 = -3596823.446517 nChanged 1 SP:Iteration 43Q (14336.630000 sec): 3 clusters Score: Raw -3601878.708562 + Penalty 5054.733326 = -3596823.975236 nChanged 0 SP:Iteration 44F (14336.970000 sec): 3 clusters Score: Raw -3601878.708562 + Penalty 5054.733326 = -3596823.975236 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14337.100000 sec): 2 clusters Score: Raw -335417.605523 + Penalty 1946.245109 = -333471.360414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14337.310000 sec): 3 clusters Score: Raw -334396.422793 + Penalty 3892.490219 = -330503.932574 nChanged 867 SP:Iteration 1F (14337.470000 sec): 3 clusters Score: Raw -335055.161100 + Penalty 3892.490219 = -331162.670882 nChanged 212 SP:Iteration 2F (14337.620000 sec): 3 clusters Score: Raw -335221.211461 + Penalty 3892.490219 = -331328.721243 nChanged 126 SP:Iteration 3Q (14337.790000 sec): 3 clusters Score: Raw -335318.865044 + Penalty 3892.490219 = -331426.374826 nChanged 84 SP:Iteration 4Q (14338.010000 sec): 3 clusters Score: Raw -335374.425820 + Penalty 3892.490219 = -331481.935602 nChanged 60 SP:Iteration 5Q (14338.180000 sec): 3 clusters Score: Raw -335412.226846 + Penalty 3892.490219 = -331519.736627 nChanged 65 SP:Iteration 6Q (14338.390000 sec): 3 clusters Score: Raw -335468.755790 + Penalty 3892.490219 = -331576.265571 nChanged 60 SP:Iteration 7Q (14338.560000 sec): 3 clusters Score: Raw -335511.877150 + Penalty 3892.490219 = -331619.386931 nChanged 51 SP:Iteration 8Q (14338.730000 sec): 3 clusters Score: Raw -335555.498733 + Penalty 3892.490219 = -331663.008514 nChanged 53 SP:Iteration 9Q (14338.900000 sec): 3 clusters Score: Raw -335602.623075 + Penalty 3892.490219 = -331710.132856 nChanged 52 SP:Iteration 10Q (14339.070000 sec): 3 clusters Score: Raw -335640.403189 + Penalty 3892.490219 = -331747.912970 nChanged 48 SP:Iteration 11Q (14339.250000 sec): 3 clusters Score: Raw -335688.762695 + Penalty 3892.490219 = -331796.272476 nChanged 56 SP:Iteration 12Q (14339.470000 sec): 3 clusters Score: Raw -335755.860864 + Penalty 3892.490219 = -331863.370646 nChanged 67 SP:Iteration 13Q (14339.660000 sec): 3 clusters Score: Raw -335836.170102 + Penalty 3892.490219 = -331943.679883 nChanged 61 SP:Iteration 14Q (14339.830000 sec): 3 clusters Score: Raw -335895.274017 + Penalty 3892.490219 = -332002.783798 nChanged 61 SP:Iteration 15Q (14340.020000 sec): 3 clusters Score: Raw -335962.886270 + Penalty 3892.490219 = -332070.396051 nChanged 52 SP:Iteration 16Q (14340.190000 sec): 3 clusters Score: Raw -336037.656024 + Penalty 3892.490219 = -332145.165806 nChanged 51 SP:Iteration 17Q (14340.390000 sec): 3 clusters Score: Raw -336126.778309 + Penalty 3892.490219 = -332234.288090 nChanged 44 SP:Iteration 18Q (14340.630000 sec): 3 clusters Score: Raw -336195.014310 + Penalty 3892.490219 = -332302.524091 nChanged 42 SP:Iteration 19Q (14340.770000 sec): 3 clusters Score: Raw -336241.628338 + Penalty 3892.490219 = -332349.138119 nChanged 29 SP:Iteration 20F (14340.950000 sec): 3 clusters Score: Raw -336270.655981 + Penalty 3892.490219 = -332378.165762 nChanged 17 SP:Iteration 21Q (14341.100000 sec): 3 clusters Score: Raw -336284.641341 + Penalty 3892.490219 = -332392.151122 nChanged 8 SP:Iteration 22Q (14341.330000 sec): 3 clusters Score: Raw -336288.812993 + Penalty 3892.490219 = -332396.322774 nChanged 6 SP:Iteration 23Q (14341.500000 sec): 3 clusters Score: Raw -336294.430592 + Penalty 3892.490219 = -332401.940374 nChanged 6 SP:Iteration 24Q (14341.650000 sec): 3 clusters Score: Raw -336300.146096 + Penalty 3892.490219 = -332407.655878 nChanged 8 SP:Iteration 25Q (14341.830000 sec): 3 clusters Score: Raw -336306.312795 + Penalty 3892.490219 = -332413.822577 nChanged 8 SP:Iteration 26Q (14342.010000 sec): 3 clusters Score: Raw -336312.595191 + Penalty 3892.490219 = -332420.104973 nChanged 5 SP:Iteration 27Q (14342.240000 sec): 3 clusters Score: Raw -336316.706959 + Penalty 3892.490219 = -332424.216740 nChanged 3 SP:Iteration 28Q (14342.420000 sec): 3 clusters Score: Raw -336319.391369 + Penalty 3892.490219 = -332426.901151 nChanged 2 SP:Iteration 29Q (14342.640000 sec): 3 clusters Score: Raw -336322.308706 + Penalty 3892.490219 = -332429.818487 nChanged 1 SP:Iteration 30Q (14342.840000 sec): 3 clusters Score: Raw -336323.234817 + Penalty 3892.490219 = -332430.744598 nChanged 0 SP:Iteration 31F (14343.020000 sec): 3 clusters Score: Raw -336323.234817 + Penalty 3892.490219 = -332430.744598 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14343.110000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14343.280000 sec): 3 clusters Score: Raw -102251.206051 + Penalty 3279.572353 = -98971.633697 nChanged 151 SP:Iteration 1F (14343.530000 sec): 3 clusters Score: Raw -102445.340318 + Penalty 3279.572353 = -99165.767965 nChanged 41 SP:Iteration 2F (14343.720000 sec): 3 clusters Score: Raw -102513.744854 + Penalty 3279.572353 = -99234.172501 nChanged 22 SP:Iteration 3Q (14343.830000 sec): 3 clusters Score: Raw -102553.763061 + Penalty 3279.572353 = -99274.190707 nChanged 13 SP:Iteration 4Q (14344.010000 sec): 3 clusters Score: Raw -102579.350895 + Penalty 3279.572353 = -99299.778541 nChanged 5 SP:Iteration 5Q (14344.190000 sec): 3 clusters Score: Raw -102588.893390 + Penalty 3279.572353 = -99309.321037 nChanged 3 SP:Iteration 6Q (14344.370000 sec): 3 clusters Score: Raw -102594.033384 + Penalty 3279.572353 = -99314.461031 nChanged 1 SP:Iteration 7Q (14344.510000 sec): 3 clusters Score: Raw -102595.043694 + Penalty 3279.572353 = -99315.471340 nChanged 2 SP:Iteration 8Q (14344.710000 sec): 3 clusters Score: Raw -102597.048763 + Penalty 3279.572353 = -99317.476410 nChanged 2 SP:Iteration 9Q (14344.860000 sec): 3 clusters Score: Raw -102600.046569 + Penalty 3279.572353 = -99320.474216 nChanged 0 SP:Iteration 10F (14344.990000 sec): 3 clusters Score: Raw -102600.046569 + Penalty 3279.572353 = -99320.474216 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14345.150000 sec): 2 clusters Score: Raw -1397402.165662 + Penalty 2287.343153 = -1395114.822509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14345.400000 sec): 3 clusters Score: Raw -1391964.468793 + Penalty 4574.686306 = -1387389.782487 nChanged 4168 SP:Iteration 1F (14345.640000 sec): 3 clusters Score: Raw -1394213.938995 + Penalty 4574.686306 = -1389639.252689 nChanged 649 SP:Iteration 2F (14345.870000 sec): 3 clusters Score: Raw -1394529.532032 + Penalty 4574.686306 = -1389954.845726 nChanged 497 SP:Iteration 3Q (14346.110000 sec): 3 clusters Score: Raw -1394761.934918 + Penalty 4574.686306 = -1390187.248612 nChanged 472 SP:Iteration 4Q (14346.340000 sec): 3 clusters Score: Raw -1395015.403576 + Penalty 4574.686306 = -1390440.717270 nChanged 491 SP:Iteration 5Q (14346.590000 sec): 3 clusters Score: Raw -1395304.436617 + Penalty 4574.686306 = -1390729.750311 nChanged 537 SP:Iteration 6F (14346.800000 sec): 3 clusters Score: Raw -1395662.084184 + Penalty 4574.686306 = -1391087.397878 nChanged 517 SP:Iteration 7F (14347.030000 sec): 3 clusters Score: Raw -1396005.725468 + Penalty 4574.686306 = -1391431.039162 nChanged 471 SP:Iteration 8Q (14347.210000 sec): 3 clusters Score: Raw -1396306.094957 + Penalty 4574.686306 = -1391731.408650 nChanged 386 SP:Iteration 9Q (14347.510000 sec): 3 clusters Score: Raw -1396539.671000 + Penalty 4574.686306 = -1391964.984693 nChanged 348 SP:Iteration 10Q (14347.730000 sec): 3 clusters Score: Raw -1396734.318297 + Penalty 4574.686306 = -1392159.631991 nChanged 262 SP:Iteration 11Q (14347.960000 sec): 3 clusters Score: Raw -1396866.928637 + Penalty 4574.686306 = -1392292.242331 nChanged 200 SP:Iteration 12Q (14348.220000 sec): 3 clusters Score: Raw -1396968.907340 + Penalty 4574.686306 = -1392394.221034 nChanged 154 SP:Iteration 13Q (14348.470000 sec): 3 clusters Score: Raw -1397050.363596 + Penalty 4574.686306 = -1392475.677290 nChanged 124 SP:Iteration 14Q (14348.690000 sec): 3 clusters Score: Raw -1397113.180567 + Penalty 4574.686306 = -1392538.494260 nChanged 107 SP:Iteration 15Q (14348.960000 sec): 3 clusters Score: Raw -1397169.123919 + Penalty 4574.686306 = -1392594.437612 nChanged 105 SP:Iteration 16Q (14349.240000 sec): 3 clusters Score: Raw -1397221.265471 + Penalty 4574.686306 = -1392646.579165 nChanged 86 SP:Iteration 17Q (14349.450000 sec): 3 clusters Score: Raw -1397263.294301 + Penalty 4574.686306 = -1392688.607994 nChanged 73 SP:Iteration 18Q (14349.730000 sec): 3 clusters Score: Raw -1397299.113311 + Penalty 4574.686306 = -1392724.427005 nChanged 74 SP:Iteration 19Q (14349.970000 sec): 3 clusters Score: Raw -1397341.296045 + Penalty 4574.686306 = -1392766.609739 nChanged 60 SP:Iteration 20F (14350.180000 sec): 3 clusters Score: Raw -1397372.892511 + Penalty 4574.686306 = -1392798.206205 nChanged 54 SP:Iteration 21Q (14350.450000 sec): 3 clusters Score: Raw -1397403.398200 + Penalty 4574.686306 = -1392828.711894 nChanged 54 SP:Iteration 22Q (14350.690000 sec): 3 clusters Score: Raw -1397436.484107 + Penalty 4574.686306 = -1392861.797801 nChanged 52 SP:Iteration 23Q (14350.920000 sec): 3 clusters Score: Raw -1397465.616192 + Penalty 4574.686306 = -1392890.929886 nChanged 35 SP:Iteration 24Q (14351.180000 sec): 3 clusters Score: Raw -1397481.119166 + Penalty 4574.686306 = -1392906.432860 nChanged 25 SP:Iteration 25Q (14351.400000 sec): 3 clusters Score: Raw -1397491.172022 + Penalty 4574.686306 = -1392916.485716 nChanged 21 SP:Iteration 26Q (14351.600000 sec): 3 clusters Score: Raw -1397499.240763 + Penalty 4574.686306 = -1392924.554457 nChanged 13 SP:Iteration 27Q (14351.810000 sec): 3 clusters Score: Raw -1397505.009561 + Penalty 4574.686306 = -1392930.323254 nChanged 11 SP:Iteration 28Q (14352.090000 sec): 3 clusters Score: Raw -1397509.357079 + Penalty 4574.686306 = -1392934.670772 nChanged 14 SP:Iteration 29Q (14352.370000 sec): 3 clusters Score: Raw -1397515.041504 + Penalty 4574.686306 = -1392940.355198 nChanged 6 SP:Iteration 30Q (14352.610000 sec): 3 clusters Score: Raw -1397517.676526 + Penalty 4574.686306 = -1392942.990220 nChanged 7 SP:Iteration 31Q (14352.880000 sec): 3 clusters Score: Raw -1397520.685480 + Penalty 4574.686306 = -1392945.999174 nChanged 8 SP:Iteration 32Q (14353.130000 sec): 3 clusters Score: Raw -1397526.273071 + Penalty 4574.686306 = -1392951.586764 nChanged 15 SP:Iteration 33Q (14353.420000 sec): 3 clusters Score: Raw -1397533.734827 + Penalty 4574.686306 = -1392959.048521 nChanged 16 SP:Iteration 34Q (14353.680000 sec): 3 clusters Score: Raw -1397542.529076 + Penalty 4574.686306 = -1392967.842769 nChanged 16 SP:Iteration 35Q (14353.960000 sec): 3 clusters Score: Raw -1397550.673481 + Penalty 4574.686306 = -1392975.987174 nChanged 17 SP:Iteration 36Q (14354.210000 sec): 3 clusters Score: Raw -1397559.166539 + Penalty 4574.686306 = -1392984.480233 nChanged 15 SP:Iteration 37Q (14354.510000 sec): 3 clusters Score: Raw -1397565.955450 + Penalty 4574.686306 = -1392991.269144 nChanged 10 SP:Iteration 38Q (14354.790000 sec): 3 clusters Score: Raw -1397569.286119 + Penalty 4574.686306 = -1392994.599813 nChanged 9 SP:Iteration 39Q (14355.030000 sec): 3 clusters Score: Raw -1397572.662342 + Penalty 4574.686306 = -1392997.976035 nChanged 5 SP:Iteration 40F (14355.240000 sec): 3 clusters Score: Raw -1397574.789025 + Penalty 4574.686306 = -1393000.102718 nChanged 6 SP:Iteration 41Q (14355.540000 sec): 3 clusters Score: Raw -1397578.319217 + Penalty 4574.686306 = -1393003.632911 nChanged 5 SP:Iteration 42Q (14355.810000 sec): 3 clusters Score: Raw -1397581.580101 + Penalty 4574.686306 = -1393006.893795 nChanged 8 SP:Iteration 43Q (14356.060000 sec): 3 clusters Score: Raw -1397586.767442 + Penalty 4574.686306 = -1393012.081136 nChanged 11 SP:Iteration 44Q (14356.280000 sec): 3 clusters Score: Raw -1397593.088934 + Penalty 4574.686306 = -1393018.402628 nChanged 8 SP:Iteration 45Q (14356.550000 sec): 3 clusters Score: Raw -1397596.621681 + Penalty 4574.686306 = -1393021.935374 nChanged 9 SP:Iteration 46Q (14356.810000 sec): 3 clusters Score: Raw -1397600.576377 + Penalty 4574.686306 = -1393025.890070 nChanged 4 SP:Iteration 47Q (14357.070000 sec): 3 clusters Score: Raw -1397603.030824 + Penalty 4574.686306 = -1393028.344517 nChanged 5 SP:Iteration 48Q (14357.320000 sec): 3 clusters Score: Raw -1397605.244469 + Penalty 4574.686306 = -1393030.558163 nChanged 5 SP:Iteration 49Q (14357.580000 sec): 3 clusters Score: Raw -1397607.983627 + Penalty 4574.686306 = -1393033.297321 nChanged 6 SP:Iteration 50Q (14357.850000 sec): 3 clusters Score: Raw -1397611.740870 + Penalty 4574.686306 = -1393037.054564 nChanged 10 SP:Iteration 51Q (14358.150000 sec): 3 clusters Score: Raw -1397616.869747 + Penalty 4574.686306 = -1393042.183441 nChanged 8 SP:Iteration 52Q (14358.380000 sec): 3 clusters Score: Raw -1397622.085384 + Penalty 4574.686306 = -1393047.399077 nChanged 8 SP:Iteration 53Q (14358.670000 sec): 3 clusters Score: Raw -1397625.623675 + Penalty 4574.686306 = -1393050.937368 nChanged 8 SP:Iteration 54Q (14358.890000 sec): 3 clusters Score: Raw -1397631.693672 + Penalty 4574.686306 = -1393057.007366 nChanged 11 SP:Iteration 55Q (14359.120000 sec): 3 clusters Score: Raw -1397640.380318 + Penalty 4574.686306 = -1393065.694012 nChanged 12 SP:Iteration 56Q (14359.320000 sec): 3 clusters Score: Raw -1397646.182336 + Penalty 4574.686306 = -1393071.496030 nChanged 8 SP:Iteration 57Q (14359.520000 sec): 3 clusters Score: Raw -1397652.181327 + Penalty 4574.686306 = -1393077.495020 nChanged 10 SP:Iteration 58Q (14359.750000 sec): 3 clusters Score: Raw -1397655.902940 + Penalty 4574.686306 = -1393081.216634 nChanged 9 SP:Iteration 59Q (14360.050000 sec): 3 clusters Score: Raw -1397660.219418 + Penalty 4574.686306 = -1393085.533112 nChanged 9 SP:Iteration 60F (14360.260000 sec): 3 clusters Score: Raw -1397665.197320 + Penalty 4574.686306 = -1393090.511014 nChanged 6 SP:Iteration 61Q (14360.490000 sec): 3 clusters Score: Raw -1397667.244353 + Penalty 4574.686306 = -1393092.558047 nChanged 5 SP:Iteration 62Q (14360.750000 sec): 3 clusters Score: Raw -1397669.149746 + Penalty 4574.686306 = -1393094.463440 nChanged 1 SP:Iteration 63Q (14360.950000 sec): 3 clusters Score: Raw -1397670.202213 + Penalty 4574.686306 = -1393095.515907 nChanged 1 SP:Iteration 64Q (14361.200000 sec): 3 clusters Score: Raw -1397671.200824 + Penalty 4574.686306 = -1393096.514518 nChanged 4 SP:Iteration 65Q (14361.520000 sec): 3 clusters Score: Raw -1397673.707182 + Penalty 4574.686306 = -1393099.020876 nChanged 6 SP:Iteration 66Q (14361.730000 sec): 3 clusters Score: Raw -1397676.737077 + Penalty 4574.686306 = -1393102.050770 nChanged 5 SP:Iteration 67Q (14362.060000 sec): 3 clusters Score: Raw -1397679.964960 + Penalty 4574.686306 = -1393105.278653 nChanged 10 SP:Iteration 68Q (14362.260000 sec): 3 clusters Score: Raw -1397685.874050 + Penalty 4574.686306 = -1393111.187744 nChanged 13 SP:Iteration 69Q (14362.490000 sec): 3 clusters Score: Raw -1397694.256330 + Penalty 4574.686306 = -1393119.570024 nChanged 8 SP:Iteration 70Q (14362.730000 sec): 3 clusters Score: Raw -1397698.439643 + Penalty 4574.686306 = -1393123.753337 nChanged 7 SP:Iteration 71Q (14362.950000 sec): 3 clusters Score: Raw -1397701.699785 + Penalty 4574.686306 = -1393127.013478 nChanged 7 SP:Iteration 72Q (14363.110000 sec): 3 clusters Score: Raw -1397705.526774 + Penalty 4574.686306 = -1393130.840467 nChanged 7 SP:Iteration 73Q (14363.340000 sec): 3 clusters Score: Raw -1397708.941024 + Penalty 4574.686306 = -1393134.254717 nChanged 2 SP:Iteration 74Q (14363.580000 sec): 3 clusters Score: Raw -1397710.222033 + Penalty 4574.686306 = -1393135.535727 nChanged 2 SP:Iteration 75Q (14363.840000 sec): 3 clusters Score: Raw -1397711.108243 + Penalty 4574.686306 = -1393136.421937 nChanged 4 SP:Iteration 76Q (14364.100000 sec): 3 clusters Score: Raw -1397713.766843 + Penalty 4574.686306 = -1393139.080537 nChanged 5 SP:Iteration 77Q (14364.380000 sec): 3 clusters Score: Raw -1397717.068685 + Penalty 4574.686306 = -1393142.382379 nChanged 5 SP:Iteration 78Q (14364.650000 sec): 3 clusters Score: Raw -1397720.070227 + Penalty 4574.686306 = -1393145.383920 nChanged 2 SP:Iteration 79Q (14364.880000 sec): 3 clusters Score: Raw -1397721.288907 + Penalty 4574.686306 = -1393146.602601 nChanged 3 SP:Iteration 80F (14365.130000 sec): 3 clusters Score: Raw -1397723.046660 + Penalty 4574.686306 = -1393148.360354 nChanged 4 SP:Iteration 81Q (14365.390000 sec): 3 clusters Score: Raw -1397724.616645 + Penalty 4574.686306 = -1393149.930338 nChanged 1 SP:Iteration 82Q (14365.660000 sec): 3 clusters Score: Raw -1397724.910871 + Penalty 4574.686306 = -1393150.224565 nChanged 1 SP:Iteration 83Q (14365.920000 sec): 3 clusters Score: Raw -1397725.065465 + Penalty 4574.686306 = -1393150.379159 nChanged 0 SP:Iteration 84F (14366.170000 sec): 3 clusters Score: Raw -1397725.065465 + Penalty 4574.686306 = -1393150.379159 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14366.290000 sec): 2 clusters Score: Raw -184753.243102 + Penalty 1787.916384 = -182965.326719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14366.520000 sec): 3 clusters Score: Raw -184311.031101 + Penalty 3575.832767 = -180735.198334 nChanged 401 SP:Iteration 1F (14366.720000 sec): 3 clusters Score: Raw -184666.859515 + Penalty 3575.832767 = -181091.026748 nChanged 95 SP:Iteration 2F (14366.920000 sec): 3 clusters Score: Raw -184761.584375 + Penalty 3575.832767 = -181185.751608 nChanged 44 SP:Iteration 3Q (14367.100000 sec): 3 clusters Score: Raw -184812.905886 + Penalty 3575.832767 = -181237.073119 nChanged 30 SP:Iteration 4Q (14367.240000 sec): 3 clusters Score: Raw -184845.188205 + Penalty 3575.832767 = -181269.355438 nChanged 27 SP:Iteration 5Q (14367.420000 sec): 3 clusters Score: Raw -184878.696641 + Penalty 3575.832767 = -181302.863874 nChanged 18 SP:Iteration 6Q (14367.620000 sec): 3 clusters Score: Raw -184901.306910 + Penalty 3575.832767 = -181325.474142 nChanged 22 SP:Iteration 7Q (14367.810000 sec): 3 clusters Score: Raw -184921.895678 + Penalty 3575.832767 = -181346.062911 nChanged 16 SP:Iteration 8Q (14367.980000 sec): 3 clusters Score: Raw -184935.566322 + Penalty 3575.832767 = -181359.733554 nChanged 6 SP:Iteration 9Q (14368.180000 sec): 3 clusters Score: Raw -184942.047785 + Penalty 3575.832767 = -181366.215017 nChanged 7 SP:Iteration 10Q (14368.380000 sec): 3 clusters Score: Raw -184954.521624 + Penalty 3575.832767 = -181378.688856 nChanged 7 SP:Iteration 11Q (14368.550000 sec): 3 clusters Score: Raw -184962.526404 + Penalty 3575.832767 = -181386.693636 nChanged 5 SP:Iteration 12Q (14368.730000 sec): 3 clusters Score: Raw -184966.143650 + Penalty 3575.832767 = -181390.310883 nChanged 4 SP:Iteration 13Q (14368.850000 sec): 3 clusters Score: Raw -184970.045166 + Penalty 3575.832767 = -181394.212399 nChanged 4 SP:Iteration 14Q (14369.040000 sec): 3 clusters Score: Raw -184974.171203 + Penalty 3575.832767 = -181398.338436 nChanged 7 SP:Iteration 15Q (14369.180000 sec): 3 clusters Score: Raw -184982.766427 + Penalty 3575.832767 = -181406.933660 nChanged 11 SP:Iteration 16Q (14369.360000 sec): 3 clusters Score: Raw -184997.590523 + Penalty 3575.832767 = -181421.757756 nChanged 9 SP:Iteration 17Q (14369.520000 sec): 3 clusters Score: Raw -185005.628718 + Penalty 3575.832767 = -181429.795951 nChanged 6 SP:Iteration 18Q (14369.730000 sec): 3 clusters Score: Raw -185013.219321 + Penalty 3575.832767 = -181437.386554 nChanged 9 SP:Iteration 19Q (14369.850000 sec): 3 clusters Score: Raw -185020.492162 + Penalty 3575.832767 = -181444.659394 nChanged 5 SP:Iteration 20F (14370.000000 sec): 3 clusters Score: Raw -185027.820314 + Penalty 3575.832767 = -181451.987547 nChanged 4 SP:Iteration 21Q (14370.190000 sec): 3 clusters Score: Raw -185032.094543 + Penalty 3575.832767 = -181456.261776 nChanged 4 SP:Iteration 22Q (14370.370000 sec): 3 clusters Score: Raw -185035.877932 + Penalty 3575.832767 = -181460.045165 nChanged 4 SP:Iteration 23Q (14370.540000 sec): 3 clusters Score: Raw -185041.978590 + Penalty 3575.832767 = -181466.145822 nChanged 4 SP:Iteration 24Q (14370.760000 sec): 3 clusters Score: Raw -185047.531229 + Penalty 3575.832767 = -181471.698462 nChanged 5 SP:Iteration 25Q (14371.020000 sec): 3 clusters Score: Raw -185051.938782 + Penalty 3575.832767 = -181476.106015 nChanged 5 SP:Iteration 26Q (14371.180000 sec): 3 clusters Score: Raw -185055.922915 + Penalty 3575.832767 = -181480.090147 nChanged 5 SP:Iteration 27Q (14371.370000 sec): 3 clusters Score: Raw -185060.049228 + Penalty 3575.832767 = -181484.216461 nChanged 3 SP:Iteration 28Q (14371.560000 sec): 3 clusters Score: Raw -185062.545574 + Penalty 3575.832767 = -181486.712806 nChanged 4 SP:Iteration 29Q (14371.750000 sec): 3 clusters Score: Raw -185066.850489 + Penalty 3575.832767 = -181491.017721 nChanged 2 SP:Iteration 30Q (14371.940000 sec): 3 clusters Score: Raw -185070.335250 + Penalty 3575.832767 = -181494.502482 nChanged 2 SP:Iteration 31Q (14372.140000 sec): 3 clusters Score: Raw -185071.509169 + Penalty 3575.832767 = -181495.676402 nChanged 2 SP:Iteration 32Q (14372.340000 sec): 3 clusters Score: Raw -185073.107197 + Penalty 3575.832767 = -181497.274430 nChanged 2 SP:Iteration 33Q (14372.510000 sec): 3 clusters Score: Raw -185075.364634 + Penalty 3575.832767 = -181499.531867 nChanged 2 SP:Iteration 34Q (14372.710000 sec): 3 clusters Score: Raw -185077.977279 + Penalty 3575.832767 = -181502.144512 nChanged 3 SP:Iteration 35Q (14372.900000 sec): 3 clusters Score: Raw -185080.852834 + Penalty 3575.832767 = -181505.020067 nChanged 3 SP:Iteration 36Q (14373.090000 sec): 3 clusters Score: Raw -185086.988046 + Penalty 3575.832767 = -181511.155278 nChanged 3 SP:Iteration 37Q (14373.310000 sec): 3 clusters Score: Raw -185088.794394 + Penalty 3575.832767 = -181512.961627 nChanged 3 SP:Iteration 38Q (14373.470000 sec): 3 clusters Score: Raw -185095.672274 + Penalty 3575.832767 = -181519.839506 nChanged 5 SP:Iteration 39Q (14373.650000 sec): 3 clusters Score: Raw -185105.438585 + Penalty 3575.832767 = -181529.605818 nChanged 7 SP:Iteration 40F (14373.880000 sec): 3 clusters Score: Raw -185113.995246 + Penalty 3575.832767 = -181538.162478 nChanged 6 SP:Iteration 41Q (14374.020000 sec): 3 clusters Score: Raw -185119.704847 + Penalty 3575.832767 = -181543.872080 nChanged 9 SP:Iteration 42Q (14374.220000 sec): 3 clusters Score: Raw -185140.258723 + Penalty 3575.832767 = -181564.425956 nChanged 11 SP:Iteration 43Q (14374.380000 sec): 3 clusters Score: Raw -185169.641749 + Penalty 3575.832767 = -181593.808982 nChanged 17 SP:Iteration 44Q (14374.560000 sec): 3 clusters Score: Raw -185212.059459 + Penalty 3575.832767 = -181636.226692 nChanged 36 SP:Iteration 45Q (14374.790000 sec): 3 clusters Score: Raw -185272.887557 + Penalty 3575.832767 = -181697.054790 nChanged 29 SP:Iteration 46Q (14374.950000 sec): 3 clusters Score: Raw -185333.670514 + Penalty 3575.832767 = -181757.837747 nChanged 27 SP:Iteration 47Q (14375.120000 sec): 3 clusters Score: Raw -185383.535639 + Penalty 3575.832767 = -181807.702871 nChanged 24 SP:Iteration 48Q (14375.310000 sec): 3 clusters Score: Raw -185442.064119 + Penalty 3575.832767 = -181866.231352 nChanged 29 SP:Iteration 49Q (14375.460000 sec): 3 clusters Score: Raw -185495.617945 + Penalty 3575.832767 = -181919.785177 nChanged 23 SP:Iteration 50Q (14375.610000 sec): 3 clusters Score: Raw -185526.378005 + Penalty 3575.832767 = -181950.545237 nChanged 15 SP:Iteration 51Q (14375.750000 sec): 3 clusters Score: Raw -185546.356012 + Penalty 3575.832767 = -181970.523244 nChanged 15 SP:Iteration 52Q (14375.900000 sec): 3 clusters Score: Raw -185563.306979 + Penalty 3575.832767 = -181987.474212 nChanged 10 SP:Iteration 53Q (14376.100000 sec): 3 clusters Score: Raw -185578.614816 + Penalty 3575.832767 = -182002.782049 nChanged 9 SP:Iteration 54Q (14376.280000 sec): 3 clusters Score: Raw -185586.887231 + Penalty 3575.832767 = -182011.054463 nChanged 4 SP:Iteration 55Q (14376.450000 sec): 3 clusters Score: Raw -185594.595666 + Penalty 3575.832767 = -182018.762899 nChanged 5 SP:Iteration 56Q (14376.610000 sec): 3 clusters Score: Raw -185598.914007 + Penalty 3575.832767 = -182023.081240 nChanged 1 SP:Iteration 57Q (14376.780000 sec): 3 clusters Score: Raw -185600.125492 + Penalty 3575.832767 = -182024.292725 nChanged 1 SP:Iteration 58Q (14376.960000 sec): 3 clusters Score: Raw -185600.798356 + Penalty 3575.832767 = -182024.965588 nChanged 1 SP:Iteration 59Q (14377.120000 sec): 3 clusters Score: Raw -185604.760846 + Penalty 3575.832767 = -182028.928078 nChanged 3 SP:Iteration 60F (14377.360000 sec): 3 clusters Score: Raw -185609.351461 + Penalty 3575.832767 = -182033.518694 nChanged 2 SP:Iteration 61Q (14377.520000 sec): 3 clusters Score: Raw -185612.770045 + Penalty 3575.832767 = -182036.937278 nChanged 3 SP:Iteration 62Q (14377.740000 sec): 3 clusters Score: Raw -185617.211333 + Penalty 3575.832767 = -182041.378566 nChanged 6 SP:Iteration 63Q (14377.960000 sec): 3 clusters Score: Raw -185623.570801 + Penalty 3575.832767 = -182047.738034 nChanged 6 SP:Iteration 64Q (14378.110000 sec): 3 clusters Score: Raw -185629.274958 + Penalty 3575.832767 = -182053.442191 nChanged 5 SP:Iteration 65Q (14378.260000 sec): 3 clusters Score: Raw -185636.891580 + Penalty 3575.832767 = -182061.058812 nChanged 3 SP:Iteration 66Q (14378.470000 sec): 3 clusters Score: Raw -185643.690531 + Penalty 3575.832767 = -182067.857764 nChanged 4 SP:Iteration 67Q (14378.630000 sec): 3 clusters Score: Raw -185648.287992 + Penalty 3575.832767 = -182072.455225 nChanged 5 SP:Iteration 68Q (14378.780000 sec): 3 clusters Score: Raw -185653.067874 + Penalty 3575.832767 = -182077.235107 nChanged 4 SP:Iteration 69Q (14378.970000 sec): 3 clusters Score: Raw -185657.544001 + Penalty 3575.832767 = -182081.711233 nChanged 2 SP:Iteration 70Q (14379.150000 sec): 3 clusters Score: Raw -185661.410764 + Penalty 3575.832767 = -182085.577996 nChanged 5 SP:Iteration 71Q (14379.330000 sec): 3 clusters Score: Raw -185669.784951 + Penalty 3575.832767 = -182093.952184 nChanged 3 SP:Iteration 72Q (14379.520000 sec): 3 clusters Score: Raw -185674.115483 + Penalty 3575.832767 = -182098.282715 nChanged 2 SP:Iteration 73Q (14379.700000 sec): 3 clusters Score: Raw -185677.601588 + Penalty 3575.832767 = -182101.768820 nChanged 3 SP:Iteration 74Q (14379.910000 sec): 3 clusters Score: Raw -185681.218472 + Penalty 3575.832767 = -182105.385705 nChanged 2 SP:Iteration 75Q (14380.110000 sec): 3 clusters Score: Raw -185683.633756 + Penalty 3575.832767 = -182107.800988 nChanged 3 SP:Iteration 76Q (14380.270000 sec): 3 clusters Score: Raw -185686.027181 + Penalty 3575.832767 = -182110.194414 nChanged 2 SP:Iteration 77Q (14380.490000 sec): 3 clusters Score: Raw -185687.417993 + Penalty 3575.832767 = -182111.585225 nChanged 2 SP:Iteration 78Q (14380.630000 sec): 3 clusters Score: Raw -185691.405114 + Penalty 3575.832767 = -182115.572347 nChanged 2 SP:Iteration 79Q (14380.830000 sec): 3 clusters Score: Raw -185695.105994 + Penalty 3575.832767 = -182119.273227 nChanged 5 SP:Iteration 80F (14381.020000 sec): 3 clusters Score: Raw -185701.324782 + Penalty 3575.832767 = -182125.492015 nChanged 6 SP:Iteration 81Q (14381.240000 sec): 3 clusters Score: Raw -185711.253654 + Penalty 3575.832767 = -182135.420887 nChanged 4 SP:Iteration 82Q (14381.450000 sec): 3 clusters Score: Raw -185718.490684 + Penalty 3575.832767 = -182142.657916 nChanged 3 SP:Iteration 83Q (14381.620000 sec): 3 clusters Score: Raw -185728.097437 + Penalty 3575.832767 = -182152.264669 nChanged 6 SP:Iteration 84Q (14381.740000 sec): 3 clusters Score: Raw -185737.464949 + Penalty 3575.832767 = -182161.632182 nChanged 1 SP:Iteration 85Q (14381.870000 sec): 3 clusters Score: Raw -185738.622900 + Penalty 3575.832767 = -182162.790133 nChanged 3 SP:Iteration 86Q (14382.050000 sec): 3 clusters Score: Raw -185741.701462 + Penalty 3575.832767 = -182165.868695 nChanged 0 SP:Iteration 87F (14382.200000 sec): 3 clusters Score: Raw -185741.701462 + Penalty 3575.832767 = -182165.868695 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14382.300000 sec): 2 clusters Score: Raw -40654.494005 + Penalty 1447.033063 = -39207.460942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14382.490000 sec): 3 clusters Score: Raw -41026.036853 + Penalty 2894.066126 = -38131.970727 nChanged 66 SP:Iteration 1F (14382.610000 sec): 3 clusters Score: Raw -41274.466084 + Penalty 2894.066126 = -38380.399958 nChanged 26 SP:Iteration 2F (14382.810000 sec): 3 clusters Score: Raw -41411.174567 + Penalty 2894.066126 = -38517.108441 nChanged 9 SP:Iteration 3Q (14383.060000 sec): 3 clusters Score: Raw -41449.141643 + Penalty 2894.066126 = -38555.075517 nChanged 9 SP:Iteration 4Q (14383.230000 sec): 3 clusters Score: Raw -41520.392554 + Penalty 2894.066126 = -38626.326428 nChanged 3 SP:Iteration 5Q (14383.420000 sec): 3 clusters Score: Raw -41582.449298 + Penalty 2894.066126 = -38688.383172 nChanged 4 SP:Iteration 6Q (14383.650000 sec): 3 clusters Score: Raw -41707.622041 + Penalty 2894.066126 = -38813.555916 nChanged 2 SP:Iteration 7Q (14383.820000 sec): 3 clusters Score: Raw -41760.792855 + Penalty 2894.066126 = -38866.726729 nChanged 2 SP:Iteration 8Q (14383.950000 sec): 3 clusters Score: Raw -41790.232228 + Penalty 2894.066126 = -38896.166103 nChanged 1 SP:Iteration 9Q (14384.140000 sec): 3 clusters Score: Raw -41794.297280 + Penalty 2894.066126 = -38900.231154 nChanged 0 SP:Iteration 10F (14384.360000 sec): 3 clusters Score: Raw -41797.494328 + Penalty 2894.066126 = -38903.428203 nChanged 1 SP:Iteration 11Q (14384.550000 sec): 3 clusters Score: Raw -41807.811279 + Penalty 2894.066126 = -38913.745153 nChanged 2 SP:Iteration 12Q (14384.750000 sec): 3 clusters Score: Raw -41832.725198 + Penalty 2894.066126 = -38938.659072 nChanged 3 SP:Iteration 13Q (14384.890000 sec): 3 clusters Score: Raw -41861.971638 + Penalty 2894.066126 = -38967.905512 nChanged 0 SP:Iteration 14F (14385.060000 sec): 3 clusters Score: Raw -41861.971638 + Penalty 2894.066126 = -38967.905512 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 23 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14385.210000 sec): 2 clusters Score: Raw -5664.070813 + Penalty 1077.263745 = -4586.807068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14385.390000 sec): 3 clusters Score: Raw -6120.214160 + Penalty 2154.527489 = -3965.686671 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14385.500000 sec): 2 clusters Score: Raw -15025.132959 + Penalty 1279.445714 = -13745.687245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14385.650000 sec): 3 clusters Score: Raw -15495.181153 + Penalty 2558.891428 = -12936.289724 nChanged 25 SP:Iteration 1F (14385.870000 sec): 3 clusters Score: Raw -15655.057236 + Penalty 2558.891428 = -13096.165808 nChanged 10 SP:Iteration 2F (14386.050000 sec): 3 clusters Score: Raw -15719.031740 + Penalty 2558.891428 = -13160.140312 nChanged 3 SP:Iteration 3Q (14386.260000 sec): 3 clusters Score: Raw -15735.254899 + Penalty 2558.891428 = -13176.363471 nChanged 2 SP:Iteration 4Q (14386.420000 sec): 3 clusters Score: Raw -15766.707423 + Penalty 2558.891428 = -13207.815995 nChanged 1 SP:Iteration 5Q (14386.600000 sec): 3 clusters Score: Raw -15791.872230 + Penalty 2558.891428 = -13232.980802 nChanged 2 SP:Iteration 6Q (14386.790000 sec): 3 clusters Score: Raw -15813.856736 + Penalty 2558.891428 = -13254.965308 nChanged 1 SP:Iteration 7Q (14387.020000 sec): 3 clusters Score: Raw -15824.295168 + Penalty 2558.891428 = -13265.403739 nChanged 1 SP:Iteration 8Q (14387.270000 sec): 3 clusters Score: Raw -15839.586064 + Penalty 2558.891428 = -13280.694636 nChanged 1 SP:Iteration 9Q (14387.450000 sec): 3 clusters Score: Raw -15844.000326 + Penalty 2558.891428 = -13285.108898 nChanged 0 SP:Iteration 10F (14387.590000 sec): 3 clusters Score: Raw -15844.000326 + Penalty 2558.891428 = -13285.108898 nChanged 0 Iteration 379Q (14406.580000 sec): 25 clusters Score: Raw -78088911.707482 + Penalty 78952.998015 = -78009958.709467 nChanged 1 Iteration 380F (14436.640000 sec): 25 clusters Score: Raw -78088926.959977 + Penalty 78952.998015 = -78009973.961962 nChanged 4 Iteration 381Q (14455.280000 sec): 25 clusters Score: Raw -78089125.898173 + Penalty 78952.998015 = -78010172.900158 nChanged 2 Iteration 382Q (14474.800000 sec): 25 clusters Score: Raw -78089139.167710 + Penalty 78952.998015 = -78010186.169695 nChanged 0 Iteration 383F (14509.560000 sec): 25 clusters Score: Raw -78089225.364781 + Penalty 78952.998015 = -78010272.366766 nChanged 2 Iteration 384Q (14531.040000 sec): 25 clusters Score: Raw -78089258.371144 + Penalty 78952.998015 = -78010305.373129 nChanged 0 Iteration 385F (14560.120000 sec): 25 clusters Score: Raw -78089261.177805 + Penalty 78952.998015 = -78010308.179790 nChanged 1 Iteration 386Q (14573.350000 sec): 25 clusters Score: Raw -78089299.512641 + Penalty 78952.998015 = -78010346.514626 nChanged 1 Iteration 387Q (14591.330000 sec): 25 clusters Score: Raw -78089405.661572 + Penalty 78952.998015 = -78010452.663557 nChanged 1 Iteration 388Q (14609.930000 sec): 25 clusters Score: Raw -78089415.644612 + Penalty 78952.998015 = -78010462.646596 nChanged 0 Iteration 389F (14639.430000 sec): 25 clusters Score: Raw -78089441.542269 + Penalty 78952.998015 = -78010488.544254 nChanged 1 Iteration 390Q (14656.770000 sec): 25 clusters Score: Raw -78089464.701861 + Penalty 78952.998015 = -78010511.703845 nChanged 1 Iteration 391Q (14674.200000 sec): 25 clusters Score: Raw -78089505.989600 + Penalty 78952.998015 = -78010552.991585 nChanged 1 Iteration 392Q (14691.730000 sec): 25 clusters Score: Raw -78089582.048716 + Penalty 78952.998015 = -78010629.050701 nChanged 2 Iteration 393Q (14710.570000 sec): 25 clusters Score: Raw -78089633.013325 + Penalty 78952.998015 = -78010680.015310 nChanged 4 Iteration 394Q (14727.570000 sec): 25 clusters Score: Raw -78089696.289729 + Penalty 78952.998015 = -78010743.291714 nChanged 1 Iteration 395Q (14745.650000 sec): 25 clusters Score: Raw -78089726.405926 + Penalty 78952.998015 = -78010773.407910 nChanged 0 Iteration 396F (14774.650000 sec): 25 clusters Score: Raw -78089771.706135 + Penalty 78952.998015 = -78010818.708120 nChanged 4 Iteration 397Q (14794.190000 sec): 25 clusters Score: Raw -78089952.544885 + Penalty 78952.998015 = -78010999.546869 nChanged 2 Iteration 398Q (14810.860000 sec): 25 clusters Score: Raw -78090141.039259 + Penalty 78952.998015 = -78011188.041244 nChanged 1 Iteration 399Q (14825.600000 sec): 25 clusters Score: Raw -78090156.573774 + Penalty 78952.998015 = -78011203.575758 nChanged 0 Iteration 400F (14854.790000 sec): 25 clusters Score: Raw -78090168.535542 + Penalty 78952.998015 = -78011215.537527 nChanged 2 Iteration 401Q (14874.030000 sec): 25 clusters Score: Raw -78090235.256522 + Penalty 78952.998015 = -78011282.258507 nChanged 1 Iteration 402Q (14892.570000 sec): 25 clusters Score: Raw -78090271.198156 + Penalty 78952.998015 = -78011318.200141 nChanged 0 Iteration 403F (14921.110000 sec): 25 clusters Score: Raw -78090271.198156 + Penalty 78952.998015 = -78011318.200141 nChanged 0 Compute initial score before splitting: Score: Raw -78090271.198156 + Penalty 78952.998015 = -78011318.200141 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 1 (192377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14922.180000 sec): 2 clusters Score: Raw -26310576.472360 + Penalty 3017.468642 = -26307559.003718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14923.490000 sec): 3 clusters Score: Raw -26184826.447709 + Penalty 6034.937285 = -26178791.510425 nChanged 92192 SP:Iteration 1F (14924.710000 sec): 3 clusters Score: Raw -26238878.953143 + Penalty 6034.937285 = -26232844.015858 nChanged 4985 SP:Iteration 2Q (14926.030000 sec): 3 clusters Score: Raw -26239810.205539 + Penalty 6034.937285 = -26233775.268255 nChanged 5078 SP:Iteration 3Q (14927.340000 sec): 3 clusters Score: Raw -26240818.190593 + Penalty 6034.937285 = -26234783.253308 nChanged 5297 SP:Iteration 4Q (14928.770000 sec): 3 clusters Score: Raw -26241941.482642 + Penalty 6034.937285 = -26235906.545357 nChanged 5481 SP:Iteration 5Q (14930.160000 sec): 3 clusters Score: Raw -26243180.350169 + Penalty 6034.937285 = -26237145.412884 nChanged 5745 SP:Iteration 6Q (14931.420000 sec): 3 clusters Score: Raw -26244597.230532 + Penalty 6034.937285 = -26238562.293247 nChanged 6014 SP:Iteration 7Q (14932.700000 sec): 3 clusters Score: Raw -26246148.433565 + Penalty 6034.937285 = -26240113.496280 nChanged 6263 SP:Iteration 8Q (14934.050000 sec): 3 clusters Score: Raw -26247891.733334 + Penalty 6034.937285 = -26241856.796049 nChanged 6609 SP:Iteration 9Q (14935.380000 sec): 3 clusters Score: Raw -26249920.116866 + Penalty 6034.937285 = -26243885.179581 nChanged 6957 SP:Iteration 10Q (14936.770000 sec): 3 clusters Score: Raw -26252301.770910 + Penalty 6034.937285 = -26246266.833625 nChanged 7345 SP:Iteration 11Q (14938.120000 sec): 3 clusters Score: Raw -26255071.172612 + Penalty 6034.937285 = -26249036.235327 nChanged 7817 SP:Iteration 12Q (14939.400000 sec): 3 clusters Score: Raw -26258451.659103 + Penalty 6034.937285 = -26252416.721818 nChanged 8394 SP:Iteration 13Q (14940.630000 sec): 3 clusters Score: Raw -26262513.932038 + Penalty 6034.937285 = -26256478.994754 nChanged 8443 SP:Iteration 14Q (14941.860000 sec): 3 clusters Score: Raw -26266857.960623 + Penalty 6034.937285 = -26260823.023338 nChanged 8023 SP:Iteration 15Q (14943.030000 sec): 3 clusters Score: Raw -26270973.325326 + Penalty 6034.937285 = -26264938.388041 nChanged 6948 SP:Iteration 16Q (14944.320000 sec): 3 clusters Score: Raw -26274096.565208 + Penalty 6034.937285 = -26268061.627923 nChanged 5296 SP:Iteration 17Q (14945.540000 sec): 3 clusters Score: Raw -26275939.814144 + Penalty 6034.937285 = -26269904.876860 nChanged 3591 SP:Iteration 18Q (14946.730000 sec): 3 clusters Score: Raw -26276784.583099 + Penalty 6034.937285 = -26270749.645814 nChanged 2282 SP:Iteration 19Q (14948.000000 sec): 3 clusters Score: Raw -26277140.565859 + Penalty 6034.937285 = -26271105.628574 nChanged 1570 SP:Iteration 20F (14949.230000 sec): 3 clusters Score: Raw -26277347.112281 + Penalty 6034.937285 = -26271312.174997 nChanged 1354 SP:Iteration 21Q (14950.640000 sec): 3 clusters Score: Raw -26277518.720777 + Penalty 6034.937285 = -26271483.783493 nChanged 1418 SP:Iteration 22Q (14952.030000 sec): 3 clusters Score: Raw -26277707.708472 + Penalty 6034.937285 = -26271672.771188 nChanged 1486 SP:Iteration 23Q (14953.190000 sec): 3 clusters Score: Raw -26277913.319477 + Penalty 6034.937285 = -26271878.382192 nChanged 1619 SP:Iteration 24Q (14954.370000 sec): 3 clusters Score: Raw -26278162.629842 + Penalty 6034.937285 = -26272127.692558 nChanged 1809 SP:Iteration 25Q (14955.540000 sec): 3 clusters Score: Raw -26278464.456331 + Penalty 6034.937285 = -26272429.519046 nChanged 2007 SP:Iteration 26Q (14956.680000 sec): 3 clusters Score: Raw -26278825.489445 + Penalty 6034.937285 = -26272790.552160 nChanged 2150 SP:Iteration 27Q (14957.970000 sec): 3 clusters Score: Raw -26279241.744263 + Penalty 6034.937285 = -26273206.806979 nChanged 2327 SP:Iteration 28Q (14959.390000 sec): 3 clusters Score: Raw -26279727.305089 + Penalty 6034.937285 = -26273692.367804 nChanged 2539 SP:Iteration 29Q (14960.690000 sec): 3 clusters Score: Raw -26280305.416493 + Penalty 6034.937285 = -26274270.479208 nChanged 2700 SP:Iteration 30Q (14961.870000 sec): 3 clusters Score: Raw -26280990.709477 + Penalty 6034.937285 = -26274955.772193 nChanged 3016 SP:Iteration 31Q (14963.100000 sec): 3 clusters Score: Raw -26281822.157718 + Penalty 6034.937285 = -26275787.220433 nChanged 3238 SP:Iteration 32Q (14964.290000 sec): 3 clusters Score: Raw -26282793.590906 + Penalty 6034.937285 = -26276758.653622 nChanged 3434 SP:Iteration 33Q (14965.490000 sec): 3 clusters Score: Raw -26283965.239261 + Penalty 6034.937285 = -26277930.301977 nChanged 3714 SP:Iteration 34Q (14966.730000 sec): 3 clusters Score: Raw -26285369.411567 + Penalty 6034.937285 = -26279334.474283 nChanged 3837 SP:Iteration 35Q (14967.910000 sec): 3 clusters Score: Raw -26286996.067562 + Penalty 6034.937285 = -26280961.130277 nChanged 4013 SP:Iteration 36Q (14969.020000 sec): 3 clusters Score: Raw -26288891.527275 + Penalty 6034.937285 = -26282856.589991 nChanged 4059 SP:Iteration 37Q (14970.140000 sec): 3 clusters Score: Raw -26291034.481928 + Penalty 6034.937285 = -26284999.544644 nChanged 4148 SP:Iteration 38Q (14971.290000 sec): 3 clusters Score: Raw -26293455.179775 + Penalty 6034.937285 = -26287420.242490 nChanged 3943 SP:Iteration 39Q (14972.530000 sec): 3 clusters Score: Raw -26295991.330488 + Penalty 6034.937285 = -26289956.393203 nChanged 3689 SP:Iteration 40F (14973.790000 sec): 3 clusters Score: Raw -26298486.397381 + Penalty 6034.937285 = -26292451.460096 nChanged 3309 SP:Iteration 41Q (14974.870000 sec): 3 clusters Score: Raw -26300680.072564 + Penalty 6034.937285 = -26294645.135280 nChanged 2821 SP:Iteration 42Q (14975.920000 sec): 3 clusters Score: Raw -26302410.462133 + Penalty 6034.937285 = -26296375.524848 nChanged 2428 SP:Iteration 43Q (14977.020000 sec): 3 clusters Score: Raw -26303772.448747 + Penalty 6034.937285 = -26297737.511463 nChanged 2014 SP:Iteration 44Q (14978.080000 sec): 3 clusters Score: Raw -26304792.511780 + Penalty 6034.937285 = -26298757.574496 nChanged 1699 SP:Iteration 45Q (14979.110000 sec): 3 clusters Score: Raw -26305600.572366 + Penalty 6034.937285 = -26299565.635082 nChanged 1499 SP:Iteration 46Q (14980.200000 sec): 3 clusters Score: Raw -26306245.631995 + Penalty 6034.937285 = -26300210.694710 nChanged 1293 SP:Iteration 47Q (14981.450000 sec): 3 clusters Score: Raw -26306763.879547 + Penalty 6034.937285 = -26300728.942262 nChanged 1134 SP:Iteration 48Q (14982.540000 sec): 3 clusters Score: Raw -26307177.584913 + Penalty 6034.937285 = -26301142.647628 nChanged 967 SP:Iteration 49Q (14983.720000 sec): 3 clusters Score: Raw -26307491.667618 + Penalty 6034.937285 = -26301456.730333 nChanged 862 SP:Iteration 50Q (14984.800000 sec): 3 clusters Score: Raw -26307772.123000 + Penalty 6034.937285 = -26301737.185715 nChanged 808 SP:Iteration 51Q (14986.000000 sec): 3 clusters Score: Raw -26308037.488675 + Penalty 6034.937285 = -26302002.551390 nChanged 761 SP:Iteration 52Q (14987.220000 sec): 3 clusters Score: Raw -26308278.582120 + Penalty 6034.937285 = -26302243.644835 nChanged 727 SP:Iteration 53Q (14988.280000 sec): 3 clusters Score: Raw -26308507.518645 + Penalty 6034.937285 = -26302472.581360 nChanged 618 SP:Iteration 54Q (14989.410000 sec): 3 clusters Score: Raw -26308699.149550 + Penalty 6034.937285 = -26302664.212265 nChanged 582 SP:Iteration 55Q (14990.610000 sec): 3 clusters Score: Raw -26308873.883868 + Penalty 6034.937285 = -26302838.946584 nChanged 536 SP:Iteration 56Q (14991.780000 sec): 3 clusters Score: Raw -26309042.625481 + Penalty 6034.937285 = -26303007.688197 nChanged 517 SP:Iteration 57Q (14992.870000 sec): 3 clusters Score: Raw -26309204.436805 + Penalty 6034.937285 = -26303169.499520 nChanged 479 SP:Iteration 58Q (14993.830000 sec): 3 clusters Score: Raw -26309361.873669 + Penalty 6034.937285 = -26303326.936385 nChanged 466 SP:Iteration 59Q (14994.960000 sec): 3 clusters Score: Raw -26309509.315655 + Penalty 6034.937285 = -26303474.378371 nChanged 404 SP:Iteration 60F (14996.190000 sec): 3 clusters Score: Raw -26309634.148700 + Penalty 6034.937285 = -26303599.211416 nChanged 392 SP:Iteration 61Q (14997.220000 sec): 3 clusters Score: Raw -26309754.813962 + Penalty 6034.937285 = -26303719.876678 nChanged 349 SP:Iteration 62Q (14998.230000 sec): 3 clusters Score: Raw -26309856.007790 + Penalty 6034.937285 = -26303821.070506 nChanged 299 SP:Iteration 63Q (14999.400000 sec): 3 clusters Score: Raw -26309940.316333 + Penalty 6034.937285 = -26303905.379048 nChanged 264 SP:Iteration 64Q (15000.560000 sec): 3 clusters Score: Raw -26310013.696956 + Penalty 6034.937285 = -26303978.759671 nChanged 263 SP:Iteration 65Q (15001.540000 sec): 3 clusters Score: Raw -26310091.392503 + Penalty 6034.937285 = -26304056.455218 nChanged 249 SP:Iteration 66Q (15002.500000 sec): 3 clusters Score: Raw -26310165.089810 + Penalty 6034.937285 = -26304130.152525 nChanged 228 SP:Iteration 67Q (15003.490000 sec): 3 clusters Score: Raw -26310233.749688 + Penalty 6034.937285 = -26304198.812404 nChanged 217 SP:Iteration 68Q (15004.470000 sec): 3 clusters Score: Raw -26310296.603543 + Penalty 6034.937285 = -26304261.666259 nChanged 221 SP:Iteration 69Q (15005.400000 sec): 3 clusters Score: Raw -26310357.897110 + Penalty 6034.937285 = -26304322.959826 nChanged 192 SP:Iteration 70Q (15006.390000 sec): 3 clusters Score: Raw -26310409.914652 + Penalty 6034.937285 = -26304374.977368 nChanged 171 SP:Iteration 71Q (15007.400000 sec): 3 clusters Score: Raw -26310454.169278 + Penalty 6034.937285 = -26304419.231993 nChanged 144 SP:Iteration 72Q (15008.290000 sec): 3 clusters Score: Raw -26310489.250759 + Penalty 6034.937285 = -26304454.313475 nChanged 123 SP:Iteration 73Q (15009.220000 sec): 3 clusters Score: Raw -26310519.718663 + Penalty 6034.937285 = -26304484.781378 nChanged 112 SP:Iteration 74Q (15010.250000 sec): 3 clusters Score: Raw -26310546.086616 + Penalty 6034.937285 = -26304511.149331 nChanged 94 SP:Iteration 75Q (15011.320000 sec): 3 clusters Score: Raw -26310565.728525 + Penalty 6034.937285 = -26304530.791241 nChanged 78 SP:Iteration 76Q (15012.280000 sec): 3 clusters Score: Raw -26310582.449006 + Penalty 6034.937285 = -26304547.511722 nChanged 81 SP:Iteration 77Q (15013.220000 sec): 3 clusters Score: Raw -26310599.501105 + Penalty 6034.937285 = -26304564.563820 nChanged 78 SP:Iteration 78Q (15014.350000 sec): 3 clusters Score: Raw -26310616.368746 + Penalty 6034.937285 = -26304581.431462 nChanged 72 SP:Iteration 79Q (15015.580000 sec): 3 clusters Score: Raw -26310633.492458 + Penalty 6034.937285 = -26304598.555173 nChanged 71 SP:Iteration 80F (15016.760000 sec): 3 clusters Score: Raw -26310650.747682 + Penalty 6034.937285 = -26304615.810397 nChanged 77 SP:Iteration 81Q (15017.810000 sec): 3 clusters Score: Raw -26310668.333916 + Penalty 6034.937285 = -26304633.396632 nChanged 82 SP:Iteration 82Q (15018.840000 sec): 3 clusters Score: Raw -26310686.671544 + Penalty 6034.937285 = -26304651.734259 nChanged 75 SP:Iteration 83Q (15019.880000 sec): 3 clusters Score: Raw -26310703.781831 + Penalty 6034.937285 = -26304668.844546 nChanged 61 SP:Iteration 84Q (15020.810000 sec): 3 clusters Score: Raw -26310717.536753 + Penalty 6034.937285 = -26304682.599469 nChanged 61 SP:Iteration 85Q (15021.850000 sec): 3 clusters Score: Raw -26310731.847300 + Penalty 6034.937285 = -26304696.910015 nChanged 72 SP:Iteration 86Q (15022.840000 sec): 3 clusters Score: Raw -26310748.833720 + Penalty 6034.937285 = -26304713.896436 nChanged 61 SP:Iteration 87Q (15023.980000 sec): 3 clusters Score: Raw -26310762.704299 + Penalty 6034.937285 = -26304727.767014 nChanged 60 SP:Iteration 88Q (15025.010000 sec): 3 clusters Score: Raw -26310776.451830 + Penalty 6034.937285 = -26304741.514545 nChanged 45 SP:Iteration 89Q (15026.150000 sec): 3 clusters Score: Raw -26310786.653555 + Penalty 6034.937285 = -26304751.716271 nChanged 43 SP:Iteration 90Q (15027.250000 sec): 3 clusters Score: Raw -26310797.291943 + Penalty 6034.937285 = -26304762.354658 nChanged 48 SP:Iteration 91Q (15028.350000 sec): 3 clusters Score: Raw -26310809.505184 + Penalty 6034.937285 = -26304774.567899 nChanged 43 SP:Iteration 92Q (15029.350000 sec): 3 clusters Score: Raw -26310820.155299 + Penalty 6034.937285 = -26304785.218015 nChanged 50 SP:Iteration 93Q (15030.310000 sec): 3 clusters Score: Raw -26310834.387415 + Penalty 6034.937285 = -26304799.450130 nChanged 44 SP:Iteration 94Q (15031.320000 sec): 3 clusters Score: Raw -26310845.710198 + Penalty 6034.937285 = -26304810.772913 nChanged 42 SP:Iteration 95Q (15032.310000 sec): 3 clusters Score: Raw -26310857.686249 + Penalty 6034.937285 = -26304822.748964 nChanged 42 SP:Iteration 96Q (15033.270000 sec): 3 clusters Score: Raw -26310869.946735 + Penalty 6034.937285 = -26304835.009451 nChanged 33 SP:Iteration 97Q (15034.340000 sec): 3 clusters Score: Raw -26310879.066644 + Penalty 6034.937285 = -26304844.129359 nChanged 31 SP:Iteration 98Q (15035.350000 sec): 3 clusters Score: Raw -26310886.605163 + Penalty 6034.937285 = -26304851.667879 nChanged 28 SP:Iteration 99Q (15036.380000 sec): 3 clusters Score: Raw -26310892.948887 + Penalty 6034.937285 = -26304858.011602 nChanged 25 SP:Iteration 100F (15037.650000 sec): 3 clusters Score: Raw -26310898.843811 + Penalty 6034.937285 = -26304863.906526 nChanged 18 SP:Iteration 101Q (15038.730000 sec): 3 clusters Score: Raw -26310904.267440 + Penalty 6034.937285 = -26304869.330156 nChanged 19 SP:Iteration 102Q (15039.690000 sec): 3 clusters Score: Raw -26310908.990219 + Penalty 6034.937285 = -26304874.052934 nChanged 15 SP:Iteration 103Q (15040.790000 sec): 3 clusters Score: Raw -26310912.479765 + Penalty 6034.937285 = -26304877.542481 nChanged 9 SP:Iteration 104Q (15041.890000 sec): 3 clusters Score: Raw -26310914.147935 + Penalty 6034.937285 = -26304879.210650 nChanged 6 SP:Iteration 105Q (15042.980000 sec): 3 clusters Score: Raw -26310915.481634 + Penalty 6034.937285 = -26304880.544349 nChanged 6 SP:Iteration 106Q (15044.030000 sec): 3 clusters Score: Raw -26310917.173918 + Penalty 6034.937285 = -26304882.236633 nChanged 7 SP:Iteration 107Q (15045.120000 sec): 3 clusters Score: Raw -26310918.342924 + Penalty 6034.937285 = -26304883.405639 nChanged 6 SP:Iteration 108Q (15046.180000 sec): 3 clusters Score: Raw -26310919.777535 + Penalty 6034.937285 = -26304884.840250 nChanged 4 SP:Iteration 109Q (15047.340000 sec): 3 clusters Score: Raw -26310920.828761 + Penalty 6034.937285 = -26304885.891476 nChanged 3 SP:Iteration 110Q (15048.470000 sec): 3 clusters Score: Raw -26310921.549091 + Penalty 6034.937285 = -26304886.611806 nChanged 4 SP:Iteration 111Q (15049.630000 sec): 3 clusters Score: Raw -26310922.703147 + Penalty 6034.937285 = -26304887.765863 nChanged 6 SP:Iteration 112Q (15050.830000 sec): 3 clusters Score: Raw -26310924.004730 + Penalty 6034.937285 = -26304889.067446 nChanged 7 SP:Iteration 113Q (15051.960000 sec): 3 clusters Score: Raw -26310925.322779 + Penalty 6034.937285 = -26304890.385494 nChanged 4 SP:Iteration 114Q (15053.090000 sec): 3 clusters Score: Raw -26310926.304549 + Penalty 6034.937285 = -26304891.367265 nChanged 8 SP:Iteration 115Q (15054.230000 sec): 3 clusters Score: Raw -26310927.883491 + Penalty 6034.937285 = -26304892.946206 nChanged 7 SP:Iteration 116Q (15055.400000 sec): 3 clusters Score: Raw -26310929.550844 + Penalty 6034.937285 = -26304894.613559 nChanged 7 SP:Iteration 117Q (15056.550000 sec): 3 clusters Score: Raw -26310931.573670 + Penalty 6034.937285 = -26304896.636385 nChanged 11 SP:Iteration 118Q (15057.610000 sec): 3 clusters Score: Raw -26310933.951308 + Penalty 6034.937285 = -26304899.014024 nChanged 11 SP:Iteration 119Q (15058.600000 sec): 3 clusters Score: Raw -26310937.664910 + Penalty 6034.937285 = -26304902.727625 nChanged 19 SP:Iteration 120F (15059.850000 sec): 3 clusters Score: Raw -26310944.249857 + Penalty 6034.937285 = -26304909.312573 nChanged 16 SP:Iteration 121Q (15060.920000 sec): 3 clusters Score: Raw -26310949.245383 + Penalty 6034.937285 = -26304914.308099 nChanged 15 SP:Iteration 122Q (15061.950000 sec): 3 clusters Score: Raw -26310952.274470 + Penalty 6034.937285 = -26304917.337186 nChanged 13 SP:Iteration 123Q (15063.030000 sec): 3 clusters Score: Raw -26310954.875481 + Penalty 6034.937285 = -26304919.938197 nChanged 12 SP:Iteration 124Q (15064.170000 sec): 3 clusters Score: Raw -26310957.678912 + Penalty 6034.937285 = -26304922.741627 nChanged 9 SP:Iteration 125Q (15065.190000 sec): 3 clusters Score: Raw -26310959.382535 + Penalty 6034.937285 = -26304924.445251 nChanged 6 SP:Iteration 126Q (15066.280000 sec): 3 clusters Score: Raw -26310960.910072 + Penalty 6034.937285 = -26304925.972787 nChanged 7 SP:Iteration 127Q (15067.390000 sec): 3 clusters Score: Raw -26310962.433881 + Penalty 6034.937285 = -26304927.496596 nChanged 7 SP:Iteration 128Q (15068.440000 sec): 3 clusters Score: Raw -26310963.677578 + Penalty 6034.937285 = -26304928.740293 nChanged 4 SP:Iteration 129Q (15069.570000 sec): 3 clusters Score: Raw -26310964.889367 + Penalty 6034.937285 = -26304929.952083 nChanged 7 SP:Iteration 130Q (15070.620000 sec): 3 clusters Score: Raw -26310966.187030 + Penalty 6034.937285 = -26304931.249745 nChanged 5 SP:Iteration 131Q (15071.650000 sec): 3 clusters Score: Raw -26310967.101709 + Penalty 6034.937285 = -26304932.164425 nChanged 5 SP:Iteration 132Q (15072.740000 sec): 3 clusters Score: Raw -26310968.265628 + Penalty 6034.937285 = -26304933.328343 nChanged 7 SP:Iteration 133Q (15073.810000 sec): 3 clusters Score: Raw -26310969.955826 + Penalty 6034.937285 = -26304935.018541 nChanged 5 SP:Iteration 134Q (15074.790000 sec): 3 clusters Score: Raw -26310971.479063 + Penalty 6034.937285 = -26304936.541778 nChanged 6 SP:Iteration 135Q (15075.750000 sec): 3 clusters Score: Raw -26310973.306125 + Penalty 6034.937285 = -26304938.368840 nChanged 6 SP:Iteration 136Q (15076.790000 sec): 3 clusters Score: Raw -26310974.827722 + Penalty 6034.937285 = -26304939.890438 nChanged 4 SP:Iteration 137Q (15077.780000 sec): 3 clusters Score: Raw -26310975.738143 + Penalty 6034.937285 = -26304940.800859 nChanged 3 SP:Iteration 138Q (15078.710000 sec): 3 clusters Score: Raw -26310976.327674 + Penalty 6034.937285 = -26304941.390389 nChanged 3 SP:Iteration 139Q (15079.770000 sec): 3 clusters Score: Raw -26310977.054718 + Penalty 6034.937285 = -26304942.117433 nChanged 2 SP:Iteration 140F (15080.990000 sec): 3 clusters Score: Raw -26310977.498509 + Penalty 6034.937285 = -26304942.561224 nChanged 3 SP:Iteration 141Q (15082.150000 sec): 3 clusters Score: Raw -26310977.952522 + Penalty 6034.937285 = -26304943.015237 nChanged 2 SP:Iteration 142Q (15083.370000 sec): 3 clusters Score: Raw -26310978.229816 + Penalty 6034.937285 = -26304943.292531 nChanged 0 SP:Iteration 143F (15084.730000 sec): 3 clusters Score: Raw -26310978.229816 + Penalty 6034.937285 = -26304943.292531 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 2 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15084.900000 sec): 2 clusters Score: Raw -44683.936627 + Penalty 1480.239475 = -43203.697152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15085.100000 sec): 3 clusters Score: Raw -44759.276010 + Penalty 2960.478950 = -41798.797061 nChanged 67 SP:Iteration 1F (15085.330000 sec): 3 clusters Score: Raw -44986.382318 + Penalty 2960.478950 = -42025.903368 nChanged 18 SP:Iteration 2Q (15085.490000 sec): 3 clusters Score: Raw -45083.199231 + Penalty 2960.478950 = -42122.720281 nChanged 14 SP:Iteration 3Q (15085.690000 sec): 3 clusters Score: Raw -45117.250579 + Penalty 2960.478950 = -42156.771629 nChanged 7 SP:Iteration 4Q (15085.930000 sec): 3 clusters Score: Raw -45142.440637 + Penalty 2960.478950 = -42181.961688 nChanged 6 SP:Iteration 5Q (15086.180000 sec): 3 clusters Score: Raw -45161.317945 + Penalty 2960.478950 = -42200.838995 nChanged 3 SP:Iteration 6Q (15086.420000 sec): 3 clusters Score: Raw -45174.118634 + Penalty 2960.478950 = -42213.639684 nChanged 2 SP:Iteration 7Q (15086.560000 sec): 3 clusters Score: Raw -45178.940045 + Penalty 2960.478950 = -42218.461095 nChanged 3 SP:Iteration 8Q (15086.740000 sec): 3 clusters Score: Raw -45185.169462 + Penalty 2960.478950 = -42224.690512 nChanged 3 SP:Iteration 9Q (15086.970000 sec): 3 clusters Score: Raw -45194.317871 + Penalty 2960.478950 = -42233.838921 nChanged 1 SP:Iteration 10Q (15087.160000 sec): 3 clusters Score: Raw -45196.178764 + Penalty 2960.478950 = -42235.699814 nChanged 2 SP:Iteration 11Q (15087.340000 sec): 3 clusters Score: Raw -45206.190339 + Penalty 2960.478950 = -42245.711389 nChanged 3 SP:Iteration 12Q (15087.580000 sec): 3 clusters Score: Raw -45226.150847 + Penalty 2960.478950 = -42265.671897 nChanged 3 SP:Iteration 13Q (15087.790000 sec): 3 clusters Score: Raw -45233.595252 + Penalty 2960.478950 = -42273.116302 nChanged 3 SP:Iteration 14Q (15087.950000 sec): 3 clusters Score: Raw -45252.111938 + Penalty 2960.478950 = -42291.632988 nChanged 4 SP:Iteration 15Q (15088.120000 sec): 3 clusters Score: Raw -45273.357684 + Penalty 2960.478950 = -42312.878734 nChanged 6 SP:Iteration 16Q (15088.330000 sec): 3 clusters Score: Raw -45300.314012 + Penalty 2960.478950 = -42339.835063 nChanged 6 SP:Iteration 17Q (15088.480000 sec): 3 clusters Score: Raw -45328.453656 + Penalty 2960.478950 = -42367.974706 nChanged 7 SP:Iteration 18Q (15088.740000 sec): 3 clusters Score: Raw -45376.133022 + Penalty 2960.478950 = -42415.654073 nChanged 9 SP:Iteration 19Q (15088.940000 sec): 3 clusters Score: Raw -45497.620334 + Penalty 2960.478950 = -42537.141384 nChanged 3 SP:Iteration 20F (15089.100000 sec): 3 clusters Score: Raw -45505.596944 + Penalty 2960.478950 = -42545.117994 nChanged 2 SP:Iteration 21Q (15089.260000 sec): 3 clusters Score: Raw -45513.819365 + Penalty 2960.478950 = -42553.340415 nChanged 2 SP:Iteration 22Q (15089.420000 sec): 3 clusters Score: Raw -45525.660282 + Penalty 2960.478950 = -42565.181333 nChanged 2 SP:Iteration 23Q (15089.620000 sec): 3 clusters Score: Raw -45547.435112 + Penalty 2960.478950 = -42586.956163 nChanged 3 SP:Iteration 24Q (15089.820000 sec): 3 clusters Score: Raw -45569.673035 + Penalty 2960.478950 = -42609.194085 nChanged 2 SP:Iteration 25Q (15090.010000 sec): 3 clusters Score: Raw -45579.094377 + Penalty 2960.478950 = -42618.615428 nChanged 2 SP:Iteration 26Q (15090.140000 sec): 3 clusters Score: Raw -45588.752797 + Penalty 2960.478950 = -42628.273847 nChanged 2 SP:Iteration 27Q (15090.330000 sec): 3 clusters Score: Raw -45603.675522 + Penalty 2960.478950 = -42643.196572 nChanged 0 SP:Iteration 28F (15090.520000 sec): 3 clusters Score: Raw -45603.675522 + Penalty 2960.478950 = -42643.196572 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 3 (312601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15092.300000 sec): 2 clusters Score: Raw -42851697.953841 + Penalty 3137.865358 = -42848560.088483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15094.390000 sec): 3 clusters Score: Raw -42643965.843866 + Penalty 6275.730716 = -42637690.113150 nChanged 151810 SP:Iteration 1F (15096.260000 sec): 3 clusters Score: Raw -42735064.118041 + Penalty 6275.730716 = -42728788.387325 nChanged 10445 SP:Iteration 2Q (15098.270000 sec): 3 clusters Score: Raw -42738282.674872 + Penalty 6275.730716 = -42732006.944156 nChanged 12972 SP:Iteration 3Q (15100.380000 sec): 3 clusters Score: Raw -42743397.027452 + Penalty 6275.730716 = -42737121.296736 nChanged 16361 SP:Iteration 4F (15102.420000 sec): 3 clusters Score: Raw -42751525.433138 + Penalty 6275.730716 = -42745249.702422 nChanged 20511 SP:Iteration 5F (15104.570000 sec): 3 clusters Score: Raw -42764223.646819 + Penalty 6275.730716 = -42757947.916102 nChanged 24328 SP:Iteration 6F (15106.760000 sec): 3 clusters Score: Raw -42782628.578642 + Penalty 6275.730716 = -42776352.847926 nChanged 25806 SP:Iteration 7F (15108.830000 sec): 3 clusters Score: Raw -42805069.749617 + Penalty 6275.730716 = -42798794.018901 nChanged 22487 SP:Iteration 8F (15110.620000 sec): 3 clusters Score: Raw -42825940.418307 + Penalty 6275.730716 = -42819664.687591 nChanged 15501 SP:Iteration 9Q (15112.860000 sec): 3 clusters Score: Raw -42840308.450568 + Penalty 6275.730716 = -42834032.719852 nChanged 8162 SP:Iteration 10Q (15114.640000 sec): 3 clusters Score: Raw -42847666.474085 + Penalty 6275.730716 = -42841390.743368 nChanged 3577 SP:Iteration 11Q (15116.470000 sec): 3 clusters Score: Raw -42850852.877824 + Penalty 6275.730716 = -42844577.147108 nChanged 1454 SP:Iteration 12Q (15118.260000 sec): 3 clusters Score: Raw -42852220.404984 + Penalty 6275.730716 = -42845944.674268 nChanged 809 SP:Iteration 13Q (15119.910000 sec): 3 clusters Score: Raw -42852943.884109 + Penalty 6275.730716 = -42846668.153393 nChanged 546 SP:Iteration 14Q (15121.510000 sec): 3 clusters Score: Raw -42853365.122149 + Penalty 6275.730716 = -42847089.391433 nChanged 396 SP:Iteration 15Q (15123.100000 sec): 3 clusters Score: Raw -42853664.932751 + Penalty 6275.730716 = -42847389.202035 nChanged 337 SP:Iteration 16Q (15124.900000 sec): 3 clusters Score: Raw -42853857.839769 + Penalty 6275.730716 = -42847582.109052 nChanged 271 SP:Iteration 17Q (15126.520000 sec): 3 clusters Score: Raw -42853964.299499 + Penalty 6275.730716 = -42847688.568782 nChanged 182 SP:Iteration 18Q (15128.130000 sec): 3 clusters Score: Raw -42854022.082285 + Penalty 6275.730716 = -42847746.351569 nChanged 140 SP:Iteration 19Q (15129.880000 sec): 3 clusters Score: Raw -42854061.744321 + Penalty 6275.730716 = -42847786.013605 nChanged 136 SP:Iteration 20F (15131.650000 sec): 3 clusters Score: Raw -42854092.513341 + Penalty 6275.730716 = -42847816.782625 nChanged 93 SP:Iteration 21Q (15133.160000 sec): 3 clusters Score: Raw -42854111.523308 + Penalty 6275.730716 = -42847835.792592 nChanged 69 SP:Iteration 22Q (15134.800000 sec): 3 clusters Score: Raw -42854124.653009 + Penalty 6275.730716 = -42847848.922293 nChanged 61 SP:Iteration 23Q (15136.330000 sec): 3 clusters Score: Raw -42854136.555798 + Penalty 6275.730716 = -42847860.825081 nChanged 53 SP:Iteration 24Q (15138.130000 sec): 3 clusters Score: Raw -42854145.156683 + Penalty 6275.730716 = -42847869.425967 nChanged 42 SP:Iteration 25Q (15139.600000 sec): 3 clusters Score: Raw -42854150.606332 + Penalty 6275.730716 = -42847874.875615 nChanged 28 SP:Iteration 26Q (15141.200000 sec): 3 clusters Score: Raw -42854154.778865 + Penalty 6275.730716 = -42847879.048149 nChanged 23 SP:Iteration 27Q (15142.750000 sec): 3 clusters Score: Raw -42854157.936978 + Penalty 6275.730716 = -42847882.206262 nChanged 18 SP:Iteration 28Q (15144.250000 sec): 3 clusters Score: Raw -42854160.348255 + Penalty 6275.730716 = -42847884.617539 nChanged 14 SP:Iteration 29Q (15145.860000 sec): 3 clusters Score: Raw -42854162.377019 + Penalty 6275.730716 = -42847886.646303 nChanged 11 SP:Iteration 30Q (15147.470000 sec): 3 clusters Score: Raw -42854163.296214 + Penalty 6275.730716 = -42847887.565497 nChanged 8 SP:Iteration 31Q (15149.050000 sec): 3 clusters Score: Raw -42854164.420123 + Penalty 6275.730716 = -42847888.689406 nChanged 13 SP:Iteration 32Q (15150.570000 sec): 3 clusters Score: Raw -42854166.381481 + Penalty 6275.730716 = -42847890.650764 nChanged 17 SP:Iteration 33Q (15151.910000 sec): 3 clusters Score: Raw -42854168.943738 + Penalty 6275.730716 = -42847893.213021 nChanged 18 SP:Iteration 34Q (15153.330000 sec): 3 clusters Score: Raw -42854171.626955 + Penalty 6275.730716 = -42847895.896238 nChanged 15 SP:Iteration 35Q (15154.870000 sec): 3 clusters Score: Raw -42854173.299491 + Penalty 6275.730716 = -42847897.568775 nChanged 10 SP:Iteration 36Q (15156.290000 sec): 3 clusters Score: Raw -42854174.757093 + Penalty 6275.730716 = -42847899.026377 nChanged 8 SP:Iteration 37Q (15157.770000 sec): 3 clusters Score: Raw -42854175.551445 + Penalty 6275.730716 = -42847899.820729 nChanged 5 SP:Iteration 38Q (15159.330000 sec): 3 clusters Score: Raw -42854176.084995 + Penalty 6275.730716 = -42847900.354278 nChanged 4 SP:Iteration 39Q (15160.860000 sec): 3 clusters Score: Raw -42854176.380557 + Penalty 6275.730716 = -42847900.649841 nChanged 1 SP:Iteration 40F (15162.750000 sec): 3 clusters Score: Raw -42854176.488011 + Penalty 6275.730716 = -42847900.757294 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 4 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15163.070000 sec): 2 clusters Score: Raw -464432.183102 + Penalty 2029.966855 = -462402.216246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15163.270000 sec): 3 clusters Score: Raw -462826.493073 + Penalty 4059.933711 = -458766.559363 nChanged 1288 SP:Iteration 1F (15163.480000 sec): 3 clusters Score: Raw -463608.126018 + Penalty 4059.933711 = -459548.192308 nChanged 264 SP:Iteration 2F (15163.700000 sec): 3 clusters Score: Raw -463757.615133 + Penalty 4059.933711 = -459697.681422 nChanged 153 SP:Iteration 3Q (15163.890000 sec): 3 clusters Score: Raw -463849.305764 + Penalty 4059.933711 = -459789.372054 nChanged 124 SP:Iteration 4Q (15164.080000 sec): 3 clusters Score: Raw -463921.664961 + Penalty 4059.933711 = -459861.731250 nChanged 93 SP:Iteration 5Q (15164.330000 sec): 3 clusters Score: Raw -463972.342658 + Penalty 4059.933711 = -459912.408948 nChanged 82 SP:Iteration 6Q (15164.530000 sec): 3 clusters Score: Raw -464020.565249 + Penalty 4059.933711 = -459960.631538 nChanged 68 SP:Iteration 7Q (15164.740000 sec): 3 clusters Score: Raw -464055.864837 + Penalty 4059.933711 = -459995.931126 nChanged 64 SP:Iteration 8Q (15164.920000 sec): 3 clusters Score: Raw -464090.767865 + Penalty 4059.933711 = -460030.834154 nChanged 49 SP:Iteration 9Q (15165.170000 sec): 3 clusters Score: Raw -464117.652384 + Penalty 4059.933711 = -460057.718673 nChanged 41 SP:Iteration 10Q (15165.370000 sec): 3 clusters Score: Raw -464146.204920 + Penalty 4059.933711 = -460086.271209 nChanged 42 SP:Iteration 11Q (15165.580000 sec): 3 clusters Score: Raw -464174.942084 + Penalty 4059.933711 = -460115.008373 nChanged 41 SP:Iteration 12Q (15165.810000 sec): 3 clusters Score: Raw -464199.613544 + Penalty 4059.933711 = -460139.679833 nChanged 40 SP:Iteration 13Q (15165.990000 sec): 3 clusters Score: Raw -464224.944685 + Penalty 4059.933711 = -460165.010975 nChanged 47 SP:Iteration 14Q (15166.220000 sec): 3 clusters Score: Raw -464258.978741 + Penalty 4059.933711 = -460199.045030 nChanged 51 SP:Iteration 15Q (15166.420000 sec): 3 clusters Score: Raw -464295.023207 + Penalty 4059.933711 = -460235.089496 nChanged 49 SP:Iteration 16Q (15166.640000 sec): 3 clusters Score: Raw -464323.033967 + Penalty 4059.933711 = -460263.100256 nChanged 37 SP:Iteration 17Q (15166.840000 sec): 3 clusters Score: Raw -464347.486832 + Penalty 4059.933711 = -460287.553121 nChanged 38 SP:Iteration 18Q (15167.050000 sec): 3 clusters Score: Raw -464373.500134 + Penalty 4059.933711 = -460313.566423 nChanged 44 SP:Iteration 19Q (15167.280000 sec): 3 clusters Score: Raw -464407.900302 + Penalty 4059.933711 = -460347.966591 nChanged 49 SP:Iteration 20F (15167.430000 sec): 3 clusters Score: Raw -464444.997482 + Penalty 4059.933711 = -460385.063771 nChanged 39 SP:Iteration 21Q (15167.610000 sec): 3 clusters Score: Raw -464467.868082 + Penalty 4059.933711 = -460407.934371 nChanged 31 SP:Iteration 22Q (15167.770000 sec): 3 clusters Score: Raw -464484.861223 + Penalty 4059.933711 = -460424.927512 nChanged 32 SP:Iteration 23Q (15167.960000 sec): 3 clusters Score: Raw -464507.037444 + Penalty 4059.933711 = -460447.103734 nChanged 34 SP:Iteration 24Q (15168.100000 sec): 3 clusters Score: Raw -464534.086257 + Penalty 4059.933711 = -460474.152546 nChanged 35 SP:Iteration 25Q (15168.280000 sec): 3 clusters Score: Raw -464562.767117 + Penalty 4059.933711 = -460502.833406 nChanged 44 SP:Iteration 26Q (15168.450000 sec): 3 clusters Score: Raw -464593.104924 + Penalty 4059.933711 = -460533.171214 nChanged 42 SP:Iteration 27Q (15168.640000 sec): 3 clusters Score: Raw -464621.335707 + Penalty 4059.933711 = -460561.401997 nChanged 39 SP:Iteration 28Q (15168.840000 sec): 3 clusters Score: Raw -464646.906531 + Penalty 4059.933711 = -460586.972821 nChanged 45 SP:Iteration 29Q (15169.040000 sec): 3 clusters Score: Raw -464680.444654 + Penalty 4059.933711 = -460620.510943 nChanged 50 SP:Iteration 30Q (15169.200000 sec): 3 clusters Score: Raw -464723.077636 + Penalty 4059.933711 = -460663.143925 nChanged 44 SP:Iteration 31Q (15169.450000 sec): 3 clusters Score: Raw -464757.072387 + Penalty 4059.933711 = -460697.138677 nChanged 31 SP:Iteration 32Q (15169.660000 sec): 3 clusters Score: Raw -464780.792273 + Penalty 4059.933711 = -460720.858562 nChanged 31 SP:Iteration 33Q (15169.850000 sec): 3 clusters Score: Raw -464801.672562 + Penalty 4059.933711 = -460741.738851 nChanged 28 SP:Iteration 34Q (15170.060000 sec): 3 clusters Score: Raw -464823.067665 + Penalty 4059.933711 = -460763.133955 nChanged 27 SP:Iteration 35Q (15170.270000 sec): 3 clusters Score: Raw -464840.867112 + Penalty 4059.933711 = -460780.933401 nChanged 17 SP:Iteration 36Q (15170.480000 sec): 3 clusters Score: Raw -464851.051404 + Penalty 4059.933711 = -460791.117693 nChanged 11 SP:Iteration 37Q (15170.670000 sec): 3 clusters Score: Raw -464858.201884 + Penalty 4059.933711 = -460798.268174 nChanged 19 SP:Iteration 38Q (15170.870000 sec): 3 clusters Score: Raw -464869.786065 + Penalty 4059.933711 = -460809.852355 nChanged 14 SP:Iteration 39Q (15171.080000 sec): 3 clusters Score: Raw -464877.615270 + Penalty 4059.933711 = -460817.681559 nChanged 11 SP:Iteration 40F (15171.280000 sec): 3 clusters Score: Raw -464884.867848 + Penalty 4059.933711 = -460824.934138 nChanged 8 SP:Iteration 41Q (15171.460000 sec): 3 clusters Score: Raw -464889.712763 + Penalty 4059.933711 = -460829.779052 nChanged 9 SP:Iteration 42Q (15171.670000 sec): 3 clusters Score: Raw -464896.064401 + Penalty 4059.933711 = -460836.130690 nChanged 11 SP:Iteration 43Q (15171.930000 sec): 3 clusters Score: Raw -464904.352938 + Penalty 4059.933711 = -460844.419228 nChanged 6 SP:Iteration 44Q (15172.140000 sec): 3 clusters Score: Raw -464907.429133 + Penalty 4059.933711 = -460847.495423 nChanged 9 SP:Iteration 45Q (15172.360000 sec): 3 clusters Score: Raw -464912.280832 + Penalty 4059.933711 = -460852.347121 nChanged 8 SP:Iteration 46Q (15172.660000 sec): 3 clusters Score: Raw -464917.047485 + Penalty 4059.933711 = -460857.113775 nChanged 7 SP:Iteration 47Q (15172.830000 sec): 3 clusters Score: Raw -464921.867209 + Penalty 4059.933711 = -460861.933498 nChanged 8 SP:Iteration 48Q (15173.020000 sec): 3 clusters Score: Raw -464926.215834 + Penalty 4059.933711 = -460866.282124 nChanged 10 SP:Iteration 49Q (15173.240000 sec): 3 clusters Score: Raw -464930.746740 + Penalty 4059.933711 = -460870.813029 nChanged 6 SP:Iteration 50Q (15173.460000 sec): 3 clusters Score: Raw -464934.974523 + Penalty 4059.933711 = -460875.040812 nChanged 7 SP:Iteration 51Q (15173.620000 sec): 3 clusters Score: Raw -464939.563027 + Penalty 4059.933711 = -460879.629317 nChanged 10 SP:Iteration 52Q (15173.820000 sec): 3 clusters Score: Raw -464947.390437 + Penalty 4059.933711 = -460887.456726 nChanged 14 SP:Iteration 53Q (15174.030000 sec): 3 clusters Score: Raw -464954.710063 + Penalty 4059.933711 = -460894.776352 nChanged 8 SP:Iteration 54Q (15174.170000 sec): 3 clusters Score: Raw -464958.706055 + Penalty 4059.933711 = -460898.772345 nChanged 4 SP:Iteration 55Q (15174.390000 sec): 3 clusters Score: Raw -464960.442424 + Penalty 4059.933711 = -460900.508714 nChanged 4 SP:Iteration 56Q (15174.610000 sec): 3 clusters Score: Raw -464963.047232 + Penalty 4059.933711 = -460903.113521 nChanged 4 SP:Iteration 57Q (15174.850000 sec): 3 clusters Score: Raw -464966.224842 + Penalty 4059.933711 = -460906.291131 nChanged 7 SP:Iteration 58Q (15175.110000 sec): 3 clusters Score: Raw -464969.790822 + Penalty 4059.933711 = -460909.857111 nChanged 4 SP:Iteration 59Q (15175.310000 sec): 3 clusters Score: Raw -464972.592447 + Penalty 4059.933711 = -460912.658737 nChanged 5 SP:Iteration 60F (15175.520000 sec): 3 clusters Score: Raw -464975.930816 + Penalty 4059.933711 = -460915.997106 nChanged 3 SP:Iteration 61Q (15175.710000 sec): 3 clusters Score: Raw -464977.962775 + Penalty 4059.933711 = -460918.029065 nChanged 6 SP:Iteration 62Q (15175.890000 sec): 3 clusters Score: Raw -464982.467491 + Penalty 4059.933711 = -460922.533780 nChanged 8 SP:Iteration 63Q (15176.110000 sec): 3 clusters Score: Raw -464989.697662 + Penalty 4059.933711 = -460929.763951 nChanged 8 SP:Iteration 64Q (15176.300000 sec): 3 clusters Score: Raw -464996.521673 + Penalty 4059.933711 = -460936.587962 nChanged 9 SP:Iteration 65Q (15176.490000 sec): 3 clusters Score: Raw -465001.194783 + Penalty 4059.933711 = -460941.261072 nChanged 8 SP:Iteration 66Q (15176.710000 sec): 3 clusters Score: Raw -465006.514779 + Penalty 4059.933711 = -460946.581069 nChanged 7 SP:Iteration 67Q (15176.880000 sec): 3 clusters Score: Raw -465010.240728 + Penalty 4059.933711 = -460950.307017 nChanged 6 SP:Iteration 68Q (15177.090000 sec): 3 clusters Score: Raw -465013.880120 + Penalty 4059.933711 = -460953.946409 nChanged 6 SP:Iteration 69Q (15177.350000 sec): 3 clusters Score: Raw -465022.678831 + Penalty 4059.933711 = -460962.745120 nChanged 12 SP:Iteration 70Q (15177.530000 sec): 3 clusters Score: Raw -465031.452866 + Penalty 4059.933711 = -460971.519155 nChanged 12 SP:Iteration 71Q (15177.750000 sec): 3 clusters Score: Raw -465038.996377 + Penalty 4059.933711 = -460979.062667 nChanged 10 SP:Iteration 72Q (15177.950000 sec): 3 clusters Score: Raw -465047.429267 + Penalty 4059.933711 = -460987.495556 nChanged 9 SP:Iteration 73Q (15178.150000 sec): 3 clusters Score: Raw -465053.359568 + Penalty 4059.933711 = -460993.425857 nChanged 3 SP:Iteration 74Q (15178.380000 sec): 3 clusters Score: Raw -465055.084317 + Penalty 4059.933711 = -460995.150606 nChanged 4 SP:Iteration 75Q (15178.510000 sec): 3 clusters Score: Raw -465056.900466 + Penalty 4059.933711 = -460996.966755 nChanged 2 SP:Iteration 76Q (15178.680000 sec): 3 clusters Score: Raw -465058.903236 + Penalty 4059.933711 = -460998.969525 nChanged 1 SP:Iteration 77Q (15178.890000 sec): 3 clusters Score: Raw -465059.492389 + Penalty 4059.933711 = -460999.558678 nChanged 0 SP:Iteration 78F (15179.100000 sec): 3 clusters Score: Raw -465059.492389 + Penalty 4059.933711 = -460999.558678 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 5 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15179.170000 sec): 2 clusters Score: Raw -156069.251446 + Penalty 1767.866995 = -154301.384452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15179.370000 sec): 3 clusters Score: Raw -155700.036626 + Penalty 3535.733989 = -152164.302637 nChanged 351 SP:Iteration 1F (15179.520000 sec): 3 clusters Score: Raw -156043.037448 + Penalty 3535.733989 = -152507.303458 nChanged 98 SP:Iteration 2F (15179.740000 sec): 3 clusters Score: Raw -156190.587503 + Penalty 3535.733989 = -152654.853514 nChanged 54 SP:Iteration 3Q (15179.950000 sec): 3 clusters Score: Raw -156261.918518 + Penalty 3535.733989 = -152726.184529 nChanged 30 SP:Iteration 4Q (15180.140000 sec): 3 clusters Score: Raw -156293.999840 + Penalty 3535.733989 = -152758.265851 nChanged 27 SP:Iteration 5Q (15180.390000 sec): 3 clusters Score: Raw -156321.759776 + Penalty 3535.733989 = -152786.025787 nChanged 15 SP:Iteration 6Q (15180.570000 sec): 3 clusters Score: Raw -156340.680571 + Penalty 3535.733989 = -152804.946582 nChanged 19 SP:Iteration 7Q (15180.750000 sec): 3 clusters Score: Raw -156365.405511 + Penalty 3535.733989 = -152829.671522 nChanged 19 SP:Iteration 8Q (15180.920000 sec): 3 clusters Score: Raw -156386.450408 + Penalty 3535.733989 = -152850.716419 nChanged 15 SP:Iteration 9Q (15181.130000 sec): 3 clusters Score: Raw -156401.451485 + Penalty 3535.733989 = -152865.717496 nChanged 15 SP:Iteration 10Q (15181.280000 sec): 3 clusters Score: Raw -156419.263715 + Penalty 3535.733989 = -152883.529726 nChanged 13 SP:Iteration 11Q (15181.530000 sec): 3 clusters Score: Raw -156435.585432 + Penalty 3535.733989 = -152899.851443 nChanged 9 SP:Iteration 12Q (15181.730000 sec): 3 clusters Score: Raw -156445.735499 + Penalty 3535.733989 = -152910.001510 nChanged 5 SP:Iteration 13Q (15181.910000 sec): 3 clusters Score: Raw -156451.652696 + Penalty 3535.733989 = -152915.918707 nChanged 2 SP:Iteration 14Q (15182.120000 sec): 3 clusters Score: Raw -156454.106729 + Penalty 3535.733989 = -152918.372740 nChanged 2 SP:Iteration 15Q (15182.340000 sec): 3 clusters Score: Raw -156456.046861 + Penalty 3535.733989 = -152920.312872 nChanged 3 SP:Iteration 16Q (15182.510000 sec): 3 clusters Score: Raw -156457.652970 + Penalty 3535.733989 = -152921.918981 nChanged 1 SP:Iteration 17Q (15182.640000 sec): 3 clusters Score: Raw -156458.964340 + Penalty 3535.733989 = -152923.230351 nChanged 1 SP:Iteration 18Q (15182.840000 sec): 3 clusters Score: Raw -156460.006229 + Penalty 3535.733989 = -152924.272240 nChanged 1 SP:Iteration 19Q (15183.020000 sec): 3 clusters Score: Raw -156461.099560 + Penalty 3535.733989 = -152925.365571 nChanged 4 SP:Iteration 20F (15183.170000 sec): 3 clusters Score: Raw -156469.535354 + Penalty 3535.733989 = -152933.801365 nChanged 9 SP:Iteration 21Q (15183.360000 sec): 3 clusters Score: Raw -156477.537420 + Penalty 3535.733989 = -152941.803431 nChanged 2 SP:Iteration 22Q (15183.590000 sec): 3 clusters Score: Raw -156479.451781 + Penalty 3535.733989 = -152943.717792 nChanged 1 SP:Iteration 23Q (15183.750000 sec): 3 clusters Score: Raw -156480.275987 + Penalty 3535.733989 = -152944.541998 nChanged 0 SP:Iteration 24F (15183.940000 sec): 3 clusters Score: Raw -156480.275987 + Penalty 3535.733989 = -152944.541998 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 6 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15184.020000 sec): 2 clusters Score: Raw -24916.086254 + Penalty 1323.709444 = -23592.376811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15184.220000 sec): 3 clusters Score: Raw -25133.083320 + Penalty 2647.418888 = -22485.664432 nChanged 15 SP:Iteration 1F (15184.440000 sec): 3 clusters Score: Raw -25190.297818 + Penalty 2647.418888 = -22542.878931 nChanged 5 SP:Iteration 2Q (15184.580000 sec): 3 clusters Score: Raw -25215.189850 + Penalty 2647.418888 = -22567.770962 nChanged 4 SP:Iteration 3Q (15184.740000 sec): 3 clusters Score: Raw -25235.106277 + Penalty 2647.418888 = -22587.687390 nChanged 2 SP:Iteration 4Q (15184.920000 sec): 3 clusters Score: Raw -25241.774496 + Penalty 2647.418888 = -22594.355608 nChanged 0 SP:Iteration 5F (15185.110000 sec): 3 clusters Score: Raw -25241.774496 + Penalty 2647.418888 = -22594.355608 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 7 (16736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15185.280000 sec): 2 clusters Score: Raw -2299425.521091 + Penalty 2411.878707 = -2297013.642384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15185.640000 sec): 3 clusters Score: Raw -2289840.798153 + Penalty 4823.757414 = -2285017.040739 nChanged 7324 SP:Iteration 1F (15185.940000 sec): 3 clusters Score: Raw -2293688.206983 + Penalty 4823.757414 = -2288864.449569 nChanged 858 SP:Iteration 2F (15186.240000 sec): 3 clusters Score: Raw -2294008.405661 + Penalty 4823.757414 = -2289184.648247 nChanged 746 SP:Iteration 3Q (15186.530000 sec): 3 clusters Score: Raw -2294258.560473 + Penalty 4823.757414 = -2289434.803059 nChanged 611 SP:Iteration 4Q (15186.820000 sec): 3 clusters Score: Raw -2294455.050029 + Penalty 4823.757414 = -2289631.292615 nChanged 541 SP:Iteration 5Q (15187.120000 sec): 3 clusters Score: Raw -2294642.890191 + Penalty 4823.757414 = -2289819.132777 nChanged 525 SP:Iteration 6Q (15187.450000 sec): 3 clusters Score: Raw -2294841.744338 + Penalty 4823.757414 = -2290017.986924 nChanged 550 SP:Iteration 7Q (15187.750000 sec): 3 clusters Score: Raw -2295065.263225 + Penalty 4823.757414 = -2290241.505811 nChanged 574 SP:Iteration 8Q (15188.040000 sec): 3 clusters Score: Raw -2295295.877569 + Penalty 4823.757414 = -2290472.120155 nChanged 540 SP:Iteration 9Q (15188.380000 sec): 3 clusters Score: Raw -2295528.668816 + Penalty 4823.757414 = -2290704.911402 nChanged 600 SP:Iteration 10Q (15188.670000 sec): 3 clusters Score: Raw -2295840.570693 + Penalty 4823.757414 = -2291016.813279 nChanged 651 SP:Iteration 11Q (15188.970000 sec): 3 clusters Score: Raw -2296212.900665 + Penalty 4823.757414 = -2291389.143251 nChanged 687 SP:Iteration 12Q (15189.260000 sec): 3 clusters Score: Raw -2296624.383876 + Penalty 4823.757414 = -2291800.626462 nChanged 672 SP:Iteration 13Q (15189.590000 sec): 3 clusters Score: Raw -2297033.573621 + Penalty 4823.757414 = -2292209.816207 nChanged 671 SP:Iteration 14Q (15189.890000 sec): 3 clusters Score: Raw -2297447.321603 + Penalty 4823.757414 = -2292623.564189 nChanged 611 SP:Iteration 15Q (15190.210000 sec): 3 clusters Score: Raw -2297775.772774 + Penalty 4823.757414 = -2292952.015360 nChanged 499 SP:Iteration 16Q (15190.500000 sec): 3 clusters Score: Raw -2298030.071369 + Penalty 4823.757414 = -2293206.313955 nChanged 401 SP:Iteration 17Q (15190.780000 sec): 3 clusters Score: Raw -2298207.402070 + Penalty 4823.757414 = -2293383.644656 nChanged 335 SP:Iteration 18Q (15191.080000 sec): 3 clusters Score: Raw -2298343.941796 + Penalty 4823.757414 = -2293520.184382 nChanged 265 SP:Iteration 19Q (15191.300000 sec): 3 clusters Score: Raw -2298442.497204 + Penalty 4823.757414 = -2293618.739790 nChanged 214 SP:Iteration 20F (15191.630000 sec): 3 clusters Score: Raw -2298530.054373 + Penalty 4823.757414 = -2293706.296959 nChanged 212 SP:Iteration 21Q (15191.840000 sec): 3 clusters Score: Raw -2298612.686267 + Penalty 4823.757414 = -2293788.928853 nChanged 196 SP:Iteration 22Q (15192.120000 sec): 3 clusters Score: Raw -2298690.655728 + Penalty 4823.757414 = -2293866.898314 nChanged 193 SP:Iteration 23Q (15192.390000 sec): 3 clusters Score: Raw -2298770.920786 + Penalty 4823.757414 = -2293947.163372 nChanged 200 SP:Iteration 24Q (15192.720000 sec): 3 clusters Score: Raw -2298848.066844 + Penalty 4823.757414 = -2294024.309430 nChanged 184 SP:Iteration 25Q (15192.950000 sec): 3 clusters Score: Raw -2298923.902127 + Penalty 4823.757414 = -2294100.144713 nChanged 178 SP:Iteration 26Q (15193.240000 sec): 3 clusters Score: Raw -2298990.510412 + Penalty 4823.757414 = -2294166.752998 nChanged 152 SP:Iteration 27Q (15193.560000 sec): 3 clusters Score: Raw -2299049.528240 + Penalty 4823.757414 = -2294225.770826 nChanged 129 SP:Iteration 28Q (15193.830000 sec): 3 clusters Score: Raw -2299101.057807 + Penalty 4823.757414 = -2294277.300393 nChanged 127 SP:Iteration 29Q (15194.090000 sec): 3 clusters Score: Raw -2299149.448256 + Penalty 4823.757414 = -2294325.690842 nChanged 112 SP:Iteration 30Q (15194.400000 sec): 3 clusters Score: Raw -2299189.094124 + Penalty 4823.757414 = -2294365.336710 nChanged 116 SP:Iteration 31Q (15194.720000 sec): 3 clusters Score: Raw -2299230.510622 + Penalty 4823.757414 = -2294406.753208 nChanged 107 SP:Iteration 32Q (15195.030000 sec): 3 clusters Score: Raw -2299269.093924 + Penalty 4823.757414 = -2294445.336510 nChanged 100 SP:Iteration 33Q (15195.270000 sec): 3 clusters Score: Raw -2299303.644498 + Penalty 4823.757414 = -2294479.887084 nChanged 84 SP:Iteration 34Q (15195.570000 sec): 3 clusters Score: Raw -2299334.664094 + Penalty 4823.757414 = -2294510.906680 nChanged 83 SP:Iteration 35Q (15195.750000 sec): 3 clusters Score: Raw -2299363.677044 + Penalty 4823.757414 = -2294539.919630 nChanged 71 SP:Iteration 36Q (15195.950000 sec): 3 clusters Score: Raw -2299389.104397 + Penalty 4823.757414 = -2294565.346983 nChanged 67 SP:Iteration 37Q (15196.230000 sec): 3 clusters Score: Raw -2299413.345430 + Penalty 4823.757414 = -2294589.588016 nChanged 65 SP:Iteration 38Q (15196.470000 sec): 3 clusters Score: Raw -2299436.847138 + Penalty 4823.757414 = -2294613.089724 nChanged 59 SP:Iteration 39Q (15196.680000 sec): 3 clusters Score: Raw -2299456.170513 + Penalty 4823.757414 = -2294632.413099 nChanged 53 SP:Iteration 40F (15197.020000 sec): 3 clusters Score: Raw -2299473.318969 + Penalty 4823.757414 = -2294649.561555 nChanged 53 SP:Iteration 41Q (15197.270000 sec): 3 clusters Score: Raw -2299495.176929 + Penalty 4823.757414 = -2294671.419515 nChanged 58 SP:Iteration 42Q (15197.510000 sec): 3 clusters Score: Raw -2299517.201918 + Penalty 4823.757414 = -2294693.444504 nChanged 50 SP:Iteration 43Q (15197.820000 sec): 3 clusters Score: Raw -2299533.861899 + Penalty 4823.757414 = -2294710.104485 nChanged 37 SP:Iteration 44Q (15198.090000 sec): 3 clusters Score: Raw -2299544.723691 + Penalty 4823.757414 = -2294720.966277 nChanged 30 SP:Iteration 45Q (15198.390000 sec): 3 clusters Score: Raw -2299553.411808 + Penalty 4823.757414 = -2294729.654394 nChanged 23 SP:Iteration 46Q (15198.640000 sec): 3 clusters Score: Raw -2299559.836743 + Penalty 4823.757414 = -2294736.079329 nChanged 21 SP:Iteration 47Q (15198.940000 sec): 3 clusters Score: Raw -2299565.331987 + Penalty 4823.757414 = -2294741.574573 nChanged 26 SP:Iteration 48Q (15199.310000 sec): 3 clusters Score: Raw -2299574.279473 + Penalty 4823.757414 = -2294750.522059 nChanged 23 SP:Iteration 49Q (15199.600000 sec): 3 clusters Score: Raw -2299581.724496 + Penalty 4823.757414 = -2294757.967082 nChanged 29 SP:Iteration 50Q (15199.880000 sec): 3 clusters Score: Raw -2299590.936920 + Penalty 4823.757414 = -2294767.179506 nChanged 25 SP:Iteration 51Q (15200.170000 sec): 3 clusters Score: Raw -2299598.257594 + Penalty 4823.757414 = -2294774.500180 nChanged 16 SP:Iteration 52Q (15200.510000 sec): 3 clusters Score: Raw -2299603.867878 + Penalty 4823.757414 = -2294780.110464 nChanged 13 SP:Iteration 53Q (15200.810000 sec): 3 clusters Score: Raw -2299607.472092 + Penalty 4823.757414 = -2294783.714678 nChanged 11 SP:Iteration 54Q (15201.060000 sec): 3 clusters Score: Raw -2299611.006314 + Penalty 4823.757414 = -2294787.248900 nChanged 12 SP:Iteration 55Q (15201.330000 sec): 3 clusters Score: Raw -2299615.336997 + Penalty 4823.757414 = -2294791.579583 nChanged 16 SP:Iteration 56Q (15201.610000 sec): 3 clusters Score: Raw -2299621.055100 + Penalty 4823.757414 = -2294797.297686 nChanged 16 SP:Iteration 57Q (15201.850000 sec): 3 clusters Score: Raw -2299627.288239 + Penalty 4823.757414 = -2294803.530825 nChanged 11 SP:Iteration 58Q (15202.150000 sec): 3 clusters Score: Raw -2299630.832127 + Penalty 4823.757414 = -2294807.074713 nChanged 15 SP:Iteration 59Q (15202.400000 sec): 3 clusters Score: Raw -2299637.157173 + Penalty 4823.757414 = -2294813.399759 nChanged 11 SP:Iteration 60F (15202.710000 sec): 3 clusters Score: Raw -2299641.920024 + Penalty 4823.757414 = -2294818.162610 nChanged 14 SP:Iteration 61Q (15202.950000 sec): 3 clusters Score: Raw -2299646.432609 + Penalty 4823.757414 = -2294822.675195 nChanged 13 SP:Iteration 62Q (15203.250000 sec): 3 clusters Score: Raw -2299650.091462 + Penalty 4823.757414 = -2294826.334048 nChanged 16 SP:Iteration 63Q (15203.520000 sec): 3 clusters Score: Raw -2299655.150784 + Penalty 4823.757414 = -2294831.393370 nChanged 12 SP:Iteration 64Q (15203.750000 sec): 3 clusters Score: Raw -2299657.841303 + Penalty 4823.757414 = -2294834.083889 nChanged 7 SP:Iteration 65Q (15204.040000 sec): 3 clusters Score: Raw -2299660.325306 + Penalty 4823.757414 = -2294836.567892 nChanged 6 SP:Iteration 66Q (15204.320000 sec): 3 clusters Score: Raw -2299661.851956 + Penalty 4823.757414 = -2294838.094542 nChanged 6 SP:Iteration 67Q (15204.610000 sec): 3 clusters Score: Raw -2299663.514475 + Penalty 4823.757414 = -2294839.757061 nChanged 7 SP:Iteration 68Q (15204.880000 sec): 3 clusters Score: Raw -2299665.219309 + Penalty 4823.757414 = -2294841.461895 nChanged 5 SP:Iteration 69Q (15205.200000 sec): 3 clusters Score: Raw -2299667.073873 + Penalty 4823.757414 = -2294843.316459 nChanged 10 SP:Iteration 70Q (15205.430000 sec): 3 clusters Score: Raw -2299670.693036 + Penalty 4823.757414 = -2294846.935622 nChanged 13 SP:Iteration 71Q (15205.690000 sec): 3 clusters Score: Raw -2299675.327957 + Penalty 4823.757414 = -2294851.570543 nChanged 9 SP:Iteration 72Q (15206.040000 sec): 3 clusters Score: Raw -2299678.224003 + Penalty 4823.757414 = -2294854.466589 nChanged 8 SP:Iteration 73Q (15206.310000 sec): 3 clusters Score: Raw -2299679.871470 + Penalty 4823.757414 = -2294856.114056 nChanged 9 SP:Iteration 74Q (15206.600000 sec): 3 clusters Score: Raw -2299682.493641 + Penalty 4823.757414 = -2294858.736227 nChanged 7 SP:Iteration 75Q (15206.880000 sec): 3 clusters Score: Raw -2299685.444271 + Penalty 4823.757414 = -2294861.686857 nChanged 6 SP:Iteration 76Q (15207.140000 sec): 3 clusters Score: Raw -2299686.395329 + Penalty 4823.757414 = -2294862.637915 nChanged 2 SP:Iteration 77Q (15207.460000 sec): 3 clusters Score: Raw -2299686.951030 + Penalty 4823.757414 = -2294863.193616 nChanged 0 SP:Iteration 78F (15207.800000 sec): 3 clusters Score: Raw -2299686.951030 + Penalty 4823.757414 = -2294863.193616 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 8 (795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15207.900000 sec): 2 clusters Score: Raw -103675.435846 + Penalty 1656.228844 = -102019.207001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15208.090000 sec): 3 clusters Score: Raw -103568.519920 + Penalty 3312.457689 = -100256.062231 nChanged 171 SP:Iteration 1F (15208.260000 sec): 3 clusters Score: Raw -103807.933648 + Penalty 3312.457689 = -100495.475959 nChanged 35 SP:Iteration 2Q (15208.490000 sec): 3 clusters Score: Raw -103887.224928 + Penalty 3312.457689 = -100574.767239 nChanged 22 SP:Iteration 3Q (15208.660000 sec): 3 clusters Score: Raw -103945.104803 + Penalty 3312.457689 = -100632.647114 nChanged 26 SP:Iteration 4Q (15208.820000 sec): 3 clusters Score: Raw -104001.686528 + Penalty 3312.457689 = -100689.228839 nChanged 25 SP:Iteration 5Q (15209.030000 sec): 3 clusters Score: Raw -104044.197267 + Penalty 3312.457689 = -100731.739579 nChanged 9 SP:Iteration 6Q (15209.210000 sec): 3 clusters Score: Raw -104058.213450 + Penalty 3312.457689 = -100745.755761 nChanged 6 SP:Iteration 7Q (15209.420000 sec): 3 clusters Score: Raw -104069.933006 + Penalty 3312.457689 = -100757.475317 nChanged 8 SP:Iteration 8Q (15209.630000 sec): 3 clusters Score: Raw -104080.722649 + Penalty 3312.457689 = -100768.264960 nChanged 5 SP:Iteration 9Q (15209.850000 sec): 3 clusters Score: Raw -104089.246330 + Penalty 3312.457689 = -100776.788641 nChanged 2 SP:Iteration 10Q (15210.070000 sec): 3 clusters Score: Raw -104091.253008 + Penalty 3312.457689 = -100778.795319 nChanged 1 SP:Iteration 11Q (15210.240000 sec): 3 clusters Score: Raw -104092.115774 + Penalty 3312.457689 = -100779.658085 nChanged 3 SP:Iteration 12Q (15210.410000 sec): 3 clusters Score: Raw -104096.313868 + Penalty 3312.457689 = -100783.856179 nChanged 4 SP:Iteration 13Q (15210.630000 sec): 3 clusters Score: Raw -104104.059002 + Penalty 3312.457689 = -100791.601313 nChanged 3 SP:Iteration 14Q (15210.780000 sec): 3 clusters Score: Raw -104110.696819 + Penalty 3312.457689 = -100798.239130 nChanged 0 SP:Iteration 15F (15210.930000 sec): 3 clusters Score: Raw -104110.696819 + Penalty 3312.457689 = -100798.239130 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 9 (2192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15211.040000 sec): 2 clusters Score: Raw -287612.037434 + Penalty 1907.757273 = -285704.280161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15211.250000 sec): 3 clusters Score: Raw -286777.278032 + Penalty 3815.514545 = -282961.763486 nChanged 729 SP:Iteration 1F (15211.440000 sec): 3 clusters Score: Raw -287261.244543 + Penalty 3815.514545 = -283445.729997 nChanged 157 SP:Iteration 2F (15211.600000 sec): 3 clusters Score: Raw -287383.326468 + Penalty 3815.514545 = -283567.811923 nChanged 87 SP:Iteration 3Q (15211.800000 sec): 3 clusters Score: Raw -287457.053651 + Penalty 3815.514545 = -283641.539106 nChanged 65 SP:Iteration 4Q (15212.030000 sec): 3 clusters Score: Raw -287507.526611 + Penalty 3815.514545 = -283692.012066 nChanged 38 SP:Iteration 5Q (15212.220000 sec): 3 clusters Score: Raw -287531.370261 + Penalty 3815.514545 = -283715.855716 nChanged 25 SP:Iteration 6Q (15212.390000 sec): 3 clusters Score: Raw -287545.302184 + Penalty 3815.514545 = -283729.787639 nChanged 18 SP:Iteration 7Q (15212.560000 sec): 3 clusters Score: Raw -287555.975983 + Penalty 3815.514545 = -283740.461437 nChanged 14 SP:Iteration 8Q (15212.770000 sec): 3 clusters Score: Raw -287564.298189 + Penalty 3815.514545 = -283748.783643 nChanged 9 SP:Iteration 9Q (15212.990000 sec): 3 clusters Score: Raw -287572.306975 + Penalty 3815.514545 = -283756.792429 nChanged 10 SP:Iteration 10Q (15213.200000 sec): 3 clusters Score: Raw -287579.885505 + Penalty 3815.514545 = -283764.370960 nChanged 15 SP:Iteration 11Q (15213.360000 sec): 3 clusters Score: Raw -287589.357596 + Penalty 3815.514545 = -283773.843051 nChanged 14 SP:Iteration 12Q (15213.580000 sec): 3 clusters Score: Raw -287598.534766 + Penalty 3815.514545 = -283783.020220 nChanged 10 SP:Iteration 13Q (15213.760000 sec): 3 clusters Score: Raw -287604.762515 + Penalty 3815.514545 = -283789.247970 nChanged 10 SP:Iteration 14Q (15213.960000 sec): 3 clusters Score: Raw -287610.491894 + Penalty 3815.514545 = -283794.977348 nChanged 9 SP:Iteration 15Q (15214.170000 sec): 3 clusters Score: Raw -287615.105046 + Penalty 3815.514545 = -283799.590501 nChanged 6 SP:Iteration 16Q (15214.310000 sec): 3 clusters Score: Raw -287619.286627 + Penalty 3815.514545 = -283803.772082 nChanged 7 SP:Iteration 17Q (15214.440000 sec): 3 clusters Score: Raw -287624.275481 + Penalty 3815.514545 = -283808.760936 nChanged 6 SP:Iteration 18Q (15214.610000 sec): 3 clusters Score: Raw -287629.316859 + Penalty 3815.514545 = -283813.802313 nChanged 5 SP:Iteration 19Q (15214.790000 sec): 3 clusters Score: Raw -287631.702259 + Penalty 3815.514545 = -283816.187713 nChanged 3 SP:Iteration 20F (15214.980000 sec): 3 clusters Score: Raw -287632.758628 + Penalty 3815.514545 = -283817.244083 nChanged 4 SP:Iteration 21Q (15215.150000 sec): 3 clusters Score: Raw -287634.754108 + Penalty 3815.514545 = -283819.239563 nChanged 2 SP:Iteration 22Q (15215.370000 sec): 3 clusters Score: Raw -287635.487875 + Penalty 3815.514545 = -283819.973330 nChanged 1 SP:Iteration 23Q (15215.530000 sec): 3 clusters Score: Raw -287635.937339 + Penalty 3815.514545 = -283820.422793 nChanged 3 SP:Iteration 24Q (15215.700000 sec): 3 clusters Score: Raw -287636.934736 + Penalty 3815.514545 = -283821.420190 nChanged 0 SP:Iteration 25F (15215.900000 sec): 3 clusters Score: Raw -287636.934736 + Penalty 3815.514545 = -283821.420190 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 10 (2125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15216.000000 sec): 2 clusters Score: Raw -283085.611407 + Penalty 1900.058716 = -281185.552691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15216.220000 sec): 3 clusters Score: Raw -282270.247737 + Penalty 3800.117432 = -278470.130305 nChanged 680 SP:Iteration 1F (15216.430000 sec): 3 clusters Score: Raw -282773.075372 + Penalty 3800.117432 = -278972.957940 nChanged 148 SP:Iteration 2F (15216.610000 sec): 3 clusters Score: Raw -282903.076934 + Penalty 3800.117432 = -279102.959502 nChanged 96 SP:Iteration 3Q (15216.840000 sec): 3 clusters Score: Raw -282985.053386 + Penalty 3800.117432 = -279184.935954 nChanged 66 SP:Iteration 4Q (15217.030000 sec): 3 clusters Score: Raw -283045.180938 + Penalty 3800.117432 = -279245.063506 nChanged 52 SP:Iteration 5Q (15217.210000 sec): 3 clusters Score: Raw -283087.010803 + Penalty 3800.117432 = -279286.893371 nChanged 38 SP:Iteration 6Q (15217.360000 sec): 3 clusters Score: Raw -283116.099756 + Penalty 3800.117432 = -279315.982324 nChanged 30 SP:Iteration 7Q (15217.560000 sec): 3 clusters Score: Raw -283140.444044 + Penalty 3800.117432 = -279340.326612 nChanged 26 SP:Iteration 8Q (15217.780000 sec): 3 clusters Score: Raw -283157.602964 + Penalty 3800.117432 = -279357.485531 nChanged 18 SP:Iteration 9Q (15217.950000 sec): 3 clusters Score: Raw -283172.924482 + Penalty 3800.117432 = -279372.807050 nChanged 19 SP:Iteration 10Q (15218.120000 sec): 3 clusters Score: Raw -283183.412514 + Penalty 3800.117432 = -279383.295082 nChanged 6 SP:Iteration 11Q (15218.340000 sec): 3 clusters Score: Raw -283186.863743 + Penalty 3800.117432 = -279386.746311 nChanged 2 SP:Iteration 12Q (15218.540000 sec): 3 clusters Score: Raw -283187.476696 + Penalty 3800.117432 = -279387.359264 nChanged 3 SP:Iteration 13Q (15218.750000 sec): 3 clusters Score: Raw -283188.793733 + Penalty 3800.117432 = -279388.676301 nChanged 2 SP:Iteration 14Q (15218.950000 sec): 3 clusters Score: Raw -283190.161061 + Penalty 3800.117432 = -279390.043629 nChanged 1 SP:Iteration 15Q (15219.110000 sec): 3 clusters Score: Raw -283191.931116 + Penalty 3800.117432 = -279391.813683 nChanged 3 SP:Iteration 16Q (15219.300000 sec): 3 clusters Score: Raw -283194.650693 + Penalty 3800.117432 = -279394.533260 nChanged 6 SP:Iteration 17Q (15219.550000 sec): 3 clusters Score: Raw -283198.167990 + Penalty 3800.117432 = -279398.050558 nChanged 2 SP:Iteration 18Q (15219.760000 sec): 3 clusters Score: Raw -283199.373939 + Penalty 3800.117432 = -279399.256507 nChanged 1 SP:Iteration 19Q (15219.960000 sec): 3 clusters Score: Raw -283199.768261 + Penalty 3800.117432 = -279399.650829 nChanged 0 SP:Iteration 20F (15220.200000 sec): 3 clusters Score: Raw -283199.768261 + Penalty 3800.117432 = -279399.650829 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 11 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15220.270000 sec): 2 clusters Score: Raw -36752.854309 + Penalty 1446.306854 = -35306.547455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15220.480000 sec): 3 clusters Score: Raw -37128.861023 + Penalty 2892.613709 = -34236.247314 nChanged 76 SP:Iteration 1F (15220.680000 sec): 3 clusters Score: Raw -37373.967696 + Penalty 2892.613709 = -34481.353987 nChanged 17 SP:Iteration 2Q (15220.850000 sec): 3 clusters Score: Raw -37413.374592 + Penalty 2892.613709 = -34520.760883 nChanged 14 SP:Iteration 3Q (15221.010000 sec): 3 clusters Score: Raw -37462.594407 + Penalty 2892.613709 = -34569.980699 nChanged 12 SP:Iteration 4Q (15221.210000 sec): 3 clusters Score: Raw -37548.348686 + Penalty 2892.613709 = -34655.734977 nChanged 8 SP:Iteration 5Q (15221.420000 sec): 3 clusters Score: Raw -37641.314822 + Penalty 2892.613709 = -34748.701113 nChanged 9 SP:Iteration 6Q (15221.630000 sec): 3 clusters Score: Raw -37684.302669 + Penalty 2892.613709 = -34791.688960 nChanged 5 SP:Iteration 7Q (15221.790000 sec): 3 clusters Score: Raw -37712.593536 + Penalty 2892.613709 = -34819.979828 nChanged 4 SP:Iteration 8Q (15222.000000 sec): 3 clusters Score: Raw -37747.041974 + Penalty 2892.613709 = -34854.428265 nChanged 3 SP:Iteration 9Q (15222.180000 sec): 3 clusters Score: Raw -37758.357826 + Penalty 2892.613709 = -34865.744117 nChanged 1 SP:Iteration 10Q (15222.390000 sec): 3 clusters Score: Raw -37760.469504 + Penalty 2892.613709 = -34867.855795 nChanged 1 SP:Iteration 11Q (15222.580000 sec): 3 clusters Score: Raw -37782.120965 + Penalty 2892.613709 = -34889.507257 nChanged 1 SP:Iteration 12Q (15222.800000 sec): 3 clusters Score: Raw -37783.086477 + Penalty 2892.613709 = -34890.472768 nChanged 0 SP:Iteration 13F (15223.010000 sec): 3 clusters Score: Raw -37791.268067 + Penalty 2892.613709 = -34898.654358 nChanged 1 SP:Iteration 14Q (15223.230000 sec): 3 clusters Score: Raw -37832.019876 + Penalty 2892.613709 = -34939.406167 nChanged 0 SP:Iteration 15F (15223.430000 sec): 3 clusters Score: Raw -37832.019876 + Penalty 2892.613709 = -34939.406167 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 12 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15223.550000 sec): 2 clusters Score: Raw -44859.309399 + Penalty 1458.372181 = -43400.937218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15223.720000 sec): 3 clusters Score: Raw -44915.462566 + Penalty 2916.744361 = -41998.718205 nChanged 56 SP:Iteration 1F (15223.960000 sec): 3 clusters Score: Raw -45050.249556 + Penalty 2916.744361 = -42133.505195 nChanged 15 SP:Iteration 2Q (15224.160000 sec): 3 clusters Score: Raw -45091.595320 + Penalty 2916.744361 = -42174.850959 nChanged 3 SP:Iteration 3Q (15224.380000 sec): 3 clusters Score: Raw -45099.124787 + Penalty 2916.744361 = -42182.380426 nChanged 3 SP:Iteration 4Q (15224.570000 sec): 3 clusters Score: Raw -45103.641466 + Penalty 2916.744361 = -42186.897105 nChanged 1 SP:Iteration 5Q (15224.700000 sec): 3 clusters Score: Raw -45104.660035 + Penalty 2916.744361 = -42187.915674 nChanged 0 SP:Iteration 6F (15224.910000 sec): 3 clusters Score: Raw -45104.660035 + Penalty 2916.744361 = -42187.915674 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 13 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15224.980000 sec): 2 clusters Score: Raw -73799.897398 + Penalty 1564.408413 = -72235.488985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15225.160000 sec): 3 clusters Score: Raw -73780.228349 + Penalty 3128.816827 = -70651.411522 nChanged 117 SP:Iteration 1F (15225.360000 sec): 3 clusters Score: Raw -74057.593898 + Penalty 3128.816827 = -70928.777071 nChanged 42 SP:Iteration 2F (15225.590000 sec): 3 clusters Score: Raw -74176.921725 + Penalty 3128.816827 = -71048.104898 nChanged 19 SP:Iteration 3Q (15225.780000 sec): 3 clusters Score: Raw -74231.269825 + Penalty 3128.816827 = -71102.452998 nChanged 10 SP:Iteration 4Q (15225.950000 sec): 3 clusters Score: Raw -74254.772435 + Penalty 3128.816827 = -71125.955608 nChanged 8 SP:Iteration 5Q (15226.120000 sec): 3 clusters Score: Raw -74270.360352 + Penalty 3128.816827 = -71141.543525 nChanged 5 SP:Iteration 6Q (15226.280000 sec): 3 clusters Score: Raw -74281.420370 + Penalty 3128.816827 = -71152.603543 nChanged 3 SP:Iteration 7Q (15226.510000 sec): 3 clusters Score: Raw -74286.972147 + Penalty 3128.816827 = -71158.155320 nChanged 4 SP:Iteration 8Q (15226.690000 sec): 3 clusters Score: Raw -74299.669801 + Penalty 3128.816827 = -71170.852974 nChanged 3 SP:Iteration 9Q (15226.910000 sec): 3 clusters Score: Raw -74305.957559 + Penalty 3128.816827 = -71177.140732 nChanged 3 SP:Iteration 10Q (15227.130000 sec): 3 clusters Score: Raw -74314.148947 + Penalty 3128.816827 = -71185.332120 nChanged 2 SP:Iteration 11Q (15227.290000 sec): 3 clusters Score: Raw -74317.422817 + Penalty 3128.816827 = -71188.605990 nChanged 0 SP:Iteration 12F (15227.460000 sec): 3 clusters Score: Raw -74317.422817 + Penalty 3128.816827 = -71188.605990 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 14 (209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15227.590000 sec): 2 clusters Score: Raw -19829.572946 + Penalty 1324.898894 = -18504.674051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15227.760000 sec): 3 clusters Score: Raw -20097.793033 + Penalty 2649.797789 = -17447.995244 nChanged 20 SP:Iteration 1F (15227.980000 sec): 3 clusters Score: Raw -20203.150316 + Penalty 2649.797789 = -17553.352527 nChanged 7 SP:Iteration 2Q (15228.110000 sec): 3 clusters Score: Raw -20245.135236 + Penalty 2649.797789 = -17595.337447 nChanged 3 SP:Iteration 3Q (15228.260000 sec): 3 clusters Score: Raw -20275.604876 + Penalty 2649.797789 = -17625.807087 nChanged 3 SP:Iteration 4Q (15228.450000 sec): 3 clusters Score: Raw -20307.811924 + Penalty 2649.797789 = -17658.014135 nChanged 4 SP:Iteration 5Q (15228.660000 sec): 3 clusters Score: Raw -20338.980293 + Penalty 2649.797789 = -17689.182504 nChanged 2 SP:Iteration 6Q (15228.850000 sec): 3 clusters Score: Raw -20347.823413 + Penalty 2649.797789 = -17698.025624 nChanged 1 SP:Iteration 7Q (15229.060000 sec): 3 clusters Score: Raw -20358.522315 + Penalty 2649.797789 = -17708.724526 nChanged 2 SP:Iteration 8Q (15229.230000 sec): 3 clusters Score: Raw -20364.128847 + Penalty 2649.797789 = -17714.331058 nChanged 1 SP:Iteration 9Q (15229.420000 sec): 3 clusters Score: Raw -20367.948324 + Penalty 2649.797789 = -17718.150535 nChanged 1 SP:Iteration 10Q (15229.600000 sec): 3 clusters Score: Raw -20380.683490 + Penalty 2649.797789 = -17730.885701 nChanged 2 SP:Iteration 11Q (15229.810000 sec): 3 clusters Score: Raw -20409.196401 + Penalty 2649.797789 = -17759.398612 nChanged 5 SP:Iteration 12Q (15230.030000 sec): 3 clusters Score: Raw -20465.519938 + Penalty 2649.797789 = -17815.722149 nChanged 5 SP:Iteration 13Q (15230.170000 sec): 3 clusters Score: Raw -20577.533119 + Penalty 2649.797789 = -17927.735330 nChanged 0 SP:Iteration 14F (15230.370000 sec): 3 clusters Score: Raw -20577.533119 + Penalty 2649.797789 = -17927.735330 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 15 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15230.450000 sec): 2 clusters Score: Raw -27751.501804 + Penalty 1346.477716 = -26405.024088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15230.600000 sec): 3 clusters Score: Raw -27981.650274 + Penalty 2692.955432 = -25288.694842 nChanged 19 SP:Iteration 1F (15230.810000 sec): 3 clusters Score: Raw -28060.117268 + Penalty 2692.955432 = -25367.161836 nChanged 4 SP:Iteration 2Q (15231.040000 sec): 3 clusters Score: Raw -28083.348935 + Penalty 2692.955432 = -25390.393503 nChanged 0 SP:Iteration 3F (15231.190000 sec): 3 clusters Score: Raw -28083.348935 + Penalty 2692.955432 = -25390.393503 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 16 (552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15231.290000 sec): 2 clusters Score: Raw -70190.066349 + Penalty 1565.759915 = -68624.306434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15231.500000 sec): 3 clusters Score: Raw -70189.698123 + Penalty 3131.519831 = -67058.178292 nChanged 117 SP:Iteration 1F (15231.700000 sec): 3 clusters Score: Raw -70401.059435 + Penalty 3131.519831 = -67269.539604 nChanged 30 SP:Iteration 2F (15231.850000 sec): 3 clusters Score: Raw -70457.283734 + Penalty 3131.519831 = -67325.763903 nChanged 10 SP:Iteration 3Q (15232.080000 sec): 3 clusters Score: Raw -70475.895925 + Penalty 3131.519831 = -67344.376094 nChanged 4 SP:Iteration 4Q (15232.260000 sec): 3 clusters Score: Raw -70486.922497 + Penalty 3131.519831 = -67355.402666 nChanged 6 SP:Iteration 5Q (15232.450000 sec): 3 clusters Score: Raw -70497.204029 + Penalty 3131.519831 = -67365.684198 nChanged 6 SP:Iteration 6Q (15232.620000 sec): 3 clusters Score: Raw -70507.937114 + Penalty 3131.519831 = -67376.417283 nChanged 2 SP:Iteration 7Q (15232.800000 sec): 3 clusters Score: Raw -70510.831167 + Penalty 3131.519831 = -67379.311336 nChanged 1 SP:Iteration 8Q (15232.970000 sec): 3 clusters Score: Raw -70511.722729 + Penalty 3131.519831 = -67380.202898 nChanged 0 SP:Iteration 9F (15233.160000 sec): 3 clusters Score: Raw -70511.722729 + Penalty 3131.519831 = -67380.202898 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 17 (26662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15233.390000 sec): 2 clusters Score: Raw -3601528.493648 + Penalty 2527.366663 = -3599001.126985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15233.770000 sec): 3 clusters Score: Raw -3585699.659722 + Penalty 5054.733326 = -3580644.926396 nChanged 11851 SP:Iteration 1F (15234.110000 sec): 3 clusters Score: Raw -3592012.838011 + Penalty 5054.733326 = -3586958.104684 nChanged 1315 SP:Iteration 2Q (15234.480000 sec): 3 clusters Score: Raw -3592483.653383 + Penalty 5054.733326 = -3587428.920056 nChanged 1193 SP:Iteration 3Q (15234.850000 sec): 3 clusters Score: Raw -3592901.285390 + Penalty 5054.733326 = -3587846.552063 nChanged 1095 SP:Iteration 4Q (15235.190000 sec): 3 clusters Score: Raw -3593305.781006 + Penalty 5054.733326 = -3588251.047679 nChanged 1086 SP:Iteration 5Q (15235.570000 sec): 3 clusters Score: Raw -3593787.839368 + Penalty 5054.733326 = -3588733.106041 nChanged 1096 SP:Iteration 6Q (15235.960000 sec): 3 clusters Score: Raw -3594394.182637 + Penalty 5054.733326 = -3589339.449310 nChanged 1202 SP:Iteration 7Q (15236.320000 sec): 3 clusters Score: Raw -3595235.188795 + Penalty 5054.733326 = -3590180.455468 nChanged 1314 SP:Iteration 8Q (15236.660000 sec): 3 clusters Score: Raw -3596314.044952 + Penalty 5054.733326 = -3591259.311626 nChanged 1419 SP:Iteration 9F (15236.990000 sec): 3 clusters Score: Raw -3597465.432198 + Penalty 5054.733326 = -3592410.698872 nChanged 1286 SP:Iteration 10Q (15237.360000 sec): 3 clusters Score: Raw -3598348.834593 + Penalty 5054.733326 = -3593294.101267 nChanged 1076 SP:Iteration 11Q (15237.680000 sec): 3 clusters Score: Raw -3598994.480673 + Penalty 5054.733326 = -3593939.747347 nChanged 921 SP:Iteration 12Q (15238.000000 sec): 3 clusters Score: Raw -3599504.768155 + Penalty 5054.733326 = -3594450.034829 nChanged 781 SP:Iteration 13Q (15238.280000 sec): 3 clusters Score: Raw -3599907.803028 + Penalty 5054.733326 = -3594853.069701 nChanged 683 SP:Iteration 14Q (15238.580000 sec): 3 clusters Score: Raw -3600230.819076 + Penalty 5054.733326 = -3595176.085750 nChanged 563 SP:Iteration 15Q (15238.920000 sec): 3 clusters Score: Raw -3600488.076230 + Penalty 5054.733326 = -3595433.342904 nChanged 503 SP:Iteration 16Q (15239.270000 sec): 3 clusters Score: Raw -3600719.336687 + Penalty 5054.733326 = -3595664.603361 nChanged 442 SP:Iteration 17Q (15239.590000 sec): 3 clusters Score: Raw -3600920.127058 + Penalty 5054.733326 = -3595865.393732 nChanged 397 SP:Iteration 18Q (15239.880000 sec): 3 clusters Score: Raw -3601100.004213 + Penalty 5054.733326 = -3596045.270887 nChanged 338 SP:Iteration 19Q (15240.190000 sec): 3 clusters Score: Raw -3601255.384730 + Penalty 5054.733326 = -3596200.651404 nChanged 325 SP:Iteration 20F (15240.510000 sec): 3 clusters Score: Raw -3601393.867782 + Penalty 5054.733326 = -3596339.134455 nChanged 258 SP:Iteration 21Q (15240.820000 sec): 3 clusters Score: Raw -3601492.743037 + Penalty 5054.733326 = -3596438.009710 nChanged 214 SP:Iteration 22Q (15241.180000 sec): 3 clusters Score: Raw -3601573.155478 + Penalty 5054.733326 = -3596518.422152 nChanged 196 SP:Iteration 23Q (15241.450000 sec): 3 clusters Score: Raw -3601645.681705 + Penalty 5054.733326 = -3596590.948379 nChanged 155 SP:Iteration 24Q (15241.760000 sec): 3 clusters Score: Raw -3601704.390230 + Penalty 5054.733326 = -3596649.656904 nChanged 123 SP:Iteration 25Q (15242.090000 sec): 3 clusters Score: Raw -3601751.470161 + Penalty 5054.733326 = -3596696.736835 nChanged 117 SP:Iteration 26Q (15242.390000 sec): 3 clusters Score: Raw -3601795.676208 + Penalty 5054.733326 = -3596740.942882 nChanged 106 SP:Iteration 27Q (15242.720000 sec): 3 clusters Score: Raw -3601833.400017 + Penalty 5054.733326 = -3596778.666690 nChanged 90 SP:Iteration 28Q (15243.020000 sec): 3 clusters Score: Raw -3601862.897587 + Penalty 5054.733326 = -3596808.164260 nChanged 64 SP:Iteration 29Q (15243.340000 sec): 3 clusters Score: Raw -3601884.541321 + Penalty 5054.733326 = -3596829.807995 nChanged 56 SP:Iteration 30Q (15243.650000 sec): 3 clusters Score: Raw -3601900.689993 + Penalty 5054.733326 = -3596845.956666 nChanged 46 SP:Iteration 31Q (15244.000000 sec): 3 clusters Score: Raw -3601912.862339 + Penalty 5054.733326 = -3596858.129013 nChanged 33 SP:Iteration 32Q (15244.330000 sec): 3 clusters Score: Raw -3601920.865760 + Penalty 5054.733326 = -3596866.132434 nChanged 24 SP:Iteration 33Q (15244.620000 sec): 3 clusters Score: Raw -3601927.360299 + Penalty 5054.733326 = -3596872.626972 nChanged 19 SP:Iteration 34Q (15244.950000 sec): 3 clusters Score: Raw -3601931.862228 + Penalty 5054.733326 = -3596877.128902 nChanged 13 SP:Iteration 35Q (15245.250000 sec): 3 clusters Score: Raw -3601934.410670 + Penalty 5054.733326 = -3596879.677344 nChanged 11 SP:Iteration 36Q (15245.630000 sec): 3 clusters Score: Raw -3601937.375587 + Penalty 5054.733326 = -3596882.642260 nChanged 12 SP:Iteration 37Q (15245.990000 sec): 3 clusters Score: Raw -3601940.171695 + Penalty 5054.733326 = -3596885.438368 nChanged 10 SP:Iteration 38Q (15246.330000 sec): 3 clusters Score: Raw -3601942.216609 + Penalty 5054.733326 = -3596887.483283 nChanged 10 SP:Iteration 39Q (15246.690000 sec): 3 clusters Score: Raw -3601944.793085 + Penalty 5054.733326 = -3596890.059759 nChanged 16 SP:Iteration 40F (15247.090000 sec): 3 clusters Score: Raw -3601948.209220 + Penalty 5054.733326 = -3596893.475894 nChanged 10 SP:Iteration 41Q (15247.420000 sec): 3 clusters Score: Raw -3601950.702937 + Penalty 5054.733326 = -3596895.969611 nChanged 12 SP:Iteration 42Q (15247.730000 sec): 3 clusters Score: Raw -3601953.479595 + Penalty 5054.733326 = -3596898.746269 nChanged 13 SP:Iteration 43Q (15248.080000 sec): 3 clusters Score: Raw -3601955.957840 + Penalty 5054.733326 = -3596901.224514 nChanged 5 SP:Iteration 44Q (15248.410000 sec): 3 clusters Score: Raw -3601957.720238 + Penalty 5054.733326 = -3596902.986911 nChanged 13 SP:Iteration 45Q (15248.730000 sec): 3 clusters Score: Raw -3601961.641219 + Penalty 5054.733326 = -3596906.907893 nChanged 19 SP:Iteration 46Q (15249.070000 sec): 3 clusters Score: Raw -3601966.895470 + Penalty 5054.733326 = -3596912.162144 nChanged 18 SP:Iteration 47Q (15249.460000 sec): 3 clusters Score: Raw -3601970.697611 + Penalty 5054.733326 = -3596915.964285 nChanged 9 SP:Iteration 48Q (15249.780000 sec): 3 clusters Score: Raw -3601972.912455 + Penalty 5054.733326 = -3596918.179129 nChanged 9 SP:Iteration 49Q (15250.110000 sec): 3 clusters Score: Raw -3601974.784337 + Penalty 5054.733326 = -3596920.051011 nChanged 6 SP:Iteration 50Q (15250.460000 sec): 3 clusters Score: Raw -3601976.162083 + Penalty 5054.733326 = -3596921.428756 nChanged 4 SP:Iteration 51Q (15250.740000 sec): 3 clusters Score: Raw -3601976.950125 + Penalty 5054.733326 = -3596922.216799 nChanged 8 SP:Iteration 52Q (15251.110000 sec): 3 clusters Score: Raw -3601978.381452 + Penalty 5054.733326 = -3596923.648125 nChanged 8 SP:Iteration 53Q (15251.430000 sec): 3 clusters Score: Raw -3601979.966591 + Penalty 5054.733326 = -3596925.233265 nChanged 9 SP:Iteration 54Q (15251.780000 sec): 3 clusters Score: Raw -3601982.296956 + Penalty 5054.733326 = -3596927.563630 nChanged 9 SP:Iteration 55Q (15252.150000 sec): 3 clusters Score: Raw -3601983.827429 + Penalty 5054.733326 = -3596929.094102 nChanged 4 SP:Iteration 56Q (15252.470000 sec): 3 clusters Score: Raw -3601984.408788 + Penalty 5054.733326 = -3596929.675461 nChanged 7 SP:Iteration 57Q (15252.860000 sec): 3 clusters Score: Raw -3601985.649215 + Penalty 5054.733326 = -3596930.915889 nChanged 3 SP:Iteration 58Q (15253.140000 sec): 3 clusters Score: Raw -3601986.335110 + Penalty 5054.733326 = -3596931.601783 nChanged 6 SP:Iteration 59Q (15253.500000 sec): 3 clusters Score: Raw -3601987.519847 + Penalty 5054.733326 = -3596932.786520 nChanged 5 SP:Iteration 60F (15253.880000 sec): 3 clusters Score: Raw -3601988.509482 + Penalty 5054.733326 = -3596933.776156 nChanged 3 SP:Iteration 61Q (15254.250000 sec): 3 clusters Score: Raw -3601988.951678 + Penalty 5054.733326 = -3596934.218352 nChanged 2 SP:Iteration 62Q (15254.490000 sec): 3 clusters Score: Raw -3601989.370632 + Penalty 5054.733326 = -3596934.637306 nChanged 3 SP:Iteration 63Q (15254.830000 sec): 3 clusters Score: Raw -3601989.923406 + Penalty 5054.733326 = -3596935.190079 nChanged 2 SP:Iteration 64Q (15255.200000 sec): 3 clusters Score: Raw -3601990.390481 + Penalty 5054.733326 = -3596935.657154 nChanged 1 SP:Iteration 65Q (15255.560000 sec): 3 clusters Score: Raw -3601990.587615 + Penalty 5054.733326 = -3596935.854288 nChanged 2 SP:Iteration 66Q (15255.850000 sec): 3 clusters Score: Raw -3601991.369104 + Penalty 5054.733326 = -3596936.635777 nChanged 6 SP:Iteration 67Q (15256.170000 sec): 3 clusters Score: Raw -3601992.792517 + Penalty 5054.733326 = -3596938.059190 nChanged 4 SP:Iteration 68Q (15256.470000 sec): 3 clusters Score: Raw -3601993.498734 + Penalty 5054.733326 = -3596938.765408 nChanged 5 SP:Iteration 69Q (15256.770000 sec): 3 clusters Score: Raw -3601994.401669 + Penalty 5054.733326 = -3596939.668343 nChanged 4 SP:Iteration 70Q (15257.090000 sec): 3 clusters Score: Raw -3601995.111804 + Penalty 5054.733326 = -3596940.378478 nChanged 4 SP:Iteration 71Q (15257.490000 sec): 3 clusters Score: Raw -3601996.035687 + Penalty 5054.733326 = -3596941.302361 nChanged 2 SP:Iteration 72Q (15257.790000 sec): 3 clusters Score: Raw -3601997.027513 + Penalty 5054.733326 = -3596942.294187 nChanged 5 SP:Iteration 73Q (15258.100000 sec): 3 clusters Score: Raw -3601998.126329 + Penalty 5054.733326 = -3596943.393003 nChanged 3 SP:Iteration 74Q (15258.480000 sec): 3 clusters Score: Raw -3601999.245613 + Penalty 5054.733326 = -3596944.512287 nChanged 5 SP:Iteration 75Q (15258.800000 sec): 3 clusters Score: Raw -3602001.424982 + Penalty 5054.733326 = -3596946.691655 nChanged 11 SP:Iteration 76Q (15259.110000 sec): 3 clusters Score: Raw -3602004.262124 + Penalty 5054.733326 = -3596949.528798 nChanged 5 SP:Iteration 77Q (15259.480000 sec): 3 clusters Score: Raw -3602005.207453 + Penalty 5054.733326 = -3596950.474127 nChanged 5 SP:Iteration 78Q (15259.800000 sec): 3 clusters Score: Raw -3602006.474316 + Penalty 5054.733326 = -3596951.740989 nChanged 6 SP:Iteration 79Q (15260.200000 sec): 3 clusters Score: Raw -3602007.570292 + Penalty 5054.733326 = -3596952.836966 nChanged 2 SP:Iteration 80F (15260.540000 sec): 3 clusters Score: Raw -3602007.885183 + Penalty 5054.733326 = -3596953.151857 nChanged 3 SP:Iteration 81Q (15260.910000 sec): 3 clusters Score: Raw -3602008.897456 + Penalty 5054.733326 = -3596954.164130 nChanged 5 SP:Iteration 82Q (15261.260000 sec): 3 clusters Score: Raw -3602010.541579 + Penalty 5054.733326 = -3596955.808253 nChanged 8 SP:Iteration 83Q (15261.650000 sec): 3 clusters Score: Raw -3602012.660061 + Penalty 5054.733326 = -3596957.926735 nChanged 7 SP:Iteration 84Q (15261.980000 sec): 3 clusters Score: Raw -3602013.984508 + Penalty 5054.733326 = -3596959.251182 nChanged 4 SP:Iteration 85Q (15262.330000 sec): 3 clusters Score: Raw -3602015.086225 + Penalty 5054.733326 = -3596960.352898 nChanged 6 SP:Iteration 86Q (15262.650000 sec): 3 clusters Score: Raw -3602016.975498 + Penalty 5054.733326 = -3596962.242172 nChanged 6 SP:Iteration 87Q (15262.960000 sec): 3 clusters Score: Raw -3602017.893140 + Penalty 5054.733326 = -3596963.159814 nChanged 2 SP:Iteration 88Q (15263.280000 sec): 3 clusters Score: Raw -3602018.236166 + Penalty 5054.733326 = -3596963.502839 nChanged 2 SP:Iteration 89Q (15263.550000 sec): 3 clusters Score: Raw -3602018.474218 + Penalty 5054.733326 = -3596963.740892 nChanged 2 SP:Iteration 90Q (15263.890000 sec): 3 clusters Score: Raw -3602018.725503 + Penalty 5054.733326 = -3596963.992176 nChanged 1 SP:Iteration 91Q (15264.180000 sec): 3 clusters Score: Raw -3602018.848240 + Penalty 5054.733326 = -3596964.114913 nChanged 0 SP:Iteration 92F (15264.500000 sec): 3 clusters Score: Raw -3602018.848240 + Penalty 5054.733326 = -3596964.114913 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 18 (2560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15264.620000 sec): 2 clusters Score: Raw -335417.605523 + Penalty 1946.245109 = -333471.360414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15264.840000 sec): 3 clusters Score: Raw -334404.440360 + Penalty 3892.490219 = -330511.950141 nChanged 864 SP:Iteration 1F (15265.000000 sec): 3 clusters Score: Raw -334999.668967 + Penalty 3892.490219 = -331107.178749 nChanged 194 SP:Iteration 2F (15265.190000 sec): 3 clusters Score: Raw -335159.028680 + Penalty 3892.490219 = -331266.538462 nChanged 127 SP:Iteration 3Q (15265.370000 sec): 3 clusters Score: Raw -335251.411068 + Penalty 3892.490219 = -331358.920849 nChanged 96 SP:Iteration 4Q (15265.560000 sec): 3 clusters Score: Raw -335331.126421 + Penalty 3892.490219 = -331438.636203 nChanged 105 SP:Iteration 5Q (15265.700000 sec): 3 clusters Score: Raw -335442.367714 + Penalty 3892.490219 = -331549.877496 nChanged 108 SP:Iteration 6Q (15265.900000 sec): 3 clusters Score: Raw -335559.673321 + Penalty 3892.490219 = -331667.183102 nChanged 91 SP:Iteration 7Q (15266.100000 sec): 3 clusters Score: Raw -335664.845504 + Penalty 3892.490219 = -331772.355286 nChanged 112 SP:Iteration 8Q (15266.360000 sec): 3 clusters Score: Raw -335816.508932 + Penalty 3892.490219 = -331924.018714 nChanged 131 SP:Iteration 9F (15266.540000 sec): 3 clusters Score: Raw -335998.049469 + Penalty 3892.490219 = -332105.559250 nChanged 122 SP:Iteration 10Q (15266.790000 sec): 3 clusters Score: Raw -336141.567731 + Penalty 3892.490219 = -332249.077512 nChanged 102 SP:Iteration 11Q (15266.980000 sec): 3 clusters Score: Raw -336246.647214 + Penalty 3892.490219 = -332354.156996 nChanged 62 SP:Iteration 12Q (15267.160000 sec): 3 clusters Score: Raw -336297.186137 + Penalty 3892.490219 = -332404.695918 nChanged 49 SP:Iteration 13Q (15267.340000 sec): 3 clusters Score: Raw -336347.915707 + Penalty 3892.490219 = -332455.425488 nChanged 44 SP:Iteration 14Q (15267.560000 sec): 3 clusters Score: Raw -336387.039700 + Penalty 3892.490219 = -332494.549481 nChanged 30 SP:Iteration 15Q (15267.740000 sec): 3 clusters Score: Raw -336407.248303 + Penalty 3892.490219 = -332514.758085 nChanged 11 SP:Iteration 16Q (15267.900000 sec): 3 clusters Score: Raw -336413.990621 + Penalty 3892.490219 = -332521.500402 nChanged 10 SP:Iteration 17Q (15268.120000 sec): 3 clusters Score: Raw -336421.602230 + Penalty 3892.490219 = -332529.112011 nChanged 8 SP:Iteration 18Q (15268.310000 sec): 3 clusters Score: Raw -336426.121456 + Penalty 3892.490219 = -332533.631237 nChanged 8 SP:Iteration 19Q (15268.490000 sec): 3 clusters Score: Raw -336431.272062 + Penalty 3892.490219 = -332538.781843 nChanged 5 SP:Iteration 20F (15268.740000 sec): 3 clusters Score: Raw -336433.976076 + Penalty 3892.490219 = -332541.485858 nChanged 3 SP:Iteration 21Q (15268.920000 sec): 3 clusters Score: Raw -336435.259498 + Penalty 3892.490219 = -332542.769280 nChanged 3 SP:Iteration 22Q (15269.150000 sec): 3 clusters Score: Raw -336437.655511 + Penalty 3892.490219 = -332545.165292 nChanged 7 SP:Iteration 23Q (15269.340000 sec): 3 clusters Score: Raw -336440.427142 + Penalty 3892.490219 = -332547.936923 nChanged 2 SP:Iteration 24Q (15269.520000 sec): 3 clusters Score: Raw -336441.581664 + Penalty 3892.490219 = -332549.091445 nChanged 3 SP:Iteration 25Q (15269.680000 sec): 3 clusters Score: Raw -336443.195967 + Penalty 3892.490219 = -332550.705748 nChanged 1 SP:Iteration 26Q (15269.910000 sec): 3 clusters Score: Raw -336443.671986 + Penalty 3892.490219 = -332551.181767 nChanged 0 SP:Iteration 27F (15270.070000 sec): 3 clusters Score: Raw -336443.671986 + Penalty 3892.490219 = -332551.181767 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 19 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15270.190000 sec): 2 clusters Score: Raw -102340.736750 + Penalty 1639.786177 = -100700.950574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15270.360000 sec): 3 clusters Score: Raw -102233.654437 + Penalty 3279.572353 = -98954.082084 nChanged 142 SP:Iteration 1F (15270.650000 sec): 3 clusters Score: Raw -102416.213337 + Penalty 3279.572353 = -99136.640984 nChanged 31 SP:Iteration 2Q (15270.790000 sec): 3 clusters Score: Raw -102459.467282 + Penalty 3279.572353 = -99179.894928 nChanged 8 SP:Iteration 3Q (15270.970000 sec): 3 clusters Score: Raw -102472.869565 + Penalty 3279.572353 = -99193.297212 nChanged 9 SP:Iteration 4Q (15271.140000 sec): 3 clusters Score: Raw -102487.565008 + Penalty 3279.572353 = -99207.992655 nChanged 1 SP:Iteration 5Q (15271.320000 sec): 3 clusters Score: Raw -102490.428404 + Penalty 3279.572353 = -99210.856050 nChanged 4 SP:Iteration 6Q (15271.520000 sec): 3 clusters Score: Raw -102495.660518 + Penalty 3279.572353 = -99216.088164 nChanged 4 SP:Iteration 7Q (15271.740000 sec): 3 clusters Score: Raw -102500.263151 + Penalty 3279.572353 = -99220.690798 nChanged 4 SP:Iteration 8Q (15271.890000 sec): 3 clusters Score: Raw -102506.816602 + Penalty 3279.572353 = -99227.244249 nChanged 3 SP:Iteration 9Q (15272.100000 sec): 3 clusters Score: Raw -102513.003644 + Penalty 3279.572353 = -99233.431291 nChanged 2 SP:Iteration 10Q (15272.380000 sec): 3 clusters Score: Raw -102515.671073 + Penalty 3279.572353 = -99236.098720 nChanged 1 SP:Iteration 11Q (15272.590000 sec): 3 clusters Score: Raw -102517.117433 + Penalty 3279.572353 = -99237.545079 nChanged 0 SP:Iteration 12F (15272.780000 sec): 3 clusters Score: Raw -102517.117433 + Penalty 3279.572353 = -99237.545079 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 20 (10129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15272.940000 sec): 2 clusters Score: Raw -1397402.165662 + Penalty 2287.343153 = -1395114.822509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15273.190000 sec): 3 clusters Score: Raw -1391994.197688 + Penalty 4574.686306 = -1387419.511382 nChanged 4180 SP:Iteration 1F (15273.410000 sec): 3 clusters Score: Raw -1394219.922349 + Penalty 4574.686306 = -1389645.236043 nChanged 637 SP:Iteration 2F (15273.690000 sec): 3 clusters Score: Raw -1394510.952566 + Penalty 4574.686306 = -1389936.266260 nChanged 530 SP:Iteration 3F (15273.930000 sec): 3 clusters Score: Raw -1394736.077755 + Penalty 4574.686306 = -1390161.391449 nChanged 437 SP:Iteration 4Q (15274.160000 sec): 3 clusters Score: Raw -1394935.479474 + Penalty 4574.686306 = -1390360.793167 nChanged 420 SP:Iteration 5Q (15274.420000 sec): 3 clusters Score: Raw -1395139.496449 + Penalty 4574.686306 = -1390564.810142 nChanged 431 SP:Iteration 6Q (15274.780000 sec): 3 clusters Score: Raw -1395342.118654 + Penalty 4574.686306 = -1390767.432348 nChanged 417 SP:Iteration 7Q (15275.050000 sec): 3 clusters Score: Raw -1395559.804485 + Penalty 4574.686306 = -1390985.118179 nChanged 426 SP:Iteration 8Q (15275.330000 sec): 3 clusters Score: Raw -1395780.795235 + Penalty 4574.686306 = -1391206.108928 nChanged 404 SP:Iteration 9Q (15275.650000 sec): 3 clusters Score: Raw -1396013.790500 + Penalty 4574.686306 = -1391439.104194 nChanged 378 SP:Iteration 10Q (15275.920000 sec): 3 clusters Score: Raw -1396246.677359 + Penalty 4574.686306 = -1391671.991053 nChanged 375 SP:Iteration 11Q (15276.200000 sec): 3 clusters Score: Raw -1396498.438689 + Penalty 4574.686306 = -1391923.752383 nChanged 356 SP:Iteration 12Q (15276.420000 sec): 3 clusters Score: Raw -1396720.826071 + Penalty 4574.686306 = -1392146.139765 nChanged 296 SP:Iteration 13Q (15276.680000 sec): 3 clusters Score: Raw -1396898.765895 + Penalty 4574.686306 = -1392324.079589 nChanged 227 SP:Iteration 14Q (15276.900000 sec): 3 clusters Score: Raw -1397048.696376 + Penalty 4574.686306 = -1392474.010070 nChanged 210 SP:Iteration 15Q (15277.150000 sec): 3 clusters Score: Raw -1397176.561811 + Penalty 4574.686306 = -1392601.875505 nChanged 149 SP:Iteration 16Q (15277.390000 sec): 3 clusters Score: Raw -1397263.807166 + Penalty 4574.686306 = -1392689.120860 nChanged 131 SP:Iteration 17Q (15277.630000 sec): 3 clusters Score: Raw -1397343.689645 + Penalty 4574.686306 = -1392769.003338 nChanged 105 SP:Iteration 18Q (15277.840000 sec): 3 clusters Score: Raw -1397404.111644 + Penalty 4574.686306 = -1392829.425337 nChanged 74 SP:Iteration 19Q (15278.130000 sec): 3 clusters Score: Raw -1397445.445337 + Penalty 4574.686306 = -1392870.759031 nChanged 67 SP:Iteration 20F (15278.440000 sec): 3 clusters Score: Raw -1397484.993287 + Penalty 4574.686306 = -1392910.306980 nChanged 64 SP:Iteration 21Q (15278.680000 sec): 3 clusters Score: Raw -1397524.281304 + Penalty 4574.686306 = -1392949.594998 nChanged 49 SP:Iteration 22Q (15278.990000 sec): 3 clusters Score: Raw -1397556.122881 + Penalty 4574.686306 = -1392981.436575 nChanged 42 SP:Iteration 23Q (15279.270000 sec): 3 clusters Score: Raw -1397584.288780 + Penalty 4574.686306 = -1393009.602474 nChanged 40 SP:Iteration 24Q (15279.480000 sec): 3 clusters Score: Raw -1397605.415440 + Penalty 4574.686306 = -1393030.729133 nChanged 24 SP:Iteration 25Q (15279.750000 sec): 3 clusters Score: Raw -1397617.568442 + Penalty 4574.686306 = -1393042.882136 nChanged 22 SP:Iteration 26Q (15280.030000 sec): 3 clusters Score: Raw -1397627.760828 + Penalty 4574.686306 = -1393053.074521 nChanged 16 SP:Iteration 27Q (15280.330000 sec): 3 clusters Score: Raw -1397636.176197 + Penalty 4574.686306 = -1393061.489891 nChanged 16 SP:Iteration 28Q (15280.630000 sec): 3 clusters Score: Raw -1397646.422744 + Penalty 4574.686306 = -1393071.736438 nChanged 19 SP:Iteration 29Q (15280.980000 sec): 3 clusters Score: Raw -1397656.422295 + Penalty 4574.686306 = -1393081.735989 nChanged 11 SP:Iteration 30Q (15281.260000 sec): 3 clusters Score: Raw -1397662.425189 + Penalty 4574.686306 = -1393087.738883 nChanged 17 SP:Iteration 31Q (15281.580000 sec): 3 clusters Score: Raw -1397674.200119 + Penalty 4574.686306 = -1393099.513813 nChanged 17 SP:Iteration 32Q (15281.800000 sec): 3 clusters Score: Raw -1397683.961406 + Penalty 4574.686306 = -1393109.275100 nChanged 12 SP:Iteration 33Q (15282.080000 sec): 3 clusters Score: Raw -1397689.571784 + Penalty 4574.686306 = -1393114.885478 nChanged 11 SP:Iteration 34Q (15282.350000 sec): 3 clusters Score: Raw -1397694.793807 + Penalty 4574.686306 = -1393120.107500 nChanged 6 SP:Iteration 35Q (15282.610000 sec): 3 clusters Score: Raw -1397697.573994 + Penalty 4574.686306 = -1393122.887687 nChanged 7 SP:Iteration 36Q (15282.910000 sec): 3 clusters Score: Raw -1397701.361759 + Penalty 4574.686306 = -1393126.675452 nChanged 7 SP:Iteration 37Q (15283.250000 sec): 3 clusters Score: Raw -1397705.071356 + Penalty 4574.686306 = -1393130.385050 nChanged 6 SP:Iteration 38Q (15283.480000 sec): 3 clusters Score: Raw -1397709.334303 + Penalty 4574.686306 = -1393134.647997 nChanged 14 SP:Iteration 39Q (15283.750000 sec): 3 clusters Score: Raw -1397721.506245 + Penalty 4574.686306 = -1393146.819939 nChanged 18 SP:Iteration 40F (15283.990000 sec): 3 clusters Score: Raw -1397733.198478 + Penalty 4574.686306 = -1393158.512171 nChanged 6 SP:Iteration 41Q (15284.280000 sec): 3 clusters Score: Raw -1397736.726663 + Penalty 4574.686306 = -1393162.040356 nChanged 3 SP:Iteration 42Q (15284.510000 sec): 3 clusters Score: Raw -1397738.060226 + Penalty 4574.686306 = -1393163.373920 nChanged 3 SP:Iteration 43Q (15284.760000 sec): 3 clusters Score: Raw -1397739.361492 + Penalty 4574.686306 = -1393164.675185 nChanged 5 SP:Iteration 44Q (15285.080000 sec): 3 clusters Score: Raw -1397742.993847 + Penalty 4574.686306 = -1393168.307541 nChanged 7 SP:Iteration 45Q (15285.400000 sec): 3 clusters Score: Raw -1397747.582718 + Penalty 4574.686306 = -1393172.896412 nChanged 6 SP:Iteration 46Q (15285.690000 sec): 3 clusters Score: Raw -1397751.456259 + Penalty 4574.686306 = -1393176.769952 nChanged 8 SP:Iteration 47Q (15285.970000 sec): 3 clusters Score: Raw -1397756.952228 + Penalty 4574.686306 = -1393182.265922 nChanged 6 SP:Iteration 48Q (15286.240000 sec): 3 clusters Score: Raw -1397760.318428 + Penalty 4574.686306 = -1393185.632121 nChanged 3 SP:Iteration 49Q (15286.520000 sec): 3 clusters Score: Raw -1397762.124994 + Penalty 4574.686306 = -1393187.438687 nChanged 5 SP:Iteration 50Q (15286.740000 sec): 3 clusters Score: Raw -1397766.318857 + Penalty 4574.686306 = -1393191.632551 nChanged 6 SP:Iteration 51Q (15287.040000 sec): 3 clusters Score: Raw -1397773.206812 + Penalty 4574.686306 = -1393198.520505 nChanged 7 SP:Iteration 52Q (15287.270000 sec): 3 clusters Score: Raw -1397776.534127 + Penalty 4574.686306 = -1393201.847821 nChanged 3 SP:Iteration 53Q (15287.510000 sec): 3 clusters Score: Raw -1397777.931984 + Penalty 4574.686306 = -1393203.245678 nChanged 0 SP:Iteration 54F (15287.720000 sec): 3 clusters Score: Raw -1397777.931984 + Penalty 4574.686306 = -1393203.245678 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 21 (1352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15287.890000 sec): 2 clusters Score: Raw -184753.243102 + Penalty 1787.916384 = -182965.326719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15288.030000 sec): 3 clusters Score: Raw -184321.198245 + Penalty 3575.832767 = -180745.365478 nChanged 400 SP:Iteration 1F (15288.250000 sec): 3 clusters Score: Raw -184662.817042 + Penalty 3575.832767 = -181086.984275 nChanged 104 SP:Iteration 2F (15288.470000 sec): 3 clusters Score: Raw -184807.438108 + Penalty 3575.832767 = -181231.605341 nChanged 67 SP:Iteration 3Q (15288.700000 sec): 3 clusters Score: Raw -184890.448922 + Penalty 3575.832767 = -181314.616155 nChanged 41 SP:Iteration 4Q (15288.890000 sec): 3 clusters Score: Raw -184947.464486 + Penalty 3575.832767 = -181371.631719 nChanged 41 SP:Iteration 5Q (15289.110000 sec): 3 clusters Score: Raw -185000.243051 + Penalty 3575.832767 = -181424.410284 nChanged 34 SP:Iteration 6Q (15289.300000 sec): 3 clusters Score: Raw -185062.469722 + Penalty 3575.832767 = -181486.636955 nChanged 36 SP:Iteration 7Q (15289.500000 sec): 3 clusters Score: Raw -185117.977799 + Penalty 3575.832767 = -181542.145032 nChanged 37 SP:Iteration 8Q (15289.680000 sec): 3 clusters Score: Raw -185182.907920 + Penalty 3575.832767 = -181607.075153 nChanged 36 SP:Iteration 9Q (15289.890000 sec): 3 clusters Score: Raw -185259.873863 + Penalty 3575.832767 = -181684.041096 nChanged 40 SP:Iteration 10Q (15290.090000 sec): 3 clusters Score: Raw -185366.867571 + Penalty 3575.832767 = -181791.034804 nChanged 42 SP:Iteration 11Q (15290.260000 sec): 3 clusters Score: Raw -185441.872847 + Penalty 3575.832767 = -181866.040080 nChanged 24 SP:Iteration 12Q (15290.440000 sec): 3 clusters Score: Raw -185481.115532 + Penalty 3575.832767 = -181905.282765 nChanged 21 SP:Iteration 13Q (15290.640000 sec): 3 clusters Score: Raw -185508.339296 + Penalty 3575.832767 = -181932.506529 nChanged 20 SP:Iteration 14Q (15290.820000 sec): 3 clusters Score: Raw -185536.682304 + Penalty 3575.832767 = -181960.849536 nChanged 17 SP:Iteration 15Q (15291.040000 sec): 3 clusters Score: Raw -185562.133391 + Penalty 3575.832767 = -181986.300624 nChanged 19 SP:Iteration 16Q (15291.290000 sec): 3 clusters Score: Raw -185586.038016 + Penalty 3575.832767 = -182010.205249 nChanged 14 SP:Iteration 17Q (15291.440000 sec): 3 clusters Score: Raw -185608.610195 + Penalty 3575.832767 = -182032.777428 nChanged 16 SP:Iteration 18Q (15291.650000 sec): 3 clusters Score: Raw -185627.849457 + Penalty 3575.832767 = -182052.016690 nChanged 9 SP:Iteration 19Q (15291.860000 sec): 3 clusters Score: Raw -185638.524851 + Penalty 3575.832767 = -182062.692084 nChanged 13 SP:Iteration 20F (15292.050000 sec): 3 clusters Score: Raw -185653.977944 + Penalty 3575.832767 = -182078.145177 nChanged 9 SP:Iteration 21Q (15292.240000 sec): 3 clusters Score: Raw -185665.580031 + Penalty 3575.832767 = -182089.747263 nChanged 11 SP:Iteration 22Q (15292.420000 sec): 3 clusters Score: Raw -185679.822227 + Penalty 3575.832767 = -182103.989459 nChanged 12 SP:Iteration 23Q (15292.640000 sec): 3 clusters Score: Raw -185700.239494 + Penalty 3575.832767 = -182124.406727 nChanged 9 SP:Iteration 24Q (15292.830000 sec): 3 clusters Score: Raw -185709.443569 + Penalty 3575.832767 = -182133.610801 nChanged 4 SP:Iteration 25Q (15293.050000 sec): 3 clusters Score: Raw -185714.730554 + Penalty 3575.832767 = -182138.897786 nChanged 4 SP:Iteration 26Q (15293.240000 sec): 3 clusters Score: Raw -185721.443966 + Penalty 3575.832767 = -182145.611199 nChanged 2 SP:Iteration 27Q (15293.390000 sec): 3 clusters Score: Raw -185723.272868 + Penalty 3575.832767 = -182147.440101 nChanged 0 SP:Iteration 28F (15293.560000 sec): 3 clusters Score: Raw -185723.272868 + Penalty 3575.832767 = -182147.440101 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 22 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15293.610000 sec): 2 clusters Score: Raw -40654.494005 + Penalty 1447.033063 = -39207.460942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15293.810000 sec): 3 clusters Score: Raw -40806.547396 + Penalty 2894.066126 = -37912.481271 nChanged 52 SP:Iteration 1F (15293.940000 sec): 3 clusters Score: Raw -40997.811456 + Penalty 2894.066126 = -38103.745330 nChanged 24 SP:Iteration 2F (15294.140000 sec): 3 clusters Score: Raw -41103.249708 + Penalty 2894.066126 = -38209.183582 nChanged 6 SP:Iteration 3Q (15294.300000 sec): 3 clusters Score: Raw -41130.399137 + Penalty 2894.066126 = -38236.333012 nChanged 5 SP:Iteration 4Q (15294.450000 sec): 3 clusters Score: Raw -41149.045684 + Penalty 2894.066126 = -38254.979559 nChanged 2 SP:Iteration 5Q (15294.640000 sec): 3 clusters Score: Raw -41156.829586 + Penalty 2894.066126 = -38262.763460 nChanged 4 SP:Iteration 6Q (15294.800000 sec): 3 clusters Score: Raw -41177.343046 + Penalty 2894.066126 = -38283.276920 nChanged 5 SP:Iteration 7Q (15295.020000 sec): 3 clusters Score: Raw -41207.343453 + Penalty 2894.066126 = -38313.277327 nChanged 4 SP:Iteration 8Q (15295.160000 sec): 3 clusters Score: Raw -41218.451168 + Penalty 2894.066126 = -38324.385042 nChanged 2 SP:Iteration 9Q (15295.320000 sec): 3 clusters Score: Raw -41223.381899 + Penalty 2894.066126 = -38329.315773 nChanged 2 SP:Iteration 10Q (15295.540000 sec): 3 clusters Score: Raw -41228.618077 + Penalty 2894.066126 = -38334.551951 nChanged 1 SP:Iteration 11Q (15295.710000 sec): 3 clusters Score: Raw -41307.708070 + Penalty 2894.066126 = -38413.641944 nChanged 5 SP:Iteration 12Q (15295.830000 sec): 3 clusters Score: Raw -41383.340120 + Penalty 2894.066126 = -38489.273995 nChanged 4 SP:Iteration 13Q (15296.040000 sec): 3 clusters Score: Raw -41396.378927 + Penalty 2894.066126 = -38502.312801 nChanged 4 SP:Iteration 14Q (15296.260000 sec): 3 clusters Score: Raw -41415.028479 + Penalty 2894.066126 = -38520.962353 nChanged 3 SP:Iteration 15Q (15296.460000 sec): 3 clusters Score: Raw -41426.942425 + Penalty 2894.066126 = -38532.876300 nChanged 2 SP:Iteration 16Q (15296.710000 sec): 3 clusters Score: Raw -41437.924078 + Penalty 2894.066126 = -38543.857952 nChanged 4 SP:Iteration 17Q (15296.940000 sec): 3 clusters Score: Raw -41453.952816 + Penalty 2894.066126 = -38559.886690 nChanged 2 SP:Iteration 18Q (15297.100000 sec): 3 clusters Score: Raw -41465.873767 + Penalty 2894.066126 = -38571.807642 nChanged 2 SP:Iteration 19Q (15297.240000 sec): 3 clusters Score: Raw -41476.484787 + Penalty 2894.066126 = -38582.418661 nChanged 1 SP:Iteration 20F (15297.380000 sec): 3 clusters Score: Raw -41481.297157 + Penalty 2894.066126 = -38587.231032 nChanged 1 SP:Iteration 21Q (15297.520000 sec): 3 clusters Score: Raw -41487.514443 + Penalty 2894.066126 = -38593.448318 nChanged 1 SP:Iteration 22Q (15297.690000 sec): 3 clusters Score: Raw -41490.212959 + Penalty 2894.066126 = -38596.146833 nChanged 1 SP:Iteration 23Q (15297.880000 sec): 3 clusters Score: Raw -41494.387711 + Penalty 2894.066126 = -38600.321586 nChanged 1 SP:Iteration 24Q (15298.050000 sec): 3 clusters Score: Raw -41499.277284 + Penalty 2894.066126 = -38605.211159 nChanged 0 SP:Iteration 25F (15298.200000 sec): 3 clusters Score: Raw -41499.277284 + Penalty 2894.066126 = -38605.211159 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 23 (99 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15298.320000 sec): 2 clusters Score: Raw -6912.815249 + Penalty 1139.589723 = -5773.225526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15298.470000 sec): 3 clusters Score: Raw -7327.813483 + Penalty 2279.179446 = -5048.634037 nChanged 4 SP:Iteration 1Q (15298.680000 sec): 3 clusters Score: Raw -7406.624028 + Penalty 2279.179446 = -5127.444582 nChanged 0 SP:Iteration 2F (15298.870000 sec): 3 clusters Score: Raw -7406.624028 + Penalty 2279.179446 = -5127.444582 nChanged 0 Memory request: 0.00 GB would take us to total of 4.57 GB. Trying to split cluster 24 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15298.960000 sec): 2 clusters Score: Raw -15053.794963 + Penalty 1264.766874 = -13789.028089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15299.140000 sec): 3 clusters Score: Raw -15374.255957 + Penalty 2529.533748 = -12844.722209 nChanged 13 SP:Iteration 1F (15299.330000 sec): 3 clusters Score: Raw -15441.707010 + Penalty 2529.533748 = -12912.173261 nChanged 3 SP:Iteration 2Q (15299.540000 sec): 3 clusters Score: Raw -15464.761758 + Penalty 2529.533748 = -12935.228010 nChanged 1 SP:Iteration 3Q (15299.730000 sec): 3 clusters Score: Raw -15471.730391 + Penalty 2529.533748 = -12942.196643 nChanged 0 SP:Iteration 4F (15299.900000 sec): 3 clusters Score: Raw -15471.730391 + Penalty 2529.533748 = -12942.196643 nChanged 0 ------ Evaluating fit on full set of 1729886 points ------ Score: Raw -234243458.068993 + Penalty 85491.945239 = -234157966.123754 Time taken for this iteration:9882.560000 seconds. 21->25 Clusters: Score -234157966.123754, best is -234125694.417592 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 11657 (time per iteration =483.294833 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 817623883800.000000 (time per metric unit =6.890415ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 24528716514000.000000 (time per metric unit=229.680500ps) That took 5633.767869 seconds.